{
"cells": [
{
"cell_type": "markdown",
"id": "intro-01",
"metadata": {},
"source": [
"# Case study: workplace safety incidents\n",
"\n",
"This case study fits a Poisson GLMM on a synthetic workplace-safety dataset to answer a\n",
"concrete question:\n",
"\n",
"> *Does a new safety training programme reduce the rate of workplace incidents?*\n",
"\n",
"**Dataset.** Twenty manufacturing plants are observed over eight consecutive months.\n",
"Ten plants received a safety training intervention at the start of the observation\n",
"period; the remaining ten serve as untreated controls. Each plant-month record\n",
"contains the number of reportable safety incidents and the number of employees\n",
"(exposure).\n",
"\n",
"**Why this dataset?** Count data with an exposure offset is one of the most common\n",
"settings for a Poisson GLMM. The design is fully crossed (every plant observed in\n",
"every month), so it exercises interlace's crossed random-effects machinery. The dataset\n",
"is small enough to inspect by hand, and the data-generating process is transparent —\n",
"readers can compare the recovered estimates to the true parameters."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "setup-02",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:04.002863Z",
"iopub.status.busy": "2026-04-27T09:22:04.002759Z",
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"shell.execute_reply": "2026-04-27T09:22:05.396892Z"
}
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Observations : 160\n",
"Plants : 20 (10 training, 10 control)\n",
"Months : 8\n",
"Incident range: 0 – 29\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import interlace\n",
"from plotnine import (\n",
" ggplot, aes,\n",
" geom_boxplot, geom_jitter, geom_point, geom_line, geom_col,\n",
" geom_histogram, geom_hline, geom_abline, geom_bar,\n",
" facet_wrap, labs, theme_bw, theme, element_text,\n",
" scale_color_manual, scale_fill_manual, coord_flip,\n",
" position_dodge, stat_qq, stat_qq_line,\n",
")\n",
"\n",
"# ---- Synthetic data generation ----\n",
"# True parameters (readers can compare recovered estimates to these)\n",
"TRUE_INTERCEPT = np.log(0.03) # baseline rate: ~3 incidents per 100 employees per month\n",
"TRUE_TRAINING = -0.45 # training reduces rate by ~36% (exp(-0.45) ≈ 0.64)\n",
"TRUE_SD_PLANT = 0.40 # between-plant SD on the log-rate scale\n",
"TRUE_SD_MONTH = 0.20 # between-month SD on the log-rate scale\n",
"\n",
"rng = np.random.default_rng(33)\n",
"\n",
"n_plants = 20\n",
"n_months = 8\n",
"plants = [f\"P{i+1:02d}\" for i in range(n_plants)]\n",
"months = list(range(1, n_months + 1))\n",
"\n",
"# Treatment assignment: first 10 plants received training\n",
"treatment = {p: 1 for p in plants[:10]}\n",
"treatment.update({p: 0 for p in plants[10:]})\n",
"\n",
"# Plant size (employees) — varies from ~80 to ~280\n",
"plant_size = {p: int(rng.integers(80, 280)) for p in plants}\n",
"\n",
"# Random effects (drawn once, fixed for the dataset)\n",
"u_plant = {p: rng.normal(0, TRUE_SD_PLANT) for p in plants}\n",
"u_month = {m: rng.normal(0, TRUE_SD_MONTH) for m in months}\n",
"\n",
"rows = []\n",
"for p in plants:\n",
" for m in months:\n",
" log_rate = TRUE_INTERCEPT + TRUE_TRAINING * treatment[p] + u_plant[p] + u_month[m]\n",
" expected = np.exp(log_rate) * plant_size[p]\n",
" count = rng.poisson(expected)\n",
" rows.append({\n",
" \"plant\": p,\n",
" \"month\": m,\n",
" \"training\": treatment[p],\n",
" \"employees\": plant_size[p],\n",
" \"incidents\": count,\n",
" })\n",
"\n",
"df = pd.DataFrame(rows)\n",
"df[\"log_employees\"] = np.log(df[\"employees\"])\n",
"df[\"rate\"] = df[\"incidents\"] / df[\"employees\"] * 100 # per 100 employees\n",
