diff --git a/.github/scripts/run_notebooks.py b/.github/scripts/run_notebooks.py index a737d76..5567213 100644 --- a/.github/scripts/run_notebooks.py +++ b/.github/scripts/run_notebooks.py @@ -1,4 +1,11 @@ -"""Execute every example notebook; fail CI on any cell error.""" +"""Execute every example notebook; fail CI on any cell error. + +A notebook opts out by setting ``metadata.compileml.ci_execute = false`` in +its own notebook metadata — the declaration travels with the file, so it +survives renames and is visible to anyone reading the notebook. Opted-out +notebooks still ship committed outputs; the APIs they demonstrate are +covered by the unit tests. +""" import sys from pathlib import Path @@ -10,8 +17,11 @@ failed = False for path in sorted(EXAMPLES.glob("*.ipynb")): - print(f"executing {path.name} …", flush=True) nb = nbformat.read(path, as_version=4) + if nb.metadata.get("compileml", {}).get("ci_execute") is False: + print(f"skipping {path.name} (ci_execute: false)") + continue + print(f"executing {path.name} …", flush=True) try: NotebookClient( nb, timeout=900, kernel_name="python3", resources={"metadata": {"path": str(EXAMPLES)}} diff --git a/CHANGELOG.md b/CHANGELOG.md index 1b8fa09..fcefc8a 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -34,6 +34,11 @@ inside each artifact (`schema_version`). - Runtime self-check: on artifacts recording `exact_attribution`, `decide()` refuses to emit an explanation whose residual is nonzero — every explained production decision now re-proves attribution integrity in place. +- `examples/04_visualization.ipynb`: rendered reference gallery for the viz + suite — arrow geometry, exact remainder truncation, the depth>2 residual + bar, dependency-free SVG, every colour/sort encoding, per-band facets, and + restyling. Notebooks can now opt out of CI execution via + `metadata.compileml.ci_execute = false`. ### Changed - Documentation doctrine: explain everything by default. Complete attribution diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 93ae379..7fe72f1 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -29,6 +29,14 @@ The suite is deterministic and offline; `pytest` should pass everywhere. The GnuCOBOL parity test runs automatically where `cobc` is installed and skips elsewhere. +### Notebooks + +CI executes the example notebooks on every push. A notebook may opt out by +setting `metadata.compileml.ci_execute = false` — reserved for rendered +galleries whose APIs are already covered by unit tests. If you change +`compileml.viz`, re-run `examples/04_visualization.ipynb` and commit the +regenerated figures. + ## Style - `ruff check` and `black --check` (line length 100) must pass. diff --git a/docs/howto/visualize.md b/docs/howto/visualize.md index f672616..bd3463a 100644 --- a/docs/howto/visualize.md +++ b/docs/howto/visualize.md @@ -75,3 +75,11 @@ Every renderer accepts `labels={feature: display_name}` and a `colors={…}` override (keys: `up`, `down`, `base`, `remainder`, `residual`, `good`, `bad`, `neutral`), and the matplotlib functions take an `ax=` to compose into your own figures. + +## See it rendered + +[`examples/04_visualization.ipynb`](https://github.com/orgoca/CompileML/blob/main/examples/04_visualization.ipynb) +is the visual reference for everything on this page: arrow geometry, exact +remainder truncation, the depth>2 residual bar, inline SVG, every `color_by` +and `value_color` encoding, `sort_metric` variants, per-band facets, and +restyling with an institutional palette. diff --git a/examples/04_visualization.ipynb b/examples/04_visualization.ipynb new file mode 100644 index 0000000..7ad23f3 --- /dev/null +++ b/examples/04_visualization.ipynb @@ -0,0 +1,723 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "47dc843e", + "metadata": {}, + "source": [ + "# CompileML visualization gallery\n", + "\n", + "Notebooks 01 and 03 show the plots in context, using defaults. This one is\n", + "the **reference**: what every option does, rendered.\n", + "\n", + "Everything here draws `decide()` payloads — the deployed integers — and never\n", + "recomputes the model. A chart cannot disagree with the decision it depicts.\n", + "\n", + "> **Not executed in CI.** The APIs shown are covered by `tests/test_viz.py`;\n", + "> this notebook ships committed outputs as rendered evidence. Re-run it\n", + "> yourself after changing anything in `compileml.viz`.\n", + "\n", + "```\n", + "pip install compileml[viz]\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "03a98231", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "One small artifact and one explained sample, reused throughout." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "9cd63429", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:11:52.223934Z", + "iopub.status.busy": "2026-08-16T04:11:52.223484Z", + "iopub.status.idle": "2026-08-16T04:12:05.295367Z", + "shell.execute_reply": "2026-08-16T04:12:05.293104Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "artifact 46d196e98753c7aa… · 150 explained decisions ready\n" + ] + } + ], + "source": [ + "import warnings\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "\n", + "from compileml.artifact import build_artifact\n", + "from compileml.bands import monotone_quantile_bands\n", + "from compileml.compile import train_whitebox\n", + "from compileml.runtime import decide\n", + "\n", + "warnings.filterwarnings(\"ignore\")\n", + "rng = np.random.default_rng(7)\n", + "\n", + "FEATURES = [\n", + " \"UTILIZATION\", \"PAYMENT_RATIO\", \"BILLS_PAID_LATE\", \"MONTHS_ON_BOOK\",\n", + " \"N_CREDIT_LINES\", \"INQUIRIES_6M\", \"BALANCE_TO_LIMIT\", \"INCOME_PROXY\",\n", + "]\n", + "REASONS = {\n", + " \"UTILIZATION\": {\"code\": \"HIGH_UTILIZATION\", \"negative\": \"Utilization is high.\", \"positive\": \"Utilization is well managed.\"},\n", + " \"PAYMENT_RATIO\": {\"code\": \"PAYMENT_LEVEL\", \"negative\": \"Payments cover little.\", \"positive\": \"Payments cover a healthy share.\"},\n", + " \"BILLS_PAID_LATE\": {\"code\": \"LATE_PAYMENTS\", \"negative\": \"Recent payments were late.\", \"positive\": \"Consistent on-time history.\"},\n", + " \"MONTHS_ON_BOOK\": {\"code\": \"CREDIT_AGE\", \"negative\": \"Short account history.\", \"positive\": \"Long, established history.\"},\n", + " \"N_CREDIT_LINES\": {\"code\": \"OPEN_LINES\", \"negative\": \"Many open lines.\", \"positive\": \"Moderate number of lines.\"},\n", + " \"INQUIRIES_6M\": {\"code\": \"RECENT_INQUIRIES\", \"negative\": \"Several recent applications.\", \"positive\": \"Few recent applications.\"},\n", + " \"BALANCE_TO_LIMIT\": {\"code\": \"BALANCE_PRESSURE\", \"negative\": \"Balances press on limits.\", \"positive\": \"Comfortable balances.\"},\n", + " \"INCOME_PROXY\": {\"code\": \"CAPACITY\", \"negative\": \"Limited payment capacity.\", \"positive\": \"Strong payment capacity.\"},\n", + "}\n", + "\n", + "n = 6000\n", + "X = rng.standard_normal((n, len(FEATURES)))\n", + "logit = 1.4 * X[:, 0] - 1.1 * X[:, 1] + 0.9 * X[:, 2] + 0.6 * X[:, 6] * X[:, 0] - 0.4 * X[:, 7]\n", + "y = (rng.random(n) < 1 / (1 + np.exp(-logit))).astype(int)\n", + "\n", + "teacher = GradientBoostingClassifier(n_estimators=80, max_depth=4, random_state=7).fit(X, y)\n", + "whitebox, _ = train_whitebox(X, teacher.predict_proba(X)[:, 1], n_estimators=60, random_state=7)\n", + "latent = np.clip(whitebox.predict(X), 0, 1)\n", + "\n", + "artifact = build_artifact(\n", + " whitebox, FEATURES, np.median(X, axis=0),\n", + " monotone_quantile_bands(latent, y, n_bands=8),\n", + " calibration_latent=latent, calibration_y=y, reasons=REASONS,\n", + ")\n", + "\n", + "# ONE explained sample, reused by every population figure below. Explaining\n", + "# 150 rows at 8 features costs ~0.2 s — the plots themselves are free.\n", + "# include_contributions=True adds the per-feature vector the waterfall needs;\n", + "# the driver plots need only the reason blocks that explain=True already gives.\n", + "SAMPLE_N = 150\n", + "sample = [\n", + " decide(artifact, [float(v) for v in r], include_contributions=True)\n", + " for r in X[:SAMPLE_N]\n", + "]\n", + "y_sample = y[:SAMPLE_N]\n", + "values = [dict(zip(FEATURES, row)) for row in X[:SAMPLE_N]]\n", + "\n", + "print(f\"artifact {artifact['artifact_hash'][:16]}… · {len(sample)} explained decisions ready\")" + ] + }, + { + "cell_type": "markdown", + "id": "7a81915a", + "metadata": {}, + "source": [ + "---\n", + "## 1. Anatomy of a waterfall\n", + "\n", + "Each bar is a single 7-point polygon — body and arrow head in one path, so the\n", + "head can never detach or mis-scale. The head is an *adaptive* fraction of the\n", + "bar: short bars get proportionally chunkier heads so they stay recognisable,\n", + "and every head carries a barb slightly wider than its shaft.\n", + "\n", + "Bars run baseline → contributions → score, largest impact first." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "398cf8ac", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:05.301041Z", + "iopub.status.busy": "2026-08-16T04:12:05.299739Z", + "iopub.status.idle": "2026-08-16T04:12:05.815584Z", + "shell.execute_reply": "2026-08-16T04:12:05.812857Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from compileml.viz import waterfall\n", + "\n", + "# Pick the decision with the widest spread of impacts — it exercises the\n", + "# adaptive head geometry across large and small bars at once.\n", + "def spread(d):\n", + " v = [abs(c[\"impact_half_micro\"]) for c in d[\"contributions\"]]\n", + " return max(v) - min(v)\n", + "\n", + "showcase = max(sample, key=spread)\n", + "fig, ax = waterfall(showcase)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a05abdf2", + "metadata": {}, + "source": [ + "### Truncation still balances\n", + "\n", + "`max_features` limits the rows. Everything omitted collapses into one grey\n", + "**remainder** bar — so the arithmetic still closes exactly, no matter how few\n", + "rows you show." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "1847639d", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:05.821428Z", + "iopub.status.busy": "2026-08-16T04:12:05.820559Z", + "iopub.status.idle": "2026-08-16T04:12:06.338395Z", + "shell.execute_reply": "2026-08-16T04:12:06.335971Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2*(score - baseline) = -207418\n", + "sum of drawn bars = -207418\n", + "labels: ['UTILIZATION', 'PAYMENT_RATIO', 'BILLS_PAID_LATE', '5 smaller features']\n" + ] + } + ], + "source": [ + "fig, ax = waterfall(showcase, max_features=3)\n", + "plt.show()\n", + "\n", + "from compileml.viz._data import waterfall_segments\n", + "\n", + "segs = waterfall_segments(showcase, max_features=3)\n", + "lhs = 2 * (segs[\"raw_micro\"] - segs[\"baseline_micro\"])\n", + "print(f\"2*(score - baseline) = {lhs}\")\n", + "print(f\"sum of drawn bars = {sum(s['half_micro'] for s in segs['segments'])}\")\n", + "print(\"labels:\", [s[\"label\"] for s in segs[\"segments\"]])" + ] + }, + { + "cell_type": "markdown", + "id": "d0424f28", + "metadata": {}, + "source": [ + "---\n", + "## 2. Two edge cases worth seeing\n", + "\n", + "**Sub-pixel bars.** Below ~0.3 px a triangle renders as a smear, so those\n", + "contributions draw as a short vertical tick instead — visible, honest, not\n", + "pretending to be an arrow.\n", + "\n", + "**Interaction residual.** At whitebox depth ≤ 2 the pairwise decomposition is\n", + "complete and the residual is exactly zero. Compile deeper and it is not — so\n", + "the leftover is drawn as its own purple bar rather than being quietly folded\n", + "into a feature that did not earn it." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0f6f59c9", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:06.345662Z", + "iopub.status.busy": "2026-08-16T04:12:06.345007Z", + "iopub.status.idle": "2026-08-16T04:12:08.505592Z", + "shell.execute_reply": "2026-08-16T04:12:08.502726Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exact_attribution: False\n", + "residual (half-micro): -35530\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "deep, _ = train_whitebox(\n", + " X, teacher.predict_proba(X)[:, 1], n_estimators=40, max_depth=3, random_state=7\n", + ")\n", + "deep_latent = np.clip(deep.predict(X), 0, 1)\n", + "deep_artifact = build_artifact(\n", + " deep, FEATURES, np.median(X, axis=0),\n", + " monotone_quantile_bands(deep_latent, y, n_bands=8),\n", + " calibration_latent=deep_latent, calibration_y=y, reasons=REASONS,\n", + ")\n", + "print(\"exact_attribution:\", deep_artifact[\"runtime\"][\"exact_attribution\"])\n", + "\n", + "deep_decision = decide(deep_artifact, [float(v) for v in X[3]], include_contributions=True)\n", + "print(\"residual (half-micro):\", deep_decision[\"attribution_residual_half_micro\"])\n", + "\n", + "fig, ax = waterfall(deep_decision)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e302a388", + "metadata": {}, + "source": [ + "---\n", + "## 3. The same waterfall, without matplotlib\n", + "\n", + "`waterfall_svg()` renders from the standard library alone — the payload is\n", + "plain integers, so no plotting stack is required. Output is deterministic:\n", + "same payload, same bytes. The image on the project README is this function's\n", + "output." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3cfcbf39", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:08.511083Z", + "iopub.status.busy": "2026-08-16T04:12:08.510446Z", + "iopub.status.idle": "2026-08-16T04:12:08.533405Z", + "shell.execute_reply": "2026-08-16T04:12:08.530724Z" + } + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "Band G04 · latent_int 390 · PD 0.3684Baseline0.4940UTILIZATION-0.4485 (-449)PAYMENT_RATIO+0.1702 (+170)BILLS_PAID_LATE+0.1529 (+153)INCOME_PROXY+0.0217 (+22)Score0.3903" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2,085 bytes · deterministic: True\n" + ] + } + ], + "source": [ + "from IPython.display import SVG, display\n", + "\n", + "from compileml.viz import waterfall_svg\n", + "\n", + "svg = waterfall_svg(showcase, max_features=6)\n", + "display(SVG(svg))\n", + "print(f\"{len(svg):,} bytes · deterministic: {waterfall_svg(showcase, max_features=6) == svg}\")" + ] + }, + { + "cell_type": "markdown", + "id": "26fa5fd9", + "metadata": {}, + "source": [ + "---\n", + "## 4. Decision drivers: what the colours mean\n", + "\n", + "One point per (decision, reason). Points are labelled by **reason code**,\n", + "ranked by mean absolute impact with the biggest driver on top, and given a\n", + "micro-jitter *within* each identical-value pile so discrete scores do not\n", + "stack into a single vertical line. The black tick is the mean impact.\n", + "\n", + "`color_by` picks the encoding:\n", + "\n", + "* `\"outcome\"` — observed repayment vs default (needs `y`)\n", + "* `\"impact\"` — risk-decreasing vs risk-increasing\n", + "* `\"auto\"` — outcome when `y` is supplied, impact otherwise\n", + "\n", + "Risk-increasing points are drawn slightly larger, more opaque, and on top:\n", + "the adverse side of a decision should not hide behind the favourable side." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "76806b89", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:08.538046Z", + "iopub.status.busy": "2026-08-16T04:12:08.537281Z", + "iopub.status.idle": "2026-08-16T04:12:09.497698Z", + "shell.execute_reply": "2026-08-16T04:12:09.494334Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from compileml.viz import decision_drivers\n", + "\n", + "fig, axes = plt.subplots(2, 1, figsize=(12, 11))\n", + "decision_drivers(sample, y=y_sample, color_by=\"outcome\", top_codes=8, ax=axes[0])\n", + "decision_drivers(sample, color_by=\"impact\", top_codes=8, ax=axes[1])\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "78679528", + "metadata": {}, + "source": [ + "### Encoding the feature value too\n", + "\n", + "`value_color=True` shades each point by where that applicant's feature value\n", + "falls in the population (dark = low, bright = high), which is how you read\n", + "*direction*: high utilization pushing risk up looks different from low\n", + "utilization pulling it down. `value_alpha=True` does the same through opacity\n", + "when you want to keep colour for outcome.\n", + "\n", + "Both need `values` — one `{feature: value}` dict per decision." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "de4f8088", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:09.502623Z", + "iopub.status.busy": "2026-08-16T04:12:09.502058Z", + "iopub.status.idle": "2026-08-16T04:12:09.995717Z", + "shell.execute_reply": "2026-08-16T04:12:09.993373Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 6))\n", + "decision_drivers(\n", + " sample, y=y_sample, values=values, value_color=True, top_codes=8, ax=ax\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e5c134ff", + "metadata": {}, + "source": [ + "### Ranking by something other than the mean\n", + "\n", + "`sort_metric` chooses what \"biggest driver\" means: `\"mean\"` absolute impact\n", + "(default), `\"sum\"` (weights how *often* a reason fires), or `\"max\"` (surfaces\n", + "rare but extreme drivers)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "25be5dac", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:10.001178Z", + "iopub.status.busy": "2026-08-16T04:12:10.000617Z", + "iopub.status.idle": "2026-08-16T04:12:10.895048Z", + "shell.execute_reply": "2026-08-16T04:12:10.891973Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABjYAAAHqCAYAAACne3d+AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQV4G2fSx0csmSF2HGZmTgrhNmmKKXOKV+61vX7F65Wu3F6Z7soMKUOaUhpqkqbBNknDDHbMthj2e/6jSJFkkmTZluT55dl4pV3tvlrSO+/M/EelKIpCgiAIgiAIgiAIgiAIgiAIgiAICYC6pRsgCIIgCIIgCIIgCIIgCIIgCIIQLuLYEARBEARBEARBEARBEARBEAQhYRDHhiAIgiAIgiAIgiAIgiAIgiAICYM4NgRBEARBEARBEARBEARBEARBSBjEsSEIgiAIgiAIgiAIgiAIgiAIQsIgjg1BEARBEARBEARBEARBEARBEBIGcWwIgiAIgiAIgiAIgiAIgiAIgpAwiGNDEARBEARBEARBEARBEARBEISEQRwbgiAIgiAIgiAIgiAIgiAIgiAkDOLYEIQo+eWXX0ilUvmnHTt2RLUdfC5wO9hua+Wiiy7yH4eJEydSa+Kll17yf/fHHnuspZsTtwTeK2+88UZYn2nN11VreY4KzcM111zjP1ffffedHHZBEIQmQGyM2NOa+4JiY4SH2BiJj9gViYXYFUKsEMeGkBA/Spj0ej1lZmZS9+7daerUqXTvvffS7t27W7qprQI5H02LxWKh++67j+dxjV9xxRU11lm6dCmde+651LVrVzIajZSamkqdOnWiUaNG0aWXXkovv/wyNSet2UBsDHPnzqWZM2dShw4d+JmWnp5OXbp0oSOOOIKuuuoq+vDDDynRGThwYNCzu127duRyuSheCWwrruvWCu7jho7DTTfdRBqNhufvuOMOUhSlmVspCILQOKRPG1/I+WhaxMZIfkKDJDENHjy41nX/+usvUqvVQevGux0ndkViInaF0Jxom3VvgtAInE4nT5WVlbR9+3b66aef6P7776e77rqLJ/xINyc9evQIiqzPycmJajv4XOB2sN3Wej7OPvts7rwADNq3pkiq/fv38zwGFDMyMoKWv/LKK/S3v/2txiAijJU9e/bQ77//Tp988kmtDhEhfvjXv/7F90gguIeqq6tp165dtGTJEp7OOussSlSWL19O69atC3rvwIEDHN1/wgkntFi7hNiA36fjjz+evvzyS1q1ahV99tlndOqpp8rhFQQhoREbI74QGyN2iI3ROvnjjz/YaRjqtHjmmWcSKihF7IrkRuwKIVaIY0NICDDQN3LkSKqoqKCVK1dy1LPb7ebpnnvu4YGzF198sVnbhIH3m2++udHbwSB2LLaTyOcDzhEch+nTp/MUr5jNZjKZTDF3ogVmW8C5E0hpaSldf/31/k5ox44d6fTTT6f8/HyqqqqiP//8kxYsWEDNAc6v3W6nlJSUZtlfMrF+/Xr697//7X/dp08fOvnkkyk7O5vP8Zo1a2jRokWU6NQlD4b3xbGRHOAZBceG79kljg1BEBIZsTHiC7ExxMYQYgOcGIGOjfLycnrrrbcS6vCKXZH8iF0hxARFEOKQefPmYRTXP73++utBy9evX69069YtaJ05c+bU2M7q1auViy++WOnevbtiNBqV1NRUZejQocoDDzygVFdX17pvvP/kk08q48ePV3JychSdTqe0bduWXz/33HN1tnH79u1B27j33nuVYcOGKWlpaYpWq1Xy8vKUIUOGKJdddllQW/G5wO1gu6HMnj1bmTFjBrcD7cnKylLGjRunPP7444rZbK6xfuix+/7775WJEyfy90d7pk+frvz555/Ndj5CP79582blscceU/r27avo9Xrl5JNP5vVmzZrlX2fChAn8HtZt6PiMHj3avxzHtzHXQJcuXfzbuvvuu5WFCxcqU6ZMUTIyMvi9srIyXu+LL75Qpk2bpuTn5/P5TU9P533guzz44IOK2+0O69guWrTIv78OHTooHo8naDn2E/j9d+zYUWMbTqdTmTt3bq3b37hxo3LllVcqvXv3VkwmE0+9evVS/va3vykbNmyosX7oOdi5c6dy/vnn8/dUqVR8bwS2p7Yp8BzhOLz11lvKMcccw/cArt82bdrw9fzNN9/U2mZ8n4ceekjp2bMnXx84rvfff7/icDjqvQ7rIvQ7FRYWKpdeeinfTwaDge/T999/P6jNgdfz7bffXmObN998s395v379GmzD008/7V8f12Bt157FYlF+/vnnoPfwHQO/cyh1HY/Qz5WXlyvXXXedUlBQoKSkpPDzYNmyZbzu1q1bldNOO42fK3g+4Lr+448/lEix2WxKdna2f5+45nzzOI/FxcU1PhP6bNi2bRs/ZwcMGMDnpn379sqNN96oVFZW1vgsviPOZ25uLt+DaD/2eeaZZyrPP/982O0O3D+ulbqWYX+4lvEcx7OkR48eyn/+8x//NYtrtGvXrvxd8Wz773//W2NfaG/gvnAPnnrqqXzccG8eeeSRyg8//FDjc59++infh4MGDeJ7EfcRriNce9dcc03Q708gaNerr77K95/vc7j/xowZo9xzzz28Dp5zDd3Tgduvqqri74j31Wq1smvXrrCPtSAIQksjNkYwYmOIjSE2RmLbGKFjCeib4a9GowmyGzFu4FsHy0Jt7mj7nLfeeqt/W5mZmcru3bv9y2BH+9qD6e2331bCRewKsSsEIVzEsSEkpNEBfvvtt6B1jj322KDlL7zwAg921TVQ079/f2X//v1Bn8EAHwZ96/oMBrTqamPgjzwGDesbJDrrrLPCcmy4XC4epKtvW+hk7Nu3L+h7BC7HQBkGpEM/h8HAoqKiZjkfoZ8/+uijg17X59gAgetjQD6QLVu2BG3r119/bdQ1EOjYgPMosOPnc2yEDhrXNlmt1rCO7b/+9S//Z04//fQayz/55JOg7cLRES4fffQRD8DW1UZ0uAM726HnAPcCBsIDPxOJYwMD9VOnTq133ZtuuqlGu88+++xa1z3++OMbvA5rI/A74Zxj8Lm27T/xxBP+z8Dx5nsfg+u4F+u6Th599NEG24Bt+9aHgbB8+fKw2h4rx8aIESNqfF9cG7ie4MBtzPPBx4cffhi0jSVLlvB39b1+5plnanwm9NkQeo5906hRo4LuqYYG42FQhku4jo3ajiGmu+66i59htS2DU6Euxwa253OYBk4wAHHvBgLHU33fF9tZu3Zt0GdKSkr4uNX1GRif4RxLTKFGbOCxCPc+FARBiAfExvAiNoYXsTHExkh0GyN0LOGUU07xz//f//1fDYcK+siwcetybETa54RTaOTIkf7lCKAECOJCEJDv/fPOO0+JBLErxK4QhHARKSohYUHR5CFDhrCEC4AcD6RyUNj0119/pWuvvZY8Hg8vGzt2LEscQbrnzTffpOLiYpaGufDCC+n777/ndfDZU045hTZv3hy0jylTpvCyZcuWsWRSQ2zYsIE1LQEki7CP3r178z5Ri8K3LBwefPBB+uijj/yv8T2OPfZY3sfHH3/s3995551HP//8c63bWLx4MfXt25flQlavXk3ffvstv19SUkKvvvoq3XbbbdTU5yOUhQsX0oABA+jEE09kiaXa1gnk4osv5s+A2bNn03PPPUc6nY5fv//++/718D3HjRvH89FcA6Gg3gFkl84//3wu9gxNebQ1UGYL3xsSOyiOjGL2uE5wTsLF970A5L1CGTp0KBd280lRQb6oe/fu/H2GDx9ORx99NLcB6wSyZcsWuuCCC1g6CuTm5tKsWbN4Pd/3xzK8N2LECOrVq1eNffvuBVw7OLc7d+7k446aMChyjdoeAO1B4evQOjE33ngj/fjjjzyPQtlINcV+oPuK6xff6T//+Q/vH4XRfef3gw8+8G+rZ8+edOaZZ9LevXvp7bffpsaCc44C7WgbjsVrr73GqdkA98JJJ53E+0RB9rvvvpvrmOzbt4+++eYbXgZ+++03PhZAq9XycW4InKtA7Wics/79+9Po0aP5+0+YMIEGDRpETQWu3csvv5zS0tL4/kEbbDYbX0/4DldffTU5HA6u5xLt8yEwXRzfF9fo1KlTac6cOf7l1113Xb3bwHFGm3C94XPQ1gX4++ijj3KdEhB4D2IfSLWHVBzuQUh6Wa1WijUrVqzg58sxxxzD1//GjRv5fV/dFJzD8ePH0//+9z+W4wNo8yWXXFLn9tq3b8/3Dp5LON64J/HMQk0dPOtxrYKsrCx+3a9fP5Yvw/1UWFjINS5QnwW/Tbfeeqv/+Q5wXfqOH8BnZ8yYQQaDga8HPKsAtovrAsd027Zt/mdRYK2X0BpSuH7Rft8zrDUXXRcEIfkQG0NsDCA2htgYiWBjhIKxC9iBkCtG3xIy0T/88AOPQ4Arr7yy3vGISPucsA3fe+89GjZsGPfFUVcP9gTGHbZu3crrdOvWjV544YWIvofYFWJXCELYhO0CEYQ4i6YCodkMvgjjmTNn+t9D9kSgLFBoZsGaNWv4/S+//DLofWQGhMoCIaOjrjb6IlpXrlwZlE0Rug1EZQSmhdaVsYE2B0ZSI7IiMKLjlltuCfrcqlWr/MsC3+/UqVOQjAtSYn3LIIHSHOcj9PNjx46tNaOhrowNRHxAIse37KuvvvIvQ3SM7/1HHnnE/34010BolAyyNVasWFGjnYMHDw6KSg8F5zRcKarOnTv7t/Xuu+/Wus4NN9xQb+QMInA+/vjjoM/8/e9/D4oAD5QWwnxgWjDWre0cYHrqqadqbVNd5yowWjwwW+a1114LWn711Vf7l+Ga9AEZpMCIcmzHB+TDGhtNhWnx4sX+ZZgPXHbnnXf6l11++eX+90888UT/+//4xz9qfb8hAiOoaptwXTWVFNW///1v/7JzzjknaBkix3zg3oz0+QCQNRaY3eTbJqSbAvcVmlUQ+mzAMQ+MAIMklW9Zx44d/csCMx1Cs65Cn9UNEW7GBp41aBOA9FtoNp/v+fzSSy8FLQt8/gZmbCCbJTATAvd/4Of+97//BbUF+16wYAFngSBzCscYMnuBGVi+9uE4B24L0m++ZXUdo1CZrPrA9VTf/S8IghCviI0hNobYGIcRGyPxbYzQsYRnn32W5VB9r19++WVl0qRJPA8pUfSbA/t8tfXjIulz+sC6vuWQvfUpRsAeDFRUCAexK8SuEIRIiG11KkFoZnxR7LVlKfhARAKi7BE5gQkR0oEgsh+EFu5FFG5oFDwi0xsC0Q2IjgeI3EdkBoo933HHHRyJXlZWRl26dGlwO4gGRlFhH8gaCMxsQKR9aHZBbSDSIz093f8a2SM+0JbmOB+hoFi60WgMe7upqal0xhln+F/7IqjWrl3L0TEAxyYwqiWaayCU4447LijS3geyJHwgehtRLddccw09//zznI3QtWvXsAuMHzx4sM6oaB/Iavjvf//LWS61gQgcZDXMmzev1usBGQEDBw70v8Y83qtt3UAQpYPvFQ2IBkcWiw9ErfuOP6bAqB1E9CBqCfiyQAAybAKPCe6BxoJ7+IgjjvC/xjyiiHz4otBBYHYBopIQVeXLKgnMJgoXZF898sgjfH3UBq5nRNT/9ddfFGsCj13o/nHthGbbRPp8QDYNMrQAzq8v2h9ZcIH3+uuvv17vdgLvYUSABbZtz549HDEWeg/iej7++OPphhtu4GwJRKmF86yOFLTFlykWegyR1eR7Pgcew/qOI75D4HZwzHzbD70W3333Xc7uQEYIIv0QDfh///d/QccT2R7IxKrt9wyRgYHbBo05Rr7fuNBnmCAIQrIgNsZhxMYQG0NsjPi2MWrr9/tsqHvvvdd//mBPFxQU1PvZSPucgbaez16HXed7hiLb2qeoEC5iV4hdIQiRII4NIaHZtGmTfx6DZ77BlkCHQEP4BmUCPwP5ofz8/KjahHZgALNz5878GtIen3zyCT300EN0zjnnsKQRBqobIvQ7tG3btt7XdQ2ehQ7AQYbEh0+mqanPRyiQjIqUQDmXL774gjtMSHsNdEK0a9fO/zqaayDcdkIiDPsD1dXVnN6LgXpIXw0ePNgvixMrMFAMGSGkFENqB9cXBnEDHWToPD755JO1fv/QayX0vbquHQzQIg06GiI5/mg7pI+AL2UbhN6DtX2PSKntvg7cbuD+IQ2FcwkwaI8OPRw2vhTxvLw8liELFwws33LLLeyIgswXOu1XXHEFb8cH5KHqS9UOHGjxyYyFAwwUH0gpr2tZ4PmO5PkQmC4OQ65Tp048D6cqnA6BxlKgwyuUhs657/xANglSVwDXDozCp59+miWcIHcGJ0Gsn2/RHENQVztCvyscI4HPTN93XblyJUvmhRqQteG7JkLvv0DDujmd2IIgCImK2BiHERtDbAyxMeLbxgjFZDKx7Qh8ThPw97//vd7PRdPnDCRUcha2D2ydSBG7QuwKQYgEqbEhJCyI7PbVc/Dpm/ui5BGhUFRUxPNHHXUUa7bXhS+yIjAyHIPm+Hy0zo3Jkyfz4CU6B4hGRwQxsgKgRQ4de0Q9+HQ26yI0et8XqVzXa0TX10ZolG5oFkpznI/aMjAiBecRA5YYEIbTAM6NwFoMoVEt0VwD4bYzIyODB1IRQb506VI2fpE5Au1RXDvz589nbX1EyDREmzZt2FkRboR8x44dORoGE6L/UYPDV9MjsD5M4PUTeq2EvlfXtRPNeapt/wDRPoGDv6EE1hLwOTl856+2NkdL6DZDt4v9h3bQfTq00Mr1tc0XDRV6f4UL7n1M2MbDDz/M875tB57H0HsItSPgeA1dryHqa2e0zisfoXVlkC1V13MGxx/3jk9LuLblffr0qfOc+84PHCeIIMWzFXrEOBbIlsJzAY4TOP+Q8dOYaLemPoah1yIM28Dry/ddUY/G5xzBcYVDF/WJcH/iWAY6juq6//B7FOhAayyBjpNYblcQBCEeEBtDbAyxMcTGSFQbwwey7p944gl/QBECglA/qD6i6XMGBmcF1lwEqOkHxwZs5HARu0LsCkGIFHFsCAkJZJpQiDiQm266KWig+vPPP+d5FHFFFC8Go0MHCPHj7RvUxuA3BqMDpTsQOR04QIcoioZkpPCjjkEkSFKhAKuvIDQiXDGAXFFRwR0GOAHqc2xgcA+DU74BpHfeeYc7Bj65ExSADmdwPh7OR6zAICUkvcCdd97pj2qBcwCdrkCiuQbCBZkTOD9wMkBmLDAK5plnnuF5OLXCTVv2OTZ8fwNB2jI6gzj3vij4wMHUQJmfwA4zvhMGfH3bWLdunV/KCu0PTIeO5toJ7Gz7ZKQCGTNmDF+rPnkirA8JslB27NjB14/v3OB+mTt3Ls+j+Byuf98gLe6BxoIMKjgZfd8Z875ieiBQogvAIYbsKxTLw2cDi1bXVRS6NmAM4LjjGg4dCMY5DBwYDzyPoUYQHGlwnOIZgiyweCAwqirc9etybCCLxSczBWMIDgofyHbzRb7h+YloN5+DKPB8ffnll/57MJaOjVgDRzeuf19WHQqS4zuHXouBhi4cgJDE8jm8Ao9PIPg9C5VWxHMk8DoL/T1r6J4OJPBZ1RSyX4IgCC2F2BhiY4iNITZGItkYdQG7cebMmWzrguuvv77Bz0TT5/QBOw/2JsD3QtYH+pOwx19++eWwMzfErogOsSuE1ow4NoSEAAOc+HGsrKykVatW8etAORNEJKDOgY9//OMfHLkLZwIieqHBDg10DIrBsYDIXkTVI/If6ZYA2vYYKMMy8NJLL/G+MIiI7WCQDJEYeK8+kGbav39/HkRGLQdEqSMdFJrn2HddA5ahoBOBKPe77rqLXyM6GYNV+J7Q4A/sXEyaNImGDBlC8Xo+YgXOFY4HBssDO4q1RbVEcw2ECzpucBpMmTKFO40YqEaab6D2aEPn18eRRx7J7ajLGVJVVUUPPPAAy1+hQwyHAa4pONAggRV4PSJCPfAcoIOMNGEMgiODBnVZ4KiDU8wXjQNJnWjqaGCQ2QecJHDq4Fhge+g4wxmBTjlqHgA4DREBic4+BvL37t3Lg/RoP9o1bdo0Xg9arj7HBs4Tvi9khZAdg0HvWIB73VfzAxFSPjDoe9FFFwWtC+cMoo9uv/12fo3j7nPABNYtaQg8O2699VY2lqEzi3OJjDDcQ1999VVQRFfgecR6aKdP+gfXMO4tDLygJkdLg+MRGNUIyaPQGjYA95uvHs7XX3/Nzw84JEPB9QJpOEi6zZkzx28gAV9KPcA1gesDzz5ci7jetm7dyg6kSO/BlgJODNz/qCuC+/zVV18NMiZ9OsWBGSz4fUG0HO4j/KZ8//33tW4bv2W4zn3HA8ccvxF4D/cfjuuCBQuCpAYC7+lvvvmGbrvtNj5HmELvi8BaOIH1TgRBEBINsTHExgBiY4iNkag2Rn08/vjjdO655/J8fdkWPqLpc/r6jag16RvDgM2Gvj9kmn0Bj7BFG5KjFrsiesSuEFo1EZUaF4RmYt68eRjFa3DSarXK/fffr7jd7hrbeP7553l5Q9sIZOvWrUrPnj3rXHfIkCF1tnH79u38/v79+xvc5+jRoxWn08nr43OBy7BdHy6XSznjjDPq3Va/fv2UvXv3Bn2PwOWvv/560LJZs2b5l02YMKFZzkddxyqUcNp23HHH1djv2rVra103mmugS5cu/vfvvvvuWrc7bdq0erdnNBqV3377LeJj27lz53qX1zcNHz5cqaysDPrsRx99xG2p6zMGg0F5//33o7o+Vq1apajV6hrbTE1N9a9jNpuVqVOnNth27DOQuq75iRMn1ntt10Xgd+rVq5fSvn37Wrf/yCOP1Pr54uLiGscR11YkoK3hnEdc37jvAzn//PNrXXfGjBl1Ho/Q/QWC67quZZE+H3D9BG7rnXfeqXW9n376KWi9p556qtbrO/Qc+6YRI0YoFovFv70+ffrUexxzcnKUHTt2hHVu6rsW6zq+oc/twGX1Pe9wTH3vjx07ltsZ2nbcV4H3ZUlJSZ3XbOD5Ct0XrttRo0bVeYwyMzODvusXX3xR63oDBgwIWq+qqkrR6/W8TKVSKTt37gzrOAuCIMQDYmN4ERujJmJjiI2RiDZGaJ/02WefbfAzgf3RwP5+NH1OjH3k5eX537/pppv4fY/HE2QHDhs2TLHb7fW2S+wKsSvErhCiQYqHCwkDohpQiBYRwYiUR/0CyHj885//rLWWw9VXX83R4JAg6t27N+vSI1oCEfuIGEDkf2BNCJ+kBmpioLg3siMgHYXPIGIVkbWXXXZZg+3EZ5577jkuFI7MDUQSo+2Q2kEEBiRBfvrpp7A02fE5ZGYghRQRIIjwxucQzYtI9scee4yWL19eb+2CeDkfsSJUWgYR7YhOro1oroFwQI0UZChAqxRRzshSQFF2XD/IPkA2R0Mapj7QDhTpBkhFxvkMBFEyuF4Q6Y8ic5DdwbWE74FCw+PHj6ennnqK051xPgJBxDeu5yuvvJI/h0htTNgfot9xbEIlxMIFtT3ef/99Gj58eJAcViA43si+gD4rrl8cd7QbGUxoA2S8/vvf//L9FggKTCNLBccTmTiQ6sH3RwR/Y8G9gvOD84RMG5w3fBfsE4W9awPH2RftBPB9A1+HA1K5Ec2EiCWcU9w30KvF98NxOeaYYziyC5H1Prk5H6+88gpnCfmuNVzLyIBBRlJLE5gujucSMkpqA5kVPsml0M+FfldcD5Dyw7lp164d32s///wzXzc+IMOF6xr3f0FBAR9HXG+IBMN9jyyihmQDWxpExeFaxH2A3w18P1wbyLIIvC/xG4JIORxb3PtYD8+XTz/9tEb0X+h1i3onOKZTp07l6x33H/aF43bDDTcErQ95MPx24diHFkcPBBlGqBUFsF3IDQiCICQyYmOIjQHExhAbIxFtjFgSaZ8TMUC4b5BtDdCHhA0HkLUCNQNfBjXsTp+kdF2IXRE9YlcIrRkVvBst3QhBEITWDBxUvg4vBr5R6E2IL1Dg25cqjkFnOHUEIVLgnPRJz8HwjVRHOB4IrGMye/ZsOu2001q6SYIgCIIg1ILYGPGP2BhCtIhdIQheJGNDEAShhUGEOaLOAaL2obcvtDwoOj9v3jwefIZGrQ+fXqwgtDZQxwSZRwBRiHVl6AiCIAiC0PKIjRGfiI0hCGJXCLFDHBuCIAgtDCSJ/vWvf/kLtb388sst3SThUEHRyZMnc4p1SUmJX94LsnSC0BqBTJjb7fbLgUFmQBAEQRCE+ERsjPhEbAxBELtCiB3i2BAEQYgDrrrqKtYpxYR6CkL8gJoxqCNw66230ptvvtnSzRGEFuP555/3P6emT58uZ0IQBEEQ4hyxMeIXsTGE1ozYFUKskBobgiAIgiAIgiAIgiAIgiAIgiAkDJKxIQiCIAiCIAiCIAiCIAiCIAhCwiCODUEQBEEQBEEQBEEQBEEQBEEQEgZtSzdAEALxeDy0b98+Sk9Pl6KkgiAIgiAIcQ5qrlRVVVH79u1ZL1wQ4hGxMQRBEARBEJLPvhDHhhBXwKnRqVOnlm6GIAiCIAiCEAG7d++mjh07yjET4hKxMQRBEARBEJLPvhDHhhBXIFPDd/FmZGRQa/FEms1mSk1NlSwVQa4NoUHmzp1LNpuNTjrpJHlmCPLMEFq8r1FZWclBKb4+nCDEI2JjxPa+FxIXsT2FuhAbQ5BnhpCI9oU4NoS4wnczwKnRmhwbGo1GHBuCXBtCWKSkpHA6Jp6Rse5ACImN/J4ILXltyPNIiGfExpD+guBF+gpCXYiNIdSGPDOEeLcvRAhXEARBEARBEARBEARBEARBEISEQRwbgiAIgiAIgiAIgiAIgiAIgiAkDOLYEARBEARBEARBEARBEARBEAQhYZAaG4IgCIKQQPTq1YssFktLN0OIAW63m5xOZ0x1Tu12O2udSr0DIVbXhk6n488JgiAIgpC8iI2RHHg8HnI4HDHbntgXQrzbF+LYEARBEIQEMzrMZnNLN0NoZCfwwIEDVF5e3iTGDIrLC0Isr42srCwqKCgQh5kgCIIgJCliYyQ+cGhs376d+3yxROwLIZ7tC3FsCIIgCIIgNCM+p0Z+fj6lpKTEbLAYDhNf51IyNoRYXBv4HDLEioqK+HW7du3kwAqCIAiCIMQZ6LPt37+fo+A7deoUs0AnsS+EeLcvxLEhCIIgCAnEggULyGq10rRp01q6KUKU8lM+p0Zubm5Mj6EYHkJTXBsmk4n/wvjAdSuyVIIgCIKQfIiNkdi4XC4eLG7fvj0HTsUKsS+EeLcvRKtAEARBEBKI6upqkaJKYHw1NWJpcAhCU+O7XmNZE0YQBEEQhPhBbIzED54Cer2+pZsiCM1qX4hjQxAEQRAEoZkRqSghkZDrVRAEQRAEIf6RPpvQ2q5VcWwIgiAIgiAIgiAIgiAIgiAIgpAwiGNDEARBEAQhgXErnpZughAlGzdupIKCAqqqqmqxY3j22WfTE0880WL7FwRBEARBEOILsS8Sl42tzL4Qx4YgCIIgCEKC4VK8Orqrq7fTD2Vr+C/SeZUm7NlddNFFvA9MOp2OunXrRrfccgvZbLam22kCMnHiRLrhhhvCWvf222+n6667jtLT05usPb/88guNGDGCdWx79epFb7zxRtDyf/7zn/TAAw9QRUVFk7VBEARBEARBiG/EvohfxL6oG209ywRBEARBiDOGDRtGFoulpZshtCCKotCiig30nz1f0U77Qf/7XQx5dFPHE2lC5oAm2/f06dPp9ddf5yJvK1asoFmzZrGj45FHHmmyfSYru3btoq+//pqeffbZJtvH9u3b6fjjj6crrriC3nrrLZo3bx5ddtll1K5dO5o2bRqvM3DgQOrRowe98847dM011zRZWwRBEARBiF/ExmjdiH2RHOxqhfaFZGwIgiBEgcdSRh57tRw7odlBhwGppULrjaSaX7GObtz6epBTA+A13sdyX8RVbUZLYzAYDHz9derUiU455RSaOnUq/fDDD/7lHo+HHnroIc7mMJlMNGTIEJo9e3ZQ9gAcId988w0NHjyYjEYjjR07lv7880//OiUlJXTOOedQhw4dOMtg0KBB9P777/uXowOdm5tLdrs9qG1ozwUXXMDz99xzDw0dOpRee+016ty5M6WlpdHVV19NbrebHn30Uf4O+fn5nKkQSHl5OXfM8/LyKCMjgyZPnkxr1qzxL/dt9+2336auXbtSZmYmp1r7Ur2R1TJ//nx6+umn/dktO3bsqPVYfvTRR3x88D2B2WzmfQYeL/D5559TampqVOnkL730Ep8LpIL369ePrr32Wjr99NPpySefDFrvxBNPpA8++CDi7QuCIAixQ3E5yF1VRIpHJCaF5kdsjNaL2BdiXySyfSGODUFohdi3LSbLyo+54yxEjvWPr6jsw2t4cuxeJYdQEIRmQ6vScKaGh2p3UOB9LMd6gWCQxFW+n9wlO8hdXRyTtsAZ8euvv5Jer/e/B6cGHA/o8K5bt45uvPFGOv/883mwP5D/+7//487w8uXL2YmAji+yQACkrSCdBOcH9vG3v/2NHRa//fYbLz/jjDPYQfHll1/6t1dUVMTrX3LJJf73tm7dSnPmzKHvvvuOHSOvvvoqRxft2bOH24MsE8gwLVu2zP8ZbBvbwueQkTJ8+HCaMmUKlZaWBm0XzgZEQ2HCth5++GFeBofGuHHj6PLLL6f9+/fzBCdQbSxcuJBGjhzpfw3nBZwkyIgJBK9hLPjkqgYMGMCOmrqm4447zv/ZJUuWsPMpEERS4f1ARo8ezcc31FkkCIIQLvhtsayaTbbNwc97ITw81goq//wWKp99A1V9/xApbpccOkEQ4tq+4GW2KnKX7iRX6W5SXI3vR4p9IfZFpIgUlSC0MuxbF1P1gue981sWUNZpT5JKI4+CSLCt/84743aSbeNPpO80rClOlZBEhr590zxSp+eRsdfERm/v22+/5YHfU089NSbtExIL1NIIzdQIBcvXVO+gIWld/e+p1GrSZrVr9P4xkI/Bc5fLxYPgarWannvuOV6G1w8++CD9+OOPPLgPunfvTosWLaKXX36ZJkyY4N/O3XffTccccwzPv/nmm9SxY0f67LPP6Mwzz+QMhptvvtm/LmpQzJ07lzMcMABvMBrprHPOotdef40dEQBpzsjMgP5sYPYIMjbgEOjfvz9NmjSJi+nhHkK7+/Tpw84NpE+PGTOG24nBfTg2kJkCHn/8cXZiIIsCDhbfdlGnwudogNPlp59+4uwPZHDA0YNMk4Yyq3bu3Bnk2ADIFjniiCPYIYLISbQF7cUx9YHXPidQqPMK2YRGvZY8Dgup9Sl04MABatu2bdB6eF1ZWUlWq5WzakD79u3J4XDw+l26dGngKhAEQahJ5dwHyVN5wPvC7SRj32CnqlA/jl0ryHMo6My5fx25y3aTtk03OWxCvXa9u3wvGXpNIE1G8G99NIiN0XqJ1r4AamM6T4luX6BPfPY5Z9Orr4l9EQrsCgM5yV19kNSpuXFnX8hopiC0Mtzle/zzHnMJKS4bqTRplCxAZuWAs5wyNCZK1RibZB+anK48eAS0OTIAlKwgUs669nPyVBeTccAM0uZ0joGh7xJDX4gat+KhA47ysNY94CijgUpn0qhim5wL58CLL77IsklIN9ZqtXTaaafxsi1btnD9F59B4QMdWug2B+IzTEBOTg47GTZs2MCvkY0BAwaGxt69e/nzMGrgLADFzkqaedHZdMKRx9DOPbuoS8fO7GjwFTf3AamowKLc6HBrNBo2lgLfg/MAQHKqurqaZa4CQQcdWRp1bdfngIgUbBdSXIHAsEJGBoyx2267jR02MATGjx/vXwevIYWo2KqItAZSp2Tz93abS0mxerv2GBxTRfD75DNApH6PIAjRoLidh/s6bG/sTboDWe22UZXbSu302U2yfQ36mfgNUxRSGdJIndamSfYjtDyug1vJtuF70mR1IOOgE4P6LuFi37qIqhe8cGh+oQQrClEj9oXXvrC6HXTKRWexfbFh52bq16VXq7MvFI+bxwhJ8XjtC62BA6eQkUOksO2haA5n6seLfSGODUFoZSCiA5kaHNXZ9xhSG5LHqQE+K1lGv1VuJqNaT9d0OI7ydBkx30f6xOvItmkeqfQmMvQ8HCHQFLgPbiaXOZV0bXtTouEq2UGug1tI13EoaRLQOLOt/5asqz/leee+PyjrzOciNjzgHPFUFSa1oS80Dw6Pi9yKmwr0WWGtX6DP9js13BUHSHFaSfFA1kLFhrRa7+1oRgrkknr27MnzyIZAjQhIPF166aXcaQeQhPLVjfDhy4AIh8cee4wlnZ566imur4F93nDDDezg8CgKORQXDRw6mPoPHkBvvfYKHXvkKJa9+voL7/3qQ6fTBb3G/Vvbe8jAAGg/jAjUAQklK+vwca9vG5HQpk0bKivzOslDszaef/55NjwgQ3XxxRcHPXtgmOwMrNsR+FxSFDpq7Ej6+qM3+SWyRgoLDz+DAF6jlofP2AA+qS3IggmCIESKSqMj48ATyPbn16QyZpChz+SkOoiFjnJ6cd9csnkcNCajN81sMybm+9Dl9aSM6f8kV9Fm0nUe0egI6PpQbJXkKNvM+2zK/TQF6Fs7tv9KKp2J9F1GUSLWUan8/mFSHGZ+rdKnRBX0FGhTJGOwotC89TWisS88Tht5KvZ76/d5XKQ2ZpA6I59UUQRVtbR9ARyK029fvPPW23Ty+CPZvvjyo7dbj32xcwf8F4ca4P/vsH3x4es8H2/2hTg2BKGVockooKzTn+ZBrlh3ZPGjiPTENI2R+qQE/+jECuv6ueTa/yfpu40jQ/cjaiz/07yL/8Lw2Go90CSODZXOSKYBhzXMw8VddZAdSXCIhAN0iu0rZ5NLo6GUkWeTadBJlCi4SndSxdf/4k4ODNysUx9POCeax1IepHtMHjdRhLJtkHkzDTyB67Iko6EvNB86lYZsHicNTetGXQx59aaLY3mQDJUxjRSnhVRqDalTc6J2aoSCyKQ77riDbrrpJjr33HNZ7gkGxq5du4LSwmtj6dKlLB0F0PnetGkTF58DixcvppNPPplrcwB06rEc21erVJSqNpLZY6PzLp5Frz79PO3fuYOmjD+SOuSG8ZumKN77GYW9DcHro54GUqXVLgt17daD1IbUqI4LpKiQddIQyGJZv359jffxvW+55RZ65plnePmsWbOCln/z1RdkK/b+1gF1ajapDemHoqxKyWjQkjotj40VZMZAWiIQFHsPzJjx6RkjXR/GkCAIQjSkjjqXTIg+1xnZ0RFL9tpLaY+9hAakdmI7I9ag7qBl5Uek0ugpZeQ5NWykrbZCti3AOvPuJnFsAF1BP54iQXFYOYtPkx7ewBGC22zf3U0Op5klRTJPejChnBvVC18kx3ZvnSjT8DMpZcgplEgoboffqQE81vAycWsPVlxIHktpUgYrCs2HilTR2RdaPZFWTyrU1dCZWHY5GqdGPNgXIEVtILPbTmdffD698ezLVLbDa190bJPOtUOQvVAfHqeVyGmvMdbjty88TuraqT2p9KlRScE3tX3xLeSuyw4cfj6pNaTN8o7p4TcGUlQqQyqpTBlxZ1+IY0MQWiF4kKo0se/Aflq8jFZWedPpzsk/uob+YmNx7F1LlmXeKFTH7pWkze1Gmsxgzfjhad1pUcUGlqHqZWq8nnysqF78Ctk3/cyp5RnTbue2N4Rz5+/+ecfO3xPGsWFZ/SlZ13xB7op9pEnP56gwT2UhqfMSq8MN+SloHEPSBY6laGvRwEDmNHMtDH352RWiA4PUGVoTO5Bv6ngi3bj19VoL/KlJxcuxnq/AHztUtRgIUmI+2IQaFygEjggg6NZiQsFwGAtHHXUUVVRUsCGBCJ7ADvR9993HKdlI1b7zzju5w3vKKd7BiZ49utMnn37Khcmzs7PpP//5D0cB+QyPbF0qZSomuuKCS+i+2/5Jr77zIb3+3GPcAW8IxW33pljjmLqD61SgyPbYUSNo5uln08N330p9Bg+nAyVVHCE2c+bMGvUw6gKp5ChIvmPHDtYLhtRWYHp6YBFvRE/BSEEKuw98Z9TQwXE99thj2SAI2n73nuQpaEMeWyWpdIZDTozaDckrr7ySNYphyCCVHtFikPjCdwotZI59CYIgNIamGCA/6KykF/d9x79rCyvW082dTo75PiDp4yra5H3hcVHa+KuDlvcxtWfbwuy20bC0+Kl74SrbTZVz/k2KvYoMPcdT2tFXNvyZos3cNyeNhn8PXcXbSN9xCMU77or9ZP71Va5viCANDDL6z1kCgT5ZyoizyLrmM9JkdmCnRPTBik81SbCi0LrQq7VR2Rfoe2oy23NNJQT/xcKp0aT2Rc+e9Mkns2nxooWUk9umhn2hU2tZavCqCy6nB26757B9gayFWoqmB4E6dxX7vfNWNQdSBdoX48aMppmnnsb2Ra9ePanQ7HUkxJN90QVSVB3bczAuKW52fKNeXyLYF7EVXhYEoVWDNG0f4erAR0JgdAt+LBRHTa2+E3JH0i2dZtItnU6hXF18dPLg4YdTg+ft1WTfsiisz+kCjAzIOSUCzoNbyLpqNkeHIwLJYzeTtk130mR3okQD8llZpzxCORe8TsZ+0xq1LR5YFqeGEAGK4iGPtZI80DIN6BzDmJiQOYCe7HExR04Fgtd4H8t9RkewQzu2Tg1uj1ZL1157LT366KNcd+P++++nu+66ix566CGOkJo+fTp3crt1Cx4Ievjhh+nvf/87jRgxgqOYvvrqK45EQqbUbdfMomED+3LHHMXAke7sM0p8qFVqTt8+7dRTKS01lU457XRSp+Q03GBPgLHm8kbfBvLV+/+jo8eNosuuv5X6DhpBZ599Nhf5Di2QVx8wvmBIwFBC6jUizGrjuOOO4+MXWBjcB1LvkRp/ySWX1PpZdUoW1/3RpLet15DEccfxxz4QMQYj7pVXXuFj68Nms3GB9Msvvzzs7ygIgtBcoK4SBtNAiavKPx9L0D/3gcjUUGBTwLaAjXF87giKFxCxD6eGd34BF3htCG1eDw60AmpTVljBVvGAedlb5DywnkitZScHqdRk6Hk0JSKmwSdTzgVvUOZJD5DalBn1dtC3E6eGECksIWUtZ1m0RtsXyIBG1kaMa/rF2r5AVvPt117M9sX06cfVaV/g+2TDvjjtNEpLS6VTZs4kdUbbBu142G2HX2BeCdrmV5++77cv+o+eROecc05c2hcqjY60We1Jm92pTqdGPNoXKiXQWhaEFqayspIyMzPZAwvva7xhcdv5YQ6vdqzALYiHNTT+oikcFk/8ZdlLnxQvoXSNiWa1nUiZ2uhkPOrTVEVEFTq1kKFKHXMhxRsbLHtovXk3DUrtQr1T2vvfL//0Zs5gAIimQlRVONdG5dblZEpJIX37gZQoxfAqvr6L59GBSB13MRn7TGmSAdXmwFm4karnP8fzaeOvIV1B33ojCg86KjhTCBEfTfmcxDMDnbFEf2a0NtzVxVS+5hs6kNqfuvfuT6aUup+R7srCw/rLpizSpAYP2vsipiD/h0Lh0LxFlhze1yCuKk6vDUT0oAA50sMDdWWB21zCGVIc5QQjSWvgjnV9TJkyhTVhkVYdDpCh8mZsqEidnl9DbgrniCNZVWpSZxSQWhd7yZNAEIn25Zdf0ty5c4Pef/vttzkybd++fWyQNRb8niDKDZFdodcGisF/9tln9P3339f5eRgn27dvZ0MmtCBhvPfdBCHer1MUboX8RbrGGNNnd7LYGPhde7doIe20FdH4zAE0MWtAzPeBWmrVi/7LMlppE65jx3E8ARmsn8v/YMmYyVmDyKD29qvt237191PV6W0p67T/NHiucV1UHdxNBssB0uX3Zkd5IlD5w6Pk3LOa59WZ7SnjmFvDlt+KN/jehKTWrhWk6zScM4TqOm94Pmyy7qNsbSr39ZoSsTESF9vGn8lcuI0Ks0dS9159a/TVAgMu3eUYk1C4r6vJ7kiqALs1Ge0Lxe0kd9luzm6CYxTjEl4bIC1m9gXGPXisB9krOiNpMtoFHSs4kdghq7hZikqTEb5DIxqeb2X2hWhiCEKYrKzaRh8X/0o6lZYuLZhCXYyJ2ZFqSvqmdKA7O5/eZNuHpzx90vX+Whqf75xNWdpUuqhgUpPo7UZKuctMbxfOJ4/ioVXV2+m2zqf625Vx3F0cSYW04UgK3WkK+pMuNZXWmnfS1yW/U74uk85rO55M6sb/EDUFiAKD9JJjx2+ccWLqP50SGcvy9/yyNZbf36PME+6rM1vp2b3fcqcPjo1L20VeBDBc0tPTa007FeIfOGYd5UWk9OrurfNQj2MDhoefwPlDaJDy7HbQ4JTONDC1MxfyQ+dShSChBLw8EOmkcO0LDZHi5Jo2KAxaFzBcYMRgeuGFF8LeDyIjYVBwjY1apKuQqaUYM1jWqrblseaKK66g8vJyqqqq4nvbYrHQ/v37OeIMy2JhdDQEihU+++yzTb4fQRBq4vC46KX9c2mfvZSDYtDHE4LBIBsCppoSXftBlH3ms+T0uOitovm0Z+dSmpo9hI7I6BMXp+Pb0pX0W+VmnncpHjox1ytdgkAvREtjwMzQ46iwBx2R4ajP60ROxU3vHPiJM+2nZw+j4endKV5JHXsRmZe8xv2DlLEXJaxTw+dIs2/1ZvA7ti0mZ4+j6pQDQ9AgxiFwbv/W7hjqZmy6AVGxMRITSCebf32FHIYc8pj68EA+UV2ODWRpHIptR9/b7QpybMB5gYyOwaaOSWFfgMPZ7yqWGiSNN3gqlvYFbAYN6lGgJiecJyHPYjyn4UTy1uxs+oDPK1qZfSGODUEIk9+qNvMD0aE4aXX1dnFsNBJXyXZyHdxCug5Da+2YLq/aQgsq1lM3Yz7NzB1T48dhbtlqqnZbefq9agtNzGr5jAZE1CiHOgpu8pA7IFUeg2koqBgt35SsoEqXhSc4TeLF0KoNfM/GfNd4QhWgWYvi3/UVtfRJI+yop+haLEAHxReBKTR/NJRt44+kze3OBnak8mI8cO9/Ub+UhtqUwYWgQ69Df1QQoq14GypvRxoF/BIYTmFX62BykKJS8TMT2q6AjREYInA2HEp1R2E8GB+PPPII9ekT2fOwofPGxRAjhAsGwhmDgoARRLMhVRwawD6Qcv/AAw/Q+PHj6fbbb6fmADq8giC0DLvsxezUAH+Yd3J2eIqm/gKlQt1gQM++bTE7xg1daxb4Ro2MDw4uZvvh5NzR1NWYH7R8vWUPbbJ4M6y/LVkRN/3tQPktp+IKWqbvHJ4+e22sMe/wf9+vS3+Pa8cG6vZlHHsbJQNqQzoHWHCGKvo89dgYO2xF/r7QTltxkzo2xMZoGRDsVL34f2wnpIw6r16FgNo/HyIB7gmQRQpBBXkhODLQr9YaavR5PdYyUizlPKLB12kCOxB9IEMDfXMF31dFbDf51CRgU8HB43vdKPsCNoqmbu8PB0xFGDSF9iHTRMXOmPDtE20rsy/EsSEIYdInpQN3LPBQDJQYSlaq3Tb66OBiTo0/pc1o6mRoE7Ntu0p2UMXXd/MPKgaLs059PCgVEJ33z4qXceYDpH0GpHTi4x9IW10mL+N5fXykUEN/95TcMfSneScNTesWUymuPF0GVbi8sjR5cVI7pDWQduTlZFn5MUe2pAw/s95sJVyHRc4K1h9tSlCEC2mbKP4lNB+QKDIveZWNUHfJDs5OMvaeFNE2UkafT7ZlH3DHV22oX1MZutecWQDhiZCBeMXtIMXj9NeIgEEDgz8RgKZtXSqomswCjqpSI0X8kDOHU5yrIMtlYUNMk9mOjQ8UzosENlwORUnFOo0eRbw91cU839j08nvuuYcnQRBaB+30WZShTeHAlU7GNnGbkRvrYLFFFRuou7GATs4dFdNncvWCF8mxYynPu4efQSlDZgYt/7VyI20+NJD/TekKuqb9cTX626jhBBskXuwLgGwKJ5znKhUdmx27unv4vjzgpyg8LzQP2jbdKO2oK8mxexXpOw3j13UB+bUvSn5jlYIhaV2atF1iY7QMsDWdu1fyfPWC5zl7LBL0XUaTrtMScpbsZTk9lc5Qf2YBMgfcrtr7xE6bN+PD4yaP20lqSOHGuH5Gc9sXfpsC38eY7ndieBxW8lQdYNtOlZJFmpScyO0L7BPHqwkyvZHN7pe3QiAbbKAoJXLvSXL7QhwbghAmk7IGssQMNE1bQ8cPBkfJ3lWUWVVGc+1Wuqz7aTHN1uAoATywMSBUWUjqvLSgFEjU6cBAPn5sM7U1CxedlXckOzvQycN5iRfGZPTiqTZ224vp57I/KF+fSdOyh7LhFC6QJkCmBpwavUyxd6xBSunHsrWUo0tjgwlpp8mOfftScu77k6XB6kr/RtR42pENRxsguvLGjidy1k5rOHatktCOfxQDMTBes/L6Udn27aTSNTx4VVdtGhWiebnv7k2rVuxmoiTwd+L7htYSQWeenRrA4+J5VYSFNllPmHVtPaQypHLB7VjCmr21zAuCIDREqsZIN3Q4gQMjOuhz4la/PFZA+uirAwup475ttMOYQltSO8W0H+8q2hQw75VuCiTQpsjS1AxAam/IoavaT/NLg8ULcH7VJVMGJwwy2YscFTQ5e1BEwWjIWLmsYCpLUQ1La5oi4j+VraV9jjI6OrNfjQyZZMRjrSTrH19yn8Y06CRS6WuX1UTh83CKn4/N6E2j0nuKfSHUCa61jKk3k95mYxsjrMyCuqL/dSlElvIAG6O6XtWCRMHn3AhEsVd6s6Y4q76SKCXEBgkDT/VBPkZcrySjIGrHQ63A+cRODW4h2zMx3X4SIY4NQYiAjgavLEZrIL9kH034bQ7P6/fsIKXLSTErAK3vMISsKTnksZSStk0P0oQUh/VpiELyq7Mxr9ZCaSjOjE5eIvFB0SIqcVZxgfG2uqyI0r0RwdeU6fAfHlzsl0LI0abRmIzeFK8oTjspipvUSKWNEmfRZqqe/yx3ZlD7JGvmo9wZaSzi1EheNKm5lHrEZWTf+DNp23QnQ4+GjdGmQqVWkzo1mzyWMu8gWDNotbYYSJdHBBSyLYAmCpkoGByKNy0fTiAl1cPHMFYgS4OdS4fmBUEQIgHBEV01yT/gCzSkogkrf6GM0r0sPZieNpBowEkx276h90Syrv6UB5kMPWs6Akan9yItaajKbeUB49qAYyCWmepNzWrzDppfvo7nC53ldEun4CyVhuhhKuCpKVhv3k0/lK3h+V32g01ai7GxIPJasVWRypDWqD5C9cIXybnX+509lnJKO/qKRrdN7IvkBqoAHOxpq+RalS3tAFAsRm9dDdgYzVBvrqVAoJhC3v57NJK+isfjdWp4X5DHYSZNLB0PsO9QCwS1FlXqemsPtnbEsSEIQq30NdupUJfBUUAZTg9rP6KoaixASmPWzMfIXVUYpHEYKus0JXtwUp2dwE6pNs6i+tVsXnqpK1oQUXafHFzCUYXIOAmVB2sOHHvWUPW8J8njsJGu/QAydBtLht5TIjZAuCC4L13V42LDIxaODSG5gfRUpPJTgSALbYflAGnrSJWOBBT+5NRwj5szi5IV3NuazPZex4FWT+o6Ih/r3YYWhssh8HsT44hoSClC+xYp43UVIxQEQRCIs5UHWpxUrU3jLPi0sv0xPSwpw04nQ7cj+PeiLrslnutIRFtcvbb5eCDQplAF2Bqh/GXZS9+XraZ8XSadljeOdM38PVBAuerHx7iot0qXQoZe48nQexJpQ4LvwsFjLq51XhDqq6uXPuWmRh0grpXjqL9+XzhATknN/e4q7tOij1uXxFOigwxwNQKoFDc7NCP+PMYfEHDl9koDx9oGwPMT8lOcqYE6hBHWdmxNyJERBKFW9F3HUOb679gLreswxF/ENVYgLVeb27VVHf3z8sfTwooNLEUVT+nt4Oz8o+jn8j85W2NkWo9a11lZtY2zaMCnxcvo9s7NX+PBtu5bUlwOcpftInfJNnId2MCa/ClDT41YEkjXbgA5D6xnXVJtfvxmqAjxA3ROVYb0WtOZGwIFYZ/Z+y2pHR6a4u5JnkYaCdzZTamZzZaMcNG/lOi1zrmGE5xAbqc3ErMJpF5Q0C+5BWQEQRBiQ1qfY0i38UceEDL0OCrmh1WTlfy1EAMZlNKZZuSOYCkqyD3FE/1SOtLxuSNon72MjsysuyDyp8VLuc4MsseRPdLcWfmukm3s1PDYzeQ+sJ7clfvIvnURZZ3+VMQZ4oi+r17wAgdSmCK0T4TWCa47rpeX2T6qPirk3pAZle7W0/Gexj8D1Mg6aAWSRzjWKmPkDo1A2PGArA3UB2yEmkR9smGSqdEw4tgQBKH2h0NWB8o67T/kMZeSJqtj0mv+NgcoQnh63rig9/xpni1MG10GnZl3RL3rZGhNtc43J7gWYXhw5MKhzoO7fG/E20FERcb0OzmFNJaSNELyUv3rq2Tf+BNfO+nH3ka6tpFJw5W4qsjstlE66clz6J/QfDSFsSEIgiBETtoRl5Cx37HsdFY3wmkteIEdMT6zf43DES82xtG1tC0U1FaEYwNkaJrfxtCk5Xmjrc2Q5VV5JWrs1aRYy4ki7D+gdl/2+a/xfDwcfyG+cZXtoco59/H1hmsnbdINEV83u+yHM4Nch6RXheYBGS6R1v4TYo84NgRBqBM2OKJIyxPC49fKjfR1ye9cjP7ydsdQmqZpIiOQ4YBo4lhEXZ2TfzRLUY1Jr1kg3e5x0pcly6nabaMZOcPZkRNroDuqTs8jx/Yl5CzcyM4NY/9pUW8vEZ0aM2bMILP5kB5oBKCw+YKK9WTzOGhC5gDW9BbCAw4w+6afvfMuO0fxRerYaK/PoX6pnWhvVRHpVbq4k4sQBEEQhOZCm91RDnYTgSCK/+3/kfvrx+cMpyObKIsD8k3Q34/F4P2sthNpWdVmlqKqTeoWtToWV/5F3Yz5NDV7CMUadUo2ZRx3F9k3LyDblvmsaa/vOpbUGdEVtk9Uh0a0NsYu20FaVb2depra0YDUyOW7WjOOHUv9dRocO5eTYq2IOEv5qMx+tNN2kEyKgQyQVhKEVkbijegIgiAkCfPK/+AaJoWOclpr3hnz7XscFqr46p9U+vZFVPXLsxHrY0I6593CBfTK/h+5jWBIWlc6JnsIZWhrRi/B4FhRtZU2WvbSZ8XLqCmAtqSp/3TKPP5eyjnvFco+63nStYCMlOKwkhMyWNZKikfeeOMNuueee/ivDzg15pau4gKTn5f81qLtSzTgANPmdvO/1ubVLtfWUI0dGO43djiRUmPsVFJ8hbUTjP/+97/UqVMnUqvV9NRTT0W9HcXtZAcu2LFjBw8orF69OqptXXDBBfTggw9SS1FcXEz5+fm0Z8+eFmuDIAiCkLj8ad5FBxxlbGP8VP5Hk+zDtnk+lb5zCZW9fwU5izZF/HkMgr+w7zuuqwFgV8C+gJ1RW2DOe0ULaav1AP1Ytpa2WA9QU6Bt051Sx13ktS/OeZnSJ13fIg4KRPC7Dm6lRLEvnB4XvXrgJ1pSuZHeKZrvtxmF8K87H+r0tlHVeuhlakd3dzmTru4wPaaBU63evlA8pDjtfBzEvohvxLEhCELc4PC46KuS5fTRwcVcZDfZ6Who4y+k2FGfE/PtO3YsI1fxNu/89iXkLt0R0efnV6ynP8w7aYt1P31V8nuD6xtUhyNEUBCyqeGCvS1QqBcdnIpv/kWVc+6n8s9vIXd18xYG3L9/Px04UL9RB4Pj3nvvDTI8kKkRmF0jREb6sbdT6thZlD7lH2TsNTHqwxcrI1nxuPivY9cKsq2bw3+xbfXhMtkxA44DV9luuvDs0716tCoV6XQ6atu2LR1zzDH02muvkccTWep7ZWUlXXvttXTrrbfS3r176W9/+1tUbfPYqsldtpvc5XvIbSmrsfyXX37h9paXN2xor1mzhr799lu6/vrrqSmdORMnTqSMjIxa25Wbm0sXXngh3X333U3WBkEQhNYGCusiWGdZ5WZKdtobcti2AJ0O2RqxxrpqNpHHxZHm1rVfRmzvfXzwV47y/7nsD9phK6p3fTWpSB8Qhd7UEelcPDmKWmqxwLb5F6r44laq+PouMi9/r9n335CNUZt94SYPORVvgA2C6ByKt38qhIe+03DKmHYHpYyZRZkz7o66QHQi2hfAbSmNS/sCTg3UVnRX7GXZa85QC0Dsi/hC8pQEQYgbFlSso8UVf/G81e2gWQWTKJk5N/9o2mDZQ2206WyExBpNer5/HlJUalNkaa0p6sPyVSZNw1JWYzP6kENxU7XbShMyB1KyACfAQWcltdVlkk6tJVfZTn9dD8VWSc79f5KmloFuRFtZVs1m/ejU0ReSSh8bzeBVq1aRzWajHj0iyxqA/FSZy8zf54TckZQMIBpxn6OMi943tbSW2pBKxn7Ry57FEhiO9k2/UOX3D5G75LDDUpPblTKOvZ0MfabEdH8eawUX3iZSaNrk8fT6Ox+woVFYWEjfffcd/f3vf6fZs2fTl19+SVpteF3LXbt2kdPppOOPP57atYtO6gEo9qrD87bD89Hw7LPP0hlnnEFpaWkRFXxUHGaWxQtHutFisdD06dN5uv322/3vI+PEXXmAyOOmWeecQaOOnECPPfYY5eTE/rdBEAShNYGI8reL5vNfBOx0MORQR0MuJStwZlzXYQb3XSEj2xSo0/LIYy7heU1628g+q1KRUa3jzHAMZJoC7I3awDqXFEyh5VVbqKsxv8mcNS0BzhEcN7k6ryPFsW0JOnne+e1LKHXUubXKo1pWfMABa8a+x5K+S+z69NHYGEa1ns7IO4J+q9rMmQPJcn5Q88XisVOBPrvJ96VrP5Cn1mZfIBNCsZT77YtX//cykSE9PuwLZIIfygZnJ67L1qz2BY6N51DAFqTy4HCNxr4AbnMJS5xdcNpxNGbS8UlpXzR7xsZFF11Ep5xySo33Az1etXm/cJP973//o3HjxnGUGy6KAQMG8MW+ZcsW/3pIjRs6dGiN7UeSOlSf961r164slwAvtc+rWNeEfYa2p672+UAU3w033MDzDe3j4osvrvH5vn37ksFg8Hvafd+lvgnrYF9ZWcGDnlarlSMGe/fuzdts06YN35Dr1q0LWg/fCdu58sorg97HsfYdB0EQaqJTaWhwapcmcWrw9tsNoLSJ1/NgLKLN8aMYqV7njNwRNDFrIM3MHROW1M6krIF0Yu6oFisuHmvgBHh277f03N5v6aX933M6vCazA6lTcvwOI11e7VJYVT8/Sc69a8i+eT5ZVn9CLQ0G/uFMu7hgMtd1SQbeKVrA5+Y/e75qFVlevkgqFDEv++CqIKMD4DXex3JfxFUsUAVGShqMbCh06NCBhg8fTnfccQd98cUXNGfOnKAIPvShLrvsMsrLy+N+2+TJkzkjAmC9QYMG8Xz37t39fYWtW7fSySefzJFa6OeNGjWKfvzxx+C2qFT0+eefH35DZ6Q2PYbSm+/PJpUuuE4RtjlpktdBnp2dzZ9FP7Q23G43G08nnnii/7377ruPBg6saWiiH3fXXXdxvRVPVSFHrHqqijibqyHQx7vtttto7NixNZ1HfM4U6tc1n9q3b0+fffZZg9sTDiM2htgYgiB4aafPZhsDtkZTkD7pBjIOPIFMw8+klBFnRfRZSOVcWjCV7YwL204MqyYfHFEz24yhYWmHZUETHWQPPbH7C3p8zxd+SeLAwe26BrrtW+aT7c+vybnvT6r65RnyNDKoIxbgvFzR7lianOXt2yU6yCZ6bM8X9NSer2luaXTSpolGS9gXhCyTQ9llBoOe2rVvHzf2hUqj89sXRCpSBQR5NrV9ATzVxRxAiclTfTBq+0Jxu9ipAQb06kbt2xUkpX2REFJUcGqce+65LA2Agkbff/89rV+/nl599VUyGo3073//u9nbdNZZZ3Gqnm+Cw+Xyyy8Peg+60bHch2/Cxa7X63l/gSxatIidEaeffjq9+eab/N4RRxwR9NkzzzyTvXiB72GdUOx2O02dOpXTv3B8N23axPIMLpeLxowZQ0uXLg1aH+cB52Pz5uRP7xWajvGZA7iTOzy9B53SZnSrPtRIRS57/0qyzb2P3NXeiKhoMHQby/I5kRY69jkqxmf2p+k5w2IWDQ85pE+Ll7LcGCJhEiGSqtjpraOx115C5S4zR+5nnng/pU24hjJPeog0We1r/SwGPWubF2LXN0DGE0CW0E5780qCtRRwMiCSipQ6UrMVD1V+/3CQM6LR+zRlkgrRQhodqXQ1nwUwKoYMGUKffvqp/z0EQhQVFbFBsmLFCjZSpkyZQqWlpdy/8RkUv/32m7/PVF1dzf28n376iaMG0V+BIYDoq7rQwGGrUpPKmMERpIFgm5984nUqbty4kffz9NNP17qdtWvXUkVFBY0ceTjy8ZJLLqENGzbQ8uXL/e+hXVgXwSWIpnpv9heU1WUQT+nZuWwwhU4LFy5s+CAHSg+otTR69OjwPic0CrExxMYQkh9k216QP4EGpXWhmW3GJnW2RkN47NUspWr59Hqy/vF11NtRmzI4myBlyCkc5BMpyJpB9nAsM0rWmXfT24XzOXMgEdhg2e3/HfrrUH/WNOhESj/2NkqffCOlHhE81lOrTQEJqFgONAvMJus+zvAC6w+dp2SnRewLlZo0Ge3YviCNnlSG9LixLzhDgu2LdLb1A59zTW1fgHc/+NhvX2S27xG9faFS+51HYNSokUlpXySEFNWHH35IH3zwAXvsTjrpJP/7nTt3Zo9UpAVxY4HJZOLJBxwNKSkpVFBQ0GT7APPnz6eHHnqIXnzxxRoOCTgW4ACaMGECZ7JAVw7tCmwTtgenRUPtRFbKkiVL+AbDwwR06dKFb2A4Ni699FL6888//Vp+ffr04WKXd955J3300UeUSCDCsraBGqH5gX5qskjkNAY808xLXmfpF4+lnGzrvqG0sbMoGZhTupK+LvmdjCod67Gelz+e4hlEkcEA3mMvoc7GPC6+XeG20PE5I6hz9yPr/Wza0VeSZfl7pErJopShpzZbm1sLpa5q0pCaCp3l1MNUQN2NkUkhtCiKwrUhPB4bD8ijOHm4QOs2NJIqFHfJdnLsXsm6vbEAv/VwIHBGhKr2VGxkjKJD7gu0gEEBwwMZn+Dxxx/nSChELUHvFrUkACKufH0S9Dd8fQ5w//33c1QRUtChl1sfap2R2+kK0HnWaDT+VGv0UUIzUwPZuXMnr4/1fHTs2JGmTZtGr7/+Okd3Acyjn4VIMOzjpBNPotHDh/KxUae1qVXjGNFnDQGpQDYlPS6eR8YG+mBC0yI2xmHExoh9bSJSaSJ6vgtNR++U9jy1dmx//Uiuwr8QRkzWFR+QsffEFqsnEUsga/Xivu9YOmhN9XbqYsgLKxOkJRmW1p02WvdxXzZVbaTn9s6hToZcOqn9qHrrJRh7TyLXgb/IBSmq/sdFnJEvhJexX+SsoCxNKp+nRAIZFW5rOXnUGaTWp8S1fQEwDoc+tEpjq/W6b3n7wsQ1PX1jzrAzmtq+ACeffiaNHubNPlGn5pC6FknrcOwLlVpN6owClu5F1kmHjp2T0r5ICMfG+++/zwPngU6NpiiUE+/gpoCH8oorruD0q0Cqqqro448/pmXLlvHND68gPHFHH310VPt67733uGBP4AMAqNVquvHGG+m8887jlK9AWa2HH36Yb8zff/89yCMZ1xEr3z1A7tKdpO9+BKWNv6bVXEtCfMMFuvSp5LF65fDUIdELicyiir9on92rF9nH0fCPcUuDFP6r2k+nCpeF1pp30Hel3o7AZyXL6O8dTqj3s/rOI3gSmoY3C+excyxNa2JHU5omWIYonvE4LOSxlpHHpSGV00qazPA0YJEh4K7YH9a6WE/p4G5QkzVWoMPv+w1F/wDRUT7jwgeySpEOXhf4DOQtv/nmG45+QpYoPhMaUeVx2jm1OrTAIqLrih1eSQbcs5GA/cBICu0HIDsWkVX/+c9/uA+E/tGTTz7Jy7BuVocePMXKeRQYiAK9XKFpERvDi9gYscW28WcyL3mNa++kT72ZdPm1S1YKQnMT6MTwDiZGnm0Rj2y3FdE2WyF5FIV//33F0+OZIWldOTAHNTYe3v0ZOTxO2mMvpp6mdjQgtW7lDwyypk/2SpcLsQeyYAsrNnDdk7a6LJqYNSBhDjOCphRLBSk2I3ncFqLM9hz40xBiXxw6DggqdVrZmRGKz64odVaRI4IsqWjsC5CZk89TLFDjGjh0HSSrfdEijo2vv/66RuEUaI/VBWSQ4NgI1RB75ZVXeB4esj17vOl74I8//qix/ZbI6ogluPhQmwR1RZBNEQoyWnr16sXLwdlnn80ZHNE6NnDMfbpxofTr18+/TqBjA2lgkLpCpgjSvMIB2SOYfFRWeiVfmgPHjmXs1OD5bb+Se9BJpM3p3Gz7F6IDRZTMy98lcrsoZdS5QQWyk4n0Y/6PrGu/IqcunYyD6h9ATySytKmUp89gw2NwWldKBCDJlaNLo3TN4U4OIqtaCvy+IfKjtWPzOAldRINKS06quw8RlwR0iDmqN+zPucN2gmC95nJqAKRUd+vWze+gQB2On775lOtPAGSmaFKy6o1quvnmm+mHH37g6KuePXty5xvymg6Hw18wE4aBx1JK7vI9pMnqwOnrKBII7IqLFDpUdFOJTJoBdcTQ18K+kO3qA6nqMEgQ2YX3sS+0yce7777LASfcPlbhrQnS5SPtjyGlHtFmQmSIjRE5YmPEHuuq2Szbgeef7c9vSDdZHBuJgG3TPLYPdR0Gk2nADEpGDL0nk8dSQdaibZQ2+PikUS2odtu4sHiZq5oHoxOllpwvKCdVY2DHhm++xdojNgZZ3d4+JzJpfH3KRAFBU0FtxncJw7EBeyGR7It5P/1A7spCr2yWSkOajLaUndsmavsCwL5wVxeTB4FhsFnS2vjtC+BzZiiHMnrCReyLJHZsYMAcUkqBINPg/PPPD3sbkDxC2hD01h588MGgZXCCIK0okL1793Jh7kQF0k8olIMbUqutedpQCyPw+GEeqUzPPvsspadHF+0djTMI9Tjg+EAdlMB0q7qArNa9995LLUHggDhLSJjiO11V8GJe+gY5dnr1CD22Ssqc8a+kPDTa3G6UNvE6MpvNXt3JOAE/6ugwGdTRtQmF/74tXUH5ukw6IiPyuh8tyfC07px+WuYycy2YlmL8+PF8XbR2zsw7kn4sW8MFMoekJoaTzIeKI4G8Q+BqU2YEH1RxFpAmt2u96eKa3G4xTRNviJ9//pmDSpDR6Qt0OHDgAGnITV27Hzo3WgNps+rP0lq8eDEX35s5c6bfgEGBPj9uB+W1yaH9hQe9g4ZOK23ZtsMfeWRU69gQBSa11znhc1LUF0ADfIEaqOEWGLSBPtesWbM4RRzbQuBIoEzoCdOn0q/zvyGHishqMJFRradsXVrEqeKhQO4zkfutLYXYGJEjNkbsUWe0PZx1m55AMomtGFfpLjL/+gpLRTr3riVtThfStUucSO1wweCdaehM8pjNpEtNpXgB4w6QkUpR14xsDrd4NepUQJ50ek7z9X9ixaUFU7g2SEdDG3bQtBRiYxCNSO9Oex0lXGdxWvbh/mAioMlsT6r9h2pzoi6ePvx7PLHsCw9163Y4IBlSS/XJbjVoX0C6qk2u177A88hhps2by4IyG0yHstuQYQUbo6ntixNPOIGGL/qJbC4z2fRGcml11EabzjWjfIh90cKOjdTUVPaUBRKYcREKMhFQlCUQRLFhqm3wHBdG6PZrcwbURUaG18MPOafQyEI4FzIzIxiEiAGPPPIIffXVV3xDwuMXCm4SFPOG3hyyJXzgJkMmR2iR8XDo3bs3e0drw/c+1gmlR48evL/bbruNM0Ya4vbbb6ebbropKGOjsUXXw0XXfhClTbyeXEWbSd99HBdBE+IfxXlY3x2DWpB0cez8jTTpBaQr6NuibUsGPNZKsm9fwtEY+g6Dg5Zttu6ntwp/YePjvLbjoyr4NzC1M0+JCAytMRkSdRkv9DQV8JSIoAAdjA+N0RBR1BOcnJBgyjj2dir74KraC/yp1JRx7G2ssRvLAn+Mx002SzXt27mNFK2BCgsL6bvvvuMghRNOOIEuvPBCXm3q1Kk0btw4Ov2Cv9FDd91MvXp0owMVNprz4wtsVNQlV4n+HgJWkCWB++2uu+4ijyfgO2r0NOnoI+nFV9+msaOGE5ly6bY7/0k6ndfRqlVpOCMMpGtN/vpg2BYi+VE4EEZDaFYvQJ8SBtPCn7+nQb06kdqY6Ze6gvynL1sVfTEfiuKhVLJQ787tya14yGpMJY0pq4ZjIxAYZJi2bNnCr2GwIQAFdeN8er0wpFAQMTRwR2gYsTEiQ2yMpiF90o1cH01lSCVj/+SM/E82FJeNnRr+104rOQs3krtyP+m7jI5Iq16oHcee1Rxlbeh+RJAklkfx0BuF82iTZR9LM11SMIWzpSOt0ziroHa1iUSgjS6DZuSIfG08gL7kqW3GUiICmwIBUyjIrUlJjchJ2KL2BTLmLGbau20DKbpUKjpYXK99cepZ53nti26daV9RCX234H906qmnRW9fIDBm4gSvfTFyGHk0Rrrjvof99kWgXZGryyCtWhO5fTF/Hg3q2dEbUG1Iq9e+AKk6N/XsmEcOTxYpKhWVZ+RSgT6Lr8/aONDK7Yv4Fx8konPOOYcdGyge3hzgwofOGU56INu2bWNnR20D+k0F5AuQnQJPXmi9Cx9wIMC7Dk3r1atX+yc4DMJxLtQGPIY//vgjbzMQPACg/da/f/862/Ovf/2LZargVGkIyDvAkRQ4NSeGbmMpdcwFpMsLdoQJ8UvKqPNIk9OFBwVTx15EVd89QOZF/6XKOff5MzkSEcVlZ6dCi7ZBUfg4Wpa9SVXfP0z2Hb8FLf+9agtr2CNr4fequnXyWyoF/efyP1gXNdnZvHmzv9MiJC4o5hZNKjcG2w19plD22S9yZFVoJBXeN/SZHPMuHvR3oTs794efqEPXHtS1a1eaPn06zZs3j5555hnuo/kk0tDR//bbb2n8xEl02Q13UP+xU+ncWZexjn/btnVHL0NnNjs7m4444gg2PlBYD8aA/7ur1fTE089Rx85daNKJZ9N5F87i9PKUlMMDTqFGHKKZkBmKgAvsu74igZdccDa9+/4HpFgryF1VFNQvRJtQw2zMmDEBB8U7aZAGr9Jwxkimtv7Br5deeomGDRvmDzpB/w2vAzONcSxhiEQrJyqEj9gYYmM0BQiWShl5DpkGnVSjFpAQn6AOinHADFKn5pKh1wT2caBP7LUx7k9oWWuPpTwy2csmwL5tMVX98CjbGKhxGUiJq5qdGmCr9QAXbY4n1pt3009la6kywtpdiYjYGMkBfncizXwK175QXIflm2I5DjL3hx+pY4/+1K17j4bti/Hj6bLrb2X74vy//Z127drdKPuC13nqGerYpStNOukcuuDya2rYFz7Uh45rJPbFpZdcTO++8zYptkryVBVxYG699gUfFG9uv06l5Wz0XG1anU4N0Nrti4ToaWGQHR42/EWEPy5EXDwwkD/88MOYa43DswXv2T/+8Q/O9Bg0aBDt3r2bsyHGjh3LF19jQAEZOB5C94lsh9AflnPPPZfbgosPHrjQzBR87u2336b77ruPBg4cGLQcn8NNvG7dOn/tjXBBuhcufNz4TzzxBN9oiMyEdw8ZG3B61PWwxLmBU+Wxxx6LaJ9C66bQUU7zK9azRNGEzP51Xl+og5J18kP+7A1XyXb/MkRW6buMinnbMFi+oHwddTK0oZNyR8W8yLyrdCdVfvcgKfYqMg48gVJHnUstAdIu3RX7Drfr4BYydB3tf93L1I7WVO/wz8cT7xTOpx0270CkrmBSVNkkiQJ+G2w2W53OZSEy3OYSsix7iyOVUkefx07TlgTOA8VSTqTR8gCLqpaoRTyDDL0nUn7fqeTYvZILhXOWVafhbHCg06wypHO0cOwa5qLXnn2UJ6BOa0NqY93BCOifwCDBVBtIxw4dKIKzBGnngVxzzTVBGRLtctLpuy9mc1FeRNRC4grZtIHbCN0uIrMwNcSsc86gRx5/kpYsX0njxhz+LcH29u3bR1dffXXQ+nC0qNPyWNNYp9GTISWv1vMVCIqjY6qPp59+moNEhKZHbAyxMYTkBs/vBRXrqdBZwfZFW33d0sOpo8/nCZh/e9efwcE1GZExrq9ZULYx2DwO+uTgUqpwW+iEnBHU2Rj7ukrVi/9H9k3zSJ2STRnH3UWajJbJdHUVHQ7IcZft4oFMFME+XH8vkw46Krhgc4627qzH5saXrQ7WW/bQdR2SOwNLbIzYYvvrB7JvX8oqCKbBJ1NLPws95hIit5NUpsxas9DCsS+QsRHrDLbXXniSXn3qkMNTrWEpwOa0L0BBXg7N+exDr1yw4uaslbKyUn+/vjH2xUUXnk8PP/Sg175AxrmvXkcd9gUfBlMmedwOUrudpE3JJnUDtXfuaeX2RUJkbOAGgwMDRbPhoZsyZQrX0UAVecgWLVq0KOb7xEmH5hmcGXAKQJNt8ODBLAnV2EFNZDPAexY4+QpPBvLee++xsf7yyy9zkZzQ6dRTT2UPXElJiV8vLhCkNWGKJmvDaDTyzY+0rzvuuIOlveA5hRMJsldw8NQHPJy1pWIJQl28V7SQVlZtpe9KV4YddY9UPp8jA9Iu+oBB+FiBH5yPD/5Ke+wltKRyI/1l3Rvzfdg3/sxODQDpAgywtgRIi9R3G8fzGDQ0dPfO+xiZ3pOu73A8XdfheBobZ5JMMAp9lLuk/oQQPpalb3K2l3PPKqpe9N+WNzoqC3nAXrFV+TXaa8OXBg5jw9h/Ouk6DuUsA1fZHlIc1tjX5tHoD2v1Bs43IzDIUDjcYykhV+kO7+uKfeQJkChsDCk5BfT68/+hktJyUqd407YPHjxIzz33HAeXXHzxxTU+ozamkTa7ExcuhKOjsRQXF3P/DpkE4QAJLE8CRxK3NGJjiI0hJDd/WHbRnNKVbGO8U7Qg7M/BpoBtwfOdR5Aqxk4NsLRyE/1h3km7bAfpi5LlTSMvu2med95SRvYtC6mlMPQ46lB9Mcwf7XdqAJ1KQ9e0n06XtzuGru0wI+o6fk1BYJaG2BdCpIGL5iWvk+vABrKs+JAce9e26AFEtgBPkPKuKuRgoXDsC/xFXVOvfWEhVRMUt4ejBVJXQG3KpuYGGW1cNNxaTu7y3eSuPEAeFBIPyN5uDKa0THr9v89TSWkZkdZrQzVkX3BB94wCtjF80lXNaV94FIVtjERBpSRyXqWQdKDGBmqYQPKruWWpWgrcgigEDF3oWGcCJBKP7f6cSpxV/qLAw9O7h3383MXbSJ2aw9FITcHDuz7lzizOz1XtpsU8ogrRHOj4AESLZ536eItdG3w8K/ZxlEAsfkQjkZL6pfxPStMY6ejM/hFr6/5l2cuGKzRqz8o7krV2k5VvvvmGMzbQOanrukDR4fnz59OECRPol1+8kWZC7VR+/wg593plF5F6nXVS0+qO4txt376dunXrxkEENe4/Ltqn+Dv6mtTcsLeNAX6kNyOSSq0L3nYsJalgfLTE75WrfB+Ry+Y1xhBxdmhgBJktERVhrwdft9j3/fAX9c0Q8IIs2ngCv0t4diJFPV+fwXJY9TrNPB6WWo3m3NV33bbGvpuQeLTG61RsDKJV1dvpwyJvEGSOLo1u6VQzGLAu4AzwmEtZhiUWjutQIPE6++ASnu+T0oEuLoCMZOxAoFT5Jzd6o7SJKG3idWToNq7FrgsPAjZslaTN6kDNCbLNt9kKaVR6T+poCL9PBZyKmwPcDjjK6NjsoQlbJzBWNobYF+HjPLiFKr8+HB2fPuUf7CRtSurrq7ktZaRYyvyvNTldw36uod/ttlayDJPKmNEkzw3u20N+qQmetQ0B28lT6VXHYakttcYrF6xSkzZElqux39GXARLP9oXT46aDzgrykEIZGhNl1COzGy/2RfKO/AiCkFCck380/VT+B0tRDU0L/wcED1BtXrCMW6y5tN1UNj46G/KaJE3c2PcYUmmN5K4uImPv2Bo1kcLHM4YGh+vgVo5Y0XcaVq/j6ZODS2iDZQ/Pw6kB50Yk9DG1p74dm9dQEpKDlNHnk3mRmaN10sZd2ihJid32Euqgz6GUKKOZcP+p0/PIYy5jrVu1KSuyz2tRjFzXpEZBNHVBYgWnZVfZvUaBLsWbKg7jI4Yp8aGd8qaM/4Gcosda4ZUdS8mJ2CAwu72ZKm7ykM3jpNQYS7MKgiAkOkNTu1JhVjlLUU3OCpZtbgj0W5sqaAqMSOtBbkWhCreZjszoG/Ptox8B+Sn7lgWkyerItSVbEhQMDywa3hggZWXfvoTUxky2MeoCGffvF3kzVZAd88/Op5M6guApLanp3Pzk06MXmh7UcDUNPoXsO5aSvv0g0nUKrukQCfvspdzXgyx2tEA+1uOy88C9OiUrQltB5ZW4jXLwOqw94L5soRhfqIAQJqeNM8sU2Bd4vx7J3aj2E/DsaVL7QlHYMe+XHYsw2A02LZwawOy21+vYiBdapWPjyiuvpHfeeafWZeeffz4XXhEEoXlBBM2sthPj8rDn6TLouJzoOyPhYOiZfJ1mZ9Emqvz2PtaotKbmUtbMx0mlq33A16YcLmpo9zgj+uGGjNmfll00JLUrZ2u05swnIXLgyMs84b5GHTqX4qYX983lWkHQiv57xxPIpPZKWEQKMqWaM1sqkVAbUkmlO6S7i/vcjaiqpnXkNBWcnVNZ6HXO4LVKQ6qUyBxZRrWerB4HqUlFelX8SHe0ZsTGEIT4An3C6Tl1D3y3dNvGZPRq0n1o0vMpZdjplGxUzXuanHu8NUtTxswiU/9pta4XaFM4PC4erAu3x7DdVsj1NVSkoovaTmqS4DYhuUkZcSZPjc06++jgYu43npA7ko7K7BfVdnzSRkItx0alJk1GOx6zYEksZKcju+KQHGGioUBy7JCcMaTHVDmdG6wBGAjkAFU4BIdsjUSgVTo2UGgbNSBqo7WkJguCkFw4D2zgaANtbjeKF1B8nDsIPm18cwlpsmovzHxK7mj6pnQFpWlMEWVrFDrLOQILrK7eTlOyB7MjKpkpKCggq9Va7zqoC4V0cRQ6iydQ+8H6x5d8XRgHnZg0A/hVbis7NXzyQMXOykZFVQl1E+TECNDoTkTcHic7xTBookcxxgg/jwKrDsVFWpUmYvk+oWkQG0MQhGQCUlyust2kze8V84LBjcFVuPHwfNEmojocGz1MBTQ1ezBtsxXRERl9+PcyXBZV/EVWBFAQ0eLKv1qFY6MhGyNe7Qvg2LOanLtXka7D4CaXfGruAva+6H7MR+vYEOqHAyN9zwdNYg+TezwuduQqpHhtBFw+EcR9QtK7rT6La2zoVYlxLBKjlTEmPz+fJ0EQhGTAvPRNsm2Yy/OpR1xGxj4tK2flA8XGrGu/4CLI2rZ9SZ3Rts518eN5ScGUiPeRqU2ldK2JqlxWns/UxI/R1VQMHz6ctZHrA4ZHPFK95FWyrf+Oi7FZVn5MOee/xunQiU6WJpX6pXaiDebd1NWYT+30zV/4Ll5QPB7ymItJwUC9KZvUTVBwNVkMqCpjChlsZvKo1eQxmCgtim0YJFMjrhAbQxCEZAFZhRVf/ZMUh5mjmTNPesAr2RIHGHpN4P4kqbVk6H5EvetOzR4S1T4QoLLOvIvnO7eSYJWGbIx4tS9c5Xup8vtHufAzueyUNvF6Sh19PiUDo9J70J/mXeRRPDQmvWkzvOIdj91MHlsFqTQ6rq8XSRZCa8KmN5LbpiW1x03VRhPlRpHZDodIJI7glqZVOjYEQRDiDXjEIScSjYySY+fyw/O7fo8bxwbSXbNOfYI8VQdJk92pSbT5IfdzbfvjaKftIHU1tk3qouHJgKe6mNwV+1l+B0XqrWs+o9RxF1Oig/sWUnoWt52vydYsh+axlpNir/bOuwpJldOlzuOBuiYeezWpNHqWmWp1GNOoQu/NOsnTJEaqtyAIgpBYoAC2LooBKueB9ezUAO7K/eQu39vkdQ3DJXXMhWToNZFrbGnSmsbpMDFrALXXZ3MfppepXZPsQ4gNrAxgKSHFXsWvLSs/ItOgk0htSvws/m7GtnRX59NZFqg127kcOFVVhDmuUadodKSqpxahx1bFklIqI2qDJM4AfSzQafRUnpbpl5VqDbTeO0MQBCFOWFm9jWYfXEKpGgNdXnAM5eu9P0Thous4lOybfvbOdxhSqzbnFut+GpXek6PJm5PmqBeATI3Baa1nUHTlypWcJn7kkUdSomEaeirZ1s0hxaOQOj0/4aWEQom2aHhyEVgMr+7CeIriYecWjA7vWm1bnXMjR5vOBfoQEdWajVVBEAQh9qC+xP/2/0h77MV0ZGY/OjF3ZESf17XtwxkaGERUp+WRJrN9DRnOn8v+IJNGT5OyBkXlPGkM2pzOTb6P3im1S+gmK4lqY+gK+pO2TU9yVBWSSp9GalMmURINZuukj1jTrqin9rbHWsHOLsZRTdqsjtSaMKh1lK/LZLnbRKmR0VjEihIEQWhGkEqKyKkhqV1IfSh9cnHFX5xeCjklODkiLXKYesSlpO8yklQ6Exshgeyzl/oLjv1h3kV3dTmj2Q2PRMFjreT6D0hvNQ0+OW7S7UM5cOAA2Ww2SkT0HQZTzqy3ybr6E1KntaGUITMpGXEWbSJ32R7SdxlFamN6k+5r//799PLLL9MVV1zB2sgtjdqURR63kxS3i9Qp3kjHWvF4vMX5DqGwjnXrcmyoVSpxhgmCIAiNpsxVTRst+6ibMZ/lXcE2WyE7NcDiig1sX0RiA8CRkXnyw+Qu3cmSsqoQacnPi3/zSzXpVFqalDVQzmQd2LcvJee+P0nfdTT3heOVRLUxVBotZZ/5DFmWv0vu8j1k7DctKYNl4GS071hKmtRc0rUf1KrsC9TYg4MVmeHI9FYZ687GUVze2jiMy8HjIK0tm16v1pK+FQ33t55vKgiC0MLAqPiq5Hee359VSjNyvIXNuhrzaK+9hH9wu0RRmA6f03ccWusyeOp9BcfgPOH51vW7HjbVC18k5941PI9OU9pRV7R0k5ISXdvepJt2OyUrjr1rqeqHR5CSQLZ131DmyY+wwdWUhse9995LJ510UrMYHorLzoYVHKkqbc0oIKR7Q4auwe2oNaToU0jlsHBUXbIUkhcEQRCE5sTpcdGL++ZSpcvCkbr/6HgyZWhNVKDP4tfI3OhoaBNVYJMmPZ+nWveruGqdF0KOU9Fmqp7/LPcL7VsWUNbMx0hTT91BITrQ/4REWTJT+f3D5CraxPNpR19Fhp5HJ499oSiHpMRUpDKk1eqIQLBYOAFjijGNZfRUioflqlqbU6M1ItVWBEEQmokDjnL/fKGjwj9/Qs5ILpx9XfsZ1C8ltqmSnY15NCN3BPVJ6UDn5B8tcif1gILH/vnqw/OJxgFHGf1YtoZ22KBDKkQLMquq3ZFHrbHBcciZiHoiPr3fZOCiWReSWmekK6+6itwVe7lGho9rrrmGDYdwCkvCyVrkrKBCg44q0nO8NXg0sdOAfeONNygrKzGK0nft2pWeeuqplm6GIAiCkKBYPHZ2agA4MSrc3roY2do0uqHjCTSrYBJd3m5qzPd7cu5oGpDamaVuJ2QOiPn2kwWWxDnULySPizyWMkpE0HdbWrmJ5pevY2eaED2wL2BnRDrw7zq42f/aWbgxaU4BbAe1Wk1XXnkleaoPHpaRitC+8B3bAx4LHUxNI3dWe9Kk5sSsnWJfxC/i2BAEQWhiDjoruRPY09SO62dkaVOD0rXxYw0N1/aG2P3wBjI+sz9dXDCZBqR2opbCsWsFlb5/JZXNvpFcpTspHkkZfiaptAaOEjENPY0SEYfHRf/d/wP9WLaWXtn/I0sTCJGD4/bY7s/p3zs/pjmlqyL6LOSnkM3gq3lTX2G7RCzc16lDO/ros6/JarH6HRuQLXjvvfeoc+fw9K4diouzyYCVfDU2BEEQBEEI+zdZUWhF1Vb6y7KPjsrsx9KGw9N7UEd9rn8dODcQNNUUBWRzdel0QdsJdFreuBYrUAvJmcofHqXSdy4h85LXKR7RdxpGunYDYPCRvutY0obIBicKCyrW0+fFy2hO6Ur6qtSrQCBEzvdlq9m+eHT3Z1TqDN9Ow3iBocehDA2NngzdxyXV4e/Uob3XvrDaODs8GvsCWNzez3pUKrYxhNaBODYEQRCaeKD5xX3fcSdwdvESuqxgKt3W+dRmL+Ld0ph/e5sUWyV5qgrJsvJjikcwIJ19/muUfc7LpCvoS4kIBoytHq+uqCvKjAOBWKfaF/24vOpwdFQ4aHO6UNZpT1LmiQ9Q+tSbkyr9GWn+w4YMoo4d2tFnc34ildZbh+bTTz9lo2PYsOD6QB6Phx566CHq1q0bmUwmGjJkCM2ePZu1uDUqNbndbrr1yhuoR/cevLxPnz709NNPB20DEVqnnHIKPf7449SuXTvKzc3l6C2n83C2SEPcc889NHToUHrttde4nWlpaXT11Vfz/h999FFOsc/Pz6cHHngg+PuqVPTiiy/Scccdx+3r3r07tz+QW2+9lXr37k0pKSm8/K677qrRtq+++opGjRpFRqOR2rRpQzNnemvLTJw4kXbu3Ek33ngj7yuZrhVBEAShaZlfsZ4+PvgrfVa8lF//q8uZdGbeEa3qt8SxYxk596xmiUzbXz+Qq2Q7xRsImsqYfiflXPg2pU+6PmHPT8WhfnHovBAZv1Vu4b+orbnBsieiz6YedQVlnvQAZZ/2H6+zLImADcH2xTdzSX2ofkak9gUwqfXcv7/5ir/T0F4DxL5QtQ77QhwbghDH6Z4o+vzQrk9pUcWGugsiCXGN1WP3Rw4gbbfSbaXWiK+DwvNxHMGeCD/+vXr1oh49etS6LE1jpONzRnBm0Pis/tTJ0KbZ25cMoPim/lD0YR9Th4g/rzZlkLZNN3YExEtUZ6mzivbZSxtnjOL+0Bnpkksuo7c++oIL+QE4DC6++OIaq8PoeOutt+ill16idevW8QD++eefT4sWLKS2ukxqo0mnHp260ccff0zr16+nf/3rX3THHXfQRx99FLSdefPm0datW/nvm2++yangmCIBn58zZw5999139P7779Orr75Kxx9/PO3Zs4fmz59PjzzyCP3zn/+kZcuWBX0OjorTTjuN1qxZQ+eddx6dffbZtGHD4d/k9PR0bgvaD6fM//73P3ryySf9y7/55ht2ZMyYMYNWrVpFP/30E40ePdpvsHXs2JHuu+8+1jLGJAiC0NRstxXSY7u/4MAbnxPfr3HuFomZRKHEWRkwnzyyl5EQVEBYrSWVoWH9/ZbC12dKVBtjYtYA6mEq4Hotx+UEDzQL4dMnpT3/1am11N0UWa0V2Kja3G6kjqG8UmOB/N1+exlLbjs90WdIoB7hJZdeTm99/LW/jkak9gX68+laE+VpMqhX5240++PZYl/sbyX2hSIIcURFRQUUKfhva8Hj8ShVVVX8N5CN5r3KrVvf4um2bW8rDreT369a+JJS/No5Stlntypua6WSaOyxlShFjtZzfsEPpauVh3Z+onx+cFlMro1ExFV1UKla8JJSveQNxWO3tHRzEppkui7imQqnWdlhLYr5cbZarcr69ev5byxYsWIF/27iL9rqcrlqtNnmdii7bcX+yeVxR7WvWbNmKSeffLJSVFSkGAwGZceOHTwZjUbl4MGDvAzr8D5tNiUlJUX59ddfg7Zx6aWXKuecc06d+7jmmmuU0047LWifXbp04e/l44wzzlDOOuusOrfx+uuvK5mZmf7Xd999N7elsvLwb+a0adOUrl27Km734WPRp08f5aGHHvK/xnG98sorg7Y9ZswY5aqrrqpz34899pgyYsQI/+tx48Yp5513Xp3r47s9+eSTSlNT17URi+u2NfbdhMSjNV6ndfUXnt87x29jfFuykt9zFm9TSt67Qil+/TzFuuF7JdEwu2zKdmuh315qDRQ7KpVn93yj/Gf3l2xftdZ+JK7XynnPKPadv7d0UxKeZLs24hEcW9gX5c7qmG87ljZGOPYFKLJX+O2LUkd030nsC7EvrI20L7Qt7VgRBKF2snVppFapOXMjU5NCWpWGC9HaN8/n5e6yXWTftphM/acnzCFEnQlIMiHa4Pz8CWHXfICkzrtFC2mnrYjGZw7giJFEYmr2EJ5aM5q0NpR29BUt3QxBCJsMbQpPyQBkn1SkIoUU0pCa8Kox5OXlcbYDMhUw/o95SCwFsmXLFrJYLHTMMccEve9wOIJSyp9//nmOyNq1axdZrVZeDtmoQAYMGEAazeHsF0hS/fHHHxEX6UZ2hY+2bdvyNlGsMPC9oqKioM+NGzeuxuvVq1f7X3/44Yf0zDPPcEZIdXU1uVwuysg4HEGKdS+//PKI2ioIgtCUtNGl0y7bQf88sP75DUuGAsuKj8jYN/jZHc8gM/rpvd9QhcvM0eRXt5/GNlQ4/GXZS58UL6F0jYlmtZ1ImdpUShRQ4+LaDjOotYNrNZGuV6F1g3GQLsY8ShZ0ag3ZD9Xcw3xjEPtC7ItoEceGIMQpeboMurLdsbTTfpAGpnb2SuQY07koreL0yhlp0hOrTsNG6z7+i4GwTdZ9YTs2Nlv30wbzbp6fW7aKjs7sxwN1gtAaWbBgAQ8AT5s2raWbItSCu7qYzEvfQKVtSh19AWky2zXZcfLYzeQq39+gRCEc4/m6DLIrLjKqdTGRW7vkkkvo2muv9TsnQsEgv0+KqUOHw3JekDnRa9WkeNz04Ucf080330xPPPEEOwzgeHjsscdqyEHpdMFFSdF+6OtGQm3baOx2lyxZwvJU9957L9+PmZmZ9MEHH/D38QHtX0EQhHhiZpuxLFWZqjHS4NQu/J4m7bBNkWj2RaGznJ0aYI+9mMweOzsqwuGHsjWsdY9pWdVmOjY72LEuCK0JsTHiG+v678ix4zfSdxxCpsEnN9l+FMXD9gxwW8rqXRcBuKidh6Apk0bfYvYF0KkVUpx2+vCTz8S+aGWIY0MQ4pjOxjyefKgNaZQx7Q6yb11E2jbdSd9pOCUSo9J7sq4vfvyGpXUL+3NtdBk8MIfMDTh8xKnROthk2Uc/lK+htrosOqXNaL4GBG+HzmZr3qLgqPMzt2w1tddn08UFk8mobnzHNVmBU8O5eyXPVzttlDnjX022L4+5FJ4C7/yhSNu6gJavLobdvunTp3N2BZwBtTnZ+vfvTwaDgTMxJkyYwO8pbie5y/dxm/F30aJFdMQRR3Ahbx/IfIgnli5dShdeeGHQa1/Gya+//kpdunShO++8078cxcADGTx4MNfVqE0jGOj13iKHgiAIzYVOpaFxGX2C3jMNPZVUeiN5rJVkGpBYWQAd9LnUwZBLe+0lNCC1M6WpjWF/tq0+iz/H87r4rQEnxA6n4qbPipfRQWcFTcseRj1NBXJ4W8jGqHRZ6fXCn6jEWc223vC07nIu6sBVvJ0sy97yzhf+Rdq8nk1WQFyxm0lx2g7Pu+xEh2oPhgI7IFVjaFH7ArjNJaRYK8hdsZcWzf9Z7At967IvxLEhCAmGNq8HT4kInBl9TO3ZMWGo48exNuDMuKr9dNrDBkt4WR5C4jO7eAkXtdxtK6buxrY0PF06uy0FnBpOj4t22g7SevMeORf1cSgdu8Z8UxCY8t3Mjj/IOPmKaAfKRPlA9gWyMVDQD1kQRx11FJUV7aNFv/xIGelpdOHZp1GvHt3o7bffprlz51K3bt755cuX83y8gMLmI0eO5Pa/++679Ntvv3HhcV+RTRhWyNIYNWoUR4999tlnQZ+/++67acqUKVyME4XHIVX17bff0q233uqXyEKEJJbBUAuV9BIEQWgOULjVNOikhDzYerWWrm4/ncxuZGoYI8pKnNlmDPUwtuUMj96HivoKyc3Kqm20ssobRAEZsls7zWzpJrVaVlVv48LT4MeyNeLYqAfFE2xTIFioyVAHDxOr1BpCsYN4tS8qKipowfdfUUZaCtsXPbt2orff+1DsiwWtx74QLRdBEJqVFI0hIqeGjw6GHBqT0YvSNOFHYQmJTYraEHTdCC1HB30O/4VmdYFeIhrrI2XMhaTN60Xa3G6UesQlTXpeNOl5pDJ49cDVpkxqblBLIrCeRCj3338/3XXXXfTQQw9Rv379aMbJp9GcH3+hbp07sdF0xZVX0amnnkpnnXUWjRkzhkpKSoKyN+IByEzBcYHMi7feeovef/99jhYDJ510EhtWSJlHXRBkcOD7BjJx4kR2jnz55Ze8zuTJk9k54uO+++6jHTt2sOMD2sKCIAhC5CBoKkNrilhqEdkrI9J7iFOjFREYXZ4aQXaPEHvaG3L89ywyr4S60eX3ZvkpSNwa+08nXYemq9+p1ptIneK199SpuTUcHfFmXyDLY85P8732BRFd8be/iX1xX+uyL1SoIN7SjRAEH5WVlaxRDa9rfQ+zZAK3oNlsptTU1JjongvJQ2u/Nspc1bS0chNLA0i2xmEQFY40cQwIN9d1Yfc4aZ1lNxXostgIEaIH52779u2clWA0Nt6gXrlyJY0YMYJWrFjBEkmIXkJB7Hh9ZiDCDPVAVDoDqZrZUIoUHENkYJxyyimUDL8njbk26rtuW2PfTUg8WuN12tr7kULtyHVBtKJqKxU5K+iIjD4JVTA+GW2MXbaDVOqqZhk5OBqF+LAxEs6+UFBfw4rOO6l18V3fTuyL2NsX8W1RCoIgCK2WbG0aHZeTWHVkkhVkWYnurRALVBodT4IgCIIgCC0BsnSEOKopSskfUS40vbNApU+Rw9xKEceGIAiCICQQiJqxWCwt3QwhTmjXrh3XccBfQRAEQRAEQYgGsTEEsS+EREQcG4IgCIKQQGAAG9ISguC7Hu655x6eF3XR2CLHUxAEQRCE1oLYGELgtSD2RdMg9kXskeLhgiAIgiAIgiAIgiAIgiAIgiAkDOLYEARBEIQE4ttvv6W5c+e2dDMEQRAEQRAEQUgSxMYQBCEREceGIAiCIAhCM+PxeOSYCwmDXK+CIAiCIAjxj0gdCa3NvpAaG4IgCIIgCM2EXq8ntVpN+/bto7y8PH6tUqliZsigg4jtx2qbQnIQ7bWBzzkcDjp48CB/FterIAiCIAiCEF/odDru46HPBhtD7AuhtdgX4tgQBEEQBEFoJtB569atG+3fv5+dG7HG17kUhFheGykpKdS5c2e5tgRBEARBEOIQjUZDHTt2pD179tCOHTtium2xL4R4ti/EsSEIgiAIgtCMICoFnTiXy0Vutztm20X0i8Vi4U6iZGwIsbo2YChrtVq5pgRBEARBEOKYtLQ06tWrFzmdzphtU+wLId7tC3FsCIIgCIIgNDPoxCFlHFMsO5dwlBiNRhmEFuTaEARBEARBaGVgwBhTrBD7Qoj3a0McG4IgCIKQQBx99NFkNptbuhmCIAiCIAiCICQJYmMIgpCIiGNDEARBEBKI9PR00bkXBEEQBEEQBEFsDEEQWjVSXVIQBEEQEoiqqiqeBEEQBEEQBEEQxMYQBKG1Io4NQRAEQUggFi5cSL/++mtLN0MQBEEQBEEQhCRBbAxBEBIRcWwIgiAIgiAIgiAIgiAIgiAIgpAwiGNDEARBEARBEARBEARBEARBEISEQRwbgiAIgiAIgiAIgiAIgiAIgiAkDOLYEARBEARBEARBEARBEARBEAQhYRDHhiAIQgiFjnJaUbWVzG6bHBuh1eGxm8ljrWzpZgiCIAiCICQNbsVDa6t30BbrgZZuiiA0O4qikLu6mBS3S46+IAgxRRvbzQmCICQ2pc5qem7fHHJ6XJSnz6SbOpxIKpWqpZslCH5mzJhBZrO5SY6IY/dKqpr3NJHHRSmjLyRT/2kNfsa69guyrP6UNBntKOOYW0idmiNnSxAEQRAEIYAvS5bTsspNPH9O/tE0JK2rHB+hVdgYcGZU/fAIOfevI01me8qYcTepjen1fgZOkKofHiV3VSGlDD+DTANPiHm7BEFIDiRjQxAEIYBiZyU7NcBBRwU5FbccH6EG7or95DywgaOPEgE4Hso+vJadForbWed6tvVzibBcUci27psGt6s4bWRZ8SF/xl22i2x//RDjlguCIAiCICQ++xyl/vm9jpIWbYsQnyguBw/+Y1A/EXBXFlLFV3dR2ewbyLFndZ3ruUq28ffiz1Ts40CqhrBt+J7c5XvYxrD8/j4fG0EQhNoQx4YgCEIA3UxtqU9KB9KptTQ5exDp1U2b2OY2l5CzaDMpHk+LnQc4cmI1QK943GRdN4c7oB5LWaPkwMpdTZOV0Fgcu1dR+ee3UOWc+6n6l2ebff/79++nAwcOROSEsa6aTR5LKTl2LCP71kV1rqvJ6XJ4PrtzwxtXa0kVEHGlTsmmppDGSkZjBkar+bd3yPrHV3zfCIIgCIKQvEzOGkQpGgO10WXQmPTeTbov2BWwL1pygBy2RSwDxFwlO8j827tk37Y46m3YPA7aYy9hWbB4A+es8vuHqPK7B6jis5vJVbwt7m0My6qPyVW8lTxVRWRe/Eqd62nS8kmlM3lfqNSkze7U4LYDbQqVMYNIo6NYgr63x1ZFyYht83wyL32TXMXbW7opgtAsiBSVIAhCADqVhi4umNwsx8RZtImq5j7Ig7a6TsMpY+rNzX4ufixbQz+WrWXZrSvaHUtpGmOjtgdZIgyiA8e+PyjrpAcj3sb88nU0p3QlaVQauqhgEvUytaN4wrFzOdGhgWjHzmVsuDWnXNmqVavIZrNRjx49wvuAVk+k1vjb7DcsaiFlxNmkyWjLmRjGPlMa3LRKo6WMY2/jqCqklhv6HkOxBIP+lhUfcJvTj7mFdPlNOxDQnFT9+DhnuQBk0aQMPZWSHTgFnXtWk67TMNJ3HNrSzREEQRCEZqNfSkf6V5czm2Vf1fOeJMeuFUQaPWVMu510bftQc1LmqqaX931PFW4LnZAzgo7M7Neo7XkcFh7wVxzeoCeV1kj6ziMi2obFbadn9n7DgVM9TAV0WcHUuJIb9ljLyFW4kedhGzr2rCJtm+7N2oZIbYxAm0Klr9u+UKdksfyUY9fvpGvbN6zvZew3jcjtIHflATL2Py6m58pjKaeKOfeRp/IA6buOpbSJ18XVtdBYO9W86GWeRzBb1hlPk1qfQskMng+2P77iedOgk+q9FoXkRBwbgiAItfw4Vs9/nlNlTUNOJmOviU1yjBw7f/dHojt3r+T9NnfHY0HFBr/s1l+WPTQyvWejtofsAB/oLEbDestu77YUN/1l2Rt3jg1dh0Fk3zKf5Zp07QbGfUdYk5pLaROuJfvm+aTN60n6rmPqXFelVofl0AhEm9uN0o66gpoCOMpwnBV0WNfPTQrHxmbrfo4UzK8q9L/nqTw8n6y4SndR1U9PIESObBt/osyTHyZtdseWbpYgCIIgNBvINrCs+oQ0aXncN2uozkA0KE6716kB3A5y7Pit2R0bf5h3+TOvF1ZsaLRjQ7FV+p0aAIPdkQL5L1+btloPkE1xkkmlp3hBbcribGkOelFrSFcwgOIdBEShLp9irybT8PqddtqczjyFC2wS0+CTqSmwb1/it1MdO5aSp/J0DtBKZKrcVtpmLaQO5TvJZ5ninsG5oSR3bCBbCOcRuKuKKH3idS3dJKGZEceGIAhCCLb135Fzzyr/D6Why5hGe/499moevNRkdySV1sDv6Qr6eusYKAppcrvWG0nfVHQ35rPzANJbHQ25jd6eacBx5Ny7lhRHNZmGnR7VNoaldadd9mLSqjQ0KDX8DnBzYeg2jtSpbVjaSd9pOCUChq5jeAKVLit9VbKc50/MHUUZ2viNatFkdiDXwc3e+awOlOgsrdxEnxcv4/mZfcdSz3ULWcrLOHAGJTseczE7NRjF430tjg1BEAShlQDpm+pF/+WaARhURVZq6qhzYxI4oNIZSZOez69VOgNp2/RgiSBSqUhX0DinQjR0MeSRWqUmj+Kh7qa2jd6eJqOADD3Hk33LAtJktiNDj6Mi3kZHQxvOUEcwV7/UTmRSx49TA6jUGsqY8S+2ozDIHokToKVQG1KDgpuWVW6mteYdNDi1K43J6EXxSqBNoTKkkcqURYkMJN9e2PcdlTmrKcvkocsy25GqYj8Z+kzxPxeSGU9gsFhVUYu2RWgZxLEhCIIQgs/xwPMaLZG6ceWIoG9b+fW/yGMtZwdG5oy7eR8YFEdaLhwe+s4jWyTy//y2E2iL9QDl6TIoV9f4qDGkFmef/QJH7wQex0gYm9Gb+qHOiUrLWsTxiC4/fjvrDTG3bBX9Yd7J83BonZl3BMUr6VP+Qba/vie1KZMMvSPLJAnk65Lf2YE3Kr0nTchquQi43fbDWtfrO/Wi0cMv5ai8WN779RWHb0l07Qfx5Nz3B+k6DOZsJ0EQBEFoNajUpNLo/L/TcEA0FsuKj8i69nN2YKSNv5oM3Y/k9zOm3cGyP+qMti2S7drFmEc3dDiBMyR6mgpiss20o6+k1DGziHTGqPpNcGRc3+F4qnRZKEebRvEIMvcN3cZSIgL5sc9LvBK922yFnHGfo4vP46zvMJjSJ9/Ezj999yOiVkzYZy+lT4qXspT12flHUZY2lVqCareVnRqgXKsm6/G3U0dtJj9vYgXOq+KGfR/bWiexwDTsNH/dS8wLrQ9xbAiCIIRg7HcseaqLyV2xl4wDT4h6gN4HBvLg1ADukh3kLttD2jyvdikbGy0or4OsiL4pHWIeccQ1HRpBZgt1DFsDBvXhDqkxYD4eUZsyKCXKzJ9AZ8KiQ5JrqN0yIr1Ho2vJRMu4jD60ybqPXIqbjs7s73WcxhBkmFn/+pHcuV0p47h/NonERSAoumj57W0u8J4y4qx6owthXEHnm42iGH9vQRAEQYh3MBiPwVTIbKrT88k08IRGbxMZDIyikH3rYr9jA5nmhp5HU0uSr8/kKZY0NoMeA9CxCOQSaqIhDalJTW5y81/YmPGMvstInhrD3LLVtNde4q8ReXKb0dQSZGvTOHjr9+qt1D+lE3XQ55BK1bjAzEBcJTvINucBcrhtlDrmQh4raWrwPGMZ5ba9yTT0tHqdmQgWzT7vVb+EmdD6EMtSEJqZ36u20Krq7fyjc2RmXzn+cQgG4FLHzorZ9pAOToiYcDtZPxXRU4IQLWlpaaTRRG8sTMseSnqV9+d/UlbyR83DiQHjCs4EZAD5vntLALm3OzvX76hxFW8jV+lO7qQjUyVcoDdt3zzPO1++m+xbF5JpQNNKXFl+f58LE4Lq6iLKmvkYOzvMS99gTV9oL2vbdAv6jDg1BEEQYk+120ZflPzGNZxOyh3VYpHDQv3o2vXnKVZoC/qSY9uv3m03cx0NIflojI0BadtZbSfSn5ZdNDClc1xL3caKwOdsSwflnZY3jk5tM7ZOB4DisnO9HZUpkzNWIsG27ltS7FVEGg1ZVnzY5I4NqF1UL3yBHbbO/X+SJqsjZzLB5rBt/JlrRqaMPCfou4pDo3Ujjg1BaEagbY90RaTyoWgZUjQhASQkN4hizjzhfk53hRSL2hCfablCYjB+/Hgymw8XUIwmY2N6zjBqLSCK6fJ2x9BW2wEakNKJ9Or47fo4CzdS5Zz7uQaFNT2fsk55pM6MMcvvH5Bjz2rSdx1FKYhkgkYw6vS4vanomvSmd6AqbsfheZfd264VH5Jj+xKer6o+SNmn/afJ2yEIgtDa+aFsDf1R7ZWZhDP/3PyWjdYXmoe0o64kR8eh/Puv7zxCDrvQojZG75T2PLUWTsgdSfm6DJb2HZXWs6WbU29WQ9XPT3L9FpB6xGVk7DO5zpo95iWvsXRe2pGXcb0XZJj5aJYATdgXihJkY3idHS+xjeQq/Iu0OV3I0MOboSYI8WvdC0ISolWpOUnThRRNlZp0jZTrERLLuZEIReAEIZ6wuO30VuEvVOKq4kLng1O7RK31jCnecRVt8hfYRvE7j6WMC2aG4ti7lqx/fMnz1rJd3voV+b0pfdodVLXhJ0pp17dZBjhShp/Jsn3IzvBnuQXW+IjTeh+CIAjJhiHAaR/vMpNC7EAWZDSFtAWhtbO8agvNLV1N7QzZdEH+hKgCnyBtdmRmP0oE4Azw4TywoU7HBpwabI9gfumbLCNrGnwKOdxEeo+NjAObNhscwJliGn4m2Tf/Qtq8Xiyx57GU+m0koHjExhAOI44NQWhGIINyUcFkLtzbL6UjRxIje0MQBCFcNm/eTBaLhYYMGZL0B21l9TbaYSvy18eI1rGRKOg7jSDrH1+xo0Dbti+p02p3xtTQzT30WtumO+mHtyVDavOkw2vS8ynz+HuC3jMNP4M85hLy2KsodfQFzdIOQRCE1s7UrCGcqQEpqtYgMykIyQ7GCKIpkt4YWpON8U3JCrJ5HLTZYuWxGdTgS2b0PcaTfeOPRGotGbqPq3vFwGvukH0BB6qu33GUkprabNdkypBTeAq0OVJGnUf2Q1JUhu7i0BUOI44NQWhmepoKeBJaB3vsJdxZ6mVqL+c9wdlk2UdflCynbG0qSzyUuqrpjQPzuEje+fkTqEcz3dcwOmw2W6swOvJ1mbXONwcocm1e8ipVHFhHql7jqf2QxhUxDwdNVnvKmvk4eaoPkianC6nqyOrTtR9IpqGnknPPGtJ3GUW6vJZPf/ehSWvDhcubC7vHSdtshdROny2a8oIgtFoQbXxs9tCWbobQTMCBtbjyL3J6XHR0Zv+4ltkU6gc14D46+CvtthfTlKxBNDK9J80+uIRWVG9lCVXYHFB6aA5alY2hz6RdtoM8UN/c0uDO/eupYtmbZNZqqM2E6yk1veltyLQjLiFjn0mkMqRzX70uIFNlWfomOzhSx15E8YRp4PE8NRf77KVk9tipp7Gg2Z2MQmTIL6AgCEITDrj9b/8P/HdhxQa6uePJlKNLnvoaiHI56KykAn02p+ImO1+X/k4lzkqefqvaQkXOCqp2W3nZwor1zebYaE1Ap/fSdlOp1FlFQ9OCi1A3NfZti6nor++o2FlJdHAdFeZ3pmHtRjf5ftWmDJ4aImXY6USYWnk043/3/0B77SVk0ujphg4ntHjxRkEQBEFoauaV/0k/lq3