"\n",
"print(f\"Observations : {len(df)}\")\n",
"print(f\"Plants : {df['plant'].nunique()} ({df.query('training==1')['plant'].nunique()} training, \"\n",
" f\"{df.query('training==0')['plant'].nunique()} control)\")\n",
"print(f\"Months : {df['month'].nunique()}\")\n",
"print(f\"Incident range: {df['incidents'].min()} – {df['incidents'].max()}\")"
]
},
{
"cell_type": "markdown",
"id": "data-desc-03",
"metadata": {},
"source": [
"## Dataset\n",
"\n",
"| Column | Description |\n",
"|---|---|\n",
"| `plant` | Plant ID (P01–P20) |\n",
"| `month` | Calendar month (1–8) |\n",
"| `training` | 1 if the plant received safety training, 0 otherwise |\n",
"| `employees` | Number of employees at the plant (exposure) |\n",
"| `incidents` | Count of reportable safety incidents that month |\n",
"| `rate` | Crude incident rate per 100 employees |"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "head-04",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:05.400015Z",
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"iopub.status.idle": "2026-04-27T09:22:05.406009Z",
"shell.execute_reply": "2026-04-27T09:22:05.405578Z"
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"outputs": [
{
"data": {
"text/html": [
"
\n",
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" \n",
" \n",
" | \n",
" plant | \n",
" month | \n",
" training | \n",
" employees | \n",
" incidents | \n",
" log_employees | \n",
" rate | \n",
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" \n",
" | 0 | \n",
" P01 | \n",
" 1 | \n",
" 1 | \n",
" 255 | \n",
" 6 | \n",
" 5.541264 | \n",
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" 0.392157 | \n",
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" | 3 | \n",
" P01 | \n",
" 4 | \n",
" 1 | \n",
" 255 | \n",
" 3 | \n",
" 5.541264 | \n",
" 1.176471 | \n",
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" \n",
" | 4 | \n",
" P01 | \n",
" 5 | \n",
" 1 | \n",
" 255 | \n",
" 2 | \n",
" 5.541264 | \n",
" 0.784314 | \n",
"
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" \n",
" | 5 | \n",
" P01 | \n",
" 6 | \n",
" 1 | \n",
" 255 | \n",
" 9 | \n",
" 5.541264 | \n",
" 3.529412 | \n",
"
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" \n",
" | 6 | \n",
" P01 | \n",
" 7 | \n",
" 1 | \n",
" 255 | \n",
" 3 | \n",
" 5.541264 | \n",
" 1.176471 | \n",
"
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" 8 | \n",
" 1 | \n",
" 255 | \n",
" 1 | \n",
" 5.541264 | \n",
" 0.392157 | \n",
"
\n",
" \n",
" | 8 | \n",
" P02 | \n",
" 1 | \n",
" 1 | \n",
" 168 | \n",
" 2 | \n",
" 5.123964 | \n",
" 1.190476 | \n",
"
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" \n",
" | 9 | \n",
" P02 | \n",
" 2 | \n",
" 1 | \n",
" 168 | \n",
" 2 | \n",
" 5.123964 | \n",
" 1.190476 | \n",
"
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" \n",
" | 10 | \n",
" P02 | \n",
" 3 | \n",
" 1 | \n",
" 168 | \n",
" 3 | \n",
" 5.123964 | \n",
" 1.785714 | \n",
"
\n",
" \n",
" | 11 | \n",
" P02 | \n",
" 4 | \n",
" 1 | \n",
" 168 | \n",
" 6 | \n",
" 5.123964 | \n",
" 3.571429 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" plant month training employees incidents log_employees rate\n",
"0 P01 1 1 255 6 5.541264 2.352941\n",
"1 P01 2 1 255 4 5.541264 1.568627\n",
"2 P01 3 1 255 1 5.541264 0.392157\n",
"3 P01 4 1 255 3 5.541264 1.176471\n",
"4 P01 5 1 255 2 5.541264 0.784314\n",
"5 P01 6 1 255 9 5.541264 3.529412\n",
"6 P01 7 1 255 3 5.541264 1.176471\n",
"7 P01 8 1 255 1 5.541264 0.392157\n",
"8 P02 1 1 168 2 5.123964 1.190476\n",
"9 P02 2 1 168 2 5.123964 1.190476\n",
"10 P02 3 1 168 3 5.123964 1.785714\n",
"11 P02 4 1 168 6 5.123964 3.571429"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(12)"