h+Qq3hYsGJxOFjnLOQMrVpVOys96yh9ZW7+D5z4t/o+7GAvq9agu//tO8i/Y5yqijIbeFW5l8XNR2Eq0176QCfRZ1bma52sqFL9Lu0o3kVNy0fv6DNPX4J5vFltbmNmxLabM6UMb0O6i1s968m94ums+2xvis/jQjR2oYxTPi2BAEIaGik9aZd1GGNoW6Gg8XsQodbHd43JShNVFLg86KQ3HxvAfFgD2HC+0mOvguz+39lkqcVdTJ2Iauajet2aKJmhPz8vc4bVfbpgflDRhBXlEkYgcV9KxXVm3l150MdUe+xBJoororC4n0zZu90JL0MrUjwtTMqNRasrq9BbHBdnsJJULJdbPbRvuslfyMTPYITjxf4dQAVreDDjjKE96xUeEy0/yK9ZwZdlRGP4kQEwRBaKaBdAwg903pQCa1vsZyDG7BgZCqMcZFMA9+631UBcwnA79WbqQvi3/j3z9kRA9I7UTJhrt8H1X99ATLduYMn0kqg4qvMdgX6RojZ6CWu8x8veVomz4oDjXdUDTa4zrc720NEuFjM3q3yL7t5OFxAlDlcVCly5IQTjzIA+O4tdVnUbKz3Vbkl4zHfDLwe9UW2m0voXEZvTkwNZlIbotXEISYd3qqfnyc3JUHyDTsdDINOK5Zj/AnxUv9A8mzCiZxnZJQ2SdkSGCw64ScES1ezCtNY6STckfRiqqtbCh1MORQMhmAcGqA3bZiqnJb425AEQOEf1n2UVdjXlQdMFzntj+/5nnn/nV0cqeh1K3jSDY2BqZ6C8G30WWwww3nt6lBATfbhrlkWbuP1N0nEtGpTb7P1oy++xFcIG/Prl9pZ6c+NLlt/Ls1Kl1Wlkcr09qoo7ENXdN+elIPjBvUOhqb0YeWVm5kB2s3Y1tKdN4vWuSvK2NU62lUevzIjAmCIDQV1nVzyLpqNmkyCih96s2kTmm+QZciRwU9u/dblgTqYMil6zrULI4LqaBV1dsoV5fBv60Y3GtJJmUNYklUDI7OyBlOycQG827+i0HFvyx74tKxscGyh2weJw1J7RJVYJdlzWfkrtzP8ykrP6fLZt7LduywtG6kU2vp6vbH0XZbIXUx5jX5teauKqKKr/7J9d2sW6ykHnJmk+5PIMqddCNtX/AoFalc5BhyQrM4rxrLoooN9IvtL1KpVXRh24k1xmGSjRHp3bnWI4I5j8zoS4nOVusBlrgDf1n20u2dk2scQRwbgiCEjW39d+Qq2c7zluXvkLHPZFJpm69j74vM9c2H/qAiXReyT+D36q0t7tgA4zL68BSK4nYSuV2k0rd8Zkk0tNfnUHtDDmtP9kppT4Zda6lq9wrStR9Exl4TWrp5bJy+uG8uRzvp1Tr6R8cTI3a8qHQpRBo9kdubaWNIyaWjMvvRRsteLjg3JK2rN5ugmXDs+t0/7ynxOvhiAQzHYlcVZWlS2JgSvMAh0OPIa6nTuCsJroFYHht3xX6ybZrHNTWMveCkig0HHGX+zLA99mKyK04yqmpGniYTp7QZTcfnjoiLCNpYgHPmnz/0eyYIgpDMKC472xWkKGxnwN5IGXlOs+2/0FnO/Uawz1Fao2gzAljg1ACQI0X0bksPtiMz/eKCybUu89iruQ+rUidmJvWw9O60xXaApagG6/LIvOR1UjxuShl2WrM6vOpiWeUm+qx4Gc/vzSyhE3JHRrwNtelw5jXkRyFniwA4SBcb1To6IqMv2xnNAYK34NTwBTGqLKUxzSxCwGF2AgzcNyeGvJ50xKkvc589lo4rPLvsm37m7H5j36lccDtW7LIf9O8Dg+TJ7thARsM/O59ObvLwsyjRsXuS276QEQxBEMJGFdAJU+lTiZp5EHRK9mD2NGdqU2hEeo8ay/uktOdoAhgn/VPiL7rHh7NoE1X98BgpTguljDy3WYtgxQpI3FzT/jiqdFsorbKMKr+7jQ1Sx7ZfSZPZjnT5LZPa6wNRVHBqAIfHSWUuc8SODRga6VNuIvuWBaRt050M3cZyTZE3Cudxp2551Ra6s8vpzTagai7oSQfXbyTFZKesHv3rXfeNN96gHTt2UNeuXemii+ov/PZm4TyO3EAU4rUdjqtVgiHeUZx2sq75jBSnlUyDTyZ1asPZUaEDF3URazknFCWv/O7fbDwClUpNhp7jY7LtLoeyk3ZSKQ1P78ER/62BZHFqgNPajKO5ZatZimpMC0kkCIIgNCtqLdsVvsHVQHujOehj6kDdTQVcSHhS1sAafQONSs01vzZZ9lG61kSd4rTeAfo11fOfI8f2JaTJaEcZM/4VNICeKAxP6069Te1JTSpyL/wv2bZ7o4w91QcpY9rtLd082u8o989DAjMaUoafAc1TUqwVZBpyCr/3RfFyvwPNrSg0MWsANQfa/D5UqNjJ5qgkXW4q5XftGxP7Ahknrx34mQvcn9RmNB1RS6BfIuDYu5bvKW3bvmEF74VrX2CdWGfjQD4ZjkDg2PkbZZ/+VMy2PSS1G+0wl5FBo232uoctBc6RlpLDxuiX0pEmZA3gzLAJmc3zbGlOxLEhCELYGPtN44FDRBubBswglbp5H/SDU7vwFAgGmlPUetYghQzJPzqdxFrryCaIFseeNdx5hhSNWp9Csca2fi4pDu+gOwZjE9Gx4TP0EIHjdOxmp4YPxVoZ1ucxsGv5/QOeTxl5dkyisNB5RlQFZMAmZA3kqCoYo52jrIGh7zCYJx+oueDT20RkNZxozTWo+kOvgVRusJB7pJYMbcfVuy4Mj/nz59OECRPqNTwQKQSnhi8KEbJiOF7xCh97j4tUGl3Q+5bf3yPbXz/wvKt0J2Uef0+d20C9m7eLFrC8wbC07nRm3hHU3JGpPqcGwPM0ltJM5+ePJ02KvsVlMoToQIHQSwumyOETBKHVAHsi49jbyLruWw6Ogb3RnCCA4W/tjqnRP4Lufb4ukwe3ZrWdxNkcudr0qH9fPdZKcuxcRpqsjqQriH1WuadyPw/AAsgc2bf92uyywbEC/XhQaa3wv+exhWdfAGTFOnevJF3nETHJjEX/00Ue7vMfmdmXttoOcNTz5KxBUW0Pigepo84Nes/ssdVaQ6Wp2W/S0+zRUyirqpSKs9rS1e0O2z3R2hfgT/NutsvA6urtce/YUFwOUmmDA4Lc1cUsww3bw755PmlSc1idoC42W/fTO4Xz2RZFRlVzF30PtCkwlgGFiFCbKVqQpTakTQ/SqDVJFVDUWlCpVHRckskWBiKODUEQIjI8UoaeFjdH7Puy1fRz2R8sNQSDBJ0HDLRnN+LJZt+ykKoXvuid3zyfMk+8PzYDmeYSUqe35WMI+RkfmsyWGUT22KrIvPQNUmxVlDLiLNLm1cyACRf7rpXksZuJPE4y9j2GdJ3Cq0VQvfh/5Nyz2tseh5kypt5MjWFe+Z80t3QVZx5c0e5YOi5nGE+xpLMxjyZnD+KO65j0Xg1mN6BOByKyYpEKnKfPpI15HYkUopExSulG+yGnhe+TrUsL6oDDQeDcs4a07fqTLq9xOv8w/irdVmqjTY+65gOKGlZ+/xAptkpKGXUeO1d9uM2HZepwr9UHioP69JtRs+eY7MH+FHlX8XYitYa0Od4aKj7KXNX0h3kXdTXk8TVQ371eveAFchVv4xRwZI/gs9ushdTd1Jb3ozakknHADLKt+5bUqblk6D2JYgmObyJm3QiCIAitF2TGpk+4luKlRttz++ZQlcvKkcln5x/FwTydogySAZBSqvz2Xm9dBZWK0qf+H+k7Dm10WzHwioFLZGaojJnezJdDwVMtZWPAloJjQdumB6WMOrdR/T58P8jqoF8W6gioC+fBLWRe/D+ed+xaQdrsLqRt061R18PL+7/n7G8MDI7P7E//6HgSxZrjc0aQS/GwFBUiqxvKVHZX7uNz3FhZ6ExNKrnScmhfSjqlqU0cJBOrCHEEmCEIbNCh2oS+ewE2NpwF6AM3duAdNR/R721MQA+yHBAgheOZcdxd/kwnxV7F7Qy0N+pr7eKKDWzz2MlJv1Zu9AdPwe52l+8hbU7XGjLUa6p3kMVjp5HpPet1GDh2ryTzsrdIbUintInXkyY9j9abd/P95ZOFMvaZSo4dyziAyjT4lJg5NXzg2kjm2n1C4pJQwovwCuNGwqTX66lnz5503333kct1+GEzbdo00mg0tHz5cn5tt9tpwIAB9Le//a3G9m655Rbq1q0bVVVVsfeZHwr9akZPfPzxx7wMKXc+fOuHTkajsUZ7H3744aDtff755/4HQuB3qm0K3GddTJw4kW644YY6l9e17Q8++IA++eQTPl5793ojdkPp1asX3XTTTf791LadK6+8Mmhf+H6C0Bysrd7plxpC3YNYyUT5cJVsI8XjadT2PJZyKv/sFir/9GaWn4EMjWnwTEodO4tMQ0+l9CmNG8yPFsuKDzmqy7n/T6qa/yx5zKVUvehlql78Cne+IknPta35lDwV+3gQX40OdpiZPD7JgdD5aFlQsc6feYCifk3FsdlDWYYLHdD6sK6fS+Wf3ETln9xIto0/NXq/MKZOzxtHQ/ZlkWZL+OeoIS4qmEx/73gC3dDhBL9RAEOy8pt7yLLiA6r89j5ylUd/f6Gw/JN7vqIndn9B7x9cFPV2bOvncMo+soMsKz4KWpYy9FTO+FHpjOz0qA8U6EOGF4AzJ03jNTAsq2ZTxVd3UsUXt/mzP3wZHi/t+56+LVlBL+//gYqdlRx1CcMZ93OoMe/YuZydK7jHzBV76Lm9c+jjg7/SC/u+I9uh+hepo8+nnPNepawznomp/q0gCNEhNkbtiI0htEZQQwNODbDW7LU1GgsCiXzFormWyMEtjd6m9Y8vqfzj66nso+vIsfN3DpzAoKxp0EmUNukG0nccQs0NBn6rF71ErsK/yLbuG3JsXcROjqp5T5N92+KItmVe8ho5960lj6WUt6ttE16QjYJgq8DXjsbZGKjhWOqs5qyNhRXrqamAlCgC9VCY2ZexUlcNlfIvb6eKL+/kot8eh6XR9Vqubj+NTswdReMK82nd2j8pFvQ0FdAtnU6hf3Q6mY7OPCyha/ntHTL/+goH2PkcUNHyS/mf9Njuz+nh3Z/RbntxVNuAzePr97sr9pF9y3z/Mk1OVzJAfgpZCgX9ydC1/oz5QOdnl0PzcDLAtqicc3+N87WscjO9X7SQvij+jT4vXubNDCrezm2qLSDQU1VEruKtZF01mwP63ir8hd48MI/ml3ttYARPZp3xLOWc/5pX7kwQWgkJl7Exffp0ev3119lh8e2339I111xDOp2Obr/9dtq1axf9+uuvdO2119Jrr71Go0aNIoPBQG+99RaNGzeOTjvtNHZ8gKVLl9KTTz5JP/74I6Wnp/N7qampVFRUREuWLOH1fbz66qvUuXNw9CbIyMigjRs3Br0X6sGEo+ORRx6hK664grKza8qsPP3000GOj3bt2vH3w/cEcDrEgsBt+sjKyuLt5+bm0ptvvkl33HFH0PIFCxbQli1b6NJLL/W/d/nll7MzKZCUlNhL9QhCOAxN60o/lq3l6IG+MSpgZeh+JDm2LuR0VOjeN7bwnmPPKk4FBa7CjeQu3cnZEY1Ns4dDwblrBek6DCJ958iL1gVGn6CIOYwQ5z5vR1ZxWCh90vVhbQbPPE91MSmHilBZ//yGUkecFdZnU0afT9ULXuTINeOA47hgpDY3+oiq7sYCWmfe5ZeigjGKbISWil63b5rnneFCbr+QsU/j5GUQLQhnSmHlRiqyFfH3Q42TUek9G1VLAdttp8+uIWeA7APvC5c3yiirQ1Tb32k76K93srZ6B52VdyTvM1KQ8eRvc4gzAJGe2Wc9H9Z24Ly5vsMM2mkvpu7Gtv7oKMc2r3wDsG9bwtlHANFzOM7ArbipvHgLqX9+ge8TbUE/yph2p/85odIFRGGptVSluPxyAhgkqXLb/OcqNGJLEISWRWyM6BAbQ0g2uhnzKUObwlJUQ1JjU8AZdUN0nYazPBKyKvRdRjd6m7YNh4IwPC6ybfqZ9F1GcmZDaNZpJCgOK1n/+AoFwcg46ERSGyLMEPa4g+RpXSU7ODDFp/mvye5M2uzw6iAimxtODZ43l7JjBNmwDaHrMJgHox27V5GuwxAirZGDttRG75hPpCBTV6PScB+wmyGfg6dS1YZ6M3ibEteBDeRBRjj6peV7yVW0qdHZPyiUjOmb4q2031xBzvIs6mRsw86JxoD7KBTYe4fndzRq+6uqt/uDHHFeosmqUutTSWVI8wfZBdobsHPTjrqCUo/8W1iZCqgHijbAFkWmNnAeWO+XoIVz012yndTtvBk5Ja7KoMwTOHzYflRruc5j4HmFjcEBXodsiH32w0Xe9zoOz7NNoq7bMSYIyUjCOTbgqCgo8D5gr7rqKvrss8/oyy+/ZMcGOtYnnHACvz927Fj6z3/+QyaTiUaMGEF33nknD9D/+eef7Gy4+OKL6brrrmN9QB9arZbOPfdcdor4HBt79uyhX375hW688UZ6//33g9qCh5uvLXUxdepUdg489NBD9Oijj9ZYnpmZyVOow6Gh7UZKfdu84IILOAMl1LGB4zBmzBjOeAl0YsS6bYIQLVOzh7BGfmPTTwPRFfSlrNOfZh3XcDve9YGUU0R5oKOPTpM6BtHZiCap+vEx3qZt44+UecK/I06xNg07naPK0dFH9Lh5+bv+ZZx2GybQGdV1HkmO7b+SypBB2uzwHUwoMJ59+pMc4V71yzP8feDwQTZLNJybfzRtse7nziQiWJAKjE763zsc3yJps9r83uQu2+WfjyWISlpeuJBIRbTNVkSz2gbrB7sVT9DfSEF7ISGAqCDWgm43MOq2djbk+QcIBqR2jsqpAUyDTmTtWxi3xv7BjvpIQSH5wSHF5HXtB/qjKTEfqL09I2c4La74i4uLtt+3i6yHoq3YuDQX+x0tqMtjqtzvlaLqPYl0mV1ouHMf/WHeyYMjebqMRrVbEISmQ2yM6BAbQ0g20EeA1FCFyxKz3230Q9Mn38SBIsgwjXaQPRAEAzkOyW8iwCMWIIrevnWh395In/KPiD6P/hACl+wbf+Z+JPd/Dzk24PAIzaaoj7Rxl5Bj+zJoF5EmoyDsWny+wWhk1SJKvvKbu0llSOf6a6jhEikYqL6h4wlU6qzi+myIkAfntR1Pg0JqPzYHmpwuLD+FACQMdqOfHksWVmyg7FI3qdQqzlCvrU4EatBEi7HfsVRdvJXPq7F/4wL9UHvzB0c56dRa6muKLgALTgIUpUfWNY6toeuYmutEYEeG1ipEphE7JZxWUhkzSJN1eHzhyIy+HABmdttpes4wsv9wyB73uDjgKtCxkT7pBrKs/IhlskzDz6SjPWbaafcGT0IeTRBaMwnn2AgFjouSkhJO24Jj4/nnn6e+ffuyTNXs2bN50B7AsfHVV1/R9ddfT/n5+fxwevDBB2ts75JLLuG0a2RSYBAfA/6I4Grb9rDnNhKQEYH9wGGCfXfsGNsfnlgAhw+cQMjQGD9+PL9XXV3Nxw9ZLYIQz+TqGm8YhIIOg09bs7HA4YC0cFfRZtJ3Gh4TQwYDuxwRBRSFB1YpQseGJq0NZUy/0/8azo3qhS+RgnoQbbpzeruh9xROa2+IrJMfJOuaz9lJYhpyiv99yO6guDucC/VphqK4oe/72LcuitqxgQHzPikdWJYMTg1wwFFGTsVNelXz/9yljr2IdG17c0aKvltsC1SjA0zkjYIqcwan2OO7+yJ38BevI9XLhcGUMeNujpRTp+SQSlP38fNYK/j8QwYKNSXwNzTF/aaOJ3LWRltdVkTtCGqTWhNUVyPWpOB8oSCgRlsj8g0p9L40eodzHWd0wWGpyeoQZGijb5Ey7PSgz0JfN1YFyqFL7Kks5NocKp0UB4/qGCoK2TbMJU/FfjL0OzbqTCQh+REbo/GIjSEkKug35etjYwsERlI3JpsilLQJ13CtAgya6nscFZNtuquLDs9XeQdNIwV9NV9/Df0Wfbdx5Ny7lrRt+3D0uuJ2kL5D3QWqfaDAes45L5J9yyLS5vckfecR/mWFjnIOZKrPDoREruvgZm877FXk2LuGTFE4NgAcXJh+LF8bFGTUIo6N9HzKOPHf5DqwnnTtBrBNF8s+Euo9ZB+aR9890LEBZx/Y7yjjehJHZtaUcW8IQ/cjvAFTirtBZxWydJz715O+65harxlkSAxO68pBjvXJd4XjJGyMakB9aDLaUuZJD7D8HDK91aaMICfqVe0PB2tV5HYl57513MfXFvQNbmNO56B6lJ0phe7oHLvap7Dn4CzD9YVzL7U0IgfSzfYN37M0Nxx4cgybj4SqsREIbjbISM2dO5cmT57M8xaLxS81df7557OEVGA2BiSpUC/j2Wef5fnAehg+hg0bRt27d+dBfewDjg04O2qjoqKC0tLSgqbjjjuuxnozZ86koUOH0t13300txTnnnFOjrZDuAv379+cMF2Ro+Pjoo4/4+5999tlB23nhhRdqbOfddw9HekcKJMUqKyuDJkFINpCZYBp4fFRRQrWBThHS2Xnb7QZ406wbCbaTfeazZOozmWx/fEWW3z+gqp+eCHsQHAXI0468zN+5RiTPs3u/pef3zqH/7v+e6xTU+X3aHu64wehpLIiqx4TOxFGZ/TjiviWAAWvocRTLm8W6YwMJpV6mAi4ofnzuYUMPwAhBoT6Avz4ZqEiBMwOd2/qcGqB6/nM8UGxd+wWZf3un1nUgvwQHVzx38Lh+V5eR9abzo+aObe0XHGWGaKq0o66KeWG+OveNyMO5D1L5ZzdT6buXUsmbF1Dp+1eSszBYEjMegJPTtvHnuGyb/a8fyLLsLdZTrpr7IPd1BCEQsTEiQ2wMQWgZ0P/G4Jmh59Ex61+ZhsxkRwkyZEMDNaJqo1pD6ROvo6wznmYnA2oDVH3/MDn3e2sChGOfpB19RZCcK4oyo3bb43u+4OLJdQGbBIEgjFpLurxejf4+EzIHcHYABqRHpoVX86MpQFAGJFNjXSAe19HQtG7sMMJfX1FqHzbFGzgGdtiic3wBDO435NRwHviLquc/z9JMVT8+XqejDQ6nxjg1mgNkHMEm1PiuxzpkpiHTpbhsLKeGzO/mAoXJUaun/OO/U8k7l1LpmxdQ1fzn4rKPDOls1O2BbF48ASdu1XcPsH1hWfYm2WNQX1NI4oyNr7/+mgfTnU4neTwezoS455576LLLLqOzzjqLHRi+Tvb//d//0datW6lHjx7+AXzU2SgvL6eRI+vWpIcjA9kfqKthNptpxowZ9Nxzz9VYD7U5Vq5cWSO6qzZQZwMOmJtvbplCwci8gCxWIO3btw/6zpDbgtMH3wtOjjPOOMNff8THeeedx9kvgUSbzQIg0XXvvfdG/XlBaI3ASEDEBgY6Gxp0jhRXyeEiiT4ZpWhAJBW0QsFuWzEXkIYRUBum/tO4w4doKkTkNBZkh6D4XjJHm8BZc3a7qbV+v3xdJmv/AvzF66YEBR19cPZQAtPQNeOpKiTn/j/9WSmuor9I17bxhnI4QL4C0le834ObvVIWKW4eJNAFZF/FQ8e+cs59rPuMbKX0qbe0SAHTugg0jFnz2O0g0kr2iyA2RrSIjSEIyQOi4rPPe4UzwhtbZzAQ/N6igLoPV+kudlpEw4ZDzgz02VBXoX9q7dLB6KtlnnAfZ2poc7rEJCJ/YGpnGpDSKWntC9DVmE+ndjq51u+YqfGOdalJRUdkNj4YrT4gmXz4hYs81nLSpLdMXZPGEo5Nat+ygBUMoBrhKvyr2drG+0ZdDxxjexW5D27moEzHtl/J1Wcqy3THC8jggbOL5zf9QpknxNE4otvJ16j/ZdXh7Deh6Um4jI1JkybR6tWrafPmzWS1WrnoNaL+UWsD2QRwbGDq0KEDuVyuoCwE4FteHxi8R3FxOEwgZVXX+mq1miWvAifstzYg8YRsEtQCaQlQFyO0rYHfy5eZgUwNHNvFixcHFQ33gXogodsJdX5EAo4HMl980+7ddUddCIIQTKydGgBF+RABxvMDT4h6O+31OdTekMPzkIfK0NQsHhcIBj4RyRLL6PdkNTp69erld9iHAtktu+Kktnqv5BP+NvVxSBlxNl8z0I1F9pDr4NZGR/sjGscTgQ5zY0HUT8U391Dpm+dT9eL/1bmeOjXncPSfSkXaGET/hYs6rQ0fY0ajJ5X2kHGZ4r3PwgHOxs+Kl7F8QFOB4ovs1OAXChe1jCeM/Y7x1jpSqbjWkO95JwhiY0SH2BiCkFyg3xhLpwZAZoEv2xz9mdrqGITLsPTu3EZkTgxJq99ZgSAQY6+JMZUZSlb7oiEbw+K2cwa2z/nRzRh9cGs4IIuanV84152Gs33gOVTgO1qcB7cEFS9vDiCzXPbOxVT2wdXkKq5733Am+NDmxbY2Y0No2njPOexwv6SwWhORNPeSyo1sYxQ5vAXOmwLngcOZ4AjyQjBVvMCSzENP5esVBeiRTSc0HwmXsZGamsqD6YFACgm1Kz7//POg97///nt64okn6L777uNaF+GSk5NDJ510Eg/yv/TSSzFr+8MPP8ySVH36NK13OxrgnECGBhxByHLp3bs3HX300c1SqBGTIAjxga5df8o+6wXW2FSnZDUqowAF5yrdFsrSpMbMCEDEi7t0B6lN2Y1qXzyBqDXn3jWkK+hP2rzajQmf08LpcbHRgWzCUPbZS+mVAz+yDBgyZOo6foq1glSmzJidE0PX0aTvMorlfSy/vc3vpYyZxZk40UT0VXx5J0e8YPA588R/k9qQRk2NffsS/wA8opZQxL42HWwMgmcefy85dq/gAoOBRkhjcOxcTtVLXuPvmj7pRtJk1ZQWwDIUvkS6uCa9gJz7/iDS6ChlyMyw9/Ne0ULaa/dGwKVpTDQkrSvFGnZwdRxKzj2rvbrfXerOkG0JIK+WffpTbAwh+00QfIiN0TSIjSEIAhdPn/IPjsLHYGljApmGp3Wn3qb2nDWQoondOILHUk4eaxlpcromhfMC8qn2LfM5Et/Qa2K9x9zstrHToi4b4+ODv9KKqq2051Afstb9HZIGQjHuWMD1/qbfSa7KQqr86p/k3L3Saxuc9CCp9fUHzNWGZdVssq7+lOdTRl9ApgE1JeSbAsvv73NtPkzWtZ9T+uQba10PA+EInkKtC8gYxwLY81XznuZan4bekyh11Lm1rocaiciGURBUptWRq3AT23bhymgjc+qL4t94fqv1AN3c6WRqCgzdx5Fj6wI+lhwQGWf9eMj3sZxfnLWrNZBwjo3aQC2N008/nQYOHBj0fqdOnTgj4LvvvqPjjz8+om2itgYyQHJz69bBwwDRgQMHaryP4uTI5ghl0KBBnA3yzDPPUKw5ePAgZ7IE0q5dO79MFOS3QtsKQwNGnA9kaMCZsWHDBrr11ltr3Q/qmIRuB46J7OzDGonbt2+v0Rb8SAbuSxCE+AUd0lh0SlHMO1sb20Hp6nlPk2Pnb9zZTZ9+J+nyWk7f1oe7uphTh1EcLuLPmkuo8tt7SXFaWf838+SHai1mjEj7l/bPpSqXlY7NHkqjdTUjz1abt3M0Fah0WWvt3FbOfYgH8LVtelDG9H/GrAA1DEAM9vtw7l4RlWMDNRl8abyeqiJyFW8Lq8BkY/FnYbAhpSe1LzOi1nVzWNc4lpiXvsEOJ7e1giyrP2E96tqAZJuvIKe+szfyMRJQSN4/H6CTHPvBi5vJXbqTj2tgkcR4QowOIRzExhAbQxCEGP3uqlQxK3Qd65oKiOSHPj76yvouoyl98g3U0ihuJ7kr9pMmvW1U/XXL8nfJtn4OzzsLN1H6hGtqXW9O6UqaX76OsnVpdGXBNAodknV4XOzU4HnFVes27NuXUvWCF3geNVFiNTAPIMukOMx+28BdtpvUUdRkdOxYFjTfXI4NdlZA+pTn67/+9Z2D6yY2FvvWxRxoBGx/fs3ZS7UFT+HeDDpnvSZFbV/UdY3EAl1BP8o67UmvLFlO7IOzYoHYFy1DwklRhbJixQpas2bN/7N3FuBxXkfbfpZZzLbMzGwnhjiOEzsOM7ZJSikzM6f9yn++0ldOmyZt0yYNc8zMzGwxLvP+18x6V5It2F0tSnP7ei8frXbf9yxIOnNm5nnYO6M72aRrrrmmi4l4rJBXRm9JDYKMril5cOnR0NCznhp1j5A3SLL5+9//zsbnnY/f/a5DTuORRx65bJ7kp9GZRYsWcTcJPa93v/vd3V6HznnpecjPpDOf/vSnL5vLrl27kv6chcEHVaSf8+S2hr+QOFQJREkNHvs98J7anPGXk9qL2575BNr+/Sm49r8Y9+OD1rpwUoO/8Pfoa3LAeY6TGsQ/3ngO69evv+w+Y/SV0QozgyrcKk5EjN98dYeiXQn+phPsFZFMtENnRseaTuN4UJeOgeJiFRZV/qvTtGglKTTTokehG7eMPSHS3Q2k0HVIOqayQ+UeXz7u2Pw67tm7DTOVsUtYxQtJWKhLRmZtUkMQYkFijDASYwgDHXfQi2Ou2mhxiDD4oJiCYgsen9macWNimkv7S99A+3+/iLb/fgFBlzXuc3SWXAr0Ir+0yRqODVp9djz95uUxBnXhk/QUoeq0fUgdIRHc+1/iOIYOF42TiKZ8QjQ2IBkzVWF1YuepmtoxHtIxTjXmqz/B3RgkU2ScfTfSiVLfSTJeqU5aN82lTNVV4q4jh3DHplfxQGtq5aFIXo6k5QZCV5WQPBShbLS6FwYtlFShhBT5beTlDY4NEfoRpJZP6miRX9A9s9N+Ev9s2MDjG4pnY3H+JAx05LNx+evR/vyXuRKcoFZeapPNJO2vfCdq6KzKq0TBHT+J6/HcRfHKdznRQPrDeTd8s9uNbWr9/k3Na/CHAlBtrscs3Ujcfvvtl/3OaPRZuZ384ZV3Y82aNVg4sQr//eJymK54BJqy8Wh77gvhwKOX7pD+vD8kj0Qao/2RaCJzZ3/TcZ4vdUckAslxUUu0M+jBjUVzUKZNrYF6f6GKPOrUUOosMM66O+bAg4NK0sK++Dno63dGy1MfRMgdDo4piWNe+L4kPxNhMP49GYxrNyH3GIyfU1lH9g2tqx6/8DLqvW0oUJvwiaE3wnDRR2CgIp+L7iVBbW//jMckNUpyR5mMy321B2F99bvRr81XfSTuLgg2Wl73G1oswjT/oR41/5+sX4t9jjPQKjUYv0cJvV91WYxBcrhn3Y0cX6xfuw6LZozDc5+YA3XxKFiu+yKc2/4Gz7E1fF+SCDIv+TCS3R1PUsRqig06b9bHG6dQ94JS1a9u8L3209hkO4rR+gosL0x9V3l/cR14OSxFNWYxtBd9bmKhs2RrX78z3IffgGPTn8JfKBQovOvxhGM4IbcIZUl8MSCkqARBGPgcd3VIoJF2YzYnNvY7znJbb6kmD/eXLeFKF6H/0B9Lkk+i9mGS5CE/kHTibz7N1yYfDO2wsG+ApnRsNLFB3QYJ6ceu+gaC9kZuVSYZpO4YqivGp4fezJ4l+/O2wuPpvqqQPnN0RAhREiPgg3P70yi67zesVeu7sJerlmJJalD1Ir3usQT5dL9kyEaRxisd/WFt20Hstoer054PbcP7KpcjW6Hklr/lNPSTVsYlreY+8jZLWCl0JuRd+/mYjDFJX5mqWQLWOrj2v8AVcD3p7WYz/Jr5Pfi3dS9qvC1YXjAN01LgFyIIgiAMbEi6k5IaRJvfwdKftObKRkgS6KmGdWjwtWNl0UxMNQ3P9JQGDFQoRTEGrY+0I+anNalBG8juw28i5LVDP+E63rinYieFzowQmWWrNAnJ7lAiRFMxmRMbvW0y31u2CFd6xqNIbcb6A6vh9rsvu49GocJoQwXLDBMsGxsKcWGW99RGmBY8AlXBUL5WLKbJwVCQ/QDzVMaYXmuSMOuvjBnHKdWJdZR3/hl8unEDz/+Uqx5jDBXRbpZshLp2lIYCmBd+IOaiKTJot772fS4k1I29OrYiqIt7HSGfm3+GrK//AOarPtqtX2E2w16UbhuOB614qXUXijQW3Fu6EDpl4p5AQnqQ3bYsZ926dbj++p71/+x2e1rnIwjJhAIJk0ofk07qXMtoThjQQmKeZWxWvxHPN2+D1e/k4GiX/RTm52XffKkD4IDjHMYZKzFSH783RKZQ6kzQj1+W9usG3TaunAp5nfw1JQg0lZNhmH0PVEXVrIOrG7UooXMrVOqYzNmKNGY+DiQQbEWCAU35eD5i4aDjHJ5sWAe62oPlV2GCMXndHalG32kB2nmcjVhf/yHrB1OFExmHx2q27dzxNHffkDeHa9+LPfpydMa89OOwr/0lAm0XoFDrWW+Xqrc0FROQK/hqD8D25o9h81phGzUeDcMn4j9NWySxIQhxIjGGMFChogwqBCnXFPS5aVqoNmGiqRqHHOcw0lCOCm16pSjjgWIKMumNxBrZmNgIhILYbD0CXyiIhXnjocmh4i4qmEp30RRBhtauPc/y2FdzAPmrvs6SqPk3fAu+mr3cpZBoh3Us0qqUrIg3Fuz8c0W+EVSYZZhyQ8yfkd/VvoHT7gaMMlTgvRXXRBMm2Y6SkiMKNdwhb9iXIotjDO+FvbC98UNOQKmKRyD/pu/FlEQiX45A8+nw+Ojb7O2n7CNO1Y25imML57a/s1RUoO08nFv/yvFyrkBd8La3f8om9Q2aIFrnXIN6bRu26Y9jUf7ETE9P6IPc+UszSJkzZ85lRtyCMBB4uWUHV1VT2+sHK69Dla73dkVacH1t+F2cSc/2DgiqeKHEBo81qdPL74+WMC0oyehrXftBfLb6Fm6/TxVU3ULVZeWa/C4BDi1o99hPY5yxChONQ5HNUGVSJKlB0OKNEhuXma1lCQ8//DCuWrIYVepW6CfOhX7qjXGfY4f9JAKhQFQKLpcSG7QADSLEmxtLCyYjW6GEGCc1+IsQ+57EmthQmUvhp0q+i+NY0JSNhXnRo7C+8p0uXRy5hOvAK9yxoYYS40/txYnhE5GvDmsvC4IQOxJjCAORFp8dv6x5hWU5Z1lG4e7S3tdotI57qHwprxeoOzWbZYE7xxQUa2Qj77Ttw5ute6MdMLeWzEvp9aiIjCjWWLrIJpEZNv1/dcFk6LNcWoxiiui4vWNMRU+xFD6lO75YunQpqgt10I0vC3exx9kF0ehr5xiQOOmqQ4vf3qXbPJtRK1R4b+U12Gk7yYnQSm0hshV/7UGOLQhKVFD3jyIGGa/OXfMkLxzLY8hbzzTvQb6Or+7gxRPlVnwRaD3DSQ2iwNGOIfVncKp6fEr3SITkkd27gwKbmI8ZE7+8iSBkO/scYZNkb9CHo67aPhMbkTZYLh/Pct5dvhTb7SdQpsnHWEN2LUgJbzDASY2ItjAFc6n6o01JDQowqTuH3uMPV63kRSF5IPyh7i34gn5ssR3DZ4be3CUoibVV1ntyA5Tmsn63FvcFtVdTmzpp8FKQoR2xANkMBR79hRIZBxxnOcifYMidpAZBlV9XF0yJfk2moES2/TxSUkE7bDa8Z3dwG3dE4iwWzNd8ms0aKeAwTLkp5sdpKibCOOc+eM/v5s80BaW5hLpgKAce1IlTXToG1xZOxxxLbj0HQcgGJMYQBiKn3PWc1IjEGn0lNiIYVTpkO7SGebhiGRcLzTFn5989a6DDdJu6ZlLJDtsJPNO0icf3li7C9IuSlJRcebt1H4/tARfuKr0y7nOTZ5y/rQa6kQugNKTWp42kSOl6Ib8bhmm3YqDHF0VqC0q1+Wj0tqNcW5BzG8fVuhI+IlJ2pz0NGKErQ546NcbciaIZNgvuQ68i5PdCUzWFpc1igTq5TYseRaDpJLSjF7I0Wqy2zKaF74dj61+hUChhnP9u5BJKYzEUGgNCPhfKtIWYWrUAV5RNwRRTbslpDVYksSEIQkaYYRrJC0+qopl4sRKcKnHJw4D++Bpn3pmz7wwFR0uy2AOEFl5kwL7DdhKTTdUxJZUSpclnjWoX13hauHqrRJPHbciUVCFIXswX8sd9btb/vNgqa178ITZFSxW0uU9m5SRJpdCauDKlv1AlWYO3nauU4ulCmjlzJpzO1AaLxFzLGAy7uHCnwCNXoa6kl5p38PjG4jlZ105svvpT8DccZf1jlSV2nV6VqRimBIMGw9Sb+MhFDLPugsJYiJDXgcKJ12FkjIGaIAiCMPAhHwCL2gCb34WZ5pFR42HypCLPMdpsS1TWJxugopMJyN75LyuYyl0ztMZfWZjaoqMDznPRDVeS6IokNtwXi7cuHccKFZvY3voJjz2HXkf+bf8TNVFOBSQHWnjvr9kXT6lNTgdqq9+OYCgUd9FYOmIMink+WnU9ar2t3PHAhYs5CBUJ/m/Ny6zSkKc2cpFeNklTacrGIf+2H7OPo7p0bFzdaPqxVwF0xIkqrxx5yz+LXERpyEPe9V+D9/RWqMvH4cqhMzI9JSEOJLEhCEJ8hq3Np6HKq+Rf/v1hRdEM3jg1qLTc+k3mVqTFSNAmH/0B1g6dLu9OiiDz9XQYsFNFzlBdCc57mthcrfBi6zz5qtxRsgDbbScwyVSNijhbeUMBfzSpQfgbj0cTG9QNEovZdSJQ1UoyoMTO/9W+jnPuJn6NaIEf62K4srISDocD6SCXExoRzrqbouMznkYsQnYlNihJlmqPCz/JHPjcOded0R20uWCYtAIDFdL4Jb+VbJZDEQRBSDZkOEuSn+qSUf06D1V/f3boLbAH3NFNXUpqRCRGHOt/i/wbv52UOQvdv/7vq1yelpdmhnkkDjsvQAFFNKkRSa5QYouKpm4omh33eSmmiBCw1iLkcUBhyOOCJCIVG/HkUaFAcmIX8lD8W8MaHt9aPD8ur8d0xRgU82Sz6XYsULFeRHqa/qevsy1uitV0nRKEiaw7ySyc94YKhiQtRs4k6uIRfAxUQsFASpO0mUQSG4IgxLyRbH3lu/A3neBWRjI066/uZxf/CdrM6Uww/gp+Ifugxf+HqlbwYo+Cnc7mcHMsY/hI1HBbN3YpPMdWs/4ntcrSouwv9e9wkBNp189WMzpqz6ekBkGt2CQrEGlr7gl/4wnYN/0BCqUailnvAkwiUxgLC/Mn4Li7lgPfhXkTEkoKONb+iv0wTAvfxxVQ6cZ7bifsa34JqNQwLXgPtNUzoFDHJpvhPrYajg2/Y51d6tIgGSohOyHDRvuG30Gh0cFyzWfZE0UQBGGg4zm9BfbVj9OuC/QTV8C04KF+b5p2KRYJdcQYVBUvDAymmYZj1LDyaMFUBBo/UL4k4fNqR14B95G32JNAO3weF/OdcNXhz/Xv8PcfLFuC8VnsO9e5k+Wg81yfiQ26r5OSfzX7oRkxHxi/Kk0zzW1IcnqqeTj2O85iqmk4fx0vzu1Pw3NqE6tVmK58X9qLWii2sb31U5ZC0wydxb97Vebi2B7r86D9xa+zUbhCn4f8m74bUxJFSD8hrwvWN34If+Mx9gY1Lf7QgCugksSGIAgxEWiv4aQGQQs974W9MCTR0IwqiQ0z74SX/7hPhaZ6lrwzAwRKLsTbCh0L5kUfgH7KDVDq87hKpNFn5aRGxFOBkgU9mbqRJupm2xEUqy2YnQF9/nyVEaMMFWyaR1JgFZq+K3woqUFdKm/srQG2n8I933giLXPNtUoU2sCnxFcEqgj7+rC7eZzIIs657UnuKCPsa38D3Yh5XLlHmy/pqnpx7vgHa74GmmrR9p9P8+9IapeORU7De3JT1DzQc3KjJDayGOeOp4GAF6GAF669/4UmR9v5BUEQ4sF7cmM0+eA5uaHfiY1LMc17F+w+N0tRma54j7w5A4jOCY1koS4ahoI7foqgqx2q/Cq+bavtGPsChsfHe01s7LWfRo23lRMKkU71dDLdNJznEECQu1r6grqZ3Iff4PGrf/sVVNMbcedDH07DTHNPuaJzURHFFA+ULUm424EK1lz7nuex5+g7XLykoKTs6IVQF/f9viUD77ld8F3Yw50Xzu1PwntiLQzTboHpikf6fKy/9QwnNYiQ2wpf7X6oxi5Nw6yFePGc2cKKKDw+sR76SddDXZKez1i6kMSGIAgxQdrvSnMJgvYmNrlNRdWyccbtfAx0ttuO84J3gWUcyrSpNaQb6HTe2C1QGdm/g3w9CjVmFPUSTPy9YS1Ouxt4rFGqueornSgVSry34hruZMlXG9lQvS8Uqk4t6gO0jbQ/ULWR7e2fczUme66M7DB4709VSucgxl93EEFbHY9JMiPiBUSJBwoKSULDsuzT3EWUTJTGIm71DrpaodQXcADhObYG6rn39/lYqgKj14bHlR2G6rlK0GWF98xWqAqGplzCK90ozaUIOpp5LFVvgiAMFjSVk+A9sy08rki+XCR1mOev+joGOrSmJF8xWv9emTdhwFXkphOlzsxHhDGGSuyxn476uPQEFVb9vWFd1PfjU0PT72dGSZcvDrudPTZiMrRWdZXCVeSo50Uqi6Zsb/+ME0Dq8vHIu+6LlyU4EkLdEdcFPXa4dj/LnzlSIyi48+c8DrTXwvb2TxF0W2Fa8DB0I69AMiF/P76+qy2cXFaqOZ4xzr2/z85wSvopjYUIOltZSo1kxHMdKtylvS56nRXa7DKD7w8qc2mnL7RQGgbe/pMkNgQhBzbB9znOYrppBGZZ+qc72x9ooy7/hm/DV7MXqqIRXM2SDey0ncRO+0lMNA5lyZls56izBs80buLxEecFfK761kxPacBACYqPDLmeJZ6G6op79aywBdzRMekw50Ini3nhB+DY9jeoa03A8IXIBTynNsNz5G3e8DfMvielQbZrz3+5q4HHu//dJbHRH9igW6HkSi3f+T3Ut823U7DB/1vrubqeoDZ+z/E13M2RTEwL34/AK98Jt3ubwl1I6qLYknEkP6UqGs7VWNphc5DrwaX1lW+FX3uFApbln4N2AJn7WZZ+HK59L3Awlavm7oIg5Aa2gAsvNe9gmcYbimenpPI9VuhvpjKvEiGPDdrh85ENOAJu/Ld5G3ui3VQ8h+VUs52nGtbhjLuRxwaVDrPMmYsbBxrkC0ld4CGEepWO7RxT0M9Ypojn51k7ZBoMs+6C78I+6MZPRLDzJmiWQokA55a/8oa/cfbdKe1woEr3iEePv/4IdzkkI8ZQF1az/JT39GZe3/rrDkULp0IuK6Azw7XnWQTIJ49+J236c9ITG5rSMTDMuB2OrX+DgmTBVRr2UqXN776gxAvJT/lqD3CcF+luylWok8G+9lfh8dF3kH/TdzBQ0FROhvmqj8BXdwS6kfOjCa2BhCQ2BCGLafHZ8e+mzdzieNRVg1GG8owurJXGAujGJK5Zmmxowfivpo38+hx31WKMoSLrTLsuxR3yRcdkci0kFzINH2fse2F1e8l8vNKyC8UaM+aYc8NQWVVQhbxrPw+D9yW43ZlJxsQDVfDY1/4SCAbC7ckFQ6IG76lAaSkD6g5eHJcn77zGQliWfozHroOvwbn1CSi0JhgmhzWIFRpDOAAIhH+eFfrkV8F4jq9F0FYfDhpCQZiv/gR0pIMcR9A6ECAZxEhCieS1/A3HBlRig/7Gmua/K9PTEARhEPBqyy7stodlFtUKJe4oTe6GWbxk29+pN1v3spwPobwoOZPtuIO+bsdCcqCiqb6gDvATljrUeluxvDC7PtO9YZx+GzD9Nmhfyo0Yw7XzX/CcCHfG2Ky1KLzz5ym7ltJUzJ0M7P+pULCKRbLQj1/GB3UjW1+lAqYL0I1eBOVFuW/yrojOw9AxThbkk+E++CqUWiM/P83Q6bAsejTmQjSKkWi+AwFffViqifA3nxxwRtu6UQv5GKhIYkMQshiVguqoFFwdQv8rkZ1GyJlCBSVL+PhCfv4DrFFk/6+0qcZhWJQ/kaWori6YnOnpDFqojfyjQ65P+3WbfTb+vFb04P0x4Pwu6Ih8fXHjvzNBjwO2138Iz+lNUBePQv6qb3ACJxFIk1tJhncBP3uvEAcd5/Bq6y5OeN5dupDN7PuDYdIK6Mct5QAnstilQMNyzafhOboa6tJRSesU6UzQ0cL/K0guQKlmM0tK6Do2/Qn+ugPQjl4UDkp7MAa0r/sNV5zpJyxn7dz+ELA1cMWaunwCVJb0VvVRgEf+S1Q5p9AaoR0xL63XFwRBGCh0lsCMRQ5zsKGljcyL6BQ9dwBnE3eWXoHXWnajSGPmDgMhM93Y9D6kG18ogFpPC0q1+VzkNdAJ+TvFFJ3HnfAcXwfb6l8g5HGyv1yihSOUyMi77gvwntnO8q7UneAN+vGvxo3s57iyaCYrR/QHiiXyb/0fgHw8OsnZGmfexf+T34txRvfr/P4Q8ru5Q4TnQGvs8gmcrPA1HIVj859Zjsq86NEeC8ZIusm5+S9Q6MzcEdCfpA/FNb5zO2i1z2v9dEvp6UZdyR4j9NnSjV48oJIag4Hs3wUUhEFMvtqEB8uWYL/zHKaahsWmkzmIMKp0eKj8aux1nMYEwxBeyGc79Ef6xuL0ysHUeVu5Mo8+T3Tt/m7uColBWrtP1K/mhdv1RbNw1QBPbJFHgHHuAxe9J0Z32+3lOfo2SzcF3e3w2htZR7bg9h8ndD1afBtn3NHltmebt8Dmd6HB245xhqqkBPrdac5SpWmyq029Z7fDvv7/ws9r3oPskxF0tsA4537+PeI5vQWeI29GK9e01bOgKhzWbWu199SmqBcIJUVIbzwRAvYmtD//ZQ6CKIgpuPWHHAClC3re5GESaD3LFXRKfexSbqlmv+MsXmnZiVJNHu4rW9yrFJ4gCEKmoc04SmjQ1lEuVZani+UF03iT2h8K4OqCqcgFSCLpfZXL03rNN1r34KynCUvyJ2KsIbelaHIViit+X/sGy5BRrPeJITdwjDyQMcy8AwFbPULudhjnvbvb+9jX/ZoNugEqBPoje/loh81OWMqHjgi77Cexz3GGx881bcXEYf1LbBC8kX+JR59Co4Np3oNIJrRxT/GWr+4Qd1tQwZNr/4vsXacft4zv49jw+6gxuHPb32Fe9qluz+XY8LuoN5xz579gueojCc/Lue1JuA+8zGOSY6VkVDoh376CO37O8maqwmpkC5REe6pxPeq9rVhZNCvtvqC5giQ2BCHLmWSq5kPoHpKfokPomWcaN+O8p4nHJRoLFudPkpcrQ/4qFHxEkhyJJjYWL14Mh8OBXMAw5QY+eqvAj7wm7GPRTVfHpfjbLsCx8Q88Nl3xHqgLew4m8lUmTmwQBWpjTHM+5a7Hyy07Uay24PaSBV2qNtOJY+uTLL1EBxmFF975M36tIhVMis7zott6mGeXRAxVH3UyK4yXQPPpaGUXzcvfcgbaNCY2CIVSCXXxCGQbzzdvg9Xv5K6sXfZTWJA3LtNTEgRB6BGq6ibvCKFn37brCgeO1GEqOOy8gLda9/KY/O2+MfxuMSzPACRtHPFWafc7WAarN4PzgRBjUPFU/qqv934nklfCxRhDqWKvub5w7nqGOzOoWIi8O3qCEkgRYo0vyK+H1ooXPC1YVjAlY/s73jNb4buwt8NL4sbvwDDrkp9dlbpHc/nOkGl4dHxJUiZeyKujYxyWFs6EJCwd2cRuxykccpzj8fNN2ySx0QOiayMIgpCDEj9UFWFb/Th8jcf7vL+mUytlLsh1JQvaBCYTv+jGeYaZbh7BgTItHOdYEvf1sFgsfAwEqIvDfOV7oCocDu3Qmdzu3BfOzX+Gv/4wH1SB1R0hrwvO7U/hvrM1WGkcgwfLr+JKQgr+SFO83tvW4/mfbdrCATrdb5vtGDKB5+RG+JtPRSWoIl0RnYMOqjojwz91+XiYFjwCdcGQbs+lHXkF309TNRXmJR+GirSCE0RdNi6sNXzR00RdKlIXEYrU5m7HgiAIgpArUIU7xRcUZ4QC/l7v27kDnLt/0iwdk0k8QR8f2QB1Z0Q2yUnqNhYvkMEQY5C8rXbEAo4xqANA24c3na/uMFy7/8Ndwa69z3XZaO+M9/weDN31Mh52W3Bd0Qy8q3wp307JJerioARGdxxwnMUW61EuNvxn40ZkgqDbBveRt9nLg6RqWVpXn3fZz6558Yc4btAOn9trx4h56SdYNoriOePse/o1N92oDgk3bafxYKdI3fHzmAvqJJli8OxwCYIgDBDch16Da8+zPCZ5msJ7f92rDuQ9pQvxTtt+Np6fN0g0d4OhIP5c/w53SYwyVOC9FdewpEAmGaEvw1eG3QE/mT+rEq9qsdlsXE1lMnVUC+UqtJA2LXiYjzge1THq4XPv2PoEdzkQs6wNyFvxJR7/vvZNXPA0c4Lp40NuYNmgSzHxe9PeaZxeyBybTNfJT4M0dTVDpsM0t/ugwjjzToCOPl5jvl8SYA3gWx5DoPU8VEXDwmaDAvPu8qXYbj/Bn6lxRpHjEARBEHKvcMr6xg+5I5MgL6veum6pK+D20gVcDLIgbzwGC8dctVFp2QfKl/TbXyEZvKvsKlgDTphVhn7FOwMpxlAXVqPovt/E/oBLE3PdSDcHrHWwvfUTNtoml7nRN3wTGpW+i9zwHMuYbn1WOscU/YkD+4Nz61+5MEyhNQHBICzLPtWtXx69dpHYieipSFBdNAx5yz+blLkZpt4MTdU07uCn8wphSJnkkYplqPe1Y7Z5lLwsPSCJDUEQhBwj5LJ2jL0OXlyxxEwPUELjtpLeq1QGGi1+Oyc1iJOuOq7Qr9IVZXpa0CfB0G/dunVwu924/fbbMRgxXfEIG9pRe3lPCZGgvbljfFH7lZJdNd5wB4Qv6OfPRHeJjfvLFmND+2EUayyYYR6JdBPyuSiC4MQGeWHoxiyGQps9/kpKnRnKigmZnkbWQRWTS0TmTxAEQchVgv5wXHGRkLsj3uiJeZaxfAwmdthO8DqS2GY7nhWJDSpi6SyPlCiDOcbQlI9nSSbf2R3QVM9kz4VLoYIjjrsviTHOe5qjm//nLso/d5cIpBjjgrclYz8zQU/455vklijG0FbPRDaRjVKz2cB44xCMR/ed+UIYSWwIgiDkGPpJK+GrO8hVI4YZd3RrZjzYocV9mTafTaNpg5oOYWBAC/HOVUTdQdJL5P+AoA/G2ffybUqFEtcUTMU7bQdQrStmM/HusKgMbKqaKdQlo6CfdD08JzdAUzGJzb4FQRAEQRBSCcUTZMTs2v1vqCzlvBYRLmesoZLlSome1pJCbmKcfitARy+SrCTx6j29GZqKydBWh83IZ5tHY4/9NNoDTiwrmNrj46eZR2AaMrd5T3JRdnsDQn5PnN3ygpDdKELZIj4uCACsVivy8/PR3t6OvLzLK2kHIvQjGGn5HEzapELfyGejf5D2LRm0VeoK2SRzoPDSSy9Fq6nkd0bvdDbbHgzI7wwhE5+Nwbh2E3KPwfg5lb8JgnwuUkOdtxXBUCgrusGTicQYsSHxhSBkV3whHRuCIAjCgESn1GCUoTzT0xAyyGBKagiCIAiCIAiph0y6hcGLxBeCkF1k1klVEARBEARBEARBEARBEARBEAQhDiSxIQiCIAiCIAiCIAiCIAiCIAhCziBSVIIgCIKQQ6xatYq1LAVBEARBEARBECTGEARhsCIdG4IgCIIgCIIgCIIgCIIgCIIg5AyS2BAEQRCEHKK2thZ1dXWZnoYgCIIgCIIgCAMEiTEEQchFRIpKEARBEHKIXbt2we12Y/To0ZmeiiAIgiAIgiAIAwCJMQRByEWkY0MQBEEQBEEQBEEQBEEQBEEQhJxBEhuCIAiCIAiCIAiCIAiCIAiCIOQMktgQBEEQBEEQBEEQBEEQBEEQBCFnkMSGIAiCIAiCIAiCIAiCIAiCIAg5g5iHC4IgCEIOYTaboVKpMj0NQRAEQRAEQRAGCBJjCIKQi0hiQxAEQRByiCVLlsDhcGR6GoIgCIIgCIIgDBAkxhAEIRcRKSpBEARBEARBEARBEARBEARBEHIGSWwIgiAIQg5x7NgxHD9+PNPTEARBEARBEARhgCAxhiAIuYgkNgRBEAQhx4KOEydOZHoagiAIgiAIgiAMECTGEAQhF5HEhiAIgiAIgiAIgiAIgiAIgiAIOYMkNgRBEARBEARBEARBEARBEARByBnUmZ6AIAiCIPibTsG19zkoTSUwzr4bCrVOXhQh6ey1n8YG62GM1JdjZdFMeYVjIBQKwbn9KfhrD0A76goYptwor5sgCIIgCFlPKBiEa/e/EWg9C/3EFdBUTcn0lIQBiCvoxbNNW+AIuHFT8RxUaAszPaWcwN98Go4tT0Ch0sB05fugspRmekpCjiKJDUEQBCHjWN/8H4Rc7TxWaA0wzrwz6ddwHXwN3hProa6YCOOc+6BQKJJ+DSGxjXPvqY0I+b3QjV4MhSo1SxNfKIB/NG5EIBTAGXcjxhoqMdpQgWzDF/RjdfsBBEMhLC2YDJ1Sk9n5nNsJ9/4XeexvPgVN5RSoi0dkdE6CIAiCIAh94Tn6Nlx7nuWxr2YfCu/5NccZySTgaIZj4x8BvwfGeQ/KGimLCLTXwnthLzTl46AuHpmy66xvP8TFU8R/m7fh0crrkI2ccNVhv+MsJhqHYpyxKtPTgX3D/yHQHH7dnFv/Css1n870lIQcRRIbgiAIQsY3tkNeV8fXHnvSr+FvuwDnlr+Ex00noCkbB+3wOchFKioq4HJ1vF6xsM9xBnvspzHJVI1Z5lF8W9Bl5SBPVTQM6sJqZArXjn/Ate95HvtqD8Jy1UdSch0lFNAp1XAGApzUMii1yEbeaNuDtW0HeewMenBbyfzo90LBAPxNJ6EyFUNpKsrgLAVBEARBELKbkNfRMQ74EAr6keyyJufWJ+E7v4vH9vW/RcEtjyFXiTfGoE6FV1p2cjEOdUKbVXq+3Vd7AEG3Ddphc1JWsNQXQWcb2l/8evgzoNIg/6bvQV04NCXX6hxTGJXZqTpA3SR/qnsb/lAAW2zH8IXqW5GvNkW/H7A3Iehqg7pkdIaK/0IZuKYwUJDEhiAIgpBRaPFkvvK9cO54GkpTMfRTb0r+RULBrl9e8nUuMWvWLDgcHYFaX9gCLjzVsB7BUBAHnOcwXFeKIoUW7S99A0FbPaBUI3/VN6AuHY1M4G883jFuOpGy66gUSryvYjl22E9ipL4MVbrsTAy4g77o2NNpTNje+gl853dDodbCsvKr0JSOSfl8NNWzoJ9yI3y1+6EbeUXClYjeM9vgOvgq1IXDYJz7QMYCXUEQBEEQBge68cvhqzkAf9s5GKbeBKXekvyLdI4pcji+SCTGeKN1D7Zaj/E4iCDuLl0I95G34dj4e75NO3wuLMs+hUwQsNZ2JLYCPgRazqQssXFl3niEEII94MZV+ZORjVBCI4Dw55NiQm8oEP2er+4wrK//AAh4oR0+D5Zln0zLnMwLPwDHlr9AodLCOO9dCZ2DiiPpHEFHMwwz74SmfHzS5ylkPxJVCoIgCBlHN2YxH6mCOhJIfspzYgM0FRN5oT1YUHRTm8ZVOZTUIIJ++BqOJDWxQV04gZbTUBoKoTQW9Hpf3fir4as/zMGgfvwypBJKZqQ6oeE5vhauvc9DVTAE5kUfjFvyYHnBdDgCHgQRwoqiGdHbgx47JzUIku3yndmWlsQGJR5Nc+/v1zlo7rbVj/NnzV93CKr8SugnZmebviAIgiAIAwOlzoS8lV9O6TWoWCPkdSLkd8M0/yEMJhTdfOWr2R+9pfM4WQRd7Qg6W6AqGtFrZ4G6ZBRUxSNY6khpKYOmaipShVKhxOL8SUgl1AFjX/drBO2NMMy8C7oR8+J6PHVn3Fo8H7sdpzDFWI1STV70e97TWzipweMzWznOoCKqVEPFUlRc1x+ce57l2Ivwt55D0X2/SdLshFxCEhuCIAgZwHNyA1cW6MYshdLQsbBIJiRbo1CqkEoueFqwpv0AyjX5WFYwNat9K6hSi45cZ+fOndwmvnDhwpjuT23h95ctxl7HGUwyDkWxxoKQxcCtxtQhodAaoR3SsYGeDOyrH4f39OZwZ8GKL7P0V0/oRi2EunwCEPBDlVeOXIaqhuwbfgcEAwi018BdMgqGabfEdY48tQEP5M2AQmPoElQotCaoioZzxRkUivBrliIvkjdad8MZ8OLawmld2tQTJhQiDYiOL4P+/p9TEARBEITLCle8JzdAVTAU2mGzU/bqhAL+lHZeUoHMW2170eCzYlnBlKw2YybD41QnT7I1xlheOB2BUIi7NVYUhmMJ7cj5vDlOBUvakVckdX7+xhOwvvY9hHzuPrtBFGod8m/4FgLWOqjMZVBoslMiKlZc+16IFjg51v0qLPOlVMZ1jnnGYZirKYPSkN/ldvKfxKHXwmOSokpRUuO4qw7bbcfZ43CuJUnFWQFf92NhUCGJDUEQhDTjPvwGHJv+xGPPyU0p0WJ1HXgFzm1PQmkogOW6L8bdeusN+tmXgTbBR+jLerzf3xvWotln43GpNh/TTMORbs65GxFAqNd5Jstw7ZynCdPNI1CoNiNT1NXVwe12x/WYKaZhfESgYDTv+q/C33QKqryKPrsq4iHk83BSg8d+L7yntvSa2CDIMyLXoWDLfWI9Qh4HFJqwxjDJfMWLfeMf4TnyJhSGfOSv/BpUBWFzP0oa5q38KnzndkCZV9Hna5ooa9sORD0+7AEXHq7ofxcNST+Yrngv3Ptf4uSMfvw1SZipIAiCIAidPSSsL3+LC6cIy7JPJ91Pjqrlra9+D4H2C9BPuA6mBfF3KJx1N6Le146ppmHQ9+B3tstxCm+27uVxnbcVnx56M9KNM+DBWXcDqvWlMF30jkgFJDu61XYMZpUBM82pM7hORYxB3hK3lnTtHNCNmA/1bcMQ9NigLh2b1Pl5Tm/hpEZE4jTodUKpNfZ4f4VKk1EfwWQlEd2HX4fvwp6OokWKL+IsJqRuBuur30XIbYN+0kqY5r87+j3q/lBe/3UE7Q3QDpubssKpv9S/A1/Qj932U6jUFmKorv/xn2H6bVxMRl08xtn3JmWuQu4hiQ1BEIQ04285Gx0HWs9yVVKyOx3Ir4IqZeiPvPvAyzAv+kBcj6eExWHnBZ7XeyuWY4yhAtnI3r1Pw7nxD/BptKi/5lOYP2J5Sq5T623F7+ve5PcqbLh2W0Ib/iGfE0pjdlSdUSWTpiL5Vf9UERVp/SbU5anZgM80tEDfbD0CjUKNOaqScLDg93A3AiWLtFVTo3JLm6xHcMR5AbMtozG1l+Rf0OPgpAYRcrXDc3wNS6h1llTQjVmS0udFGsEd4+RBMmOplhoTBEEQhMEKFVZEkhqEv/VM0hMbnmNrEGg7z2P3odegn3pjXMUplNT4de1rvJ7eaT+JRyuzU5bS67Fh67MfhrG1Bm9XT8a1q37cYxKmvzzTuImLySLeB7RWjJegowUKnTkt8kGxQJKjKlQm/bya8nFwX1S3UhUO4+7mgchpdwN3N0wxVcOy+2W4D7yEUDDIyQxNxSQYZtzGMXqb34GXW3ZCq1DjhuLZXUzML8Vz9B1OahDug6/COPsejgUjhGPC1HSD9xVv9AdSvshb8aWknEvIXSSxIQhC1kJdAyfcdZzRL0iGHEqWoB+7FN5Tm1iPVT/p+pTIN6nMJQi01/KYdEVj2aRt9Laz3qZGqUatt41vp8Cj3tvaY2Lj/rIlUSmqqcaOjoD+vOc77CeQrzJikimGCptd/4EyFITO64Z330tAihIbtHCk14Jo9zsRCAXZjDpW/M2nYH3tMYQ8dugn3wDTvAeikgG0uFSaiqCfuDLuluJsJW/FV7gNXWUph6ZyUka0dWOtxqMgIJHzvNi8HVvaj2DMmYMw232ocLVxgKXUmVnyTD/u6mil4X+btvL4qKsWo4dVwKjqvh2eH28uQdDexF+rMlBltiR/Mnt8uILeLh4fgiAIgjBQqPG0wBH0YIy+IqtlVOOBum+1o66E9+RG7tjWjbwy+dcwl3SRyFRq+47PWnx23sSkLnDq1Iisp2s9rT0+ZqZpJFoKbVEpqmRtFl/wNGOqaQTLfvZG+/HVnNQgys8dQEvjUVSVJ2cel9Lqt3c7jhX7ut9yIQy953nXf42TCoT72GoEms9AN/Yq9jIYCJD8Ut71X+cKfe2IeUn92Y3HHzCWuJrOp02gc5tizt/XvgmDrRm2s0ewuM3Nkq4UIypNxdxxH+GF5u044AgXTFI8Q8mNnugcU1Dnd+ekRjrQKFR4oGwJtl2UoqrWdfwuEYT+IokNQRCylv+rfQPnPU1cIfPJoTcOmOQGmTQX3vU4gj5nyiR4LNd+Ae4Dr4Q3zCev6vW+/lAAv6l5jRf75doCfLTqet7QpI1bCkJmmkf1+NghuiL2b0gW/2rcGK1auq9sMcs+9UZh/jDUO1t4XFWUOiPl8YYqzLKMxhl3A2/8xpPUIDxHV3NSg3AffBnGOfdyK7HtjR8i0HYhfKeAL24/hu7wntvJm/8U0GZKT5Y6CyIb+5nS1u0NCjaebFiL/Y6zLGH23srlvOCOB6vfiREXjmHakW1QqwwIupxQqnVQF43oYk6vhJIDL7omfW6UvQRhFLRQwEYBqiqvErpRyd+U6AsKwm65RFZAEARBEAYKh5zn8UT9av67vCh/Im4sTm5XQyaxXPVRBGbfyxKQqdi4pHUJrcHI70s3dmmH9GYP7LWfxlON63l8V8mVLD+1w3YCdd42XF80s8fH0bqJ/BuSmcj6be3r/J5vth3DZ/qQtsrLGwqTUsfJL73GiFJLfJK+8UCb0c82bUGeyogFeePjemzQZeU1Y3jcxh6Oxpl3wnNqMxzr/49vp9so7uxvTBB0tsJ7djtLiqZKDjUWqLMgFR3n8fgD9pVA+2Pd21wEd1/Zoi5SwDHNI+Dm2Hzx9teh9zgRUJi4iE9hKGDZpc6oO8WjfcWmFJcpVFoEbHX8s5sJJhiH8CEIyUYSG4IgZCWkv0hJDcId9LIU0EBJbBAKrQEqberaZ1WWsph1b1v9Dk5qEPXeNjT5bZhlHsVHumn0WaPjpk7jnhhy7ZdRsO95KHQmmKbewgFLg68d+WpjUlvGlQol7i5NfJO5c5WMKr8qauoesDVEbw9Y65Pq30JdQXkrBoaZYaLauj1hDTg5qREJQGo9LRimL43rHJT82+ZfzRVShWoTVHl5yL/jZ5ygcm75KycVDTNuR5k2H/eWLsIRVw1rJ/f1uaRuK+OMO+J+ToIgCIIg9A393Y90DdB4oEHriFQSj6zkAee56GtN41mWUfhg1Qqkmxa/PToP8gbsSwZYVz0TY675Itz1R2AcvRgaYwEcATecQS93tyeTkfryhD1EFFojV/FHJMjINJ4I2jpiCiqsCnrtUPUjsUFSq+0vfSPcUcyeb19LSXIhUyTiD9gT220n4A2GTaxJvjjexAb5TizJmwCLz4c8tQVqtRG6CcthnH0fy9Xa1vySvero9b+5eC6MSh0XJS0rmNrnuXWjYzOFF4RcQxIbgiBkJSSHdEXeeNampz/wo/TlmZ7SgKVIbcZwfSnOuBsxVFeCkiQv2ONhVdEsPNu8haWo5uf1vaCkzWPLgoejXz/dsJ4NySxqA3ee5PeQDKOAxhvyQ6fUJDxXOofnWLgTQz9+OSerekI/YTnLDAXsjSxFFsE46244t/8dSn0+9JOvj+m6Y8eOhdPp7PZ7vvoj0bG/4SgGGsnS1iWDRupOokRentqY0Ge+QluI4VPvQHPNYQScNgyf/S6o88rR+q9PIGhvDN9JqeLKOeo86qv7SBAEQRCE1EOFOztsJ+EMenBl/sDZnM1GpptGYJ/jLEtRTe/FYyzVUJU4eZyd8TTyBnAsEkbkaRbxNTvvaWYlAdqwXlY4FdcVzuhVVpcq6akoKlH8bRfgPU2b62Ohqep5w1qhUoc7fU+sY5PsSMewbsxV8Bxfy7LE+gnXxqwQ0FOMQR4eEZlUkkXyNx4bUImNZPoDjjVUsqwyxYkkdZcI1xTNwBuTl8J/4B0EDSUYNeVG+M5ug3P7U/x937kdKLz7lzBpDdJlLQiS2BAEIZshORTa6KYkRzpp9zv4/542xbOVRE3IqXX1A5XXsa4rdcWo45TkSSbjjFX4gjF+Y+4Iey/KWNn8LpxyN2CGeeRl96GKq1/XvMYdIUsLpmBlL63wveHa/W+4dv+Hx76a/X0al3VXJWOYckPYYFqpjvm9o6DD4XD0cI3F8J7eCgT90I1NvhRUdmjrfo0Dtb60ddmI+8R61snVjZh/2Wf+w1UrcdbThCptYY+eF33xqvsEWq68kYO8VSXTQeFvyN3eMQdn2KtGEARBEITsgAobvjLsDvgRjFuGsj+QvAx1CxRpLGm9biZjDPLL+9Kw22mZ1KevRSqh2OaB8nCSIhGOOC9Eq/D32s/0mNjY0H4IL7bsgEVlwAcrV6BIY477WkG3DdaXv8WFUy7qjrj+69CU9yxRpbKUwjjj9i630dq34PafcPdBPIbiPcUYSvbMmwxf7QEodBZejw804vEHpLjP33oW2uHzLuuQokIm6tYm9Yl4u8EjHHCcw/qqIUDlA9CqtPi2pSzaUUJQ93rI7+61qE4QBhPSsSEIQlaT7qQG+Tv8vWEdj+8rXYRpOVBlTebEZB520l2PMYZKPFS+tM/kBC22ttlPwKjU8uY/bfRmslMjmZVhu+wnuQq/py6fI86aqMzVBuvhhBMbpC8cwd9pHC8KVeJdI5eiHTodhXf+HEGvgyu3KADxt57njf3+GuFlC5qKiXz0he3NH0W7VkILHg4nkDpB3TpUVdUfyrWFbIpJbfkVmvDra1zwMJxb/walsQiGaYlJCyQDT9CH/zRthjXgwg1Fs7nzTRAEQRCEsIeDBulNavym5nWW2aW/x49Wrcj65AZ1HmyzHcPrrXtAIk7kqReLPj51gJPEF3VI0MY+bfLnOhOMQ7Gm/SAnN2b0Ehuutx7mJBD5sFGx1dKCyXFfi2SlIr58lBEKtJ7tNbHRG/EkNXo9j1LJ/o2BtvMXDeQVcB96nWWwtMN6NqzOJWL1B/Re2Avb6z/gMflZFtz+48v8bCq1hf2aCyVG2J+PO8TD8YVu3DJ4z+7kzwP5ZyqN/btGf/dL1rUfwnBdKRehJtPEXRASQRIbgiAInaBFaESDlcaxJDbWtx/CZutR7ja4qWhOWv+4H3ZewB/q3sQ++1mUafN47mfdTRhl6F2669nmrdhpOxHdAI1F9ikXIB8MCiKo86QnmSkKKClhRsmd/kic6SZcC1/NPq6Gos6LWDnrbkSz386aq4kEtWvXroXL5cKKFSt6lOeiw3tuF2/uE+6Dr6Lgth9xy/pgwd90stP4VNyPp7Z7x9a/AUEfjHMfgCrv8nZySn7uNZ5GscbCGskESY11lhvLFButR7DHHm6pf65pKz46JDapM0EQBEEQkgt1akS8A0nWqNlnZUnLvjrIn27cwOv020sWpL1A4Xd1b2BT+xG0BhyYYKjC2vaDfSY2qHCIJJsCoQAXD32x+rZ+STJlC0N0RfxcXEEvr/l6YrS+Att9x/k5j0iwWp+kVjVDpsN3YQ93SlBXQCzQ54R8TMo1BTzfROgtxqAYQl0cjovbX/ga/E3hONK06ANZse5NF4HmU12SUNRhozLH1/ntPvwmd9hrhkyFYepNl32fftaps7zO2xb16FDqzMi/4ZvINMFQEP9o2MDJWoppRxsqxBBcyDiDZ4dDEAQhBqi6KGIqTOO+oAXuSy07OKHQ1G7FNNNwjNCXpe21PuWuhzKkgE6phj3ghkGljanzosVni46b/R3jbMFXdwiOTX/kChjzkg+z4XYsUFKJJAb6qoL59NCbOPiKbEZ3B72nVI0UaD3HHhmRxXwE7ZBpKLjnV2wWrTTkxzS/E646/L7uTT73ftMwvKv8KsSL3W6H2x020O6NSMARMRGk6i/FAOnaiAXq0HAfeJmr1XRj45cfcGz+E7xnd0RlrfJXff2y+5BZ3xzLGCSTUMAP177n2adDP/kGqAvDRpDxQt1YEUwJSm0JgiAIgtB/SH6KNispqTFEV4ziGNbqa9sP4ZQrbAL9assuvK9yedreCir+OeduYmPiJp+NTbOrY0istPmdnNQgbAEXfKEAdFmU2AgFA3Bs+B18dQdZvtU4666YH0uypX1Jl95RsoA74fPVxl5NxgPtNXAdeJVlpGitRx0RXbsjPs+b5kpDQcxFSX+pX42TrjpOqtCmeCKJsFhijFAwCH9zp+KhxhPAIEpsUKLJdeAVhNxWaKpncddKPPibT3GMS/hq90NdMoplvi6lWlfCRzKh98p9+A2oCoeGP3cJFGMqoOD9BpJ9psdLjCFkA5LYEARB6AQlJoZVl7DJXaG6b11UknyiRT/5NqgUqrS3W880j8R22wmMNw7BXPMYXFM4LSYNW5JfIpkaSnC4Al5umSb5pmzBsfEPvOgnyCjNcs1nknp+em/7en/JGNy55S889p7ZhsJ7/vcy2SilNr7XrMbbEu0IuuBpjuuxFAzH0+GhHbGAEzOU0KA2cUWMyZeBgmneg2yYqNAaodT3XF3XE9SJE8Xv6fd8ArYGuPe/xN00HEz0EKi6D7wE165nohq+hXc/ntD15lnGIoAQ2v1OLM7vW7pLEARBEITUQOs3kp+iTg1KasSynivs5PVHncjphDqbqZt7i/UoqvUluKV4bkwFX6P15Vzwsd95FnkqAw45z3frd5cpyEOBTLUJ155n2Wz70sKl/kAbvWMMfRtGW197jBMXFx8Ew5QbLzvPpd4NfRGJK6iivt7bFnNiwxnwoNbbGvP9KfFCPn6eo29zAZpu9CIMJlT5lSi842cIutqgzKuIOzkQCvi6fp2EGIM6QEgWmTpn1KWju7+u3wPr6z9AyBv2UFFoY5PeuhR6vu+rWI5ttuMYri9NevJFEBJBEhuCIAiXEE/wQIHJB6tWsNYkyRr11p6cCqiN/cvD7uBFbDx+JNRVck3BNDzVsI4XJo0+Kz+PTOLa9wJ3auhGLeyqVXqJbmm6iAYctBj02HhB2F8/jJnmUdhlP8XVb9cWTo/5cWvaDuCVlp28mBzi8qJS0XuS4s9//jNOnz6NYUNm49133cgdL4NR/1SVl7jUmHHeg7Cv+zUQDMB4xSP9novtjR+y6XmkYvBSo8cIQWdrx9jVxpVxnSv5YoXe7yvzEtNkFgRBEAQhuVDM0Jf8VGcW5k1gWVV30IsFlvRLxt5WMp89umjesa4h6X53ll6B0+ca0OBtx9MN62FS6fvtadYfaO3l3PEPji3UVVM7T/Yyb4R0QJ25XdZ69vgKnXriusLpeLV1N/s7kGl7rEmNX1x4iWXPKnWFGHWx+Kqv+GLEiBF4120/hkJvSah4KNch025VgsbdmrJx0E+5kZNsmqqp0AxNzOsxgufkxmgHiPfUJhTe9Xi3puJUsBVJahCdP4PxQuoINxYPPAN5IXeRxIYgCEI/oVbjZQWdFspphoy/6YgXR9DT7TgTeM/v5s4MgjRlLdd8Fu4jb0Gh0cM0790ZmZN+/DXwnt7CAZFh2i2sbdpfzCo9Pj4kdj+OCMddFzfEQyHU+lpRqe07sbFmzRpcddVVeM/7H014voMZMl8vuPn7nNAivxI/FD1WQcVCoFPgGrSHdba7gwwByfSdpKiMc+5LKKmRC9Q2HcbZN74Pnd+H0Vd9CpZhsWlIC4IgCMJggJIEc5MsdxkvJLmZCM5OcQVtnmcS+9pfdZJnDcEw62746w5CO2ohV9+nG+rYNc65l5MtJGOkn7QyKeddmD+Rj3ho8LVzUoOo9bSiKmiCMsb44uGHH+7njAcvprn380GyVBRraofO4Jg3EYKOjpgi5HUi6HN2m3ShBJRh5h1w7X0eqoIh0I9Pn7Rdutm27sdQHt+I/MqpGL38KyxLLAxsJLEhCIKQ49CmK3kBaIZMg25E7JuDc82j2ciQDA1XhUrQ+q+P8yauedGj0FbPQjqhhVjHFyEojQXIW/5ZZBKlsZANtymZkOluh7l5Y3HCXc/SZyP0FUAwo9MZVFhf/yH89Ye5ss+y7NMs65UIprn3wbH1SfZj0fdiNq+ylPHnLumausdWQ108Evrxy5ANHN70a5jaLoAEvy6sfRwTHvxrpqckCIIgCMJFgl4nXHueozbTcIFPHJX5d5cuxFtte1GlLcKoPW+g5eRGqCsmwbLsk/3ufo6XkM/Z5TmZp98K0JFBSHoqUY+DZEJ+L8P0pWwCPdk0DAalDR5kNhE1WPBe2AvbG//DP1/ks5F343cS+jzoxiyF58RGBNrOQT/peqh68fwwzriDj6T6Au5/ESFnK8c2FMNkmpN1uxHa/wrI6af11Ho4T6yDafw1mZ6WkGIksSEIgpBjtPjs0Cs1bGDnb7sA21s/4UWR59g7UN34XahLYtOyJekqCjwI6xv/A9/FKnLn1ifTntggIzbtqCvhJymq0Yt4AzZbyHTQEfF+GT+8Ckoo0KhtgNPZKRE0QPG3ngt7UphLYJh2a8zmicmE2rY5qcFfhNjzItHEhn7iCujGX5v2DgwK4q2vfR8hn4tDVfIc0Y1cgEyj1HZI/pHOryAIgiAImcMb9KM94ESJ2sJrX5K38Z7cyN8LWOviKjiaYBzCBxVWtB99h2/znd/F8jskOZtOTFe8B/aNf2DZKeqEzRayIb4gmbEPVa6AK+jluLJmVs2AjzGoYM29/wUEWs9DN+FaaMrGZmQe/toDHL/zuOkky0QpElAHUBryUHDrDxKWru0Prr3PwbX7Pzz21R1MemFWIui1FoQUSihCQSjpXxIUF4TsJ6f0Dajd7dZbe8+unz9/HlqtFlOmTIne9s1vfpP/cPR2RM7f3fdWroytPZC0BiOPMZlMmDVrFv71r391uY/L5UJRURFKSkrg8YSz4UePHoXRaMTf//73LvcNBoO48sorceedd3aZ3wc/+MHLrv2Rj3yEv9e5JTCW5xOZ8+bNm7uc75Of/CSWLl162fPq7ohck9oSly1bxs+Pns/YsWPx0EMPwevtZMAqCEK/IK+F/zn3LB479x+urqEKiciiiDZeO/tCxANVkUdQGPLS9i6ddjfge2efwQ8vPA/bgvtReM8vsyroyCZIZxn1R2A++HcU1a1jn4bO0IKWjlTjC3W9bk9Q94+v7jCCzraErmN7/Yds8EgLZqoGygTUuqyJJPmU6oSTGtHzZUBWirqhKKnRXct6Jpmz5HNQjl0C48grMerar2Z6OsIgR2IMiTEEYTBjD7jxswsv4Cfn/ou/N6zj2zrHFInGF+TBAGWHUbpS37uUajI3r8nf42unn8KLGjsK7/gpCm55DOqCIWm5fi5B+zmGkAKOLU9wjFGq7vBh6FyZn2oCoSC/bzHdt70WvoZjMd+/M55jq+Hc/jQ8J9az/10yzLsTQUMxhSoskaSpnNLvIp9MxBjBGGV200lV0WjkL/0E1ENnoGL+IzCMmJ/pKQlpYMB1bJDu39133421a9diy5YtmD9/Pj772c92SQbMnTsXH/jAB/D+97//ssfTpv+f/vSnLrfpdLGbSn3729/m81qtVvzkJz/BPffcgyFDhnCCgvj3v/+NyZMn8y/h5557jr8/btw4/OAHP8DHPvYxXH311aisDGs90uNPnjyJ559/Pnr+6upqPP300/jZz34GgyGsned2uzkpMmzYsISej16vxxe+8AVOTHTHtm3bEAiEN7I2btyIO+64A0eOHEFeXnjzk+Zx8OBBvhY9h//3//4f33bs2DF+vpHHCoLQf3Y7TvH/vqAfB53nUV0xDdrhc+E9u/2iAdmMhM5rnPcuKNR6hPxuGJLYotoXa9oPwuYPb7qutx7G3aXh35XC5dDCm7pzQj43/171FFbCMDmcqPae3wP76l9wkst81cdS8vJRNdfvat9AjacFVxVMxvVFPXf1UABkfeW7rGlMHQJ5N3wrrmCSEjRBt7Xj634Y3EUgKSbPkbehLh0D49wHYw4ALMs+BX/9EdZB7o8ZeaZQmUu4W8R9+HWoCodBN+YqZAMmQyHmLP9GpqchCDEjMUZXJMYQhIEDFUu1+uw83uc4A38oAOPMO2F7++e8tjTOujuh85I0jeXqT8BzajM0FZOgqeooPk0lNd5W7LaHY6Yt1qO4Kn8yijRSud0TVEDkPvgqj4O1hxAa9jtOeNB63vb2T+E7vzv83iWQSIiFbbbjeLZpC3sRPlp5HYo1Pcueec9sg+2dcMyjG7cM5oXvi+tanU2zufjH7+2XiXzQZYVj0x8QdNu4OC/WDhAyEacOh6C9Aeqy8VnRwRMvJD/lq92PoKsdxrn3I1uYMOFGgA5h0DCgEhuULKBN/F/96lcYOnQo/vCHP3Biw2w28xFBpVLBYrGgoqLisnPQpn93t8dK5Lx0/PKXv8Tf/vY3vPDCC9HEBs3pwQcf5LnSmBIbBCUEKNFBSZEXX3wRhw8fxte//nX84x//4O6OCNQFcuLECfznP//BAw88wLfRmJIaI0eOTOj5UJLnN7/5DV5++WWsWrXqsu+XlpZGx9SNQZSVlaGgoCB6O73udJ3/+Z//id42evTomLtdBEGIjWmmEWzuRjJS1OKtUKp44zUWHwhanHpOrGOvAN3oxfzYCEqtEaYFD6X9bRiiLcQhx7noWOgZ6tCg5MYbe2u4o+/W2R2t4tTVQAkPwrn73yl5GY85azipQaxtP4iVhTN7/MwFbQ1Ro0YKGsgQPp7EBiUdTPPfxYbySlMJ9FO6X5yGfB4oNH0HIwF7ExwbfscBmb/xOEud6cYsjnEuKmgqJyGXoZ9tTl4OUCNyQUg1EmNIjCEIA5lqfQny1EZY/U5MNFWzpxsqJ6Pw/v/j7/cVY/ibT7MUDVWeq4u6Fltqh83hI50Uqk0srUTG5fS8aMNc6NvrkGOMEHDv/dQBruT3lJIaBMmxhrzh5FeyWdd+EMFQkD9/u+ynsLxwWo/3pSRZRK3Ae2oTEGdig0yzfed2hT0ppt7crXdMpEMlFhlc546nOdlC2Nf+EoV3/jzmuagspXzkKurCoSi8+/GMyGAJwoBNbLzzzjusCbh8+fJolwR1NpAsVCZQq9XQaDRRKSZKSGzatIkTERQgfepTn8KZM2cwfPhwXixQcmDatGn43e9+x0mPe++9FzfffPNl533Pe97D940kNv74xz/ikUcewerVqxOaJyVEqKPlS1/6EicilAn8UqKkRm1tLXfKLFmyJObHkRxXRJKLoE4XQRB65uqCKZhiGgadQoM8dbhri4ilysOx+U/wXNS5DTSdgumKRzL+Ul9TMA0V2kKoFEpMNA7N9HSyGk4+zX8IikO/gEJfAN3Eazu+R4vixmM8VpnLUmYwqFVq4A36MFxX2utnTmkuhjKvAkFrHUs4acrGx309/YRr+YhAJvebrUdRqSvETP1QWF//AftfUAWZZfnnew8+LqkwC8UopzWQkIBDEBJHYgyJMQRhIGNRGfDpoTehze9AmSY/rviC/DesL38zWvmef9uPuFs0k1BS4yNV17Pk7RhDBbTKAbXtlRIzc/J5UOisUA9bEC1+o25lKJThRAJ9FlJk/D5CX4YGbzt/3obre9/o11RODic0eDwpIU+K/Ju+0+W2LdZjaPZbsTBvAgwXDsK25pf8dM1LP96372TnGOMSmeDBgsQYQqYZUGm1SDKAOjLIY2PUqFGXeVz0BXVLRDo8Isf3v//9uOdCyYzHHnsM7e3t7DsRSUBcf/31KCws5M6HFStWdJGJogTHz3/+c04yUJLgF7/4Rbfnpo6P9evXc1KEjg0bNvBt/Xk+X/3qV3Hq1Ck8+eSTSIS77roL9913H6666iqW0rrtttvwv//7v30mKug1ys/Pjx4ktSUIQu+UavK6JDVihRas3Y0zCS1gKVGTzUmNoMeBoCPcqZBp9BOvg3nJh6GddnsXMzTzFe9lg23D1JthWni5zGIyoLbwTw65EQ9VXI33VFzT6305sL3hWzzX/Ju+C3Xp6H5f/091b3NF1z8bNuDkqXeipt5UQUYVZb1B1VCUFGIppnFXc8eSIAhCrEiMcTkSYwjCwEKv1HKxkZI2suOATJgpqUFQZ3Gg7TyyAVq3zraMRr46M0WufUGFrgFbY8Y8HjqjNBYgf9XXYV78IajKJ0Zvp25ry/LPcqGR5ZrPsGxxKriteD4eqViGjw+5AWMNYVn2ntCPX4a8lV+FeenHYF76iX5fe4/9NJ5t2oy1bQfZX8ZJZtgBL3+mXXv+2+fjjbPvhmbINO4GNy/5SL/nIwjCIE5stLW1cSdE5w1+GlMgEg/kcbF79+4uR3dm3T1BXhWUPCDz7B/+8IfsnXHDDTewHvpf/vKXy+ZHer0kKRKBOi8oMUDSVBEPi+6koeic9FhKjNC4s1xVIs+HzkleJCR/lYjZNyWTaC5k3k5yVNQxQwkU8hOhJE1PUJcIJX8ix7lzYUkaQRCSj37C8nC1DUlRTeh9YzoevOd2wn1sTTSoSRekaeprOIpQwJeya/jqDqHtnx9F6z8/CueuZ5CtKLQGXlgb59wLpS51ARzpE1MSKpbKN2rt1o1edJkkQaI4gx2Bn9NgCVeQ8YVUUJlKYkoKFdz6A5gXvr+LDFuy8JzcgNZnPon2F74GX+2BLoFr0JOa1n1BEFKPxBgSYwiC0DPqyklQXZQbpQKSRLp0u4OKitxH3s5IMRZdM2BrSNn5aW1Ivnltz3wCbf/5LEumZivaoTO4y7/PzoV+FrqNNw5BZYyyxNSpoRt5RUxSUX3h6BRfOAIeqPI6EiuxeOspjYXIu+6LyL/5e9BUTECyIU8Q2+rH0frPj8Gx6U9d4t6Q15X2+FsQspEB05NH5tlkok2eGl02E4JBHD16lA26Y4Fkq8aMGZPwPD73uc/h4Ycf5uRGeXl5tH3ztddew4ULF6KeGhEo4V4y+DAAAL7aSURBVPHWW2/h2muv7SJhRUdvkBzVRz/6UR6Tl0cyns+nP/1p9iehI1EoofGud72Lj+985zv8upN/x7e+9a1u708eIPGYswtCNuM5vRWOjX/gSnrzsk+x7mQ2oR9/DTRDpkOhUEJpCvvl9BfXwVfh3PIEj0lfNG/5Z5EO/G0XYH3pmwh5HVCXjePKnWQsbi/FfeStaCWV+8ArbKSYi5Dx91brMRRqzJhmGo5c5J7ShXi7bR8qtUWYVDwHgeUm+C7shbZ6BlQFVRmdGyU12l/6JoL2RihUWv58Fj3we/58Wl/5NgJtF1hfmn4v5KI5oCAMZiTG6B6JMQQhPZCfGBk4+xuPsVmyaV73Sg2ZlErNv+l7CNgb2SxckQS5IvKNa3/pGwg6mrmAJW/VN6ApTXyPJh7sG/8Az5G3+LqWqz8J7bDZSb8GSbX6zu0Mjx3N8J7ZCsPky71Oc4Gjzhpc8LZgtnkU+5nkGnPNo3He04wWnw0ri2bCXH4dXBRXKBQwTL4ho3Oj/cz2l78Fz/G1LAdG/oUkP0zSYe5Dr8Ox5S/cRUNdNZqKjk4bQRhsDJjEBnVmfOYzn+GkQmc+/OEPswQUdU6kA+qc6C6REGlh/8pXvtLl9u9973v8vc6JjVggLwzqrKANEpK0SgaUjPna176Gb37zm916e8QLSW5R94nD4UjK/AQh23Fu+QtCHhsCHhubOVuu/jiyjWRr3vrrj3Q77o12vwN/rHsbrX4Hbi+Zjxnmy01J+8J3fhdvGvN1G47yhrIqv/fW5URQFw2H9+RGHquKcjMhQFBrNZl/E4ryJZiag8kNquSiI4Jq6HRoh05HNuBvPImQq503HxAMcnBvW/O/UKhU8DeGTdS9Z7cj0HIG6uIR3Z6DjPcQCiRlQyBZuA6+hkDLaZbv0pTFViAiCAMNiTH6j8QYgtC/4glfzT4euw+8zH+TSSIom1CotUmdE3UwcFKDCAbgbzweU2JjddsBvNm6B0N1xSxtpFPGv6bynlgfva7n1KaUJDaUhgIoDPm8diTUhcnpbk43Z9yN+FP927wBv9t+Cp8aehNyDY1SjbtLr+xyW9YUsgW83D1EiT5KtAS9TrgPvYmgrRHu4+tYLlkR8PPvhd4SG1SkRzLB2QL58rj2vcgSaCSlnIriRGFwkXOfIJIrIjmlzthsNuzcuZP9ISZM6Nr+Rb4P3/72t/Hd7363zy4Igoys6+rqutxGj+tJ6ikWGhsb8cILL+D5559n74/OvPvd72Y/ipaWFvbdiEf66dChQ9Fxsp7PBz7wATZcp+q0zt0vffHb3/6W3xd6LqNHj+bumSeeeAIHDhzA448/HvN5BCGXUejzAGdr1JhsMKAbvZA3bGnxrxt7VUyP2WE/iXpvG4/fatuXUGKDujSokoquq7SU9diBQhvNFBgp88oTkh/ST7mRg4+gux26sVcjG1i8eHHcCeNWX4cUEiWUhOQS8rsQCvrDY/pdgBB8pzcj0F57sdpQCVVBNZTG7j+nJKlme/PHCHmdMF3xHtYPTjWeoA/uoLdH7WnaSKFkLeE9vRUFdz/OVZmCMFCRGCOMxBiCkF10iSmU6kHxt1iVV8FrfSpeovhKO3RmTI97vXU3gqEgm4Yfdl7AdHP3xSS9oa6YCN/58H6TpqJnc2qSqqJq+URiPpKQzV/1DXhPb4GqeCQ0VV33iHIlxiCzeUpqEBJfpIAQxbIuVluIxBkBay1cB2vChVNcEKWFctLK7h8eCsG+9pdcpEcFenkrv9LFozFVtPrtMCv1nDTqDtsbP+LnkXWJJCFnybnExurVqzFzZtc/bNSlMWnSpMuSGgRttJNk08svvxxTF8Krr77KXQadGT9+PA4fDpuUJgJt8FO79jXXXK5pT7cZDAb87W9/w8c/Hl91d08eHP15PhqNhiWk7r///rjmMm/ePDY0J/+Ompoarswif43nnnuODcUFYTBgWfYp7tRQ6MyD5g80yesU3PEz3pDtzkuhyWfFay27YVbpsapoFi9wqrRF3G1Gi60h2sQksah6PP/Gb8PfcpaDne6qUAKOZparoo1lTeVkWK77Yo/JjR22E9hkPYpxxkpcVzgjejvNUzcmu4ymLRYLlMr4LLJuLp6LF1u2o1BtxlxLelr5BxMKlQ7q0nEcYFDgodQY+HYKRpQW0ucNcadGT8Gve/9LCF304XDu+lfKExt13lb8puZ1TmysLJqFpQWTu9W2jkDPg37GMQg2U4TBi8QYHUiMIQjZtdY2zn+IN/lpTUqa/gMdquAmmdlA6zmW3uluM3ZN2wGc9jTiyrxxGGsIS5IO0RXhnLsJaoUKFdqChK5N8lMkr0trNk3V1G7vQ757FPNBpeH4j3wour1fwIN/N21mSdhbiueivNOcKHljmHYLcjnGmGyqxjTzCNR4WnBN4bSUzm0wEgr6WN6NiuygUHEnOEhu323jhIZCb4ZCoYK68vJ1PEE/PxHlAeoa957aHPbcTCHPNG7Cdttxlj/+cNVKWFThmKgzQWdHjBHtzBKEfqAIRVKsgpAFWK1W5Ofnc9VcLEHVQIB+BKkygpJfor0uDLTPxm9rX8cpVz2PO2+gUiVVu9/JC2IKPlIBa49u/nP06/xbftBt8oUq17955h/RiqMPVq3ACH1ZSuYUCvj73W5Lvyfpc1FRUdHj52Lp0qVYs2YNJ5Zps05ILZQEsL3zc5agMsy8G/6affCd3wkoNVHJNP3kVT3qYju2/R3u/S/ymCoU82/4Zkp/Z7zVuhdvtO7hcYkmD5+tvjywJsNz2+s/hL/lDPSTVsI0N76CB2Hw/D0ZjGs3IfcYjJ/TgbCOFJLPQPhcnHDV4Xe1b/BYq9Tgm8PvhlKh5IKNg87zqNIWoiJGI+pEaHnqUYTctvD1h8/l5EZ3vNKykxMwxFhDJd5bmZpNZY5hQsGEutPjiTEkvkg/rgMvw7X3eagLhkI3aQUcm/4IBHxhGSqFAgqtCfm3PNat3HTQZUXbvz8ZlrKiooUVX+oxWZeM3xl0vy+ffjIaU99Xtrjbrin3kbfh3PoEFIYC5F37eajyM+uVKOR+fJFzHRuCIAhC7qBCR9WPqtMfu1QlDrpcm7wM6JqhELexK03F3d6PAiGDUstVVfQHmcbJhvwT7Kv/H5sDqsvHI4+6RxLUOl23bh3L/d1+++1Jn6eQGCSFRh1EUcZfHV3s+c7u4LGmF41m46y7odRbuGuDEiCphoLr1e0H4Av6ObnYHVQdmX/Td1I+F0EQBEEQhHhQKTriCyUU/I/QK7WYZR6V8hdTXTwKvgvhAhF1Sc/XMyo71vomlT4lc/HVHYLtrZ8iFPDBvPiD0I1ckPC5JMbIPshUvrOxvG743KgUmr/+MNTlE3r00KSuI8uKL8N7chPUZWMTSmrEA8XRk4zVOOA4y5/3Yfru50Wd6emQ3RUGD5LYiBHy73j00Ue7/d7w4cPZS0IQBEHoyp2lV3B1uEVtwJV5l8sFphKSq8q7/uvwN52Atno2lLruvQQ0ChXeW7EcexynMEpf0aVNPFn4G49xUoPH9UfYl0Q3aiFSBUk0UlXViBHxawtHCHldcO54miv3jTPvyJpqGu/5PQj5nNAOn9fvyrRUQwt87fA5fd9PpYZhavoMF4fpS/HZoTfDEfCgSpeYHFy6CTpbYXvrJwhY62GYeScMk1ZkekqCkBQkxhAEQYgPKpC6rWQBzngaMM8yNu2dJyRX5Tm+muWHtSO7Gk93ZlH+RCgVCpaiWpzfs19Hf3DteTbaHeza+a9+JTbSEV8Q3rM74Dm+FurSMWld//a1zvTV7IOqeBTUhUOR7ZBEFR19oSkdw0e6eKBsMWq8rShSm2FUZY9heW+4DrzC0nIkD2e55jNsai7kFpLYiBHy5+jJTJt8KQRBENJFs8+GXfaTqNaVYLxxSFa/8AVqE+4ovSJj19eUj+ejL0iTl45UwabRZKBGxm8KBZTmUqQSCjz6CyU13IfDbf6BtvMouPWHyIZ2bOfWv/FYO+pKWK76aKanlLOQaXhPxuHZGnT4m07ymNrX9eOWJtz11B8C9ia4D77KXTr6iSuhiNPvRhAuRWIMQRCyBfKcswZcWJA3LiUdzMlkft5YzMfYjFxbodFBP3FFTJ0lqUpoRFCaOza3yY8k2+MLLlR55xccE7GXiaUcuhHzkjK/hOfkdaL9xa+H/R5UWu7C7k6+WOgbUkIYquteJSEbCfk8cG77Gys8UDGk+9BrMM6+JyNzcR9bjUDzGejGXsXejELsSGIjDiMlOgRBEFKJ1e9Cq9+Oal1xtK36UkhTts0f1tX8SNX1ObV4GKyoLKXIu+4L8J7eygZv1E2S7VCnRoSIsXWm8dV0dEf6aw9mdC5CelEa8qNjhdbM/iWZwPbGDxFouxD+IuDLOuNPIfeQGEMQhFRD0pjnPE3cQV2g6r6ogQx/yfiXOOtpwkPlS+WNyQFM89/FFeYhvzdruh96I+RzhQu9sijGCFrrOkysA17utJfExiBBqWKfksjnkOSrM4Hn1GY41v9feHxyAwrv+n9QaFIjXzcQkcSGIAhCFnViPH7hZTa+m2IahgfKllx2n2AoCFvAHQ1SbAFXr+ckw7oDznOsN0vVV6nmlZZd2GM/hWnm4VhV1LOnwGBEUzmZdVCp44AqvvWTVkA3ovtOwGyA5KeoU4MWeqYFj/R6X/JqeL11D392ry2cgTy1ISVz0o26Er4Lu1kmK2RUsEG8fuJ1STm3v+0CAq1nWX+W/CWE7IIMzCkYDljrWGs4U50SpGkcHVvrMjIHQRAEQYiH55u3YZP1CNQKFT5QeS2KcPk6rd3vjI6tncbd0eKz47nmLeylR5JQqVr3RWjwtuPpxvUIIYR7SxelRDY2V6HuVePMO+GrP8J+ftQlblzwEJRaI7IRkralohAykCYpKt3o3qV5j7lqOelG/nBzLKmRVFIVDIGqaDgCLWcQ8jrhqz3IcRtJE/WXUMAP3/ldvGEei4qAkF5IDjjv2i+wKoAqvzJpcWW8BDvFFxR7U4GhShIbMSOJDUEQhCzhjLuRN4aJI66aHts77yhZgDXtBzBcX4rxhp59D+q9bXilZSePqUpronFIVHqGNoap3ZEMi7WjFiZFm5YSM2va9vN4bdtBzDaPlsDjEjxH3+EWV8LeeByaikn8HmRr4BGL/FTQ48C+Db+Aw34WB8fMgCPowbtTVOVHwY+qcCjanv8yQs5WODb/GQqNAboxi/t1Xn/jCbS//C2uIKNFbf7Nj0Ghzm4JhsEG+alQ4J5pqD3due1JKPX50E+6PtPTEQRBEIQ+OewKdxr6QwGccNWjSHO5zMkVeeM5XiApqpuKe/cHe7V1F446w7GKpW0Pbi/p8HXw1R4I+9sNn5eUjWHi7bZ9qPG08PjNtr3dFn8Ndmzv/BwhVzuPFXoLTPMeRLZCa6lY5H4cpzbjwJ4/or2oHM8MHYcqbVFKvOEoOZR/wzfh2PRnuI++Be+pTfwZLrzz5/0+t33N4yy5RZgWfQD6sdIJlW2oS0fDsvRjGZ2DbswS9p0JtNdAP+HaHg3hhe6RxIYgCEKWMMZQiUKNGa0+O+b1UpEyyzKKj77QKTVQKVQIhAJcoaVRdPzKt739M/hqw0kIo6MZuqk3cdKkP5AWr16p5eQMXVt/4QAc9cehHT4XmsrU6sv2BXW3uHY9A3/DUdat1I1elJl5dGq9RijAep7xsmrVKjgcYZPA7vCFAjjkOIcijSUtMmXOLU/AcmIzRvgdMLlsaLoqtdVISkMBFJ1et4CjKarZ69jyBEJ+D4xzH4C6YEifnwlPyMefWV/9oWhbfKC9FkFHU0Jm6ZRM3GA9jEptIW8QCJdDvi2eExs4qWecfXfOvUTULUIBB3nmpNusVBAEQRASYb5lLF5t2QWTSo/JpmogXEfVBTL6fbhiWUzn6+y/YVB2+F356g7D+tr3eX3r2v8yCu74KaDR9zvGKNF0FAGVBlRwbn8aUGthmHJDRvy2OuNvOQPnjn9AoTXCNP+hzBUsBTrFGAFfQqfoK8ag5FKjz4pJxqHQkHdgCqH1uHPN4xjiqkdV7QnYjXkIDok/booV/hypNFBcfF5BRwvHCrTWo+4SkgeiLg7jjNv7PJeXCqUUSj58F/ZGb/dd2JdQYoPmsd56CE0+G5bkT0Jxp58HAdH3y7H5TxfjwAdzTkqM5OQKbv8xS8pJcV38SGJDEAQhS6A27k8PvRmugJfHtIjpr3H3wxVX44jzAktbUcASwd9yOjo+cn4z/mGxYYi2CO+rXM4bvYlA5/9Q1Qocdl7AOIcb/jd+Cn8oBPfRt1Fw24/ZZyJTeE9vgWvPszz21R1kSah0VUJQd4xt9S8QaD3H7a3akVdwq7N+8vVQGhLT8Qw0HYfz6HFoh067zK/jqYZ1OOg4xwvxRyuvwwh9h6lgKgi62vizFgyFoAmqsbBkXsq9FvRTboT7wEtQ5g+BfuzVfLtjy1/5feax24r8m77b4zlcQS9+W/M66rytnIC4YcgMKHY/y1JH6pJRXYwY4+GJ+tXcuUTQazLRODSh8wxUSO7LselP4XHDUa6Q0g7LPck6hSoz/h6CIAiCkAhLC6awjI9OoeZiJ4e3583rWLihaDYsKj0XUC3Kn9hlkz9StON1teJXx59CrcGA20vmY7ZldMLXW1YwlbvOSYpq/KZ/w3Vxs5g2M80L34dMYl/zv1HvLYVKC/OiD6Tt2p6TG+Hc/hSUpmIY5z0I9/6XoDQWwhDD5nt30Kaq78jrcOv00E9Y3mWD9bynGb+qeZVlkccaq/DeimuQSoIeG5ShECq0BexBeY1hZMoLtgyTV7LkbcDRCtOc+ziWCq9d/xA2l647BHXxSGirZ/Z4jq22Y3i2aQuMSh3LvplGLoDn2BpAoYA2QZP03Y7TeKl5B48veJrx0SGrEn6OAxXH1r/Bezb8GtnX/wYFN38fuYgkNRJDEhuCIAhZhIY6K5KgU0s68LSRPqRsNN70NGGr7ThWFc2K+myQv4Nr178BlRarSws5iUIL1iPOGkw3X96eHiukeUuHp2UD7JHETMCHoLMlo4kNqt7o+CLExnDpwn3kzWi1jnPnP1F4z68TTmgQ54/sRtvL30FVoR7u/S+g4JYfsHxS9PuesPkdvae0+E11YsM4625umy0N5MO8+IPQXpQ7SyX+mbfgj+V6tAScuMlfjytRgFCn95QCs9444arjpAZBmtM3jpyDgtt+hIC1lvV+SW81EbwhfxffEeESgoEuX4Yu+VoQBEEQhNRgVoWNaPtTOEWP9dXsYy+yAp0JzzdvxwHHWTxSsYy7QbTD58C9/0U2Ym4sGYrzOjV3KK9uP9CvxAZ1fMy92M3eZmvsVpc+G2KMzmvRlF83FIJjw+/4+vR6q4uGo+C2/+nXOU+8+DO4T2xEVbEZgbZzMC96NPq9C54WTmoQ5z3hbulUoi4dC93YpVCc2oT84QtgmXBryq9J3dq7r/0AXm/ZiTKtHx8IuKGj97TTz0xf7/HG9iPh9ybgxh7HaVy78APQjbkKSn0eVAXxd4NHOkC6izUEdFVCiCDxxaBDEhuCIAgDDH/LWVhf+jpv7raaLDg/cwECKjVeb90dTWwYZ9zBiyyFRg998wbA3cAtxcnSLdVWz4G6bBxXZVNFNi1OM4lu1EL4aw/A13AU+nFXJyQzFAukoRqw1UM3ekk0eaHQmrpWeie4aR5h5+a1cJxpQlXhUE4akYFx58TGNQVT8ULzdm5Tnm4eiVRDVfeFdz+OdLLXcQbN/nC14Zq2A7gybzxMcx+AnczWvC6oiofB+uaPoR+/DNrqWZc9foiuKCqbRokfahWHqQhKU2yff3/rOU7maKumQaHtSETeX7YYb7ftR6W2AFNNw5EOKNh5qnE96r2tuK5gBsYoMpdA7AtqCydNZc+J9SxFRTJ1giAIgiDkBo51v4HnxDoe7x8/Bd6Kai6o2W0/jYX5E6AyFbOcStDZhha1H4r6d3iTd7gueWsTw8zbYV/3W15TG6bfgkxjXvgBOLb8hdf7VOyTCkhuldZOZHIdWddSNwHJX0USKzTuL7t27oTf2hZObLSe6/K9qaZh3I1Q523D8oJpSDX0/Lj7JY0dMMTqtv0IQcHysged5zG3eAx3wFB3jCqvEp4TG+GvPQjj7Hu7xAARxhgquHiK5j9SX8b/ayomxHTtUMAH3/ndbABP8VWEOZbRqPe1oclnxbWF05EuDjjO4eWWHShRW3CLaRZSX7qWOMY59yPotgEkRXXFI5mejpBmJLEhCIIwwCCppUjFusHWArPLjnZzAev+dyYixfSeimtw1FXDrb4lmsQ7CTqj0IRN2GixnWntW56PSg3zkg+n9BruY2vgWP9bHnuOrY1WTVG1UdDeBH/rWZaiUvYz8FAVDofiolSSumQ0bxB3Zn7eOD5Shb/5FDwnN0FTPg7aYb2bS6aKal0JV+9R5dhwfThYZtPvG74Jz/F1sK/7Nd9GVYWFdz1+WYdModqMTw29EQ2+dozQl8d17bB+9Pe4GkhVNJwlr8jYmhipL8d7K+I7X3/Z6zjNnirE883b8OmS7G5PN0y7hQ9BEARBEHIL77md0fHopnocrqjmjdsqXUeMQet+VV45qKTpI1XXwxZwYbyhKqnFStrh8wGFEgpl/7w7koGmagp3/aaKUDCI9pe/jaCtnr82L/04dCPDZu2Waz4L157/sBSVYXr/Oxqo4MS/7yUKnFgy91LJ4Y+lUAIpFPCzD1vI64B+4oqMeZVQwRPJOJNkW0T6yjjzTj5an/kkdwmxg4lK061BO8m0TTJWw6TSsYpBPNje+km4y5+SOld9LPo+UwHWzcXpLwZ6oXkb2vwONHtt2K8ow2JLfM8nndDvnPxVX8/0NIQMIYkNQRCELIKqmqgiI09l7GLMFw9kbEZBBSUVTEUj8K4xd6Eh4AybBXaDVqlmD45UkK6khuf4WjZ2o41+Mo7ORKATaO7wLQm0neeqG6om8yOIY+PnoUSzHHlJ6IhRqDXQzLwXBSuvZh3ddD7XoMsK6yvfZS8K934gb+VXoa6YCPe+5+FvPc+JG03Z2LQEHR8fsgqtfgfGXRIsB73Oji8Cvh5bxkmrmY548dXuj7Y4k1dKyG2Fwtg1adjfDgzy6rjgbca1hTO4G6U3itQdgV+xxpy0eQiCIAiCMHCwB9wsj1OmyU/4HNQtwB0bCgVmTrgVptLhbOw97GKRyaWkyhMhUcnQRNa9ZEgcdFthnHMfNKVhOax0EvI5o0mNaLxxccO73pKPpvl3sJl3xPS6P2gqJ0FrqULBLTdDlebEgmvXM3Dte57HvrpDyL/+a+zZ4t7/MpSWUhim3ZqW9/3B8qtwzFmDUm0+Si8p+At1ijEoAdMdlOgbZShPWObt4hfw1eyPJjaS2fH+36atXOBFPpwRebqeKNJYOLFBFKr63xEkCKlCEhuCIAhZxDNNm7DDdoKrYj5cuRJ6xL9prS6sRv6tP+TNdTLJLtAaMZAtjAP2JtipU4JM3ciQuHgEdGMWp30eujFLuE2cFrq68ddEDYafbFjLhuq00P1g5Ypoh0F/oHORbBL9n06CrlZOakQgOaZA+wU4d/yDv/ad34XCe36VFuOzCm0hH5eiH7uUA4NA00n2kkm2Sbx26EzWj6auKJJbUxiSW710wHkOx121PH65eUefiQ0Knqjrqs7XhpmmkYBbfCsEQRAEQeiApHF+XfMaPEEfFuZNwNX6DsPveDCRl9rohVDqLFCXjMTlYp8DC/LG857eEjUJL7zz52mfA/mZ6EYv5oSSQmeBdvQivv2suxG/rn2NN8THG4ewz0kyUKj1fM10QzFF5zE9L9vrP0TQ1Rael0oLw7Sb0+J3OamHYkDzwvfDseUJKA0FMExPzKC9Jyim0w6bC++ZrYBSxVLOyea1lt2c3KRju+0ElhZM7vX+D5YtwQ77CRSrLRgWSl4RlyAkG0lsCIKQs1DFwXb7CUw0DsV9pYsQQogrEXRKDd+Wi+xznOX/nQEPTrrrMUnZ4Z0QDypLGR/pgrpDPEoF/lj3NpvLkf5nX4ullM0lQ6bNFOAV3PULhDz2Lq/9eU9Lh5m3tyUpiY1MoSocxm3q5CWiKhgK7Yj5cB96rUslE3VIpCOx0ZsMWt7yz/brHNtsx/FS8w6UafPxcPnVnGiMQJq3+bf+iKvnOLGR5OQSVVJGZLa6S9x0xzhjFcahKmxWiO4ryARBEARB6Jtabyv+UvcOAgiydxbJTJLe/hlPIyYYhiBPnXuVy8dctZzUiMQaiSY2ePN1SOr9FTrLE5Hk1C7HaTzbvAWFahPeW3FNQh23CU4gKwyJzUs+BMPMOzihFPF1qPG2Ro3gz6XBzDvV6Cevgq/2AEJ+N4wzbqeADkGPLfr9SIIjk1AM1B9/OIrv/1L/Duq97biheDbmWrp2AJHMmL/+EHfkp8IPkmSnm33W6LgvKP5ZnD8pHF84JL4QshdJbAiCkJNQW+Qm6xEe77WfxpL8SdhtP4X17Yf4tttKFmB+XmYNqxNhpnkktliPwqwysPkYwn5wXaDFxXF3LSwqQ8wbn6ki5HXB+tr34W86gZbKsTg7djS3p7/ZuidtiQ2qyDfNfzfch9/iTWeqasoU7J9xiYfG8sJpeLF5O0q1eZieBENps9kMlSrs6ZBuKKC1LPsUgh47myTS1/oJ18F3fg93blCbeCaqvFJR0UTG4lQNR8nSBZd4lqgspXykAjI2/1DVCt5YmWJMjUScIAiCIAjds6H9cFR+ZU3bARSVmPHLmlfhDfpQoDbhc9W3suZ9LkGynW+r9sEV8GKGeWSP92vx2dl/bLS+HJokSBv1B/ZM2/A77oDeMWU2fHkWNHjbsct+CksLpqRlDsaZdyHoaOENdtPcB5BJLi1Ym2Yazmbe9Joky1A6kzEGGWwX3vcbIOCPJm8ovnNufxpKcyknPnIdiinOuBt5/GrLrssSGyQvTJLSqeLe0oXYYxzCUlSjaZ9BEAYIktgQBCEnMSl1XK3T7nfAoNJyoEEbgZ1brnOR20rmc5KGNC+1CjUcnsurI55r3srJD9pUJgmasYbEujqSgffsdk5qEOaaQygtL0RjfnHKNHV7gkzm6MhGaFP80o3x/rBkyZKMV810Tl6QMXf+Td/BQKJSV4hjThf/jMVS0ZQKc3Q6BEEQBEFIL1Xkh2brGLf47ZzUICjhQYUPpj606bMNMjH+fPVtXDFepDZ3u45s9tnwiwsv8XMdaSjHo5XXIZM4d/8bCPq5E3va6UM4MW0er8uoACRdkOxr3oovIRuhavqPD7khqefMdIzBMr4XpXwJ/YRr+RgoUExBn2EqUqzKQHEiJSvnXJJMEYSBgCQ2BEHISegP84erVuC4q46NhCkRsKxgKlcZ6RQaXJk/AblKsSZs1hZpL76UU+766PfPuBsymthQdqoe0qqNuH/EzajXKHJWCkwQiHeVXYV9jjMo0eTltHSYIAiCIAjxQd5WtPnvDwUw2VjNUrdTzcNx1FnDhSq5ltSIYFBq+egpviC51EgC57S7ge+Xbi+3SzsUgrYGHk8snwVD+RKWopLCDyFXoT2LD1WuQKPPiikm6coWhGQhiQ1BEHIW6tiYbRkd/ZpaKr8y7E4MdEjr8j9Nm1mKqrd28nSgKR/P0kS+2oPst6ApHIXMpVkGB8eOHYPT6cT06clpOxcuR6tUd/ndIgiCIAjC4GGCcUh0rIACD5QtwUCHCqWoY7XW04rF+RMzmtQgzFd9DO79LwEaPQyTV2FaBv3bBgsSY6SeYfpSPgRBSB6S2BAEQcgxSI+TEhpqKDMedCTDSE2IP+hwu92S2BAEQRAEQRCSAnVzfGLIjfAF/Rn31yCUeguMc+7N9DQGFRJjCIKQi2T+L5YgCIIQNxpFZozdBEEQBEEQBEEYmGRDUkMQBEEQYkUZ8z0FQRAEQRAEQRAEQRAEQRAEQRAyjCQ2BEEQBEEQBEEQBEEQBEEQBEHIGSSxIQiCIAiCIAiCIAiCIAiCIAhCziACioIgCIKQQ1RUVMDlcmV6GoIgCIIgCIIgDBAkxhAEIReRxIYgCIIg5BCzZs2Cw+HI9DQEQRAEQRAEQRggSIwhCEIuIlJUgiAIgiAIgiAIgiAIgiAIgiDkDJLYEARBEIQcYufOndi9e3empyEIgiAIgiAIwgBBYgxBEHIRkaISBEEQhByirq4Obrc709MQBEEQBEEQBGGAIDGGIAi5iHRsCIIgCIIgCIIgCIIgCIIgCIKQM0hiQxAEQRAEQRAEQRAEQRAEQRCEnEESG4IgCIIgCIIgCIIgCIIgCIIg5AyS2BAEQRAEQRAEQRAEQRAEQRAEIWcQ83BBEARByCHGjh0Lp9OZ6WkIgiAIgiAIgjBAkBhDEIRcRBIbgiAIgpBjQYfD4cj0NARBEARBEARBGCBIjCEIQi4iUlSCIAiCIAiCIAiCIAiCIAiCIOQMktgQBEEQhBxi7dq1WL9+faanIQiCIAiCIAjCAEFiDEEQchGRohIEQRCEHMJut8Ptdmd6GoIgCIIgCIIgDBAkxhAEIReRjg1BEIRBRiAUhCfoQ65Ac633tiEUCsX1uJDfA8/JDfDVH+nX9ffYT+PphvU45DwfvS3osiLocWT0PWzx2eN+TVKFv+UsvGe382suCIIgCIIgDD5cQS+CoSByhWafDc5A/GtXf/MpeE6sR9BjT/jadN1nm7bgheZt0bgsFPAjYG/K6PreHfAm9JqkgpDfy/EFxRmCIAg9IR0bgiAIgwhawP+29nXYAi7cWDQbC/MnIpux+p3435pX+P8Z5pG4t2xRzI+1vfUT+Gr289h81UegG7Uwodfr6cb1HGDsc5zFl4fdDtWxdXBs/jOgVMOy9OPQDpuNdOIL+vFO2z7sPOfGBNMQPFR+NRQKRVrnEHS2wrb6cQQdzdCOmA/3gZeBUBDq8vHIX/UN5CL0HjuDHphU+kxPRRAEQRAEIad4pWUn1rQdQIkmDx+sWgFzlq+n3mzdgzdb90Kr1OADlddiqK44psf56g7B+ur3eN2rKhiC/Jsfg0IV/7baiy07sNN2gscKKLDKPAHWl7+FQNsFaComwXLdFxM6b3846qrB9tajOHwOeE/lMozUlyPduA6+Bvf+F6EqrEbQbUeg6TigUMJy7eehHTINuYg76IUKSmiUsv0qCKlAOjYEQRAGEfscZzhJQJu4G63962RIB6fcDTxfYq/jTMyPo+fnqz0Y/dpXcyA6rvO2Yl3TTtSdWI2Atb738yDUZRxECK79L9EFgIAP7kOvId00+Wyw+l08Puy8wJvx6ca193n46w8jaG+EY8tfEAoG+HZ//REEveH3K5dwu9rwt72/x2MnnsSTDWuzphNGEARBEAQhF9jQfpj/b/JZeYM829ltP83/e4M+HHFeiPlxlNigpAZBSYigu53H1KmyzXYcu0+/Dc+5nQgFe+9c6dzZQvGF79wuPl/4GgfhbwonPdLJCWctBTxcRLXXHnvclSyCbhucW5/gwinfuZ3wnt4S/kYoCN/5PchF9p9dh5/v/y2+e/YZnHE1Zno6gjAgkZShIAjCIGKEvgxKhZIX06MNFXE91h8K8Da/RqFCuhipL0Oe2sjJjWmm4TE/jjoYtCOvgPfkBu6soK4CwhFw47fnXsKVG/6No7ZmXNCaUX7TYxhaMb3b81DV2R0lC3DQeZ47RiwqA2yFw+C1NfD3VYWxzylZFGnMMKp00ffTqAyPL4U350MhKJTJr2FQaDqq8FSmEkCpAoJ+aConQ6k1Ipeg7pOm5z6L8e2nUWm04LczZmOP/QzuLF2AeZaxXe7rCwXwRutuTixdWzgdxRpLxuYtCIIgCIKQLVBcQQkC6oCo1pXE9ViSYtIpNUgnM8wjoh0b441DYn6ctnomdxSEfG6oKyZCaSzi219v3YOTB57D9L2rsUuhhHLkfMxd+ViPXdWrimZDqVBwJf/ygmlQhWq4M4E28RUaA1SWMqSbYfpStDptHCv29pqQZFYqukkU1NFAn4OAl18LdckIhNy2cCxXPQO5hnPXMwht/QOWBb1YM24avuqu59jivRXXRGO5CCdd9dhkPYJh+hIszp+UsTkLQi4iiQ1BEIRBBG2Ef3roTWj3OzEqjvbiU+56/KnuHe5aeKBsCSbEEQD0B0pqROZbpsmP67HmJR+Gf+K1UBoKosGBPeCG2tEKg60Z3lAAfp8bu4+/0mNig5hjGcNH5/O6j7wJhVoH3bhlSAfeoJ8r4Eq1+Vgwex4KWiqwTnWGE1QkK0avU2d8dYdhe/unrE1rXvwodCOvSOp8DNNuRcjrZB1gw4zbOJkRsDVCU5l7C3GqitO6nVArlDDYW1Fps0JhDuHt1n2XJTY2W49gbVu4E6jN72CpBUogpVsKTBAEQRAEIZt4V/lV3GldqslDgdoU02NoDfXXhjU46DiHsYZKPFyxDCra3E8Dywunc9GSQamNS4ZUXTwSBbf9GAFbA9SlY6JrwGa/DeWN5+AJ+aGBCqpzu3Ha09CjnFOe2oC7SzvJ5JaMRN6KL8NXfxja6llQGguRDkh2lxIshWozHlh4M3Tn1qNNqUCzzwpgyGXvl331/+NOCpKfzbv2i1Boui+wSgSF1gDLsk/Cfeh1qAqGwjDjDvgbjkBlLoEqvwq5hvfkJv58kfdMRc1xnKgejwueZvZtnG0Z3eV1faJ+NUtWkbpClbaIE4USYwhCbEhiQxAEYZBBXQh0xMNW63Fu1Sa22I6lLbFB6JVa6LXauB9HgYambFyX28q1BZhZMQ92y9sw21oQVGsQqpgYd7eCYcqNSBdUxfbLmlfQ4G1Htb4Ej1Zch5fce+AKeHE22IT11kNc9dUZ155nEbpoaOjc+a9+JzbIHFGhNUWDNwpiTFc80uU+qQw42v0O7LKf4oX+OGNyr6MuHQu11oihKEabRoX8krHwKRRctdYbVM3m3P4UXKQDXDAUedd9CUpjQVLnJgiCIAiCkAuoFSpOTsRDi9/OSQ3imKsWdd42DNGFOyDSQbzxUASlqYiPzlxTMBVvV02CqvY4d7fXlA/HeFV8XcxUIJTOIqGttmNsYE5Q4ZquUINWqx/uQJA9QKiwq3Mnjb/xWFQeiuRnydhbNzp+D8MIVIDF3eWdkiPaoTP4iH6dYl8Nkjpu9dkxL28sJyGSiaZqCgqttXzemiETOeGnUqhQqe09aaWwNqL1xce4q9w45z4YJl+f1HkJwkBDEhuCIAhCn4wylGOX/SSPR2fASC6ZrCqbj+A9T2L/mbdhNxdiZUVYpipbafC1c1KDOOdugjXgDFfC+Zr4tiL15XJISnPHpryq0/hS/M2n4Nj4R5aSMi18P9QFl1RmBQOwvflj+C7s4Qq1vJVf5WqqVHHMVYP17YcxTFeCawo7Apk/1r2Nem8bJ1Y+VLmiz6RDPFA3T/7N34e/8TiKKybgg2oFWv12TDQOvey+V+SNhz3ggS3gxDLdCLj2fY5vD7Seg/vo2zDOuD1p8xIEQRAEQRjIUMcxJReoK5nWtsUaM3KVCm0h7l/wWTSMXIETrccxa/iVWS9ZesBxLuorR7K7V+dPvtgxE2T5XUpWdUZpKGRZKJKf5a/N3UuO0Tmd256E7/xuaIfPg3H23Zfdx3thL+zUXR4MwLzw/dCNWYJUQZ4hL7Xs5BhqReEMLnSLJDX+Xr+Wxyfd9XikIrmd+MYFD0MzZCosSg1WVU3GKNcFlGvyo9ePQPHNwxVXs//lcF0Jyg5sgsce9uOgIir9pJXSHS4IvSCJDUEQhBRAEkFtfify1ca0tVSnkrmWMVxdEggFMTyJm8qZQqkzYtq49HVd9CYxddbThAptAcwqPWvW2tf/hqugdOOu5o3yCk0BKnWFqPW0YpShAhteW42Q24Ubl8+BSa3HTPPIy85rmv8u7h4I+TwwTL2JvSFeb9kNR9CDawuncbs54dj0p6g5oXPLE8hb8aUu56HNfkpq8Lj5FLzndvarMqtPOYL6tVETR9KYHWuoilb0Re7T6ndgGJL7GVTllfNBUGqnp2pBCvCuL5oZnovfg1adOdoZ01sCSRAEQRAEIRk4Ax42m6Z1Y65DnQ0frlqJ855mXntRl3auU1Y+lY9MQwVB7qAvGrdRIsG5+S9QaI0wX/VRXveSFBcZvSuhZC/DrW+sR7nNg7Er5mCaefhlMazKUoq8674A7+mt7C+iKR+P4646bLEdxWh9BRbkhTvlfRf2wn3gZR679j4HTfWMy7ro3fteDHds0Gd6z3MpTWxQwoDkZCN+ix+qWslj6tSIEIk1kgl7Pg6bE/26N79Ikoumg3CZj0Zvp84gkbwVhN6RxIYgCEKSoc3/39e9iVOuepYO+kDldWk13E4VQ3XFmZ7CgII26f+v9g2c9zTBrDLgk0NvhObUVnhPbuTvu3Y9A92IBdAUVOEjVdezzwhVs72qeIXbmBfmT+hxoUv+H8aZd0a/3nj6DRjW/AqWgA9vz74Fd0x/f/gbVHUVofM4cpOpGAq1Nhx4kMFhXnyG8/FCPhfeTkmECLeVzMdbrXsxRFeMScahHNST6d5h5wX2femuuyLV0GtM8lPUqaEuHArdmMVpn4MgCIIgCIMH0ub/W/1aXvvcV7YIU3vZKM0VaD2XbJnRwQ7Je5F3CcUaywunsZ+IY+MfEIx0Aez8JyxLP8bFUZSQII8NSpSdwG7uMllaMLnHGENTOZkPwh8KYOc738eIC8dQV1SBsyu/j2GmysuMxdkU/BJU+ZXw1e6/OE7t+6/pdP3O8QXJT1GnBiU1biqawwVn9LydATdOuOox0lAWLQZLJ3qWPFYg6Gjmbg1BEHpHEhuCIAhJhhZHlNSISAc1ettRlUa9WCE3ICM5SmoQ9oALtd5WDFN3MuCjKim1lg26A3WHUFA6Bqr8xFra8/e/AZeTTACB4fveAS4mNqj127H1r3wt0/yHLnscmfVZVnwZ3jPbWfNXXdphdBcvdd5WbLUdR7WupNsuEwokqAV8s/UoV5d1NlucZR7FBwVQf6h7i3++SK+WEhz0uGsLp3eRrkoX6pKRMJe8N+3XFQRBEARh8LHbfgqBUIDH5D02EBIbQvI54a6LSkxRRwUlNqggJ0Jk7D23C/qgH5pOXQXx4G86hVFnDnIHUVXDWSjO7gQm3sCJD8Osu7nrWzt8LtQloy57rHHegyxlFQp4oZ+UuIcEPU/yG6QCsCX5k9mU/VLmW8bCFfCgnaRkCzq6aSiWiMhPUTLo22f+GX5eF3/GyFT+M0Nv5uRbOlEoVTBMuzmt1xSEXEYSG4IgCEmGquoj0kFl2vyEjelyiVAwiJC7HQp9PhTK3JfeIgLtNQg6WrjVmhaY8T22Fq59z7MWrWHGbVCoOoz3ItAimVrAKUilToThulJoR1QiMPMO+OuPQjd2CRQqLdqe+zxCbiubluff/FhCz2VY3gjUqw4hgBCK80d0qZbKu/bzvT6WWscvbR9PBPLJsPqdPC5Um6Lt1p2hpEd1afd6vQQlfyJJw8OuC6jUFEKrUKPG29rv+QmCIAiCIGQz1KFKvgAEdbAOBoIeB/+v1JkwEAgFfPDVHeIuaPJ5ixfXwVcRaDrFkrWaignd3memeRR22E7CG/JzVwJhXvoxOHf8A0qtiQ2pnbuegWv3f/h7+gnXwnTFI3HPRaOzoFxXBJvPAb1Ki/K86uj3jNNvBejoAYqNSC63v1DR1EvNO6LyW++tXH7ZfUhSq68CqC22Y5zQ8IT8fB7y+yPZKkqGpDuxIQhCfEhiQxAEIcmQ7NSHKlei3teGck0BtN203w4kyGvA+iqZLx/jipy8lV+DQpPcBaDV78I5TxNG6Eu5eibVkA6t7c0fAcEANNWzkLf8s2jx2fF881ZoFGrcUjKvV21j21s/5uRGmBCMs+/p9nW7Yd9WXNN4DKaJK6AdEv6cGGfcEb2Pr2Y/JzX4/j43/M1hA/e4mX0XytVaqPw+GGZ2nD9dUDUVdahEIM3feN//55q3wB3wsf6yO+jFBONQqBBOoi3On5j0OQuCIAiCIGQTVBBDRSBUIV86CAqnPKc2wb7217yWNi/6YEp83k646njju7uCm1Ssh62vPQZ//WFApUHeyq9w8dC69oNs3j3HPBqzLT13R3tObmRPPMJ7ZisK7n4cSt3lUkll9afxsW0boNBZkH/1dXyburCa45kIvtoD3Y7jIWguhumqj6DgzC5oKidCOyT93dMUE0RwxRlfEFusR7HTfhIXG1ygU6gx1zwGzX4bppiGsdehIAjZzcDebRMEQcgQlMygwGMwQFVHlNQg/E0nWS9VO2x20s5PG+KP17wEm9+FIo0ZnxpyUxet1FTgO7uDkxo8PrcToWAAL7XswEHHeb7Nojbg5uK5PT4+6GzrdtwZz/G18J7dzlvzrp3/hG7UlZdVbqlKRkGVV4mAtRZKYyE05ROAg2EPjp5w7nkWnqOroS4by0Hgm9YD7E9hGpKPD1atgDkDgTDJRd1fthhr2g6wzNT4i6bgPVWyhbwuKA0d83yrbS+3iBPjDUOwqGAiqnXFXUwmPac2s35wCEEYZ94Fg2jSCoIgCIIwwCAPhMGCe//LQNDPY9eBl5Ke2FjddgCvtuzk8W0lCzD/YndDqgi5beGkBkGdG+d2o7mglDsOyKPxtLsB441DeiyeCrrauhRIUdETukls2Df8DnBbEbI3wbX73zAv/uBl96G4w18fNtTWjrqyz7kHrPWwr/0VQl47TAsehqNsFH5V8yqsCicWTl+Im3qJi1LJFXnjUe9r567wlUUze71v0BXugCf/wI7Cqa1R2a57SheiXFvQRUI66LbBvv7/4DmzFZrKKTAv+RBL9QqCkD1IYkMQBEHoF2woTVJLAR8bUNNGPEEL9H83bWYfiaX5UzDLcrm+aixQpwQlNSJja8CFYmVqgzpN1VS4j7xJpVW8iCUpqja/A/udZ/n7VMETkeAiU+2IwZ7n+Dr46o9AO3YJvEdXQ2EshGFa923WCo2x4wulmmWnLkWpNSL/pu/C33IGqsKhXJW1ePFiOBzhtvxLCbTVwLXzXzz22hvhqZqKbbqwjwe1Ux92nkdp/iRkSj6hN5NvSmCtP/sOqtf9BSX+EAwTrou2xZMGboR8jRFjDeHPWAR/y1lYX/0eAm2U/FDA4WiFtmoaVAViRikIgiAIgpCL0NrX33SCx+qCDpmjk656PN+8DflqI29GJyoVdMbT2GncgPlIbWJDobdwdzsVgkGpgqZqMpRQsoE1bbIXasxQIhxTUFFVRAo36GyFa+/z/BhVyWgEWs9CP3FFjxvsCq0x2vGt0FzuORGRn1JTwVTQD3Vx2PuutxiDDMcjhWyUODm+8uNRidltthMZS2xQMeHdpb0nZg45z6Nl8x8x/NReGI0lyFv5VagLh0KtULKZuC/kh5K6droxC6eiKeeuf3IiiWSKlcYCNl4XBCF7kMSGIAiC0O/EBrVS+y7s5YRAZDP5sPMCdtrCwch/mjazYXQkARAPFdoCTDAO4fNNN49A0SULzlSgHT4H+Td+F0FHEzRDpvNtFDSRXwoFHCqlEp6TG2Bf/zuu+rFQa7ffA/u6X198UbQovOOnUJqK0Oyz4Z81r4JqgWjhHfFcoeoog7WWgxv9uKt5odwdCq2hi4auxWKBsicfE0ow0Wt8sfKIqpImGauxqf0wXCEvzMrUy3glClWruQ+9jHx7PZRqE4oPvwHj7Hv5+ZMuLkm8BRDEVfmTu61gC/ndCPm9/Pyp60MQBEEQBEHIXUwLHoGqsJrXtfoJHd4JL7RsQ523lQ/yRri6YEpC578yb/xFKSoF5lv67yfXFxQH0aa6r2YflJZyqIuGwe9p4S4c8owr0Jjg8LTD986v4G84yrGCeclHYHvnF/w1QQmNgpu+w+M3W/dij+M0ppuGs0F4BMvVn4Br1zPsfWiYdVeP8yF5qs70FmNEuhzCYz1G6su4c7rd7+AuB2/Qn5Xyy1QU92TNm7j5yBrUQYFhCg08x1ZDPe9Bju3eW3EN9jnOcEf4pUkNIuhs4c4Yii0USk9GnoMgCL2Tfb95BEEQhJyjO4NpqqKiBTy190bGiUC6tw9XLOMOEBqnC3XJSICOi0wwVOGYs4bHY/SVcK75XyDgRSjghWvPc9COmNfx4IAXQXc7JzYo6DjjDleEvdG6B/eVLeYxvR7GmXfGPS+bzcbVVCbT5SaKKkspzEs+DM+xtSxFpR0+D7cqFGj0tXNi6J9NG2FWGy7reIiVzdajOOGu4+BvjKHiMl8SSuyQGaB2+Fx4T2/lYNRy1cc4OdEXnpAPVnM4uUOfGSVVoanDFXiU1OjN9E9Nnz3qnuEqNyUHgtKtIQiCIAiCkLvQZrph8qrLbs9XGVGLVh4XqBM3Faf18DeH3w0F/UswTokXKjqidXIESmoM15WiTeXgsfH8AbgvJjG8JzciMOl6BB3N0fsH7OGYggqn3mzdw+M3vXsx3Twy6ruiLhoOyzWfSWqMYZxzP6+1g14HjLPuhlqTh4crrsbjF15GnbcNf6p/G49Whv084oW64l9v3QOTUofrimbwuj9CKOCHffX/Y6ljzZAZCLraEXQ2s3+hbuQVfZ6bujH8CiWcBjNMLjv7tagKhkS/T94qvfmrKEmZIBJ/qrVsvC4IQnYhiQ1BEAQhJQzVFeOR8mVs+p2oDFVn0pnU6I6F+RMxVFcCpULB/ilWSxmCF4MLlbkUuhEL2NuC2rR1oxdDVTSCv5en7pCc6k/wFWHdunVwu924/fbbu9y+03YSW23HML5oCK5e8aUu3yP5LgoSKGFw1t2YUGKD3sfnmrbwmJIk3xh+N7dvR3Bu/StCFGwEA7Cv/y3UhcM4EHMffgOGaTf3ef5VRbPwwrggmo1VGIs85I2/FoqeOlMuhZJe+RVQ5ZXzl5qy1EoJCIIgCIIgCJnhnrJFbPqcrzZxR3h/IAmiTKJTavCxIatwztOMYboSaBpPwh35pkoDhSEfxjn3wkG+GWo9jNNvi8q0apUaeIM+/r+zbGsyYwxnwINnm7bAG/Lj5ise7OLx0u53RpMQkSKuRKDzH3Fe4DF1UXTuwCE/QjoI197/spwXSfU61v8W2hEL+kxIUTfJTSVzcXyJCfPqG5BfNhW60YtinptSnwdNxcTwFwollAYxExeEbEMSG4IgCELKGGes4iNZkP6sQalJuXl4T5DxdQTTokfhPvgqV14Zpt4EhVqH/Bu+ycmDzovs6wqnc8cK3b4gLzVt7hR0fO03P0D7+UbkDynF2E88xomlCEvyJ3HQkKcyYKa57yQT6ciSnFbn5xEx1usJpT4fAVzgx3T2C6HXJxao/fvd5UsBOuKEAhySraLOGarC0k9IrGJsIBGwN8G54x9QqNQwzr6vixm7IAiCIAhCrkKb+EsTlJ/qDl8oAFfAizx13x3GqcCk0rPsLhEqnwDT4g8h0Hicu8HJR4MO7cgru6zLKQHwgcprudhoQi+G4/3l7bZ9+Ptf/ob2C43YMGocfv+JH0a/RzEeGW3XeluxtOByqdhL4ViCJJ06yVrx7SzYGyYYog7sDpSG/E5fqKK+I9TVHWuXDRWn0YEE6uz0k6+Hr+4ggrYG7hKhdfVgx33odZZTo8SSbvTCTE9HECSxIQiCkGsEbA1QaE1Q6vpf/Z9LkIzTW617YVEb8MHKFV0qhtINdSR4jq2Bqmg4+4tQUiPCpYts6jQhDd9UQp0TB/69Hme2HEL1/AnQfUrT5ftzLWMwyzwqpq4Xx6Y/cZcFmcDnXf9VKI2FfPswfSluLpmHU656zMsb06VbgyAJLOeuf3FSQ10+EZ7ja1iKSjf+moSeE2n2GpS6y/R6gy4r7Ot/g6CjhSvYtENn8O2UXKJDCGNf+yv46w/zmLxHxOhQEARBEISeCHldYRlVS3naZJmyAZJB+lXNq2yEvaRgElYVzc7YXMh3z/rG/yDkdbC/iKayI1nQ3XtCRUydC5lSAflo7PvPOpzbchitV84AOiU2KMH08SE3xCQX7G85C+vrj7GpORUjdV6z31YyH6+37OFkDRVjdYa6JUwL3w9fzX5oq2ex1wjJcRmm35rQ8yEvEFfQw90+l+I++g7cB17h+M688P2cgFGZilFw8/cTutZAxFd7AI7Nf+ax99xOqIpHQN1J2ksQMoGkGwVBEHKIyKazQmNA3oovQ106OinnDfk88NXsjRrZZSMks0TY/C4cdp4PV97EGKi5Dr3GskZkuNc5CZEI/rYLnNQgAi1n4D25gc+bSWjzv1JbiDMXzdYjGrudiSWpQckC+nwRAWstPMfXwjDtluj3KUFD1Vb/bdrGVVo3Fc2JBlrkJ2Je9Gj0vrpRCxJ+Pi+37MDatoOcxPpQ5UoUaTrM/Fx7noXv/G4e29f8EkUP/C7h6wxkKCiOjj2kKSwIgiAIgtD92tb68rcR8tjYp8xy1UeT9jL5m08jaG+CZsi0yyr1s4EjzhpOahDbbMfjSmzQZjsdmuqZ0JT3v4jJte9F3vgnqOtWP34ZMg11YhSpzTjHfiDdd//GEmO4D73GkrWEc+e/oJ9yYzSGoK7t64tm4unGDfh17Wu4vWRBl4SNftzVfBD96RAgX5Jf17wGe8CFqwom4/qiWV0Kpxwbf89G9YG283CXjoZh0sqErzVQCXo64gt6rTrHG4KQKTIrKDgIqaurw8c+9jGMGjUKOp0O1dXVuOmmm/DWW291ud9jjz0GlUqFH/3oR5ed489//nNY6kOhgFKpxNChQ/HII4+goaEh5nPEOpcRI0bg5z//OVavXh29Zk/Hd77zHVRWVqKlpaXLdfbs2cPnf/HFF/v56gnC4IbM0yKbziGfizedk3LeUAjW174P29s/Q/sLX+FKjGxkonEo/08yVCP1YS+FWLBv+D+4dv4Tzu1Pw7HliX7Pg7RWO8srUTIo0TZees0d25+Cr/5IUjR6CaMy8cQNdQIpdJYen5sr6MWLLdvR5LNiY/thnPZ0/buTLLbbTkSTWEdcYc3djkmpuh8LXTDNfzeU5lKo8iu5s0UQhIGLxBeCIPQH74kNnNTg8cmNvMmbDKiim2IL29s/he3N7vckMs1IfVl0DT3eEHvlebgD4Qdw7Xue46iAtb7fc1FZyrodx0PA1shdu9bV/w/u4+v6/V5Sh3bEI1CJxDt5Ij54kfGlHShr2w/ipKsONZ4WvNKyE6ngiKuGkxqdY40oNJ9O3ehRySuhC9phszn5qdDnQT/xOmjKUiOzLAjxIB0baeT06dNYuHAhCgoKONkwdepU+Hw+vPbaa/jIRz6Cw4fDkhHEH//4R3z+85/n/z/3uc9ddq68vDwcOXIEwWCQEweU2KipqeFzxXKOeOZCXHnllaitrY1+/YlPfAJWqxV/+tOforcVFRXhhRde4Mc/9dRTfBud86GHHsKDDz6IG2+8MUmvpCAMTkjTU1U4DIHWs/y1qqR/Znmdq7nJ8JoJBuC7sK9L63O2cFvxfMwxj2a/iu7ah3si0F7TMW67ZJM8AZR6CyzXfYk7NdSlY6JSSPHgvbCX23gpCAo6W6AuGQ3TgocyLqWk0OhYWissszUMupFduy7IIJASJ46Am80WLarUaBFPMlZju+04B5qjLkliGabfhqCrLSxFNevulFx/IEA/w4V3/SLT0xAEIcVIfCHxhSD0F3WnmEJpKYMiSXK3vgt7uaqbx7UHWBoz27o2yrT5+MzQW9Dmt6NaVxLz4wLWOiDiBxHwIWhv6LJ5nwiGmXdCoTUg6LbBMOWGhM5hX/tLfq1J1sqt+w80Q6Yi/5bHoNR1dD9nAv3kG9m/L2hvhn7S5Z3ukeQJEU+cFw+j9eVRw/VJFwvmOsd3JKtL/onqouHQjQ13iAhdoYRPMju6BCEZSGIjjXz4wx/mzPTWrVthMnX8sp48eTLe8573RL9es2YNXC4Xvv3tb+OJJ57Axo0bObHQGTpPRUUFj6uqqvDxj38cX/va1/hxBoOhz3PEOpcIWq02ej2CruHxeLrcRtC1Zs6ciWeeeQZ33nknvve976GtrQ0/+9nP+v36CYKA8Kbz8bVcxaMdPjcpL4lCZ4a6YiL8dYcApRqaBDbq0wH9ziKfh3gxTLsZ9nW/pZVY0hIHmrKxfCRKRBooXB0X4sDIe25XTPNbtWoVHA5H1CDa9tZPuMU/6GxDMiApMvX8d3X/PYUKH6xagb320xhlKEdJDy3pl0IBGiXNlMaCmO5/R8kCNlqnJNalyRPylpEFtSAIQhiJLwRB6C8UU1iu/TxL8OhGLUxatbqmehbcR97iNSDFF9mW1IhApuHxGodrh0znwiR/0wkuJiF/uWQUsXWWgE0Eii1CXie1+iMUCiDoaGbpXGUMRWudYwzqRHHt+S/75dH7119IErg3aaeFeRO4oIm6wxdYYusCCAWDCDqa2A9QoerqL9gd5doCfK76FrT7nRiiLbrs+1TQdWlRlyAI2Y8kNtIEyTO9+uqrvNHfOZEQgTonIvzhD3/AfffdB41Gw//T15cmNi6FEg3UveH3+/s8RzxziZcJEyawBNaHPvQhWCwWHtO1qMNEEIT+Q9UkiVbw9JYwyLvui/DVHeKEiSqva8Iy16EATVs9B9Q9HYu/hifoi7akpwrt8Hl8UOdByOdmaStq7e1OJqw3A0f3/pc4WIlWjqUB8u+4pnBazPf3ntkG2+rHWYNVN24Z+3BQ4NYb9JxTbYYoCIKQ60h8IfGFICQL7kBOcnGTdsg0FNz6Qy7E0VR0NYXOdbjL+cZv8/qWpVz7MFz3hQIs5ERFQqnEOP8h2Fc/zjEGxXVKUzGbYccTY1BBEkn4EmTWHXS2ItXQXOZaxsR8/1DAxxJgXJin1nM3vbaib58TKphKVce5IAiZQRIbaeL48eP8x4M2/nuD5J2o22HTpk38NUk4LV68GL/4xS9gNnffPnjs2DH85je/wZw5cziZ0Nc5Yp1LopBM1X//+1/O+JOHx9VX99zGR10fdESguQuCkH6oyoWCj4EKBR99EQgF8ae6t3HcVYvJpmF4sGzJZQt+NkwLBTnBFA8UEPibT0FdMgZKQx5v7FuWfZIPX+1BQKW+TKOUpJiea9qKQo0Z76u4JtqWTbKATqcTo0ePhsKQl7VasO4jb8N7ajNXstHzpyrAQOs5DgDzrv18pqcnCIKQ80h80TMSYwhCdqDKr+JjIMJeozFIPB12XsCTDWuhgAKPVFx9mVcgdx44W6A0FPRZ/HMpVJhGXekR83KK54oe+F1H7FE6tosMFXVE/KH2LdR4W3Bd4Qw2B48QiTFGDR8KhcbAno5MFsUY9LwcW/6KgK0O/vqjHF+E/G60P/s5FNz+o6SYuAuCkFuIeXiaoERCLJA3BW1WTZ8+nb+eMWMGhg8fjn/84x9d7tfe3s5JCqPRiPHjx6O8vBxPPvlkTOeIdS79+QP/la98hTtIvvrVr/Z6X+royM/Pjx5kYC4IQu7h2vtfNP/l3Wh77gvsfZCL1HpbOalBHHCcRas/3IodwXt2O1qf/hBan/4g3IffjPm89Hq0/fdLsL35Y7Q//+WwLFMnNJWTujVee6dtP/yhABq97dhlPx29fdeuXeytRBim3MQt62TipipK3u9PX8NRrtTy1exL6PFkqOjY+Hv4avfD33z64mcixBVVvgt7Yv475A2GuxAFQRCEy5H4omckxhCE3Ic6Pdqe/Ryan3gIrn0vIFfZbD0CX9DP3g7bbMcv7zx49bto+9fHw3HCRbnaWHDu+Aesr3wH1pe/Bdfe57t8j+SZtNWzLivGOuQ8j/OeJgRDQbzZGo4nLo0xqMOdpMm0I6+AYdZdfK5kQB4r9D469zyHkPdi0iROyKPQe3oz/A3HELDWclKD2vIpIUTeIrFAz506aARBGBhIYiNNjB07ljf8LzXlvhSSjDpw4ADUanX0OHjwIBuAd4Y6M3bv3o39+/ezDuLatWsxbty4mM4R61z6A12z8/898aUvfYmTNJHj3LlzKZuTIAipgaSUaGGNoJ8r8t2H30jrS33EeQE/Ovdf/L72TTgDHR1g8VKssUS7Isg7wnKJ1q774Gv8HMkE0XXg5ZjP62s8hpA73I1G1VhUPRULESmm3mSZaBFvnH0Pe04o1Hokg4CtAdZXv8fautbXfwj/RamreAj5PV1MKHUTlkOVVwlVQRWUlgq49z3fpyfIf5u24uunn8L/XnhFEhyCIAjdIPFFz0iMIQi5j/vQ6wi0XWBzbueOp3ljPF3QxveT9Wvxw3PPYoftRL/ONdrQIfM7Wt9V8tffeAL++vC+DHUf+M53TTb0hvfsjm7HvVGlLYzKYVXrezZLp84Hy9KPwTj9NiQLx5Yn4Nz+FFw7/wn7+t8mdI5IjEFqA5rq2dBUTWOpLZL1DdobWQK3N+q9bfje2X/jG6efxi57bDGZIAjZjUhRpYmioiKsWLECv/zlL9no+1JvCzLYpk397du3Y/Xq1Xz/zvq5S5cu5URERD5KqVRizJjLNQj37dsX0zn6mkt/fDbiQafT8SEIQg6jVEOhtyB0sRMhWVU9sfJiyw40+6x8bLUd79JSHQ8GpRYfH7IKFzwtvNDXXKKBS+Z5kUogdeGwmM+rLh0TfX3otVEXj4zpcXeXLsQU0zAUqs1p9ZugoIACSCYURKC9FuputHl7g4zVyQjdc3oLNJVTYLryvQi018Bz6HVOfFEizHNiPQpu+1GPnRqbrEd4TFVlJ931mGAc0v8nJwiCMICQ+KJnJMYQhNync0yh0OcBMRhEJ4uDjnPY5wgX9zzXvBWzLaMTPtfi/EkYpiuFSqG8bE1PPhi0KU+FYiQppSqIfb1LHRmutvPh8bBZMT2mQluIjw1ZxRv8E4xDkU4oFugYX0joHMa5D8Lh/jVCQT9MV74P6qJh8NYehGPdr+E5toYP89KP92gCvsN+Ao4AdXkAG9oPY6Y5trhMEITsRRIbaYQSCQsXLsS8efPw7W9/G9OmTWOz7zfeeAO//vWvOdlA31uyZMllj507dy53YvzoR91vAkWg+8Ryjr7mcujQoaQ+d0EQBi7UNUDm41RVRRq6ugnXpvX6xWozyzXxWNO3zm1vmFR6jDN2rwNsnHM/VPmVXC2mH7885nOqTMUouOUH8DedDOvcxujPQcHPVFN8CYVkoC4bD03lZDSd346TRh2OqerxcNDLiZ94MM65j4/oeQuGwHNJcBMK+LvVEtYq1RiqK+GkhkGlRYU2Pcl2QRCEXEPiC0EQBir6iSuAgBcBax30k67v06A7mRRpzHw9kvwrUvcvviCG60u7vV1pKkLe9V+D99wuNlhXF4+I+ZzGOfdCM2QqBWPQVMTun1quLeAj3Rim3IC2xmOo8TRha9kkzLQdj8swnFAXDkX+zd/rcpumdAxCnSS8Ai1ngR4SG+Rvsk5xiN/XUYayBJ+JIAjZhCQ20sioUaOwc+dOfO9738NnPvMZNmcqLS3F7Nmz2dj7/vvvxxe+8IVuH3vHHXfgJz/5Cb7//e/3eH6v14u//e1vMZ2jt7lQYkMQBCEeqAvBvOjRjLxo95YtwnbbCe5smGxKnU8PbcDrE0zasM7tsNkx3z8UDHBXA0l76Sdfn1ZjdzY2X/Fl/PL4X9FOgpV+K1eszbOM7fe5deOWwnNqEwcf+gnX9WqQ+P7K5TjlbkCltiAqEZYKaD7+plPQjboyrmCyrzZ577mdUJpLOdhKBq+37sYe+2lMN49gs0dBEARC4gtBEAYqCqWSveQyQbWuBO+tWI4LnmbMNI9KeRwVa0f3pVAxUrw+eq49/4XKXALj3PvZTyNdUCx07MbP4+XmbQioNWhq3RN3YqM7qGhMN3oxPCfWQWHIh270oh7vO9E4FB+rWgVH0IMxl8iCJROS3HUfeo07jfQTr4MiSQbsJGlMxWHaobOg0HaVTU6ERp8V/2jYwON7yhaiVJOXhFkKQnpRhFLtJC0IcWC1WtlEnPw28vIGxy9V+hEknxSSBEtnFYqQ/WTjZ4OMoKlVWl0+PmvmNBChhbBj8194rFBrUXjvb7hNnVizZg1cLhd3+XV+D0hukL531VVXsRxhrNR4WvBa624UqE24sXhOVIKLPEvITJ2u8eGqlRzgJQP6/IS8Tq5Qu+x7oRC8IT90yvRIDVB1nO3NcCekQmtCwZ0/h1LX/yRK+yvfgb/uEBmkwHL1J6EdPrffQcdPzv03+vVnq29hH5hc+J0hZAep/GwMxrWbkHsMxs+p/E0QcuVzQUbS5EmnLhja7fpQSNLrHAqh9ekPRuWDDTNuh3HmndHvJzPGoGu93rqHu6+XFEzCWEO4I/6Uux7/V/sGf5+SDA9VXJ20tzfgaIZSZ+42WUMyt9QNT0c6aH/hq9ytTxhm3gHjjDv6fU5fzX5YX/8BSwWrikcg/6bv9ftn+KmGdVw4Rcwwj+SCwVz4nSFkB6EsiS+kY0MQBEGICfex1XCs/z8eU+eC6YpHcv6V89UehH3D7zh5YF7yEdZpTTaekxv50FRM5BbsWGCd3cg44GMd2chSgaQGaQGRLP7dtJmr0QiDUoPp5pGo1Bbi3eVLsd9xFmXa/KR6fFCCJpKk6QwZv/+m9jU0eNs5AFpVFHuHS6IErLXRccjrCJu89zOxQfJanNTgL0IchPQ3sWFUaqFVauAN+vh/o1K8qQRBEARByH2oy7X9pa+zSbhCa0T+jd9h6ddchjqvHet/y9582pFXwDTvwaRfI+i2wbn97wj5PDDOvhuqvBi7Dy6ab/M8vc4u30pmjHHYdQHvtO3j8VlPE95XuRzFagtLQX2ocgWa/XZMMSa3057kf7uDfPueb94Gi8qARyuvQ7EmNlng/kAehd2N+wN7PYaC4XNSsaHbBoWhf4l6UjyIQEVugpCLpCddKQiCIOQ83jPbO423IVthGaCzO+BvDZvp9YZj858RtNWz5JNz+1NJnwtpAtvX/hK+czvh3PYkvOd3x/Q4kmnSDJ0BpakYpgUPc/VRqoh0aNgDbjzbtBW/OP8i3mrdyz4XsyyjEk5qeE5tZt+Vzkma3jjiquGkBrG+/TDSgW7UIvaF4fHoxUkJpEleK5rIUNJ4Tr/PSd4vH6y8DiuKZvL/RpUkNgRBEARByH0CbTWc1IhstPvqDiJb8bec5RiD/PZ6w3t2Ozwn1iPobIX7wMvwNR5P+lycW//GRtne05thX/PLmB5DFdWmhR9gqVQ1FVxNvRmpQqvoqKE+4arDLy+8gp9feBG2gAvD9KVs2q1Rxl9nHbA1wkWvaV3ssQLFFVRZbvU7sfeiIXyqMVAnjEIBhc4Mw6Trk3JOzbDZXIzH48rJUMTo29gb1xZOx60l8/mgsSDkItKxIQiCIMQE+TzQBj2hGZKdCx9etL72GPwNRwGlCnnXfgGaqik93p8qw7obJ1I1RQvNS1ufQz4XV+1Hv/bGVgVFmql5136+2+8dO3YMTqcT06d3fQ8efvhhbhUfMSI+nwhqOV7TdgDH3XVo8LTxbQed53FNYeK+Hq79L8K57e/R4C5vxZf7fEy1rjjalTDaEL/mbZ23FcdddZhgHNKtTFN3KA15yL/tR4DPnRSd2gjmpZ/gzyDJKagsyTEmrNIV8SEIgiAIgjBQoKISpaUMQVsDr6XV5bGbYKcT7/k9YfnSUJBNvvOu/2qP91V2jiloc1tjSLgLmGIHpSH/su8FO8UUl3Ze9AZ5ytGR6hiD1vJ3lF6B0656uALhRBAlFs57mlmCKlHJMuvL3+SEEb2ueSu/FpNp+hhDBZp9VigVSozowcS9JwKhIHbZT0KlUGGGaUTMcjuGyddDP24ZoFInzV+DfPvyb/sxgvYmqEvHJEX6h6S5FuSNS8r8BCFTSGJDEATh/7d3H+Bt1dffwL/akrcdO7GdvfcOCUnIIpsVZtgFymwpFFooFNrSQgtt4V92oQVa2peyCyk7hASSkEBCJtl7T9vx0l73fc7PsS1v2ZYtS/5+nkfkal9dXRKde+45BxQOGXxmSO8GzeeEqcvINrnR5Me/SmqIYADeI99ju86F7etfgz45CzPO/BlSTZXBRtLkH8O55k0VSCWMuapJ7+lc+zZc3y9QZ+SkzPoljJmVw/9kEKB1yHnw7vlanRll7j6u2Z9Rgg63211r0NEUUnY8L3MsDnny8dKxL+DT/Bid3LvKY2Q7+o58D3OXEfUmisr58/ZWLp/uL6vmZ+xbiaDbDmufyTUSCZKMuLvLecjzlqCnrVOjPoOc/fXXowtVUmRJ0Sbc1/WisOd0qKAggkkN9Zp6fViBFhEREVF7Ju1Jpf2U7/g21RI27JZKrcwnVden2wBJVYnLY8fna/8KT9FhdB1yEcZ3q5wVYcodioSx16rWQZYe42BM69ykyoSSTx9G0FEAS5/JSJp0W5X7E0ZfAbs9X51ElTi+aTFAS8cYMhhcLj4E8b19v/qt392SVSVR4drysfxwhm3wudCZ6q9IDjhPlSU11JM1NUhbfm8HSk/Ce2A1jB16wZQzqMbzLuwwFkMTuyPVmNDo4dgLC9djWVFZFVFxhhNT08If1t7Q52kKGfouFyKqxMQGERGFra0frJUB0JJAUDMO9EaYOg+DY+Fv0N1V1uJol7UTxpxxc8Xj5Wz65Gl3Nvn95GC9a9MHZcseO9w7FiMp86Yqj0k84yp1aetkOPgD3S6GNxhAitFWpey+dNGfVTAnraXSLvxjRfumcp69K+Dd/x1MXYbD2m8aLP2mwntoLRDwqXkswi1VHKfbffkOrkXKnAdq7fMa2uu1Os+eFXBvXwRjRnckjPtBxRlQJX6XSmqUz+pwBj2tNoCciIiIiJpOb02GpcfYNr0JTV1Hwr3jC3XilJzks2/7h8jZuFDd5z22F9r1k1Q70tAz9uXSVJ49y1VSQy3vXoaE0ZdDn5Becb8xvYv6TR4Lrsw6C3MzRiLJYKtogStkzqG00hLBkhNImvyjKs8LukrgXPe22uYJoy6DISVHbXuZXyfbwtxtjEqOFH/8EDSJ9eqo4pCTmKRqoy5Bjx2Olf9A0FWktrOpU/+K+/J8pSHLZfEkEbUtTGwQEVHM22Dfh/fyVyHdmIgfnn0nkvP2qaSF9JBN8Xpglx+1ADI84c17CJf8UDakdUGg8KC6bkhvWml1W2HVm2GtNn0raM+rOEMNQb86gyw0sSGJD/uyv6ozp+RsKblP2palX/asOovMkFJWfeHP31f5nILKio5wBV3FsC9/Qa2LVOUYMrrD2v9sdV9nSwbOTOmPrc5DGJXUq97kCBERERFRQzxBH/55fAmOeE9hRtowTJz3R9UGSOYbpK35N6QZlDScTfH7oQW8VRIbzWVMrxysLQfx5eStWCXxUm2/zQOlxyuXS2oO2HZ8+094969Sy0HnKaTM/iWSZ96PYMnx09vEBn/RkbKkRrUqjsZwrX+3IsFi/+oZpF9eObNketpQ1cZKWjZNTWu4ap2IWh8TG0REFPO+KPxenbF/wluEda5DmNZlRMV9Xcf+EAVrX4cxMRM5wy5r8LWkbNyz+2sYO/atOHBen5RZ98O9c7Ea9G3pMwWtSQsGygZ0u4phHTS7yplckSLl9NLv2H9iO0w5Q1QwV2UdpMdv6BwRT2nF/ArI5bSyKo51QMAL68DZCDpOwb7yZdUXWHoVB90lsPQ8s+5WVyq5Uvk+0AJV7r4wcywuRNs+24+IiIiIYsN25xHsd59Uy58XbsSUnlcBp9tKdRp8AXBgLbwlx5A24pKqczVqofk9cG1coKoDbMPmNdhOyNz9DCRN+ykChYdg6X1WxdDo1uIv2K8qpaXFbl0zOZorYfhFKF36nEp82IZfWON+zV1ZLSFxQnm7V0Na5QlWZVUcQ+E7ugn6hAy13SQ2ksHqBkkOGa3qu7ENn1djFmLF+wSDVWKrUF0sHfCzLi03ZJ2Imo+JDSIiinkyVDnfV6J+GOeaqx7cTx5xCZKGzgvrLKqgswglix5XB989u5eWlTl3rX+eiD4hDQkjLkE0yGwP1/r/qmX5QZ9yzkOqV62UZduGnFeWXGgmCaRSz/mNes3aBmxL0sPSbxq8B75TgUX1+Ssy0NuqN6GLVHHMlyoONwzJWShd+rzqVyyJDfeWT2HM6q3K7tMu/r9agz35LhLH3wj3toUwZvSApe/UZn82IiIiIqLadDKnqqHRAS2AXEvV+EJ+q+bOf14N+A4nxpCZfO6tn6rlQME+pJ7/+wafI/M5IJdWFvQ4UPLZH8pOXjo9B0VnSlBVDep3f88zI/I+koTIuPplVVdf2zZMGHMlSpc+q1pRJY69tsp9xX4HjnoL0cvaCckz70Ow9IRKbEhlh+PbV9Vj3Du/UnGaDF+Xz5I4/oZa1yNh5CUIOvLV/A55TyKKLUxsEBFRDe6dXyJQsF8Nq5MDzm3dZVkTMCihixqE3cPascb94ZaGy1lUktSouO48hbYmOzsbLpdLLQeKK8u2AyXH1QwLOfCvrhfsQ8qcByP2vrUlNdTtOh2SJt4MyKWaT0+tx9KizeoxV3ecjCGJ3QBrcpXHaAFfZSVGwAdNzsiq4yw2qaAJp4qGiIiIiNoWaWfq3vKJOthslWHREWzd1BKyzem4PXcOjnuLMCix9nazYccYITGFVC23ReUxhvwWL09qCF/ebni2fALN7wW2fa4SBabsgRF5T52h7pl4EoOmX/pUjdtL/E48feRjNVdPTm67I/ccGFJzar7A6fl7ImDPr/N95POkzPxFU1afiNqAtv0vCRERtTrP/lVwrHipbHnvCjUroa6D2qGkx6kwni7Rbk0yiG5EUs9mv44M4pNh15LYMWb1gaVny5ReN4bv+HY4vvmHKp9OmvxjjBo1Cg5HWbBhG3wOfEe+V8GHbeSlapheaKIj2va5T1QMWZdSfpXYOC1hzBVqvaXMXM4MC9pPwNLrLBg6NP97JCIiIqK2pfSLxxEoOqyWtaA/rIpnqRj2Fx2GMa1LWPFIpMmBc7k0l7Ra8ufthuaxI2Hs1Yg2abnkWPkyfMe3qVZXCSMvrYgxDImJ6uQ2GVous/NMHQfAvXFBxXMDpScilthoCkk0SVJDHPWcgkfzwaora9UlCY6Ecdepyntjx35q5obOZKu11RURxQcmNoiIqIpgaVkvWSFtgqSKwdBAIOHa+hmcq/6tlhPGXgvb4Lkxu1WlTLmuUuVokKAjUHxULUtFRtLZd1fcZ8zshfQrXlBDvSXxIdf9ebtUu6eEUfMRbWelDMBbnlOqFdXo5KqVP4bEDlXOjpLkh1R2NJVn93LVu1ifmoPkybdHJfglIiIiotoF7ZUxRrA0r8HNJDFI8Ye/LmszlNxRtW/SW2oOoY4FxozuqiVrW+E9sFrNoRCuDe+ptlCG9MoTkJIm3YbEM68HTs+lMPccD+++b2DM7A1L99ZvjxWqp7UjulmzcNCdh7EpfWHVV50/Yhs0W10iEV/IPmhf9le1D8pJZJae45u9/kQUWUxsEBFRFTIAW4bFBYoOqeoFmYfQEDmjp2J5z/KYTmyEQ34kLy/ZhiK/A1NSByHVmNhybxY6LNBoxrp16+BwOjBx4kTV91enNwBykcqVTv2RfuXfVC/aaJT3S+WFBEqG5E4w5QzCsKQeGJTYFQboGwwqmhN0aD4P7Cv+rj53oOQYXFs/RcKIi5v8ekREREQUWQljroJj9f+D3poK65BzG3y8/8QOdUC5/MQruW7uNjquv5bj3kJ8U7ITXS0dMCa5T4u9j84QEl/oZMaFScUYdqcdk8+aXHazyVrxkOSpd0A769ZWH2IeWsEuv/ElAWOyJOHHuXPgC/ph0htbLL4Q7k0fqZmAwr78RZi7ndHmW6gRtTf8P5KIiKqQgdNpF/5RlSirg+ZhMGUPUjM51HKn6JUmt5Y19j34pGCtWj7mLcStObOq3C8toRyr/gWdORFJk2+vSA559n0D36H1MHUdGfYZP/J8qdSQigwZnLfhs4+wLG8TvuhyFNdlT0VvW3bNH/BR+sFdsvAPFftB0rS7YOkxFkZdePtQs+ig9lXZZxvq10tERERErc86cBYs/aeHHV8YMrpDZ05QFeTSTkiux7t/HF+iZkisApBuTKryO18GlTtW/B2+kzth7Xc2bMMuULcH3aVwrX9XLUtVgb7aPLvaSIJIHus/vg3m3hOhT8nBG9v/jWOlBdjfN4hrO02BXqev8pxoJTW8B9agdMlf1LJ760KkzntMxTsNJTUiwlgZU+jk/aptEyKKPiY2iIioVuEGHSLhjKtVH1MZAm3uPjbut6gnZBidN+ivcb9UDwRPD6lzrnsLyVN+An/BftiXPiflHmp2iSElG8Yw5knIzJKUGfdUXN/hPAJ/MABv0IdvS3bWSGxEi1RNlCc1hJxVJ4mNFnkvvweOVf9PtTSwDb9I9flNmnY33Js/Ur2ArYPmtMj7EhEREVHrxBeGpEzVfkrmQMhvPbke70LjCq9WNcaQ+MGz52u17Fz7Zln7qNQcNRvRe3CNuj3oLETy9J+F9V6h1c0nvcU44M6HGTpscxxGnq8EncxpaAskkVMuUHgQms+lEl4twXt4A9ybP4EhLRcJZ1wD25DzEHQUlrWiGn4hdHomNojaGiY2iIio2eSsmZY6iN1YMmQQJmuzS4/rMy65L076ilHod2BO+sh6y7ul0kIEXcUqqVG2klrZ9SboaE7FEZT1Je5hbbhNWLmtjkNYULAaqcYE/KDTVCQbIjuDQmeywNxjHLz7V6kzusw9W67/rmvTh/DsXKKW/fn7kH7V32HuMlxdiIiIiCg+yIlAcok2VRV8eqZdS7qq4yQsLd6CLpZMDLB1rrtiQioHTlcoB11FFTdLYqMp0oyJSDRY4PN5VYtduR4OnxbAf04sxSFPAc5OG4qJqQMQaeYeY+HZvkid2CTJHH0LJTXk9e1fPgXN74Xv2GY118U2+BwkTbypRd6PiCKDiQ0iIoqbuRf2Zc/Du3clDOldkTLnV2GVYjeFlD5fnHlmnfcnTb0DzrVv4ZQuiM19hmOE34GU3KEw9zgT3kPrYO46CqbcYU1674EJXZASsGBG7kz0akS1xsLCDaq0XS7fle5WwUekJU29E4FT+6G3pUGfkI6WIgFHxXLAJ9GmZJNa5r2CQXh2LlYJM8uAGS0WTBERERFR2+M7uQulXzwOzetQA7VlBmFL6ZeQqy61kTjCNuwQ3Ce3Y09ub1hgxzBkImH05Sj9qmwwecKYK5r0vma9Eed1GINjpfm4vvNcWPThtXXd5jyM7c4javnjU2sxIaV/xE8uM2X1QdolT6qkjaFDD7SYYFC1+6ot3mgJ/lMH1WxC6Xpg7ty0uJCImNggIqI4ESg6rJIaarnwELz7vlG9fKPBmNEdRZNuwN+OLYTm2IG1vuP4WZcLkDztzoi8fgdTMnpaOzXqOR1NqTjhLapYbgkSyITTXqu5bEPPV6XowdI82EZd1qi2Bo3lWv8OXN//Ty37jm9Fyqz7W+y9iIiIiKhtcW/+GJrHrpad699t0cRGQ7+zE0bPx1vHl6jWtDi5XA3+HpYzGBlXvtjs17fpzci1ZCDJUDk0vCGZxmQ1iyOoBVV80VIV8/oEOWmqZVtj6cw2JE68Ca7vP1CtbW0DZ7fYewVdJSj59GE1P0a+w5RzHoJJtXUmosZixQYREcUFqRKQwYLSd1Vdj3LZepHfoapIhLSsipS+ffvC6XQ2+nnzsyagb0IO0gyJdZ4JFiukEqe1Egz+wkMVy5IwIyIiIqL2Q+ZYVCynVC5HS6HfXrnsq1yORowhiZDbcmbhqLcQQxO7IdZZ+05Vl5YWdBSUJTWEpiFQeJiJDaImYmKDiIjigjrYPedBePauhDGrT9RLegcldsWIpJ6q5+z09KERDTocDkeT2meNTe4bsfVoL6Tqx39ss2p5ZR1yXrRXh4iIiIhakW3EJdBZEqG57bAOnhv1bX9+hzPwYcF3SDcmYWxK36jHGN2sWepC4TNkdIOp83D4jmxUyTJztzHcfERNxMQGERHFDWNmL3VpC4w6A67oeFa0V4OaSRJk6Ze/AC3ob7GZLURERETUNukMRtja0MktfW05qsUtxS5po5s88xfQXEXQWZLVPkZETaNv4vOIiIgoCpYtW4avv/6a274VSc9dJjWIiIiIKF4xxmhdMo9En5DOpAZRMzEtSEREFEPsdjvcbne0V4OIiIiIiOIEYwwiikWs2CAiIiIiIiIiIiIiopjBxAYREREREREREREREcUMJjaIiIiIiIiIiIiIiChmMLFBREREREREREREREQxg8PDiYiIYsjIkSPhdDqjvRpERERERBQnGGMQUSxiYoOIiCiG5OTkwOFwRHs1iIiIiIgoTjDGIKJYxFZUREREREREREREREQUM5jYICIiiiGffPIJFi5cGO3VICIiIiKiOMEYg4hiERMbREREREREREREREQUM5jYICIiIiIiIiIiIiKimMHEBhERERERERERERERxQwmNoiIiIiIiIiIiIiIKGYwsUFERERERERERERERDHDGO0VICIiovBNmjQJDoeDm4yIiIiIiCKCMQYRxSImNoiIiGJIcnIy9HoWXBIREREREWMMImq/eGSEiIhiWtBZCH/eHmjBINqD0tJSdSEiIiIiosjTNE3FF0HHqXazeRljEFEsYsUGERE1mnvHYvjzdsPSZzJM2QMbfHy+rwQrircj25yOcSl9I7bFfXm7UfrZH6D5PTB1HYWUGfcgnvi1ALxBPxIMlorbli9fDrfbjYsvvjiq60aRESg+BhhMMCRlcpMSERFRuxUozYNr0wfQW1NgGzYPOqO5weesLNmh4oyzUgYiw5QUsXWxf/UMvPtXqXVInvVLmDr1RzxxBjyw6E0w6CrPdWaMET80nxuB0pMwpOZAZzBFe3WIWhQTG0RE1Cjeg2vgWPlK2fK+b5B26TPQ21Lqfc6/T3yFk95itZxitGFgQpeIbHXv/tUqqSF8h9Yh6HFAb0lEPCj02/HC0YUo8TsxM304pqcPi/YqUYS5vv8fnGvfAnR6JE25HZae47mNiYiIqF0qXfIXBE4dUMtawIfEM66q9/Hf2/fjg/zVavmAOw93dD4nIushsYUkNcqWvWo5nhIbnxduwJLCTUgzJuJHubORaoyP2IkquxkUf/QbBB0FMGb2RsrcX4eVJCSKVWxFRUREjRJaki0/9jWvvcr9ms+jflCFcgd9tS43lyl7AKDTqWVDRnfozAmIF1sdh1VSQ3xbujPaq0MtwL39i7IFLQjPzq+4jYmIiKjdCjorYww5KFvjfsepihOahFsLjS+8EVsPndECY2aviuvGTgMQT74tKYsrivwObHceifbqUIR5j2ys+P/Hn78H/lP7uY0prrFig4iIGsXc+yx49q5UP5Ss/c6GITW34j5/wT6ULHwMmscO6+BzkDj2GnX75VkTsbhoE3LMaRie2D1iW9ws7afm/gaBkmMwdzsDutNJjnjQ09oRJr0RvqAffW05iGeeoA87XUeRY05Hpqn+6p/mKPG78H7+t/BpAczLHIusFnyvcBg79lNVT2XLkWvRRkRERBRrEs+4Bo5vXoHOkqxaUYWyL38Rnt3LoLelqTPQpcXOqKReOOI5pVpRSXVzJKXMfhCeA6thSO5UdiJVHJG4YqN9v4ozuluzEM8OewrUiWIDEjpDH9J2K9JWlezCd6W7MTChc9Sr7I0degF6IxD0q/+XDCnxHUcSMbFBRESNojcnIPXc36qhetUTCXLWuSQ1hHvrp0gYcyV0egN627LVpSVIaXg8lYeXy7Vk4GddzldnU/WwdEQ8+8fxxaqFgARYd3Y+N6yEgxbww/71i/Cf3AlLv2lIGH5Rg8/5qngztjkPq+VPTq3DdZ2mIpqSJt0GT+4Q6ExWmHucGdV1ISIiIoomS59J6lJd0FWikhply0Xw7PkaCaMug1FnwEWZ41pkXXRmG6x9pyAeyQlnZ6b0Q7oxSbWjilc7nUfxzxNLVMw6JrkPLs0Kr+Wr7+gmOL59FTpzIpIm3w5DSqd6H+8IuLGgYJV6n8OefAxI6ILOlgxEizGjG1LP/R18J3fC3GUE9NbkqK0LUWtgYoOIiJqktuoIQ3rXyuXUXJXUaA3eA9/Bve1z1Y6qPJkSDyTgkEs8kyDgoCdfLUt1yjFvYa2JDX/+PjjXvK7ajSWeeQN8R7+Hd+9KdZ9r3TuwdB8HQ1pl9VBtEvSVQ9gTQ5Yr1sXrghb0t1oAIMP8rP2mtcp7EREREcUi+e2nT+xQ0V4nNN5oSfK70LHq3wg6C2AbeSlMHfshHkjlQk9r/Qfr44HEFxJnlC3n1foYud+55o2yE6X6TIa1/9mwr3gZQXvZ453r3kby1DvqfR9JsJl1Rng0n9q2Nr25xntoriJVPaEztM4hWGNmT3Uhag+Y2CAiooixDpgBncmGgD0P1r6tczZ80GNH6VfPqnJb37EtMKRkq/WIV+eccw4cDgfiKUE2LW0IvizajC6WDuhvqz05YV/2HALFx8qeY7TC1G1UyIvoAYOpwfeS9zHpDPBpfkxKHVTlPu+R72Ff8hc1rDJh7A9gGzS7uR+NiIiIiJpJDgZL61nPnuUwpneFufsZrbJNnRvfh2f3UrXsLzyEjCteQDyLtxhDWpWtte9Bqd+FqalDan2MtIR1b/5ILfvzdsGUM1jNWCkXztBti96Em3JmYJPjgGrzlWGqPClNCwZQ+sXj8B35XrVPSznnt6ygIIowJjaIiCiiLL0nhv1YZ8CjfgwamtPzNBiUvkQVV7VA04cHyjB034ntKjliSG5e+yfp5yqtlaqftUM1zUofgZlpw+udkaLJ91y+rAVg7j4WthEXw39yFyx9J8OQ3HCPYNnPpqQNrvU+99aF6vtXy5s+ZGKDiIiIqI2Q33kJIy4O67F+LaDmqTX7N3jIoHIEKgeVN0Wg6CiCrkIYOw2ETt/0uEc+lz3gQpohMa5mC7YESTDc1/WiWtsnV9Aq4wtIdYcWRNLUO+Bc+xb05kQkjLkqrPfqaslUl+oCpw6opIZaLj4G78E1rNYmijAmNoiIKCo+PbUOS4u2oIMpGbflzkaywdak19HbUpB45vVwb/kMhoxusPaf3qTXkR+9JQsfVaXIMJiROvfXMGb1btJrrSjehg8L1qikzc05M1UlQqQcO3YMTqcTvXs3bd3aqvKAw7V1IdxbPoExo7vqa6szWSrmUThW/assyBh9hXp8wshLI/b+xvQu8B1er5YN6V2q7BeBwoPQW1OhT0iL2PsRERERUWQV+Erx4rGF6iz9uRmj6jyhJRy24RchUHIMQccp1eq2qbyH1qN08f+pg+ZSbZJ89t1Neh05Iez5o5+qzzgiqSeu6HgWIimeY4ygsxClS59TfyaOubKi6sfcczwsx7eXtaLqO0VVVYiUGfdE5L31iZmqm4Hmc8mKwJDWucrsGGlzZkjv3qxkF1F7x8QGERFFxcqSHepP+XEuw91GJzf9R7R1wEx1aQ7pfaqSGiLghffw+hqJDWl15dm1DMaOfep9vzX2PepPT9CHzY6DDSY2VDWCThfWmVfr16+H2+2Ou6BDBJ1FcK7+tzpjymvPg3vnYtgGn6PukwHxaRc82mLvbRs1H/qkTNVP2RLSysyx/EXV+kBK0ZNn3g9T9oAWWwciIiIiajr53S1JDfFt6c5mJTbkhJaU2Q80++vwHlxbURkgZ+xXryDQ/B64Ni5A0F0K27AL6qwa3+8+qeImscG+Tw3DlvkO9ZFWSOHOHoznGEO2r//4NrVsX/4iMk4nNmTbJE28qcXeV07ASznnN2oepLFjv4o5Lf6C/Sj59BGV8DB1HYXk6T9nBQ5REzGxQUREUSE9SLc6DsGsN6GbteE2Qi1NZ02FoUMPBAr2A3oDTDlVe7HKWTXSI1XaFcmBbr0tHebuY2p9rcEJXXHMU6iCjf4J9Q+0du9YAse3r0JnSUTKzF/A2KEdD3qTgXp6Y0W5v8zSCMcpnx2vn1wGV9CH+VkT0L0J+5MENtWTVVrAr75rtez3qj68TGwQERERtU29bJ3U729pRyWxRltg6jwMnl1fqhN3TLlDaxzAdq57R1UrC3/+HqTNe6zW1+liyUSy0aYSN/0TOteb1JAZhFKJLq2QLH2ntejB+5gQOjfDFF58IWQG4DclO9S+dGnm+CYlH6QKXS6hvPtXl1VxyIlzh9ZBc5dCZ0tp9GsTERMbREQUJVd3nKzOPMo0JSPVmBj170FKgFPn/Breo5tUGbIMJwylee0VMxiE9Mmty4z04RiS2E319m3osznXvqkGn2uuYrg2fYTkqXegvdJbkpA89U64t30OQ0Z3WMIcQP91yTYc9hSo5UWFG9UAv0gNqzRm9lZBpjB27BuR1yUiIiKiyJM5B3d3OR8lASd6WJo3Ly9SLD3GwnDeIwg6CmDqMqLG/dIeqbbl6lKMNtzd+Xyc8tuRY06v9z09e1aUnawlyzuXqApoQ1r9J1vFs4ThF0HzOtT2TRhxSditvxaeKmtTu7Z0D85I7oMe1sjsUyqmkCSJpsGQmqtOcCOipmHFBhERNZlz/bvw7l+lzj5KGHtto85ikUHOvW3ZbWrr68w2FXzURn50WgfOhnvHYhiz+sDSq/6+ttkNBBwVr5uUBb/HrsrSZbkuWxyHcMBzEkV+B6wIr6Q8Fpm7jVaXxsg0VZ7hJDNbIklaEHj2faPaVJk7D4voaxMRERFRVYHio7CveAkI+JE44YeNrmaW34KR/j3YXMbMXoBcamEbfiH8ebuheUqROPbael8nwWBRl3CGrQvV9spkhc6aXOfB+2XFW9WsQ3lsvJIYL2nizY16jllvRIoxASV+J0x6I1KNCRFbH3PXkUiZ82sEio/A3H1s2O3CiKgmJjaIiOJUacCFDwq+Uz9SL+hwhvphFkn+vD1wbXhPLQeKjqjkhvxIa4tK/C7odTokGcIvPa5N4pnXqUskJU3/GYo//DUCebvhPbQW1sHnqH6soaQa4bWTS9V3ebRwGy5IGhXRdYh1E1L6I0lvUa2oRifXHjQ2JxCy9j87oq9JREREFKu+K92Njfb9qjr5zJSymQGR5Fj9GvwnymbxOVa+gtTzf4+2SNpdFfudSDMmqhO2mkqqxNMvezqi62buOgrW4RfB+e2rgN8Dz96VsA2aXeNx7+R/g22OQ2o5y+VCD339cwHbE2n1dVvObGxzHkJ3a0ekG5Mi+vrS3pYtbomaj4kNIqI49fmpDdhkP1Bxxsn8rImRfQN9tR/wbfRMEwm83sz7GjrocE3HyRiUWLXFVNQFg2pwuSEpUyWIPLuXwjb0/BpnU5WfRaVZDUhIYrlydcOSerTaV0ZERETUHknl8Hv536rfpbtdx9TsgYhXR4QmCWT2Whvk0wL429GF6uQjaU90c87MZiU3WoLmKIDelqqWXWvfqDWx4Qi4K6/YjEhsA+2B25IMUxImpg6M9moQUT3a1t+8REQUMTKUu5xJF/mgQMrCpf2UsWM/2EZe0mbb9Gxw7FfBV1AL4ntHWaKnLZGeqjpzZTWNPrlm71YJGielDkJXayZ+fu4P0WlULzx5+AO8efJrFVg1RD6/a8snsH/9N1VpQ0RERETUlLPYDacPI+l1ehhb4GB+4pnXw9R1lKoGT2xk+6DWkuctrpjvJjMDJeHT1uhPt6NSy0m1z4aQqn5JzAxN7I4bZ89H3gATnjr8IXY6j4b1HoGisrZhzg3vQQv4I7buREThapvpbyIiarbZ6SNg0hmgQcPZaUNbZIvaBs9Vl7ZsSEJXbHceVsttrlpDAg1zQtkch11LYejQA5Ye42o8RmaXnNthdEWS4k9H30GR0YOTvhL0T+iMgQmdscG+H1mmlFrnlnh2L4Nz9Wtq2XtgDdLnPwedqeH+vERERERE5aSt63XZU7HJcRCDEroitQXO8Jcq5pQZ97TpjS7z3TqZ03DCW4TOlg4Rnb8QKbah86AzmBB0FqlWt7XpYumA23LLKjm+LtqKPa7jcJuD+F/BatybcCH2uU/ghLcYw5N6wKY313h+yaI/ImjPV8syJ8I2bF4LfyoioqqY2CAiilPSfmpORtucedGaRif3VmciSSsqKSdui2SgoBoqeNqrr76K/fv3o0ePHrj++uurPHbzJy+h246FyBreB7t6DkGaMQGvnVim2gGIm3Jmok+15EbQeapiWfM6oPk9TGwQERERUaP1teWqS3uPs27PnYs8Xwk6mlNVJUtbozMYYRt6QVjxRaA0D553n0eu/TiOT5+OtIRsldT4+7FF6qSqjY79uDVnVpXnqIp4Z1HF9aCjMt4gImotbEVFRERxT3r/SlLDX3gYnn3fIuh1oi2TwON3v/ud+jOU7+RObPnidQT3n8CUvdtxg6E7elo74aSvuOIxeSHL5az9pqtqEOlTbBt+UY3h5NTyXEEvjnhOIaAFubmJiIiI4iC50dmSAWNQg/fAd/Dl7UYsxhfCsfJl5G3ZAtOeo7h4725c3XEyTnpLKmb8nfQW11pRnjj2GsBghiElp86qEGpZUjVU4m/bsS1RS2LFBhERtQuSFCj59PdA0A9Dejeknv97dSZTNMjZXf88vlgd7L486ywMSOgc1vM0r1NddDoD0o2JSDGlq9vnZozCJ6fWIsuUihFJPWs8TxIZaRc8WvP1/B44Vv4DgeKjqnTc3H1MBD4dVVfid+G5o5+ooEO+6+uzz+ZGIiIiIooDpUuehO/wejnSj6TJt8PSa0LU1uXTU+uwoni7qt6+ptOUsCtJAo4CFWOYDWZ0NaYgwWDBiKQe2OQ4gBO+IsxNH1Xr86wDZ6lLdd5D6+Ha+L6aHZg0/kbozLZmfzaq6YvC7/FF4Ub1Pd+UM0N1KSBqbxpVsSHlapKVLb906NABc+bMwffff1/jsbfeeisMBgPeeeedGvf99re/xYgRIxp8P5fLhYyMDGRmZsLj8dS4X0roZD2+/fbbKrffddddmDp1apXbSkpK8OCDD2LAgAGwWq3Izs7GjBkz8N5771VkoeU5oZ+v/HLbbbeFtX1Cn5OamoqJEydiyZIltW4/k8mEnj174he/+AXcbnedrxN6efPNNyse89JLL2H48OFISkpCWloaRo4ciccee6zifqfTiV/+8pfo3bu3+rxZWVmYMmUK/ve//1XZfk899VSD308k15uIqC7yd3E4g7Cbyndsi0pqiEDhQQRdlaXTrW1VyU6c8tnhCnjxVdHmsJ6jBoBveF8lI+AogKnzCDVUUYxM6okHu12KW3Jm1tr/ti7urZ/Bs2c5/Pl7ULr02bLXpog75MmvOJNqu/MIqzaIqmGMUT/GGIwxiKjpfKd//7cU39HTx8Mkljm6CdHiDnqxtGgL/FpA/d7c5z4Z1vMkCREo2I+gqwTwOpEw7jp1u0VvUgfLJcYYlVzZMrchMkTc/tXT8OfthnfvSri2fNzkz0T12+I8qP6U73xHmAPfieJNo09VlUTGP//5T7V8/Phx/OpXv8J5552HgwfL/ocqP6guB7Pl4Pc//vEPXHbZZU1auf/+978YPHiwOpizYMECXH755TUeIwft77vvPixdurTO1ykqKsJZZ52F4uJi/P73v8cZZ5wBo9GoniPrePbZZ6vkgLj55pvx8MMPV3l+QkL4g6Bk28g2ys/PV4kU2TabN29Gr169qmw/n8+HtWvX4rrrrlPByp/+9KdaXydU+TrKNpXkzTPPPKOSFZL0keSSvE85ScasWrUKzz77LAYNGoSCggKsXLlS/dkUkVhvIqL6Khj+fuxzOAIeXJJ5ppqL0VSOgBvfluxU7aeGJ/aAZ/dSBJ2FMGb2gc5ohub3wpjVF/qEjKh9IbmWyveWEvZwaB47/Hm7oE9IR9CaCkN68weha6FtkU4n+SnyelizVCs0SWYNS+oBg46dQImqY4xRP8YYjDGIqPE+LliL5cVb1YDvm3NmwNqIE4Cq2+Y8rNqKjknujWRHCTx7V8DYoQfM3cfCu+8bmZ4Nc7foVT+bdUY11DzfVwKz3oRMU3JYz/Md2ahiJENqNoLBIAypEZ6fwhijxYxK6oWPPWvV9z04sfmxIVG7SGxYLBZV7SDkz/vvvx+TJk1CXl6eqgoQUqUhB9PlvtzcXBw6dAhduzb+f7JXXnkF11xzjUpsyHJtiY1bbrkFL774Ij755BOcc07tPf0eeOABNSRp586dan3K9evXD1deeaVKjoQmMco/X1PIQXx5vlxeeOEFdO7cGYsWLVIVLNW3n2wTqRqR+6snCMpfpzYffPAB5s+fjxtvvLHiNkkAVX/M008/XbFNpDpj9OjRTf5ckVhvIqK6rLfvRanfpZaXF2+rkdiQfwckmRqON05+XTFI23ZqKTI3fa6WZTh36kVPIFhyHMaOfaHTh39wWQIXz56VMOUMhG3IeXU+Tg3Rs+dBb0uFzmip90doqiEBzqAHgxPC+/dRZ0mCMXsg8P1RFTiZujRc+dgQ26C5CBQdqWhFVd86xyLX5o/hO75NtQSIZluARIMVd3c+HyUBFzKMbXOAPVG0McaoH2MMxhhE1Dgy1+zrkm1q+YinALtdxzEksVuTYgwZpP2v41+q5S3Fu3Htt4ugucrmTiRNvwfW/mdDb0uHIS38pEDQXQrnd6+riumE0fNhSKn7OErQ44Dmd8OQ2KHOx+h1etyWOxs7XUfR1ZKJ9DB/c5q6joJ7x+Ky10jvrpIczSGtfpOm/ATODe/BkJxdb+wUiwIlx+Fc+zZ0JgsSxlwFvTW8BFJLmJQ6CMMSu6vERmOq9oniSbNOGbTb7XjttdfQp08f1ZaqekJC2jHNnTu31uFEDdmzZw+++eYbdQBfLsuXL8eBAwdqPE7aIkl1grRdkuxydXKbVI9cffXVVZIa5aSVk1RvtASbrayPoNfrrfV+qbCQKgqzuXF/AUniQNpv1bY9Qh8jyZ7S0lJEWlPXm4ioLj0sHSuCip7VeoN+XbwND+5/HU8f+QjOQMOtkor8joplX2Hl35MyONyQlAlT7pBGHcAPFB+DfdlfVe9cCT68hzfU+jh/aT7yXzgXec/NQcE/r0bAnl/v6/a2ZWNoYncVhIRDtk/KrPvRc9Zt6DL3bpiyB4T9Gep8TZMVyVN+ouZvWHqMQzyR78n53X/gO7QO9mXPqyAkmkx6o6oiCjdBR9SeMcaoH2MMIqKGSYVsN0umWpYDv7nmyirp0oALTx7+EL/a/4aq9A5nXlo5tzO/IqkhgsWHYcoZ3KikhnCufk1Vlnv3fwv70ufrfFzp0udx8snJyP/rubCv+ne9r5lksKoTqLJMKWGvh7nzMKTN+xN6zvoROp99U6M+Q52v2W2Mii+Sp90Zd/M15LuS78yza6n6DqMt1ZjIpAa1a41ObHz00UcqGSCX5ORkVRnw1ltvQX/6zNddu3apg+7l1RWS4JDS6fI5FuGSdkuSFElPT1dzNmbPnl3RAqs6aYe1b98+/Oc//6lxn7SEKiwsVLM1wvHXv/614vOVX2p73YZIOy5ZL5kzIu2iqm8/qRIZOnQoTp48iXvvvbfG86WSpPp6lLf7euihh9RZW1KF0b9/f9WX+O23366S2Pn73/+ukg+ScJLWW3fffTdWrFjR6M8RyfWujbTRkvknoRcian/6JeTizs7n4sac6bigwxlV7ltc9D2CWhDHPIXY5Kj775Ny8zLHIseSjsGJ3dBr2HzozGXtBG3Dzm/SusnZUaEl1Jq3MnESyrXuLVX5AATVzAqPlKQ3k/RL/deJr/Cfk8tgD7ihM5gwds7lGDVxerNfO95V+Z40DZqvMiBtCYV+e1iJNyKqHWOM8DDGYIxBROG7MXsGrsuehru7nKfagpb73r4fJ7xFCGgBLClqeC6GtPmROROdzGmY220WzD3Hq9v1iR1g7tm0quBgyG9VGdxd+2OccK17WwZXqJjEtSYy80vlxLG/H1uEtaV71HVJyoydMx8jRzW9y0d7EfpdhX6HLcEb9KPAV9ro46lE7UmjSxWmTZumWiwJSRhIIkASEKtXr0b37t1VQkKSEDLwW0grJGmZJEO0p08P70BMIBDAv/71L9VKqZwkSO655x785je/qUiilJMWWOX3VW9X1di/AKSyQ2ZjhOrUqVPYz5cD+5LMkMHnsl5SvTJs2LAa28/hcODJJ59U1SKXXHJJjdeR+6TdU6jyipOcnBxVzSKVE8uWLVMJDJl58fLLL+Ozzz5T22fy5MnYu3evSjLJ/YsXL1bb83e/+x1+/etfN2qbRGq9ayMDz2WdiIhyzOkA5FKVlFLvdB5VlQ3hzKPoa8vBTztXljzb5j+vSrz1tvDPXApl7NAT1iHnwbvna9UKyty99soGQ2oOoDeWDSjXG9XzmqvAZ8c2xyG1nKS3qqQNhUe+J3PPdfAf3wZz77Mi8n3UZVnxVnxSUNbfVvo3yz5LRI3DGKN+jDEYYxBR45n1RgxM6FLjdpm5IVW0crwonN9tRp0B87MmVt4w9Q4Ex16rWsVK66WmSBh9Bez2fJWwSBx/Q62PkZOadLZUwF1WIaKPwPwLr+bHRwVrKlps9U/orCo9KDyJ46+HfcXL0JlsSBhzZYttNpkb+dzRT1Hos2NoUndc3XEyvyKiWjT6b+DExETVeqqcHEyXllMvvfSSOkAtCQkZKh7a3kkSFZLwCDexsXDhQhw5cqRGkkJeRw7Qz5w5s8Zzfvazn6kki1xCSXJBqhu2b98e1nvLZwn9fI1VfmBfXqd85khd20+2yfDhw1XyI3ReRnkrqYbWY8iQIery4x//WLXjklknMhBdAkNhMpnUbXKRAesyOF0Go8uytJFKSUlRA9VrG7Yu699S6x1KWojJd1dOKjaaMo+FiOLXtR2nYJvrCDqaUpCtkh+NI/1P5SIkweE7sQOGlBwYkmv+HV2XxDOuUpf6yIyKoLsEvkPrYRt6Hsy5Q9Bc+pC2RRa9CZ6gD08t+X9wuzy4ddYVyLY0fnu0FxJkJk+9o9VmxAhv0IctjkNMbBA1AWOM+jHGYIxBRJHTw9oRd+Seg3x/aa2Jj3DoE9Iqlv1FR6C5imDsNDDsOX7G9C5Iu/CP9T5GEhtplzwJx4qXVBV60vSfN2ldq6w3dOqEMamIl4SNtOySweivL/8AnbQU3D776ma/Rzwz5Q5F+mWVJ2G3lAPuPJXUEJvsB+DPCqjvi4giOGNDSJZbKgSkQqF8psP69euxYcOGissbb7yB9957Tx0wD4ccML/iiiuqvIZc5Da5rzbS8kgqEf7whz9UmSsh6ybPk3ZSR49Ki5CaPXz9fj8ipfzAfm1Jjepk3WSwubSsku3XHDKsXUhFRX2Pkc/qdrvVdWljtXbt2hqPW7dunRqs3hrrLYMiJcESeiEiqj6bQIaiNSWpEUoLBlHy2R9Q+vkfUbzgXvjzyw5GR4pOb0DSmderH7rWATUT8E0hMxmmpA3G9PRhmJ42FCtLdmDNga3YeWQv3s//ts7n+U8dQMlnj6J08V8QdBZGZF2obkMSygZRSrAxIKEzNxVRBDDGqIoxRuMwxiCihuRaMlSMYWrmwWLvwTUoXnCfijPsS5+L+IY3ZfVWCZDUc34DgyWx2a8nv1ev7TQF41L64fpO02DRGfH6yeXYfngvvtm/Ebtcx2p9nlS3ONe+heKPf1sxbJxaTldrJlKMZS2VJb5gUoMoQhUbMhNBKjLKW1E999xzKjlw/vnn46mnnsK5556rzuavfkBdZjxIcuH2229Xt8kBcUlWhJKZHXJg+8MPP1SzO6QaIdQPfvADXHTRRTh16pSau1HdLbfcos5mev311zFuXGWrEEl2fPXVV+o2WR4zZoyqZpCB5NIK6bvvvlNVHeV9a8s/X+gPY5n10RIuu+wyNavi+eefV+20ykkSqPp6yPaRs9l+9KMfqfZOZ599Nrp06YJjx46pagxJpowfX9brcerUqapkXT6rzNnYunWrSkZINUd58kC+E6nmkG1y8cUXq4oYSUJJm6vqlS+RWG8iomgKOk/Bn7dbLWt+L7xHNkLr0B3Li7cioAUxOXWQqopoDPmB/37BKmx2HFSD+s7rMCai6yxnVM3NGFVx3ayr/Ge7vnW1L3sBgcLT80iMZjUgnFqOJJ6GJHaDTW9BijG+BiQStRbGGJHFGIOIqHV4D66VM6hOL3+n/tzvPolNjgPqgHRfW+PbRx32FOD1k8ugh14lIWS2RyRJlUp5pYrEM6HJHUl01MZ3cA1c3/9PLfvzdsGUPRCGCLTGotolG2y4u8v5qmojO8LfP1G7rtiQGQ4y40EukiiQpMA777yDgQMH4uOPP6517oKc4S8JidBqi507d2LkyJFVLrfeeiv+/e9/q4PgtbWtkttsNhtee+21WtdNkhWPPPJIRUVCOUmCyKwJmdMhCQB5LzmgLwfxH3/88Sptl6SlVvnnK79IgqClSMuun/zkJ/jzn/9cpdrihhtuqLEezz77rLpPWl3J55GARSorZJvLUG9p0yVJDCFzTqQt2KxZs9R3c8cdd6jbZMh4uQkTJuDTTz9Vl4kTJ6pkSPk8jupJpUisNxFRNOltaTBkdD99xQhTzmAsLvwen5/aoP78+FTNCraGHPcVYXXJLjU0WobwnTpdLtxSxqf0U4MLeydk45LMegYVaoHK5WDIcpyTwMyzdwXcu76CFohcNWY4JOBkUoOo6RhjRBZjDCKi1mHqPEzKDMuWc4epuOCV44uxong7/nn8SxT6Gx8ffFm0WcUV+b4SLC3egpaukPxh9nT0T8jFmJTe6GatvfuIFhpTaJqqhm8vAsXH4N62EP6C/a36vja9WVUWSeswIqqdTmvsdG2iFiQzNiTRJLM/2ktbKvlfUJJDktCTHxVEar8I+BD0OOEKGrhvRPL/N68L3qObYEjrDGNaZ7yfvwqrSnaq+4YmdsfVnSY3eqjb44f+B3fQi0SDFb/oemGjqz5qI4lmmZk0ZcoUVXEYSk4ikAS+VNrV9XeG7+ROOL59FXpTAhLPugWG5I5wbfoA/vx9sPSbBrMEYHFIyuPLzySz9J6EpMk/QnvCf08oGvtGe/ztRrGnPe6n/DeBahNwFsPpCyIpJY2xZwT58/ao9q+mLiNQqvnw2KH/qv8HhZx139iKi4WnNuDLok1qeU7GKExNG9yi8UU4MYYkMiS+8J/YBkufSbANvUDNFnFtfB96awoSRl1eMdcwngRdxSh6/15oHjtgMCH1gkdVHNle8N8SauvxRaNbURERUcuSH4gln/0emqsYut5TkTjpZm7yCNGZbbD0GFtxfXraMJQEXGp4XmjLp3BJMuP2znOxx3UcfW05EUlq1Ma980u41r0DfXJHBD0yU6n+XsCmjv2QdsGjFdc9e1fCueZNtew9tB7plz0DvS3+Duz4T+6qWPblVS4TERERtXeOb/+lzjoPmhJhO/chNbyaIsOY1btiOQVGXNhhLNbZ92JQQtcmtZGalT4cHc2parD30NOz3CIt6C5F6ZdPIVB0BLbhFzX4eBmKnjThh1Vusy/5i6pmOP0AJI69BvEmUHy0LKmhrvgQKNjfrhIbRG0d65nC9Oijj6oB5bVd5s6d27LfEhG1K56dX6mkhvDvXAzNV7W9HkWOtA76QccpmH/wKAyfPwH3rqWNfo0sUwrOTOmnBn23BGmp5Pjmnwi6iuA/uRPdggfRu3fvxr2Gp7TySsALzR+f+5Sl31QVVAlrv2nRXh0iogYxxiCi1iDxhCQ11LK7BJ5dNc/Yp8iRwdw3m/pi5Dfvo3TJUwi6Shr1fDn7eWRSTzXcvKW6Ori3fw7/8W1qf3Cu/jf69Oja6Bgj6K5ss6W5Q+KNOGLM7AVDhx5qWZ+UBVPu0GivEhGFYMVGmG677TbMnz+/1vtk7gcRUaQY0ivPANElZQHG+CvpbUu8e76Ge8snlYPwcgbDkJQZtfVZb9+H7vNG4wdnDsK0AWMBvQE6k60iOdG3T28E+/Rp1Gta+kyB9+A6+Av2wTpwlmpNFQulrY0N5Cy9z4Kx0wAg6IchJbvF1o2IKFIYYxBRqzBa1EHZoD1PXTWksVqjpZUufRbB0pNqWWdJRNLE6FXhy9yP/hdPQOqYbpgxcHzZOpmTKu7XGa3o268/nB5fo143cfwNZe1vbWmwjWi46iMWYwyd0YLUc3+nKlMkhtKZrC26fkTUOExshEkGkMuFiKilWftOhU5vgr/4KAKdx7L/bQsr9TvgCfpgLW8jpUVvEJ4r6MU7eSuRM2+Euj6981z1/SfPvBfuTR9Cn9QR1iHnwun2Nup15Qd4yuxfIlbIsEUZ5i7VMDflzECyIfwTCKKZlCIiaizGGETUGuT3ZMrcX6v2pj5zOix9p3DDtyBpc+vwO2HSgjBKNXHo4O0o+Kp4M9LPG4h0DERSQtlJdNYBM6C5ilSrJeugOdAZzUAjExuWnmeqSyywB9x46dgi5PlKcE7GKJyVOjDs5+oMJhgzWqYlGBE1DxMbRERtkKX3RJhPD2OilnPUcwovmvMxNCsDfRweDBh+ZVSrGYzQw6QzwKMFVQBq0ZUlW0xZfWA6+261LEP/XC4XZs+ejXj1ZdFmFRCe8BZhk+MgJqT0b/RryABH99aF0CWkwTpgluoLTERERNReyckfCSMvZXzRCt7KW4EjffpgxI61GJzRD+mjau/+0VqsenPFsu30sk5vQMLoyytuj/cYY7PjoIotxJKiTY1KbITy7F0Bf8EBFa8bM7pHeC2JqLGY2CAionZrn/skvNCwdshZ2Gm0YWS36P6QN+mNuDF7OjY49qOPNVsNDazObrfD7Y7PGRnlulozsc1xCHqdHl3MTauWLPnicTXcT2g+FxLCGIpIRERERNRcu1zH4MzIwRfjz0Ny5jjkJEa3+8eU1MHQQQd30KuWaxPvMUZnS4aKLeTkqW6WplV4ew+uhX3p82pZ5tSkX/o0dGa2pieKJiY2iIgobvlPHUDpF09A89iROOEmdWZNqEGJXbC0eAtK/E6MS+6HtqCbNUtd2rOrOk7CDucRZJqSkW1Ob9JrBIuPhSwfj+DaEREREVF75vjmn3DvXAJjVh+kzPhFjYPbZ6b0w5LCTUgzJmLA6dZP0WTQ6TEtbQjas66WTNzZ+Rzk+0rRv4nfSaCkMr6Q+DLoKYWBiQ2iqGJig4iI4kKg6Cj8+XvU8G/96bOiXBv/h6CjQC07vnutRmIj3ZiEX3S9EN6gHwmG1hnS/nnhBtVeaURiD0xPH9Yq7xlrpB3XkMTm9bG1jbwEzjVvqMGI0jeYiIiIiKgxtGAQ3oPfqQHS5i5lM/D8RUfg3r6obPnEDtWaSOZVhJqVPgITUwbAojfBqDO0+EY/6S3GO/kroYcO87MmooMpucXfMxbJCVNNPWlKWHqdBc+OL1WCw9JnclRbGBNRGSY2iIgoLpIaxR8+AM3vhT4hHakX/gl6S1JFgkMYEmovAZdgw2ho+YBDSF9XOXtLLPJuxMikXsgwJdX6WO+h9WU/mntNhN5WsyUV1c825DxY+88EDEbVQ5iIiIiIqDEcK1+CZ9dStSzzKGzD5qkYQwZtS9whQuONUIkGa6tt7EVFG3HIna+WFxdtwvysCbU+LugqgWfv1zAkd4K52+hWW794oU9IQ+rFTwA+N1tQEbURTGwQEVHM8+XtqgguZGh0oPgo9B37IWHUZdAZTAh67CoQiTapCpE5Gr6gX53BZdWXDQevzrPvW9i/eqZsefti9QNaholT4+hMrVOFQ0RERETxx3dsS8jy1rLEhi0VyTPuhWfP1zBm9YW56yhEW5ohsXLZmFDn40o+ewSBoiNqOWny7TWq2alhKiZj+ymiNoOJDSKidsx7aB1cGxdAn9wJSRNuhM7UemcWRZK0n9LZUqG5imFI6wJjend1u5SNy9lVLSXoKobzu9ehaQEkjL4ChqT6B9ElG2y4JWcmdjiPYlBClzrbX/nz91bt5epzV/yAHjlyJJxOZ4Q/CRERERFR82k+Dxzf/EP9hrUNvQDm7mNidrNK5bTr+//J0WyYe42vEnvIpaW4dy2F98B3MHceBuvAWQ0+fnbGCJXQ0On0GJfct9bHaH5PRVJD+Av2VUlsMMYgoljExAYRUTulBfyqKkBVOuTthiulExJGXlpxv3vP13CueR16S7IavG3qWPuP5LZAEgppF/5Z/Vg3dujRamfqS9AmQYeQpErKnAfDGlwnl/pIkOHZ+SU0rwOW3mdVKXXOycmBw+GIwNpTfaRU377i7wg6T6mklQSWAXs+7F8+pf5MPONqWPpM4kYkIiIiCuHa+ik8e5ar5dKlzyHjqr+r1k3q95XHDvvSv6qD6tIKKVFOrGrDVclygpS5+1jAaIYxrXWGgPtPHYRjxd8BTYPv0DoY0rvBlD2g3udIa92JqQPrfYyc8GXpO0W11tKZE1TSJhRjjNbh3vUV3Fs+UzGr2v8NJrg2fQjXpo9gTO+KpLPvht5SWYFDRPVjYoOIqB3TtNpvd235FCWf/QGa1w59YiagNyDtgkfRlumtydA38KO/Kfa7T6rZGEMTu9eosNC8lZUTQW/kkg3GjO5Iu/QpaO4S6FOyI/a6FD7XxvdUMCnsS59HxlV/g3vThxXVNPaVr8AsSac2HIwTERERtTotGHrl9KUsqVH4zp1lv6/0RgQd+TB3HdnmZz0YM3tG/DU9QR822PerId99bNk144uQIE1OdIqUpLNuVVU0OmsKD55H6cQpx4qX1PcbKDyo9i1zj/FwrnlD3e87vhWeHV+0iRbKRLFCH+0VICKi6NAZjEie8hMYOvSAuceZsA0+t+I+qUKQUmahuUvVGT7t0UF3Hv527HO8n78Kr574ssb9CWdcBUNaZ5V8SBx3XUTfW87UMaTm1Dhw/sknn2DhwoURfS+qTch2P/0d6KzJVb4fJjWIiIiIqrINPgfmnuNVjCFzHMrjiMCpA6rCWQn61QH89hpjvH5yOd7P/xYvH1uEnc6jVe6T6gzrgJnQ29Jg6TMZpi4jI/reEl/UVhHAGKOVnI6xy5elYiP0/wOdpTLeIKKGsWKDiKgdk563tfW9NXcZAd+xzUCJDobMnursnvYoz1cC7fQZUye9pwOxEMYOPZF20eNRWLPYtbp0F7Y5j2B0Ui8MSeyGtso28hI1Q6WsFVXZnBY5w036RgcdBbANOz/aq0hERETU5sjMvuSpd9S4XVoqGVKyVUJD87nUCUKm3CFoj076iqss90NulfsTx9+gLhSeEr8Tn55aD5PegLkZo2DTl7U+a2v0thQkTboN7q2fw5DRHZa+08pONpxxD9zbFsGQ0RWWftOivZpEMYWJDSIiqsE27AIYs/pAC/phyh3abs9Ml/ZTG+z7cNRbqIbyUfNIS6/38r5VyzucR/CrbpfWOUA92vSWJCRPu7PKbdIfOnHs1VFbJyIiIqJYJW1jUy94FL4TO2DM7KVm5LVXc9NH4oOCNehgSsKopF7RXp2Y9+GpNdhkP6CWzTojzuvQdgfWy2yT6vNNWnoYPVE8Y2KDiIhqZcoZ1O63jFlvxI05M9r9dogUvZRb63SqCkYf2uqJiIiIiOKe3pYKS4+xaO+GJfVQF4oMQ0iXfUNoqyciintMbBAREVGryDKlYH7WRFWtMSKpZ5ut1iAiIiIiotggFRpyQppUa5ydNjTaq0NErYiJDSIiImo1I5N6qgsREREREVFzJRmsuDjzTG5IonaIiQ0iIqIYMmnSJDgcjmivBhERERERxQnGGEQUi5jYICIiiiHJycnQ69k7loiIiIiIGGMQUfvFIyNEREQxpLS0VF2IiIiIiIgYYxBRe8XEBhERUQxZvnw5Vq5cGe3VICIiIiKiOMEYg4hiERMbREREREREREREREQUM5jYICIiIiIiIiIiIiKimMHEBhERERERERERERERxQwmNoiIiIiIiIiIiIiIKGYwsUFERERERERERERERDHDGO0VICIiovCdc845cDgc3GRERERERBQRjDGIKBaxYoOIiIiIiIiIiIiIiGIGExtEREQx5NixYzh+/Hi0V4OIiIiIiOIEYwwiikVsRUVERBRD1q9fD7fbjd69e0d7VYiIiIiIKA4wxiCiWMSKDSIiIiIiIiIiIiIiihlMbBARERERERERERERUcxgYoOIiIiIiIiIiIiIiGIGExtERERERERERERERBQzODyciIgohiQlJcFgMER7NYiIiIiIKE4wxiCiWMTEBhERUQyZPHkyHA5HtFeDiIiIiIjiBGMMIopFbEVFRERUjaZp0HwebhciIiIiIooIiS+0YJBbk4goQpjYICIiChEozUPRu3fh1Gs3wLH6tTa3bXbt2oXdu3dHezWIiIiIiChMzvXvqvii6J07ECg62ua2G2MMIopFTGwQERGF8Oz8EkF7nlp2b/kEQY+9zQUde/bsifZqEBERERFRGLSAH66N76vloLMQ7u2L2tx2Y4xBRLGIiQ0iIqIQhtScyn8kbWnQGa3cPkRERERE1CQ6gxH6pKzKGCMlm1uSiCgCODyciIgohKXPJGhaAIHCI7D2m6YCkXhX7Hfgu9I9yDWnY1Bi12ivDhERERFRXEmZ/QDc27+AITkLlv4z0B5stO9Hvq8E41L6IcnAk8WIKPLi/2gNERFRI1n7Tm1X2+zVE1/imKdQLd+cMxO9bTyLjIiIiIgoUgzJHZF4xlXtZoNucRzCGyeXq+Xd7uO4NWdWtFeJiOIQW1ERERG1c8V+Z63LREREREREjY4vAqHxhYMbkIhaBCs2iIiIYkh2djZcLldEX/PizDOxqHAjcszpGJbUPaKvTURERERE7SvGGJPUG3tdx5HvK8U5GaMi9rpERKGY2CAiIooho0aNgsMR2bOehiR2UxciIiIiImp/Ih1jmPVGXNNpSsRej4ioNkxsEBFR3NvrOoFPC9chy5SCizqMg0nPf/6IiIiIiKhpAloQ/ytYjaOeQsxIH4YBCZ25KYmIWhlnbBARUdz7b/63OOTOx7rSvfjOvgexbN26ddiwYUO0V4OIiIiIqN363nEAq0t24bAnH2/nrUCsY4xBRLGIp6wSEVHcSzJYUOArX7Yilh0/fhxutzvaq0FERERE1G6FxhSxHl8IxhhEFIuY2CAiorh3dcfJWFmyAx1MyRiWyOHYRERERETUdH1tObi841k47i3EuOR+3JRERFHAxAYREcW9FGMC5mSMjPZqEBERERFRnBiZ1BOAXIiIKBo4Y4OIiIiIiIiIiIiIiGIGExtERERERERERERERBQz2IqKiIgohvTt2xdOp7Pex7z66qvYv38/evTogeuvv77V1o2IiIiIiOIvxmB8QURtERMbREREMRZ0OByOeh8jgcfSpUsxZcoUJjaIiIiIiKhZMQbjCyJqi9iKioiI2rWgsxC+49uhBXzRXpWYogWD0V4FIiIiIqI2R9M0+E7uRKDkeLRXJaYwviCixmLFBhERtVv+UwdR8snvoPlcMHbqj5Q5v4ZO37Zz/suWLYPL5cLs2bMb/dxivwMLCr6TaAvzMscizZjY6NcIlJ5EycLHELTnwTbyEiQMv6jRr0FEREREFK8cX/8Nnt3LAL0ByWffDXPXUWjrmhNjfFOyAxvt+zE0sRsmpg5s0vs7178L18b3YUjORvLsX8KQlNmk1yGi9qVtH71pIw4dOoQf/vCHyM3NhdlsRvfu3fHTn/4UBQUFFY+ZOnUqdDqdulitVgwaNAh//etfq5Ttld8fepHHlpM+6HLbH//4xyrvv2DBAnV7OL766iv12KKiolrv/+1vf4sRI0ZUuS6Pv+2226o8bsOGDep26dEu5M/a1l8u3377rXpMIBBQ6z5gwADYbDZkZGRg3LhxePnll8NadyKi1uY7vF4lNYT/xA4EHZV/r7dVdru9wVZUdfm8cCO2OQ5hm/MwFp7a0KTXcG9bhGDpCTmlCq7170Lze5r0OkRE7R1jDMYYRBSfPHtXli0EA/DuX41Y0NQYo9Bvx//yV2O/+yQ+LFiDAl9po19D87rg2vCeOvkqUHIMnu2LGv0aRNQ+MbHRgL1792LMmDHYtWsX3njjDezevRsvvvgiFi9ejPHjx+PUqVMVj7355ptx7NgxbN26FfPnz8ftt9+unlMuJSVF3R96OXDgQJX3k0THn/70JxQWFqK1yHu+8sor6jM25IsvvqjxGUaPHq3u+93vfocnn3wSjzzyiNoGX375JW655ZY6kyxERNFm7DRAnUklDKm50CekI57Z9ObKZUPlcmPoQ86e0tvSgCa+DhFRe8YYoyrGGEQUT0w5g2tdjkcmnRFGXVk8JX/K9UYzmqGzptQabxAR1YetqBogyQmp0vj8889VFYLo1q0bRo4cid69e+PBBx/ECy+8oG5PSEhAdnZ2RSXE66+/jg8++ABXXnmluk2qG8rvr8uMGTNU8uSxxx7Dn//8Z7SG/v37o2PHjuqzvP322/U+tkOHDnV+BvmsP/7xj3HZZZdV3DZ8+PCIry8RUaSYOvVH6nmPIFB0BKYuw6EzxPc/i7PTR8CqN0EDMCW1aUGWdeAsQAsgWHICloGzwq4oJCKiSowxqmKMQUTxRNpPeQ+ugT4hA6bsAYhnSQYrbsg+G1uchzAwoQtSjGXHzRpDpzcgZc6D8Gz/AvqUbFj6z2iRdSWi+MOKjXpINcbChQvVwfrypEY5Obh/9dVX46233lKDoWojz/F6vY36QgwGAx599FE8++yzOHz4MFqLtJD673//izVr1jT5NWSbLFmyBHl5eWE/x+PxoKSkpMqFiKg1GTv0gKX3ROgtSXG/4U16I2akD8fM9OEw65uWxJFEhm3wOUgcfwOMaZ0jvo5ERPGOMUbjMMYgolijM5ph6TUh7pMa5XrbsnFBhzPQ15bT5NcwpndV8YVt8FyeOEVEYWNiox7SmkmSFgMH1j78SG6XllHVD+TLrInXXnsN33//Pc4+++yK24uLi5GUlFTlMnfu3Bqve9FFF6k5GA899BBay6hRo1T7rPvuu6/ex02YMKHGZyj3l7/8RW0LCT6GDRum5nZ8+umn9b6eVKakpqZWXLp27Rqxz0RERERE1NYwxqiJMQYRERERNVZ899yIkLoqMqqTYeEyKFuqNKTy4u6778aPfvSjivuTk5Oxbt26Ks+pXglSTuZsSFLknnvuQWv5/e9/r5I10nZLWlPVRipU6kr0yMD0zZs3Y+3atVixYgWWLVuG888/Xw1Fr2uA+C9/+Uv87Gc/q7guFRtMbhAR1U1aITqdTm4iIqIYxxijEmMMIqLoYoxBRLGIFRv16NOnjyqB27ZtW633y+3p6enIyspS16U11YYNG7Bv3z44HA5VwaDXV25iWZbXDL107lx7G4/Jkydj9uzZ6sB/a5GZITIA/f77768z0JKkQ/XPEEo+4xlnnIG77roL7733Hl599VU1mFy2SW0sFosaqh56ISKiuuXk5DQ4r4mIiNouxhg1McYgIoouxhhEFIuY2GhgiN3MmTNVJYbL5apy3/Hjx/Gf//wHl19+eUX/P2mlVJ6sCE1oNGfuxYcffohvvvkGreU3v/kNdu7ciTfffDMirydVHEISPURERERE7R1jjOZjjEFEREREbEXVgOeee071fJXqCWnV1LNnT2zZsgX33nuvSmD84Q9/CHsvkioISYhUJ22fakuEDB06VFWBPPPMM43eUzdt2qRaX5WT5Mvw4cMbfF6nTp1Ua6jHH3+81vsLCgpqfIa0tDRYrVZceumlmDhxotpecjaxVGlIxUm/fv0wYED7GJpFRNTSPvnkE7jdblx88cXc2EREMYoxRlWMMYiIoosxBhHFIlZsNKBv375Ys2YNevXqpYZrS7umW265BdOmTVOVFBkZGWFvbJkfIeV91S8nT56s8zkPP/wwgsEgGktaWUmPxPLL6NGjw36uzPUIHQoeasaMGTXWf8GCBeo+Sf5IhYnM1ZBkxnXXXacSGjKzw2hkDo2IiIiISDDGYIxBRERERM2j08KdWkfUCiT5Iy29iouL2828DflfUFp1JSYmVrQ1I+K+QXX5+OOPKyo26vo7Y+rUqVi6dCmmTJmCr776ihuzneC/JxSNfaM9/naj2NMe91P+m0DcLyiSMQbji/aJ/5ZQW48vWLFBREREREREREREREQxg/2BYszcuXOxfPnyWu974IEH1IWIiNq366+/Xp1V1aNHj2ivChERxQDGGEREVB/GF0TUFjGxEWNefvlluFyuWu9rzLwPIiKK78CDiIgoXIwxiIiI8QURxRomNmJM586do70KREQURZMmTVK9LImIiCKFMQYRUfvGGIOIYhETG0RERDEkOTkZej1HZBEREREREWMMImq/eGSEiIgohpSWlqoLERERERERYwwiaq+Y2CAiIoohy5cvx8qVK6O9GkREREREFCcYYxBRLGJig4iIiIiIiIiIiIiIYgYTG0REREREREREREREFDOY2CAiIiIiIiIiIiIiopjBxAYREREREREREREREcUMY7RXgCiUpmnqz5KSknb1mR0OBwKBAHQ6XbRXh9oQ7htUG6fTCbfbrf6e5N8ZxL8zKNr/npT/Ziv/DUfUFjHGYIxBlf8vMPak2jDGoLr+/eTfGdSW4wsmNqhNKS0tVX927do12qtCRERERI34DZeamsrtRW0SYwwiIiKi+IsvdBpPr6I2JBgM4ujRo0hOTm43ZyJLJlISOYcOHUJKSkq0V4faEO4bxP2C+HcGtfV/TySUkKAjNzcXej273FLbxBiDMQaVYXxBdeG+QdwvKBbjC1ZsUJsiO2yXLl3QHslfBExsEPcN4t8ZxH9PKNZ+a7BSg9o6xhhMbFBVjD2pLtw3iPsFxVJ8wdOqiIiIiIiIiIiIiIgoZjCxQUREREREREREREREMYOJDaIos1gseOihh9SfRNw3iH9nEP89If7WICLGGMTYk1oTj0sQ9wtqjLbydwaHhxMRERERERERERERUcxgxQYREREREREREREREcUMJjaIiIiIiIiIiIiIiChmMLFBREREREREREREREQxg4kNoig4deoUrr76aqSkpCAtLQ033ngj7HZ7WM/VNA1z586FTqfDggULWnxdqe3uF/L4O+64A/3794fNZkO3bt1w5513ori4mF9bjHv++efRo0cPWK1WjBs3DqtXr6738e+88w4GDBigHj906FB88sknrbau1Hb3jZdeegmTJk1Cenq6usyYMaPBfYnaz98b5d588031m+LCCy9s8XUkopbD+IIitW8wxohfjDGoufsF44v25fkYiC+Y2CCKAvlhuWXLFixatAgfffQRli1bhltuuSWs5z711FPqLwiKP43dL44ePaouTzzxBDZv3oxXX30Vn332mQpWKHa99dZb+NnPfoaHHnoI69atw/DhwzF79mycPHmy1sevXLkSV155pfre169fr348yEX2CWrf+8ZXX32l9o0vv/wS33zzDbp27YpZs2bhyJEjrb7u1Lb2jXL79+/HPffcoxJgRBTbGF9QpPYNxhjxiTEGRWK/YHzRfrwVK/GFRkStauvWrZr8r/fdd99V3Pbpp59qOp1OO3LkSL3PXb9+vda5c2ft2LFj6jXef//9Vlhjauv7Rai3335bM5vNms/na6E1pZY2duxY7fbbb6+4HggEtNzcXO2xxx6r9fHz58/Xzj333Cq3jRs3Trv11ltbfF2pbe8b1fn9fi05OVn717/+1YJrSbGyb8j+MGHCBO3ll1/WrrvuOm3evHmttLZEFGmML6gl9o1QjDFiH2MMisR+UR3ji/g1NkbiC1ZsELUyOWtWSoDHjBlTcZu0B9Hr9Vi1alWdz3M6nbjqqqtUKVh2dnYrrS219f2iOmlDJWXmRqOxhdaUWpLX68XatWvVd19O9gG5LvtIbeT20McLOZOirsdT+9k3avt3xOfzISMjowXXlGJl33j44YfRsWNHVvkRxQHGFxTpfaM6xhixjTEGRWq/qI7xRXzyxlB8wSNfRK3s+PHj6n/0Kv8jGo3qQJPcV5e7774bEyZMwLx581phLSlW9otQ+fn5eOSRR8Jua0Ztj3yHgUAAnTp1qnK7XN++fXutz5H9o7bHh7vfUPzuG9Xdd999yM3NrZEIo/a3b3z99dd45ZVXsGHDhlZaSyJqSYwvKNL7RijGGLGPMQZFar+ojvFFfMqPofiCFRtEEXL//fer2Rf1XcL9x6G6Dz74AEuWLFHzNSi2tOR+EaqkpATnnnsuBg0ahN/+9rcRWXciih9//OMf1RC3999/Xw1/o/artLQU1157rRr+mJmZGe3VIaJ6ML6gaOwboRhjEFFdGF9QW4gvWLFBFCE///nPcf3119f7mF69eqk2UtWH7fj9fpw6darOFlOS1NizZ48qIw51ySWXqIE8MsCJ2t9+EfqPyJw5c5CcnKwOWppMpoisO7U++RFgMBhw4sSJKrfL9br2A7m9MY+n9rNvlHviiSdU4PHFF19g2LBhLbym1Nb3Dfk9IUP9zj///IrbgsFgxVm8O3bsQO/evVthzYmoIYwvKBr7RjnGGPGDMQZFar8ox/givmXGUHzBxAZRhGRlZalLQ8aPH4+ioiLVr2706NEViQv5n37cuHF1npFz0003Vblt6NChePLJJ6v8xUHta78oP4tK5ilYLBZV2cMzsWOb2WxW3//ixYtx4YUXqttkH5DrP/nJT+rcd+T+u+66q+K2RYsWqdupfe8b4s9//jP+8Ic/YOHChVX6a1P73TcGDBiATZs2VbntV7/6lTqA9fTTT6Nr166ttu5EVD/GFxSNfUMwxogvjDEoUvuFYHwR/8yxFF+0+HhyIqphzpw52siRI7VVq1ZpX3/9tda3b1/tyiuvrLj/8OHDWv/+/dX9dZH/fd9//31u3Xa8XxQXF2vjxo3Thg4dqu3evVs7duxYxcXv90fxk1BzvPnmm5rFYtFeffVVbevWrdott9yipaWlacePH1f3X3vttdr9999f8fgVK1ZoRqNRe+KJJ7Rt27ZpDz30kGYymbRNmzbxi2jn+8Yf//hHzWw2a++++26Vvx9KS0uj+CmoLewb1V133XXavHnz+OUQxTDGFxSpfYMxRnxijEGR2C8YX7Qfb8ZIfMGKDaIo+M9//qOynNOnT4der1ctpZ555pmK+30+nyrVcjqd/H7akcbuF+vWrcOqVavUcp8+faq81r59+9CjR49W/gQUCZdffjny8vLwm9/8Rg11HDFiBD777LOKwV0HDx5U+0e5CRMm4PXXX1dnRDzwwAPo27cvFixYgCFDhvALaef7xgsvvACv14tLL720yus89NBDnMXTzvcNIoo/jC8oUvsGY4z4xBiDIrFfML5oPy6PkfhCJ9mNaK8EERERERERERERERFROKKfWiEiIiIiIiIiIiIiIgoTExtERERERERERERERBQzmNggIiIiIiIiIiIiIqKYwcQGERERERERERERERHFDCY2iIiIiIiIiIiIiIgoZjCxQUREREREREREREREMYOJDSIiIiIiIiIiIiIiihlMbBARERERERERERERUcxgYoOIiIiIiIiIiIiIiGIGExtERNRqfvvb32LEiBHc4vV45ZVXMGvWrGZvox49euCpp56q8/79+/dDp9Nhw4YNzXqfr776Sr1OUVERWorX61WfZ82aNS32HkREREQUexhfNIzxRU2ML4jiAxMbRERUr+uvv14duJaLyWRCp06dMHPmTPzjH/9AMBhs9mtfeOGFEfkGZP0WLFjQ5OdPnToVd911F1pCuOvmdrvx61//Gg899JC6/tlnn6nnHj9+vMrjcnJy1IH+2hIVixcvDmudunbtimPHjmHIkCGtlqBoKrPZjHvuuQf33XdftFeFiIiIiJqJ8UXzMb5oHsYXRPGBiQ0iImrQnDlz1EFwOXj+6aefYtq0afjpT3+K8847D36/n1swQt59912kpKRg4sSJ6vpZZ50Fo9Gokg7ltm3bBpfLhcLCQvV9lPvyyy9hsVgqntsQg8GA7Oxs9fqx4Oqrr8bXX3+NLVu2RHtViIiIiKiZGF+0DsYXdWN8QRT7mNggIqIGyQFzOQjeuXNnjBo1Cg888AD+97//qSTHq6++WvE4Odv/pptuQlZWljpAf/bZZ2Pjxo11lo3/61//Uq9TXhFSfgBfzszv168fEhIS0KtXL1XF4PP5mvxNFRQU4Morr1TrL685dOhQvPHGG1XOGlu6dCmefvrpinUpTxps3rwZc+fORVJSkqpWufbaa5Gfn1+l0uPOO+/EL37xC2RkZKjtJJ+tXHllxUUXXaRet3qlRag333wT559/fsV1ec8zzjijSmJDliXhIQmM6refeeaZsFqtFbc5nU788Ic/RHJyMrp164a///3vtbaikmVJVon09HR1u2wTIVU5jz32GHr27AmbzYbhw4erAKm6FStWYNiwYer9ZT1ku4X673//i8GDB6t9SbbB//3f/1Xc9/DDDyM3N1d9T+XOPfdctU7lVUGyXvKZZRsRERERUWxjfMH4gvEFETUXExtERNQkkrSQg9zvvfdexW2XXXYZTp48qRIea9euVUmQ6dOn49SpUzWeL62F5s+fX3G2llwmTJig7pMD8ZIw2bp1q0o2vPTSS3jyySeb/E1Ji6fRo0fj448/Vgfcb7nlFpWgWL16tbpf3mP8+PG4+eabK9ZFWjVJokY+58iRI9V8B2kNdeLECbXeoSRBk5iYiFWrVuHPf/6zOlC/aNEidd93332n/vznP/+pXrf8em2kImHMmDFVbpOD+1KNUU6WJZkyZcqUKrdLYqM8OVFOkgfyeuvXr8ePf/xj/OhHP8KOHTtqvK98Vkk8CLlf1lO2iZCkxr///W+8+OKLqlri7rvvxjXXXKMSQaHuvfde9X7y+SSxJQma8mSU7Auyza644gps2rRJJX4kWVWeFHvwwQdVskOSYuL555/HypUr1XbV6yt/qowdOxbLly+vc/sRERERUexifFGJ8QXjCyIKg0ZERFSP6667Tps3b16t911++eXawIED1fLy5cu1lJQUze12V3lM7969tb/97W9q+aGHHtKGDx8e1muHevzxx7XRo0fX+xj5J+39998P+7s899xztZ///OcV16dMmaL99Kc/rfKYRx55RJs1a1aV2w4dOqTea8eOHRXPO+uss6o85owzztDuu+++Rq1bYWGhetyyZcuq3L5o0SJ1+9GjR9X1jh07aqtXr9ZWrlypde/eXd22Z88e9ZilS5dWPE/uu+aaayquB4NB9dwXXnhBXd+3b596zvr169X1L7/8Ul2X9Sgn32VCQoJ6r1A33nijduWVV1Z53ptvvllxf0FBgWaz2bS33npLXb/qqqu0mTNnVnmNe++9Vxs0aFDFdfkMycnJarvJc//zn//U2EZPP/201qNHj3q3IxERERG1bYwvGF8wviCiSIiNxtpERNQmyTF7aVskpOWU3W5Hhw4dqjxG5kHs2bOnUa/71ltv4ZlnnlHPk9eUOR7S2qqpAoEAHn30Ubz99ts4cuQIvF4vPB6PaktVH/lMUhUhLaGqk3WTdllCWjBVH+4tlSuNIdtJhLaSElLFIsPtpCJDKmTkcVIJIy2a8vLysG/fPnWftImSFlChQtdLvidpk9WY9dq9e7dqZyXD4kPJ9pMqllBS8VJOWnL1799fzQMR8ue8efOqPF7aSj311FPqu5F5H9Jy7IknnsCtt96Kyy+/HFdddVWN9ZHPKOtDRERERPGJ8QXji3KML4ioIUxsEBFRk8kBa+mNKiQBIQf0Q+c+lEtLSwv7Nb/55hs1yO13v/sdZs+ejdTUVDVXIXQmQ2M9/vjjqrWSHEiX+RrSNuquu+5SB+jrI59JWir96U9/qnGffNZyJpOpyn2SRCifDREuSQjJ82QoeChJvkgLJkmwSEsvma8hiQC5SNJDbpeLJAokARKquesln19ICy+ZT1K9L3KkLVu2TH0umfkhyazqg83l80ubKyIiIiKKT4wvyjC+iAzGF0TxjYkNIiJqkiVLlqh5CTJzQUgVwfHjx9XB6PoGZIeSA/Fyxn4oma3QvXt3NXeh3IEDB5r1Lclga6kYkNkQQg7u79y5E4MGDap3XeQzyewJ+TzVD7I3hgQm1V+7Onl/WR+ZKzJr1qwq98nsDEnuSNJD5muUmzx5skokybyL2267rcnrV/7+InQ9ZX0kgXHw4EE106M+3377rRpQLmQ9ZfsOHDhQXZc/5TsIJdel4kUSGeVVOjKvRT6PzON45JFHVHIrlMxHqV4pQkRERETxgfFF+BhfML4gIg4PJyKiMEjbJklaSBundevWqbZOkig477zz8IMf/EA9ZsaMGapc+MILL8Tnn3+uzrqXJIUkKGTwdm0kYfD999+rgdX5+flq2HTfvn3VgXQ5kC/tnqQl1fvvvx/W9yRtmTZs2FDl4nA41GvKMG9ZHzkLTNodyRDw6usiw79lvWVdJPlx++23qyqBK6+8Ug3FlvVZuHAhbrjhhgYTFdVfe/HixWobVq/ICCUVKjJAvDpJbOzatUu9d2iCQZYXLFiAQ4cO1Rgc3liSTJKKjo8++ki1uJJqDRniLkPeJXklAwzl88v3/+yzz6rroWRgunxGST5cf/31yMzMVPuC+PnPf67uk2SFJDzkuc8995x6bXH48GE12FwqY6QiRQatyz4myZJQMji8etKHiIiIiGIP4wvGF4wviKjZIjKpg4iI4nq4n/xzIRej0ahlZWVpM2bM0P7xj39ogUCgymNLSkq0O+64Q8vNzdVMJpPWtWtX7eqrr9YOHjxY6/DwkydPqqHSSUlJ6vVlEHX5YOkOHTqo22VA+ZNPPqmlpqbWu57l61j9IkPNZZi1DCmX15MB2r/61a+0H/zgB1UGl8sw8DPPPFMNrpbnyXBtsXPnTu2iiy7S0tLS1H0DBgzQ7rrrLjWMu66h4/K6st3KffDBB1qfPn3U9isf+F2bLVu2qPcoKiqqcrvL5dIsFotaf5/PV2W4t9VqrXG7kPeR7RZKtr18B7UNDxcPP/ywlp2drel0uor1l8/51FNPaf3791ffqXz/s2fPrhhUXj48/MMPP9QGDx6smc1mbezYsdrGjRurvPe7776rhoXLa3Tr1k0NhC9//enTp6vXLN+mQvYjGTxfWlqqrsuAQfkOnE5nnduPiIiIiNo+xheMLxhfEFEk6OQ/zU+PEBERUSRcdtllqgXWL3/5S27QEDJQXIanP/DAA9wuRERERESML5qF8QVR7NNHewWIiIio6qDzpKQkbpIQMuRdhr6Xz3MhIiIiIqLwML6oifEFUXxgxQYREREREREREREREcUMVmwQEREREREREREREVHMYGKDiIiIiIiIiIiIiIhiBhMbREREREREREREREQUM5jYICIiIiIiIiIiIiKimMHEBhERERERERERERERxQwmNoiIiIiIiIiIiIiIKGYwsUFERERERERERERERDGDiQ0iIiIiIiIiIiIiIooZTGwQERERERERERERERFixf8Hv7VYNrJjhtIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, figsize=(16, 5))\n", + "decision_drivers(sample, y=y_sample, sort_metric=\"sum\", top_codes=6, ax=axes[0])\n", + "decision_drivers(sample, y=y_sample, sort_metric=\"max\", top_codes=6, ax=axes[1])\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fce951be", + "metadata": {}, + "source": [ + "---\n", + "## 5. Drivers per band\n", + "\n", + "The same beeswarm, faceted by risk band, each panel ranking its own top\n", + "reasons. This is the segment-level diagnostic: what separates a G02\n", + "population from a G07 one." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c2bce790", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:10.901017Z", + "iopub.status.busy": "2026-08-16T04:12:10.900408Z", + "iopub.status.idle": "2026-08-16T04:12:13.370744Z", + "shell.execute_reply": "2026-08-16T04:12:13.368169Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from compileml.viz import band_conditioned_decision_drivers\n", + "\n", + "fig, axes = band_conditioned_decision_drivers(sample, y=y_sample, top_codes=4, cols=4)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "21118b40", + "metadata": {}, + "source": [ + "`target_band` focuses a single band — useful when a policy question is about\n", + "one segment, such as the applicants sitting just above a cutoff." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5472cf61", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:13.379207Z", + "iopub.status.busy": "2026-08-16T04:12:13.378225Z", + "iopub.status.idle": "2026-08-16T04:12:13.829557Z", + "shell.execute_reply": "2026-08-16T04:12:13.821882Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "busiest = max({d[\"band\"] for d in sample}, key=lambda b: sum(d[\"band\"] == b for d in sample))\n", + "fig, axes = band_conditioned_decision_drivers(\n", + " sample, y=y_sample, target_band=busiest, top_codes=6, cols=1\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4a4d87e1", + "metadata": {}, + "source": [ + "---\n", + "## 6. The band ladder\n", + "\n", + "Observed bad rate per band — the monotonicity picture a committee asks for.\n", + "This one needs no attribution at all, so cheap `explain=False` payloads are\n", + "enough and the whole portfolio can go in." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "88f614ef", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:13.836456Z", + "iopub.status.busy": "2026-08-16T04:12:13.835492Z", + "iopub.status.idle": "2026-08-16T04:12:14.683460Z", + "shell.execute_reply": "2026-08-16T04:12:14.680944Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from compileml.viz import band_ladder\n", + "\n", + "score_only = [decide(artifact, [float(v) for v in r], explain=False) for r in X]\n", + "fig, ax = band_ladder(score_only, y)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1499e820", + "metadata": {}, + "source": [ + "---\n", + "## 7. Making it yours\n", + "\n", + "Every renderer takes `labels` (display names), `colors` (institutional\n", + "palette), and — for the single-axes plots — an `ax` to compose into your own\n", + "figure." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "75c9148a", + "metadata": { + "execution": { + "iopub.execute_input": "2026-08-16T04:12:14.688150Z", + "iopub.status.busy": "2026-08-16T04:12:14.687590Z", + "iopub.status.idle": "2026-08-16T04:12:15.826552Z", + "shell.execute_reply": "2026-08-16T04:12:15.823897Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "house_style = {\n", + " \"up\": \"#B03A2E\", \"down\": \"#1E8449\", \"base\": \"#212F3D\", \"remainder\": \"#AEB6BF\",\n", + " \"good\": \"#1E8449\", \"bad\": \"#B03A2E\", \"neutral\": \"#5D6D7E\",\n", + "}\n", + "display_names = {f: f.replace(\"_\", \" \").title() for f in FEATURES}\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(17, 5.5), gridspec_kw={\"width_ratios\": [1, 1.2]})\n", + "waterfall(showcase, max_features=5, labels=display_names, colors=house_style, ax=axes[0],\n", + " title=\"Adverse action detail\")\n", + "decision_drivers(sample, y=y_sample, colors=house_style, top_codes=6, ax=axes[1])\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5fa84a96", + "metadata": {}, + "source": [ + "---\n", + "## Where to go next\n", + "\n", + "* [Visualization how-to](../docs/howto/visualize.md) — the same API in prose\n", + "* [Exact attribution](../docs/concepts/attribution.md) — what the numbers behind these bars mean\n", + "* [Reason codes](../docs/howto/reason-codes.md) — the dictionary that supplies the labels above" + ] + } + ], + "metadata": { + "compileml": { + "ci_execute": false + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.14.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/README.md b/examples/README.md index 52565ef..d15e9db 100644 --- a/examples/README.md +++ b/examples/README.md @@ -1,14 +1,20 @@ # CompileML examples -Three executable notebooks, all offline and deterministic (synthetic +Four executable notebooks, all offline and deterministic (synthetic credit-style data with a fixed seed) — they run top-to-bottom anywhere the -package is installed, and CI executes them. +package is installed. + +CI executes 01–03 on every push. Notebook 04 is a rendered gallery: it opts +out of CI execution (`metadata.compileml.ci_execute = false`) and ships +committed figures instead, since every API it demonstrates is already covered +by `tests/test_viz.py`. Re-run it after changing anything in `compileml.viz`. | Notebook | What it shows | |---|---| | [`01_quickstart.ipynb`](01_quickstart.ipynb) | The full pipeline: teacher → whitebox → bands → reason codes → hashed artifact → stdlib-runtime decision → eight-check validation. Includes the reconciliation identity re-added by hand. | | [`02_deploy_sql_cobol.ipynb`](02_deploy_sql_cobol.ipynb) | The same artifact as a generated SQL query — **executed in SQLite and diffed against the Python runtime, integer for integer** — and as a generated COBOL program. | | [`03_governance.ipynb`](03_governance.ipynb) | Tamper refusal (edit one integer, loading fails), zero-churn recalibration with the predecessor-hash chain, and certified bands that find five real risk plateaus but refuse to segment noise. | +| [`04_visualization.ipynb`](04_visualization.ipynb) | Reference gallery for `compileml[viz]`: waterfall arrow geometry, exact remainder truncation, the depth>2 residual bar, dependency-free SVG, every `color_by` / `value_color` / `sort_metric` option, per-band facets, and restyling with your own palette. | Notebooks 01 and 03 render their figures with [`compileml.viz`](../docs/howto/visualize.md) (`pip install compileml[viz]`) —