]
},
{
"cell_type": "markdown",
"id": "crossed-05",
"metadata": {},
"source": [
"## The crossed structure\n",
"\n",
"Every plant is observed in every month — the design is fully crossed. The table below\n",
"shows the incident count for each plant × month cell."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cross-table-06",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:05.407149Z",
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"shell.execute_reply": "2026-04-27T09:22:05.416026Z"
}
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"outputs": [
{
"data": {
"text/html": [
"\n",
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" 2 | \n",
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" 5 | \n",
" 2 | \n",
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"
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" 5 | \n",
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" 10 | \n",
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" 9 | \n",
" 12 | \n",
" 17 | \n",
" 12 | \n",
" 12 | \n",
" 15 | \n",
" 13 | \n",
" 6 | \n",
"
\n",
" \n",
" | P16 | \n",
" 9 | \n",
" 7 | \n",
" 4 | \n",
" 10 | \n",
" 4 | \n",
" 5 | \n",
" 4 | \n",
" 3 | \n",
"
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" \n",
" | P17 | \n",
" 1 | \n",
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" 4 | \n",
" 2 | \n",
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" 1 | \n",
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" 3 | \n",
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" 1 | \n",
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" 6 | \n",
" 3 | \n",
" 1 | \n",
"
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" \n",
" | P19 | \n",
" 13 | \n",
" 22 | \n",
" 12 | \n",
" 17 | \n",
" 12 | \n",
" 29 | \n",
" 21 | \n",
" 10 | \n",
"
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" \n",
" | P20 | \n",
" 5 | \n",
" 2 | \n",
" 3 | \n",
" 2 | \n",
" 1 | \n",
" 2 | \n",
" 6 | \n",
" 4 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"month 1 2 3 4 5 6 7 8\n",
"plant \n",
"P01 6 4 1 3 2 9 3 1\n",
"P02 2 2 3 6 0 3 4 2\n",
"P03 4 6 4 5 7 7 5 3\n",
"P04 2 2 2 2 3 5 3 1\n",
"P05 6 8 2 8 2 8 6 5\n",
"P06 5 4 3 4 3 7 4 5\n",
"P07 1 1 2 4 2 0 1 4\n",
"P08 5 1 3 2 3 6 7 1\n",
"P09 4 8 3 3 4 4 8 4\n",
"P10 6 4 2 1 2 4 4 2\n",
"P11 2 5 6 5 2 2 2 3\n",
"P12 5 3 4 4 6 10 5 6\n",
"P13 10 5 7 9 4 4 4 2\n",
"P14 6 3 6 5 5 10 9 4\n",
"P15 9 12 17 12 12 15 13 6\n",
"P16 9 7 4 10 4 5 4 3\n",
"P17 1 0 2 3 4 2 1 1\n",
"P18 3 5 2 1 3 6 3 1\n",
"P19 13 22 12 17 12 29 21 10\n",
"P20 5 2 3 2 1 2 6 4"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"crossing = df.pivot_table(\n",
" index=\"plant\", columns=\"month\",\n",
" values=\"incidents\", aggfunc=\"sum\",\n",
")\n",
"crossing.columns.name = \"month\"\n",
"crossing"
]
},
{
"cell_type": "markdown",
"id": "eda-intro-07",
"metadata": {},
"source": [
"## Exploratory analysis\n",
"\n",
"### Distribution of incident counts\n",
"\n",
"Safety incidents are counts — non-negative integers, often right-skewed.\n",
"The histogram below confirms this is count data with a mode near the low end,\n",
"suggesting a Poisson (or negative binomial) model rather than a linear model."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "hist-08",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:05.418136Z",
"iopub.status.busy": "2026-04-27T09:22:05.418002Z",
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"shell.execute_reply": "2026-04-27T09:22:05.852661Z"
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"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"(\n",
" ggplot(df, aes(x=\"incidents\"))\n",
" + geom_histogram(binwidth=1, fill=\"#37474F\", color=\"white\", alpha=0.8)\n",
" + labs(\n",
" x=\"Incidents per plant-month\",\n",
" y=\"Frequency\",\n",
" title=\"Distribution of monthly incident counts\",\n",
" )\n",
" + theme_bw()\n",
")"
]
},
{
"cell_type": "markdown",
"id": "eda-group-09",
"metadata": {},
"source": [
"### Incident rates by treatment group\n",
"\n",
"Comparing crude rates (incidents per 100 employees) between training and control\n",
"plants gives a first look at the treatment effect. The offset in the GLMM will\n",
"handle the exposure adjustment formally."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "box-10",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:05.856270Z",
"iopub.status.busy": "2026-04-27T09:22:05.856091Z",
"iopub.status.idle": "2026-04-27T09:22:05.988234Z",
"shell.execute_reply": "2026-04-27T09:22:05.987510Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"df[\"group\"] = df[\"training\"].map({1: \"training\", 0: \"control\"})\n",
"\n",
"(\n",
" ggplot(df, aes(x=\"group\", y=\"rate\", fill=\"group\"))\n",
" + geom_boxplot(alpha=0.45, outlier_shape=None, width=0.4)\n",
" + geom_jitter(width=0.08, alpha=0.6, size=2)\n",
" + scale_fill_manual(values={\"training\": \"#1565C0\", \"control\": \"#B71C1C\"})\n",
" + labs(\n",
" x=\"Group\",\n",
" y=\"Incidents per 100 employees\",\n",
" title=\"Trained plants have lower incident rates\",\n",
" fill=\"Group\",\n",
" )\n",
" + theme_bw()\n",
")"
]
},
{
"cell_type": "markdown",
"id": "spaghetti-intro-11",
"metadata": {},
"source": [
"### Within-plant trends over time\n",
"\n",
"Each line traces one plant's incident rate across the eight months. Training plants\n",
"(blue) tend to sit below control plants (red), and there is visible plant-to-plant\n",
"variation within each group — exactly the variation the plant random intercept will\n",
"absorb."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "spaghetti-12",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:05.990177Z",
"iopub.status.busy": "2026-04-27T09:22:05.990069Z",
"iopub.status.idle": "2026-04-27T09:22:06.108500Z",
"shell.execute_reply": "2026-04-27T09:22:06.107988Z"
}
},
"outputs": [
{
"data": {
"image/png": 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V5+dLTUmJu/+fL0maOFEikpPNOn/VKvc+AQBA+xAABAAAAIKYo2H6ry8GAEPDwkwpsNIehblLlpiMRQAA0D4EAAEAAIAgVt4QAIxMT5ewuDjxNdE9e0rC6NHuXoVlBw5YvSUAAPwOAUAAAAAgSNU6HKa/ni9m/3lKmT5dwmJizDpv6VJxVlRYvSUAAPwKAUAAAAAgSDmys90ltb4cALRFRUna3LnuoGX+ypVWbwkAAL9CABAAAAAIUq7pv2F2u0R26ya+LHbAAHNSxbt2iePECau3BACA3yAACAAAAASheqdTHMeOubP/QkJCxNelXXqp2CIjzTp38WIzGAQAALSOACAAAAAQhCpOnpS66mqztvfvL/4gLDZWUmbMMOvqwkIpXL/e6i0BAOAXCAACAAAAQTz9N9RmE3vv3uIv4keNMpOBVeGmTVKVm2v1lgAA8HkEAAEAAIAgo4M/XAHA6MxMCY2IEH+hpcrp8+dLSGio1NfVSc6iReYjAABoHgFAAAAAIMhU5+dLTXGxz0//bU5EcrIkT55s1pVnz0rx9u1WbwkAAJ9GABAAAAAIMo6G7D9/DQCqpEmTTCBQ5a9aJTUlJVZvCQAAn0UAEAAAAAgyrvLfyLQ0CYuLE38UYrNJ+mWXmZJgnQacu2SJKW0GAAAXIgAIAAAABBFnRYVUnjlj1jF+Mv23OdE9epihIKr86FEp27/f6i0BAOCTwqzeAD7lT+9WuvbqT3uGd9lsNgkNDTXvuHM7CE48DoDHAfA44L/KjhxxD82wZ2V1+H+5rzwOpEyfLuWHD0ttaankLl0q0X36iC0qyrL9BBMeB+ArjwMAWkcA0EfU1taKv3E6nVZvARZJTEz069suvIfHgeDF4wBceBzwP6WHDkldXZ3YYmLElpLS4f/lPvM4YLNJ0qxZcu6dd6SurExyli6VtPnzrdtPEOJxIHj5zOMAgFYRAPQRYWH+c1XoOzv6T17f7dF3ehB88vLyzO1Ar//U1FSrtwML8DgAHgfA44B/qnc6per4cZOxE9e/v4SHhwfE40DC4MFSceCAlB08KOV790rC8OFiz8y0dE/BgMcB+NLjAICW+U/UKcD5YyBN9+yP+8bF0wCwZg640v0RvHgcCF48DsCFxwH/UnHqlBmYISEhpv/fxfwf97XHgbRLL5WKEyfEWVVlBoJkfvGLEnoRAU60HY8DwcvXHgcANI8hIAAAAECQTf8NtdkCLkMuLDZWUmbONOuaoiIpXL/e6i0BAOAzCAACAAAAQUDL9FwBwOjMTAmNiJBAEz9ypET37GnWhZs2SVVurtVbAgDAJxAABAAAAIJATUGB1BQXm3VMVpYEIi1BTJ8/X0JCQ82k45xFi9wTjwEACGYEAAEAAIAg4Mr+U/Z+/SRQRSQnS/LkyWZdefasFG/bZvWWAACwHAFAAAAAIAiUHz5sPkampUl4fLwEsqRJkyQyJcWs81evdmc+AgAQrAgAAgAAAAHOWVEhlWfOmHVMAGf/uYTYbJKmpcAhIWbqce4nn5geiAAABCsCgAAAAECAc2RnuwNgwRAAVNE9ekjC6NFmXX70qJTt32/1lgAAsAwBQAAAACBIyn/D7HaJzMiQYJEyfbqExcaadd6yZSYTEgCAYEQAEAAAAAhg9U6nlGdnm7U9K8uUxQaL0MhISZs716xrHQ7JW7HC6i0BAGAJAoAAAABAAKs4dUrqqqvNOqZ/fwk2sf37S+zAgWZdsnu3OI4ft3pLAAB0OQKAAAAAQBCU/4aEhoo9M1OCUdoll4gtMtKscxYvNoNBAAAIJgQAAQAAgAClgz90AIbS4F9oRIQEI+0DmDJzplnXFBVJwbp1Vm8JAIAuRQAQAAAACFA1BQUm4BVM03+bEz9ypET37GnWRZs3S1VOjtVbAgCgyxAABAAAAAJU+ZEj7rU9yAOAOvwkff58CbXZpL6uzpQC60cAAIIBAUAAAAAgwAOAkampEh4fL8EuIjlZkiZPNuvKs2eleNs2q7cEAECXIAAIAAAABCBnRYVUnj4dtNN/m5M0caJEpqSYdf7q1VJTXGz1lgAA6HQEAAEAAIAA5MjONkNAVLD3//MUYrNJ+mWXmZJgnQac+8kn7uMEAECgIgAIAAAABHD5b5jdLpEZGVZvx6dEde8uCaNHm7VOSS7bt8/qLQEA0KkIAAIAAAABpt7pNBmAyp6VZbLdcL6U6dMlLDbWrPOWLzcl0wAABCoCgAAAAECAqTh1SpxVVWZN+W/TQiMjJW3uXLOudThMEBAAgEBFABAAAAAI0PLfkNBQsffpY/V2fFZs//4SN2iQWZfs2SOOY8es3hIAAJ2CACAAAAAQQHSghSsAaM/MlNCICKu35NNSL7lEbJGRZp2zZIkZDAIAQKAhAAgAAAAEkJrCQqkpKnL3/0PLwmJiJGXWrE+PXVGRFKxbxyEDAAQcAoAAAABAAHFl/yn6/7VN/IgREt2rl1kXbd4sVTk5nXTtAABgDQKAAAAAQAApP3zYfIxMTZXwhASrt+MXdEpy+vz5EmqzSX1dneQsWmQ+AgAQKAgAAgAAAAHCWVEhlWfOmDXZf+0TkZQkSZMnm3XluXNStHVrJ1xDAABYgwAgAAAAECAc2dnuzLWY/v2t3o7fSZo4USJTUsy6YPVqqSkutnpLAAB4BQFAAAAAIMD6/4XZ7RLZrZvV2/E7ITabpF92mSkJrqutldwlS8xUZQAA/B0BQAAAACAA1DudJgNQ2fv2lZBQnup3RFT37pIwZoxZl2dnS9m+fV69ngAAsALPCgAAAIAAUHHqlDirqsya8t+LkzJtmoTHxZl13vLlprciAAD+jAAgAAAAEEDlv5r5Z8/MtHo7fi00MlLS5s4161qHwwQBAQDwZwQAAQAAgADgOHrUfIzu3dsEsHBxdIpy3KBBZl2yZ484jh3jkAIA/BYBQAAAAMDPVRcUSHVhoTtwBe9IveQSsTUEU3MWL5a6mhoOLQDALxEABAAAAAKk/FcRAPSesJgYSZk1y6xrioulYO1aL146AABdhwAgAAAAECABwMiUFAlPSLB6OwElfsQIie7Vy6yLtmyRynPnrN4SAADtRgAQAAAA8GM6obby9GmzZvqv94WEhEj6/PkSarNJfV2d5C5ebD4CAOBPCAACAAAAfsyRne0OSNnp/9cpIpKSJGnKFLPWDMCirVs75xcBANBJCAACAAAAfqy8YfqvLTpaojIyrN5OwEqaMEEiU1PNumD1aqkpKrJ6SwAAtBkBQAAAAMBP1Tud4mgIAMZkZUlIKE/vO0uIzWZKgbUkuK62VnI/+UTq6+s77fcBAOBNPEMAAAAA/FTF6dPirKoya6b/dr6o7t0lYcwYsy7Pzpayffu64LcCAHDxCAACAAAAfsrRMP1XM//sffpYvZ2gkDJtmoTHxZl17rJlZggLAAC+jgAgAAAA4KfKGwKA0b17S2hkpNXbCQp6nNPmzjVrDf7lLVtm9ZYAAGgVAUAAAADAD1UXFpqTovy3a+nxjhs82KxL9u41k5gBAPBlBAABAAAAP87+cw0AQddKnTNHbFFRZp2zZInU1dRwFQAAfBYBQAAAAMAPlR8+bD5GpqRIeGKi1dsJOmExMZI6a5ZZ1xQXS8HatVZvCQCAZhEABAAAAPyM9p6rPH3arO39+lm9naAVN3y4RPfqZdZFW7ZI5blzVm8JAIAmEQAEAAAA/Izj2DGpr6sz65j+/a3eTtAKCQmR9PnzJdRmM9dHzqJF7usFAABfQgAQAAAA8NP+f7boaInKyLB6O0EtIilJkqZMMeuqnByTCQgAgK8hAAgAAAD4Ec0wc02djenbV0JCeUpvtaQJEyQyNdWsC9askZqiIqu3BADAeXi2AAAAAPiRilOnxFlZadaU//qGEJvNlAJrSXBdba2ZClxfX2/1tgAAcCMACAAAAPgRR0P5r2b+2fv0sXo7aBDVvbskjBnj7tFYtm8fxwYA4DMIAAIAAAB+pPzoUfNRp8+GRkZavR14SJk2TcLj4sw6d9kyM60ZAABfQAAQAAAA8BPVhYVSXVBg1pT/+h4NyKbNnWvWGvzLW7bM6i0BAGAQAAQAAAD8bPqvisnKsnQvaFpMv34SN3iwWZfs3ese2AIAgJUIAAIAAAB+1v8vIjlZwhMTrd4OmpE6Z47YoqLMWgeC1FVXc6wAAJYiAAgAAAD4AZ38qxOAFeW/vi0sJkZSZ80y65riYilYu9bqLQEAghwBQAAAAMAPaClpfV2du8wUvi1u+HCx9+5t1kVbtkjluXNWbwkAEMQIAAIAAAB+NP3XFh0tUd27W70dtCIkJETS5s2TUJtN6uvrJWfRIncAFwCArkYAEAAAAPBxGjhyNAQAY/r2lZBQnsb7g4ikJEmaMsWsq3JyTCYgAABW4JkDAAAA4OMqT582PQCVnfJfv5I0YYJEpqaadcGaNVJTVGT1lgAAQYgAIAAAAODjyhum/2rmn2YAwn+E2GySPn++KQmuq601U4G1JBgAgK5EABAAAADwkwBgdK9eEhoZafV20E7aszFhzBizdhw7JqV793IMAQBdigAgAAAA4MOqCwuluqDArJn+679Spk+X8Lg4s85bvlxqHQ6rtwQACCIEAAEAAAAf5hr+oexZWZbuBR0XGhFhpgIrZ0WFCQICANBVCAACAAAAPqz88GHzMSI52UyVhf+KycqSuMGDzVrLgMs9grsAAHQmAoAAAACAj9LJvxWnTpk15b+BIXXOHLFFRZl17pIlUlddbfWWAABBgAAgAAAA4KMc2dlSX1dn1jH9+1u9HXhBWEyMpM6aZdY1JSVSsHYtxxUA0OkIAAIAAAA+ylUiqhljOkkWgSFu+HCx9+5t1kVbtkjl2bNWbwkAEOAIAAIAAAA+SDP/XANAdPhHSChP3QNFSEiIGQgSarNJfX295Cxe7M70BACgM/AsAgAAAPBBladPmx6Aiv5/gUcHuiRPnWrWVTk5UrR5s9VbAgAEMAKAAAAAgA8qP3LEfNTMP3ufPlZvB50gcfx4iUxLM2vtBVhTVMRxBgB0CgKAAAAAgA8HAKN79nRPjUVgCbHZJH3ePFMSXFdb+2kpcH291dsCAAQgAoAAAACAj6kuLJTqggKzZvpvYNPhLgljxpi14/hxKd271+otAQACEAFAAAAAwMe4hn+4BoAgsKVMny7h8fFmnbd8udQ6HFZvCQAQYAgAAgAAAD5a/huRnGyGRSCwhUZESNrcuWbtrKgwQUAAALyJACAAAADgQ3Tyb8XJk2bN9N/gEZOVJXFDhpi1lgGXe2SBAgBwsQgAAgAAAD7EceyY1NfVmTUBwOCSOmeOe+BL7pIlUlddbfWWAAABggAgAAAA4EMcDeW/GgiK6tHD6u2gC4XZ7ZI6e7ZZ15SUSP6aNRx/AIBXEAAEAAAAfIRm/pVnZ7uHf4SE8nQ92MQNGyb2zEyzLt66VSrPnrV6SwCAAMAzCgAAAMBHVJ45Y4ZAuHrCIfiEhISYgSChNpvU19dLzqJFUu90Wr0tAICfIwAIAAAA+Nj0X838s/fta/V2YBGd/Jw8dapZV+XmStGWLVwXAICLQgAQAAAA8BHlhw+bj9E9e7qHQSA4JY4fL5FpaWZdsGaNVBcWWr0lAIAfIwAIAAAA+ICaoiKpLigwa3u/flZvBxYLsdkkff58UxJc53SaqcBaEgwAQEcQAAQAAAB8QPnRo+51DAFAiEhURoYkjB1rjoXj+HEp3bOH4wIA6BACgAAAAIAPlf9GJCebHnCASpk2TcLj4806b/lyqXU4ODAAgHYjAAgAAABYrK6qSipOnjRrpv/CU2hEhJkKrJyVlZK3bBkHCADQbgQAAQAAAIuVZ2dLfV2dWcf072/1duBjNCgcN2SIWZfu23deuTgAAG1BABAAAACwmOPIEfNRJ/9G9ehh9Xbgg1LnzHFPhtaBIHXV1VZvCQDgRwgAAgAAABbSzD/NAFT2vn0lJJSn6LhQmN0uqbNnm3VNSYnkr1nDYQIAtBnPLgAAAAALVZ45I86KCrNm+i9aEjdsmNgzM826eOtWc9sBAKAtCAACAAAAFipvKP/VzD/NAASaExISYgaChIaFSX19veQsXiz1TicHDADQKgKAAAAAgA/0/9Pef64eb0BzIpKSJHnqVLOuys2Vos2bOVgAgFYRAAQAAAAsUlNUJFX5+WbN9F+0VeL48RKZlmbWBWvXSnVhIQcPANAiAoAAAACARcqPHnWv6f+HttJy8fT5801JcJ3TaaYCa0kwAADNIQAIAAAAWNz/LyI52ZR2Am0VlZEhCWPHmrXj+HEp3bOHgwcAaBYBQAAAAMACdVVVUnHihFnHZGVxHaDdUqZNk/D4eLPOW75cah0OjiIAoEkEAAEAAAALOI4dk/q6OrO29+vHdYB2C42IMFOBlbOyUvKWLeMoAgCaRAAQAAAAsLD81xYZKdE9e3IdoEM0ezRu6FCzLt2377y+kgAAuBAABAAAALqYZv65AjX2rCwz1AHoqNTZs8UWHW3WuYsXS111NQcTAHAenmkAAAAAXazy7FlxVlSYNf3/cLHC7HYTBFQ1paWSv3o1BxUAcB4CgAAAAEAXczSU/2rmn71vX44/LpqWAdv79DHr4m3bpPLMGY4qAMCNACAAAADQxcoPHzYfo3r0cJduAhcjJCRE0ufOldCwMKmvr5ecRYuk3unkoAIADAKAAAAAQBeqKS6Wqvx8s45h+i+8KDwxUZKnTjXrqrw8Kdq8meMLADAIAAIAAAAWTP9VMf37c+zhVYnjx0tkerpZF6xdK9WFhRxhAAABQAAAAMCKAGBEUpI5Ad6kfSXT580zJcF1TqeZCqwlwQCA4EYGIAAAANBF6qqqpOLECbO2Z2Vx3NEpojIyJHHcOLN2nDghpbt3c6QBIMgRAAQAAAC6iOPYMamvqzNryn/RmbQXYHh8vFnnrVghteXlHHAACGIEAAEAAIAuLv+1RUZKdI8eHHd0mtCICFMKrJyVlZK3bBlHGwCCGAFAAAAAoAto5p8jO9us7X37SojNxnFHp9LbWdzQoWZdun+/lB89yhEHgCBFABAAAADoApVnz0qtw2HWMf36cczRJVJnzxZbdLRZ60CQuupqjjwABCECgAAAAEAXcDSU/+qUVs3MArpCmN1ugoCqprRU8lev5sADQBAiAAigzWpKSiR36VIp/OgjKV62TKpOnuToAQDQzv5/Ud27uzOygK6gZcD2Pn3MunjbNqk8c4YDDwBBJszqDQDwfc6KCjnxr39Jwbp1Zl1ZViYSGmpevFQOHy69brtNYrKyrN4mAAA+q6a4WKry8sya6b/oaiEhIZI+d64cf/FFqautlZxFi6T37bfThxIAgggBQAAt0oDfgaeekrIDB6Ti1CmpLS2Vuvp6qa+vl9DISCl0OMRx4oQMfOABiR04kKMJAEAL2X+K/n+wQnhioiRPmyZ5K1aYYHThpk2SPHkyVwYABIkuLwE+d+6cvPXWW/L666/L3r17u/rXA2inEy+/bIJ/ZQcPmqy/2EGDxD5smEQPHixh8fHiOH5cKk+dkiP/9380lQYAoBmOhumrEUlJEpGczHGCJRLHjZPI9HSzLly3TqoLC7kmACBIeD0AWFhYKI888ojMnTtXDh8+fN739Ou9evWSG264QT73uc/JiBEjZObMmXLgwAFvbwOAl3r+Fa5dKxWnT4stJsY0LLfZ7eZ7IWFhEp6eLtG9epnvV+fnS+HmzRx3AAAaqauqMm+YKTstM2AhHUCTPn+++VjndJqpwFrVAQAIfF4NAK5evVoGDBggv/jFL2SZDgioqnJ/76WXXpLHH39cnE6n+SfjOunPTJs2TQ4dOuTNrQDwgqItW0wJcG1JiURmZJj+MfV1dVJbXCz1Dffv8ORkCbXZpKawUArXr+e4AwDQiAb/9P+novwXVovq1k0Sx441a23jUrp7t9VbAgD4UwAwLy9PPvvZz5oMQA3sDR06VOLj493f/9WvfmU+agDhoYcekvfee898tNlsUlBQIF//+te9tRUAXqL9/pwNgT7XtMLq3FypLSqSmpwc82JG79OaFajZDdrgHAAANN3/zxYZKdE9e3J4YDntBRiekGDW2hOwtrzc6i0BAPwlAPi73/1OioqKTDDghRdekF27dplyX7V//37ZuXOn+d6dd94pv/zlL+XKK680H7/73e+a8yxdulSONvRGAeAb9IWKlvqq+poacVZWup8gavDPWVpq1nU1NSI2mzk/AAD4L31j3NX/T1tphNhsHB5YLjQ83EwFVvr8Lm/ZMqu3BADwlwDgBx98YAJ82vvvjjvuuOB7Lrfffvt53/vmN7/pXq9du9Zb2wHgBXHDhoktKsqctMefnjw5S0qktqxMnA6HaWqu5wcAAP9Vdfas1DocZk35L3yJBqTjhw4169L9+8+bVA0ACDxeCwBmZ2ebj7Nnz77ge0uWLDEfo6OjZdasWed9Lysry3xdnTlzxlvbAeAFOuAjdvBg0/+v8vRp0+dPMxlcg0C07Lf84EEJT0oyX0ttdP8GACDYuYIq+ka5BlwAX5I6Z467zUvukiXmuR0AIDB5LQBY2lAKmJiYeN7X6+rqZNWqVeZJz/Tp0yU8PPyCn42IiDAfa7SMEIBP6X377RKZnm4CfNoTsCY/X+oqKkz2n7OoyJxH+xn1vOkmCW90/wcAINiVHz5sPkb16OEOtAC+Qm+TaXPmmHVNaankr1lj9ZYAAL4eAExKSjIfz549e97XNfhX3DAYYN68eRf8nA4AcX0/oaERLQDfYe/dW9LnzzeNoiPT0swLmJCICAlLTjYnDfolTpgg3a64wuqtAgDgU3Q4VlVenllT/gtfFTtkiMQ0ZKcWb9smlVRlAUBA8loAcPz48aY08PXXXxen0+n++q9//Wv3+oomAgQvv/yyez2M/mGAz6kpKTHlv2nz50u3q66SjKuvlrhJkyRh9myJnzpV0i67TEJCQ8VZUWH1VgEA8CmePdVi+ve3dC9Ac7RSK+3SSyU0LMy8nstZtEjqPV7PAQACw6fjPb1AB3/osI8DBw7InDlz5IYbbpDVq1fLu+++a/6pDB06VEaOHHnez2iw8Ac/+IH5fnJyskyZMkW6ypEjR8wEYg1Keg4iaWzdunXyzjvvyPHjx6WyslLS0tJk8uTJct1115GxiKCQv3q11NXWmiBf5pe+JFEZGSbTV8v7a8+dk6qlS80U4MJNmyR15kyrtwsAgM9wTf/VbHntlwv4Kr2NJk+bJnkrVpisVX1elzx5stXbAgD4Ygbg5z73ObnsssvMu0Zr1qyRBx98UBYuXOj+/iOPPOJeL1682JQM68+Ul5ebrz388MMSGRkpXeXjjz9u9TzPP/+8PPHEE7Jz506prq6WuLg4OX36tCxYsMAED0+ePNklewWsoiUgpXv3mrVOidPgn6eI7t3F3qePWRdv3eqecggAQLCrq64Wx/HjZh2TlWXe8AZ8WeK4cRLVrZtZF65bJ9WFhVZvCQDgiwFA9eabb8pdd91l1hoI1JM+2dHg3i233OI+n/b805OZJmqzmeDgfffdJ12hsLBQXnvtNfnwww9bPJ/2LtQAZmhoqHzta1+Tf//73/L3v/9d/va3v5lS5fz8fPnlL395XrkzEEj0/pm3fLlZa0lIyowZTZ4vZdo081GzBIs2buzSPQIA4Kscx45JfV2dWVP+C3+g1R5p8+aZj3VO56elwPX1Vm8LAOBrJcAqKirKBMk0a27Dhg1SVVUlEydOlL4NTWVd0tPTTQnt2LFj5fbbb5d+/fpJZ3v11VdN0C+voRFzS/QfnQb8lJYIX3311e7vpaSkyEMPPSRf/epX5dixYyZQOHv27E7dO2CFsv37peL0abNOnDhRwuLimjxfVPfuJrOh/OhR0zg6cfx4CYuN7eLdAgDgm/3/QiMiJLpnT6u3A7SJZgBqJqCWAFecPCklu3ZJQqM2TgAA/+TVAKBLRkaGXHPNNc1+f+bMmebUlTTjsLa2VhITE83nDofDlPU2JTs7213e6xn88wwCjho1SrZs2WLKnQkAItBoNl/+qlVmrcG8pPHjWzx/8tSpJgCo7xYXbtwoaZdc0kU7BQDA9+ibya7+fzpdNcRms3pLQJvp87qygwfNFOv8FSvMBOuwmBiOIAD4Oa+WAPsyzdh78cUX3acZzZQzKu35p7RPYa9evZo8z5AhQ8zH/fv3d9KOAesUb9lipv8qLf3V7IWWaG/A2IbphiU7dkhtaWmX7BMAAF9Udfasuy8u5b/wN6Hh4ZI+d65ZO6uqJG/pUqu3BADw1QCgZtq98sor8pWvfMVdAqxlv//4xz/M91euXCk///nPfXaIxokTJ8zHni2Ua3Tv3t18LCgoMKXOQKCoLS+Xgg0b3GUgcUOHtvndYqVZgK6fBwAgmMt/tRe2vVErHMAf6O1WB8Cp0gMH3LdpAID/8noAUCf89u/f3/T2e+GFF0yZ7PHjx83QDFegTD9/9NFHZcCAAWZASF1Dg2RfUdqQvZSQkNDseWI9epxpOTEQKArWrDGTC1XqnDltnloYmZ4usQMHmnXJzp2mbAQAgGDkCpZE9eghtuhoq7cDdIg+D3TdfnMWL5Y6kh4AwK95tQfgu+++KzfeeKPJAHRNjEpNTb1g8IZO/lXag+/JJ5+UPXv2yBtvvCG+ory83HyMaKHsMSzsv4eupUnAL730knugSGNjxowxv0MDoGfPnr2oPQPeUJOfL/nr1pn7b3S/flJss0lxE7dNV9C+8W23tn9/Kd+2zfz8kQ8/lAQG5AABq7nHASDYOcvKJL+h/19IYmJA3z94HAh8ISNGSJmWAJeVSc2770r89OlWbwk+xh8fB3wtAQnwuwBgYWGh3H333VJTUyPh4eHy/e9/3/Tdy8zMlNDQ8xMNb731VhMYvO+++2Tv3r3y1ltvya9//Wt58MEHxRe4gnstlfbq3+k5/bilYGJOTk6T3/MMHPIgBKtp0K5k7VpzWwwJDRX7hAltul16nseWmCiRWVlScfiwOPbvl+hRoySshUxaAIGB/2HAf1VkZ7vfCI/o1Sto7h/B8ncGm4h+/STiwAGpOnlSynfv/vTzbt2s3hZ8FI8DQJAEAJ9//nkT6NJywYULF8pVV13V4vnnzZsn69atM8M4dOjGM888I9/73vfc2YFWiouLOy8TsCllZWXmo2bwxbQwFUu/p/0Pm+L5tzYOkgJdrTI7W6pPnzb34dhRoySiYWJ2a//cG9924yZMkKqjRz+dgLh9uyTOmdOp+wZgjZYeB4BgVn3ihPlfGhYfL+HJyW1upeGPeBwIDgmzZknea69JfW2tlK1aJSk33MBka7jxOAAEYQDwtddeM09wNLDXWvDPM9CmmX+XX365CR4uXbrU/LzVevToYT6ePn262fOcO3fOPSikpSd2X/jCF8ypKRr01H6D+sIpIyND/IUGdrTMWzMlA/lJbTCpdzrl+AcfmN6WYXa79LniCgmNjGz2/Jrer//sm7ztZmRI+IQJUrJ3r4ScOSPJkZESkZTU+X8EuhSPA2jxcQBBgceBC2kP3fKSEgmPjZXE0aMlrWFoXKDicSBIZGRIzOWXS97y5VoGJZEnTkjylCnmWzwOwB8fB3jjEsHKa2/ZHzx40Hyc3c6eX3PnznX32tNegL5g2LBh5mNubq45NUVLl9WIESO6dG9AZyjevl2qCwvd03xbCv61RdKUKaaMWJ8UFqxb56VdAgDg2xzHj0tdQ4uXmH79rN4O4DWJY8dKVEPpb+H69eZ5Y63DIRWnT0tVbq7UUwIOAMGTAVhZWXle+Wx7ou9aJltUVNRiyW1XGj58uHt4yfvvvy933nnned8/efKkbNu2zawvueQSi3YJeIezosIdpItMSZH4kSMv+jI14y9u6FAp2b1byvbtk+pJkyQiJcULuwUAwHc5Gqb/hkZESHSvXlZvB/AafWM3ff58OfHvf0tlTo7s/sEPTEmwBv70Dd+I5GRJmz1b0ubNk7AW2iMBAAIgA7BXw5OcAwcOtOvnSkpKTPBPadDNF2hvPh1Uot58801ZvHixu5nzkSNH5Be/+IVJc545c6YMGDDA4t0CF0eDf86GAH7q7NnmCZ43JHtmAa5d65XLBADAV+n/u/KGAGBM3770SEPAiWzoa56/apUUbd0qJbt2mVPpnj1SsnOnnPzPf2TfY49JVV6e1VsFAHRmAFB79+kTn5dfftlMBG6rF154wR1cm9LQS8IXXHbZZeakk3r/53/+R2677Tb50pe+JN/97nfl1KlTMnDgQLnnnnus3iZwUaoLCkz5r4rJyhJ7375eO6LhCQkS31AiX6rT45oppwcAIBBUnT1rSiKVnfJfBCAN+umptqTEnOpqaiSqRw+J7NbNVJSU7t8v5YcOyeFnn5W62lqrtwsA6KwA4De+8Q0zFEKDf9dff32bgoALFiyQH/7wh2aQxIQJE2SkF0oPvenb3/62PPjgg6YkWGmJcp8+fUxJ8BNPPCHx8fFWbxG4KHkrVpjSDc3U0+w/b0uaNMmdUUgWIAAgkLmy//R5rb6pBgSaM2+/LdX5+WYdnpIiYXFxUl9TY9q8xAwYIJGpqeLIzhbHiRNStHmz1dsFAHRWD0ANkj388MPy6KOPysqVK2XQoEFy1113yejRo93n2bdvn7z11ltm2Id+3Lhxo8n+i4qKkt///vfSlTSTT0+tmTVrljkBgcZx7Jj7xUrC6NGmd4u3hcfHS8KoUVK0bZuUHToklefOuRtIAwAQSFz/U6O6dxdbdLTV2wG8/rxRg3vVeXnmNi6hoVJbWiq15eViczhM37/I7t3NcJCaggLJW7ZMkidP5loAgEAMAKpHHnlEqqur5cknn5T8/Hz5zW9+434nVP3ud78zJxcN/tntdnnppZdMBiCArqFZf3nLl5u1LTLS9OvrLJoFqH1hdCpiwZo10uP66zvtdwEAYIWakhJ3qwum/yIQVZ4+bbL96qqqJCwxUULDw8XpcEi902mCgmF2u3nNpy1gasvKpPLMGau3DADorBJgl8cff1yWLVsms2fPNgG+5k7q6quvlk2bNsl1113n7W0AaIE2bHY1aE6aMqVTMxXCYmMlviETuPzoUZ4QAgACdvqviunf39K9AJ2iIaHDqK83LV609Nd8Wltrgn6u711wfgBA4GUAuuh03KVLl0p2drasWLFC9u/fLwUFBeZdoeTkZFMurGW1PXv27IxfD6AF+s6tZuKpiKQkSRwzptOPV9LEiVKyY4dpCK29AHvccAPXEQAgYOgbXEqzn8I7oaUGYLXoXr0kJDxcQiMjpaaoSGwZGeZNXi331WEg5msxMVJTXGxKhKN5nQcAwREAdOnbt685AfAdhRs3uqcUpsycKSE2W6f/Tu0LkzBmjBRu2iTl2dlScfq0RPfo0em/FwCAzlZXXS0Vx4+7y39drW+AQAsAxg4YYMp9tbxX+zzb7HYJT0w05e/O6mrTJ1CFJyVJ6pw5Vm8ZANDZJcAAfJe+K+uaymbv3btLy5Q0C1D7xShXBiIAAP7Ocfy46XOr6P+HQNb92mslIi3NBP3KDh40AT9nTY3UVlRITX6+VOfmij0ry0zBThw71urtAgC6IgBYW1srr7zyinzlK1+RiRMnmizA9PR0+cc//mG+r1OCf/7zn8vJkyc749cDaEb+qlXmRYpmJ6TOnt2lWQraZ9D1ZFBfLDlOnOB6AgAETP+/0IgIkyUFBKr4ESOkz5e+JPY+fUyQT+rqpPrcORGn05QGa+aflv4O+O53u6TCBABgcQnw4sWLTeDPM7inQz800FBVVWU+P378uDz66KPyxBNPyIMPPmiCgaGhJCMCnUnLbkv37zfr+OHDJTI9vcsPeOL48VK0bZspl9IswOhbbqFUCgDgt/Q5bnlDAFCDIgQ9EOhSZ84Ue2am5CxaJIUbNpj+f/rmsvYC1PtA8rRpJkMQABDgAcB3331XbrzxRpMB6Jr0m5qaKnkN00ZdbA3vCFVXV8uTTz4pe/bskTfeeMObWwHgQe+PecuWmbWW4SZPn27J8TFZgOPHm0EgFadOmZ5J+mQRAAB/VHX2rLuvLtN/ESz0uVvfu++WzDvukJrSUqkTkZLt26Vk2zapOHFCqvPz3ROCAQC+w2tpd4WFhXL33XdLTU2NhIWFyY9//GMzBTgnJ+eC8956663y8ccfy9ChQ01g4q233pJf//rX3toKgEbK9u2TyrNnzTpp0iQzlMMqWgZsi4w0aw0Eut4sAADAX6f/aqWLKYkEgoiWvUckJ0tYfLwkjR8vIQ0VXTr0DQAQwAHA559/3gT79AnQwoUL5bHHHpPMzMxmzz9v3jxZt26djBw50gQAnnnmGXE2NFAG4D1ampG3cqVZh8fFSeK4cZYeXltUlMkCdJUlO7KzLd0PAAAd5Sr/jere3WS5A8FKpwLHDR5s1qV790ptaanVWwIAdFYA8LXXXjPBPw3sXXXVVW36mbi4OHfmnwYPly5d6q3tAGhQtGmT1JaVmXXKjBnuSbxWMlmAUVFmrb0AyQIEAPgbDXBUNVS6MP0XEEmcMMEchvq6OinasoVDAgCBGgA8ePCg+Th79ux2/dzcuXMlIiLCrLUXIADv0cBf4caN7uyE2CFDfOLw6qS4pIYniZXnzrkzKAAA8Bee/7vs/fpZuhfAF0SmpblL4Yt37hRnZaXVWwIAdEYAsLLhAV6z+tpDp//GNPQjKy8v99Z2AIhI/urVUldba45F2pw5PjVxN2HMGAmz282aLEAAgL8GAMMTEhh4ADTKAqyrrpaSHTs4LgAQiAHAXr16mY8HDhxo18+VlJRIUVGRe2IwAO/QzLrShqzauCFDTAagrzWOTpw40ayrcnOl/NAhq7cEAECb++vqJHtX+a8vvcEGWCm6Vy/3c04tA3a9EQ0ACKAAoPb+0z5eL7/8spkI3FYvvPCCu//XlClTvLUdIKjpfSpv+XLzMdRmM73/fFHCqFFkAQIA/I7j+HGpaxhex/Rf4L80GO5q81LrcLjfjAYABFAA8Bvf+IaEhYWZ4N/111/fpiDgggUL5Ic//KH5RzFhwgQzERjAxdNsuoqTJ92lGDqZzRfpQJKkyZPNuio/X8ramUEMAIAVHA3lv/p/LLp3b64EwENM//4SkZRk1kWbN5uhIACAAAoADh8+XB5++GGTcbRy5UoZNGiQPPTQQ/LSSy+5z7Nv3z5566235MknnzTZfrfccotUVFRIZGSk/P73v/fWVoCgpqUWeStXmrX22EtqKLP1VfEjR0pYbKxZF6xdy5NEAIBP0+e6rv5/9r59JcRms3pLgE8JCQ119wKsLiyU8sOHrd4SAEDjA948Co888ohUV1ebAF9+fr785je/MV939UX53e9+Z06eT6DsdrsJEmoGIICLV7xtm9Q09NXU0l/ttefLQsPCJHnyZMlZskSqCwqkbP9+iRs61OptAQDQpKpz56S2YXCd9v8DcCF9LlewerUpAy7cuFFiBgygVyYABEoGoMvjjz8uy5Ytk9mzZ5sAX3MndfXVV8umTZvkuuuu8/Y2gKBknmStX2/WkWlpEjdsmPiD+BEj3GXKBevWkQUIAPBZruw/fYPbnpVl9XYAn32DN3HcOLOuPHvW3ZoGABAgGYAuM2fOlKVLl0p2drasWLFC9u/fLwUFBeaJUnJysikXnjVrlvTs2bMzfj0QtLSE1llVZdaps2ebEgx/oOVT2gswZ9EiUypSunevxA8fbvW2AABoNgCok0611QaApsWPGiUFGzZIXXW1FG3aJHb6ZQJA4AUAXfr27WtOADpfdX6+lOzcadax/fuLPTPTrw57/LBhUrhhg9QUF5sswLghQ+irBADwKbWlpVKVk2PWZP8BLbNFRUnCqFFSuGmTlB89KlW5uaZCBQBgDa+lB11++eXy/PPPt2n6LwDvy1uxwpTOatZfyqxZfneINQswecoUs9YgYMnu3VZvCQCAJrP/XJNOAbQscexYd0WKBgIBAAEQAFy0aJHcfffdkpGRIVdddZW88MILUlxc7K2LB9ACfVdVTyphzBiJSEry24bRrr1rL0OdaAwAgK8FALVvbURKitXbAXxeWFyce7ibDnrTN3kBANbwaoMwHe5RU1MjH330kXzlK1+Rbt26mUEf//jHP6SkpMSbvwqA635XVyd5y5ebtS062kzU9Vf6DrE7C7C0VEp37bJ6SwAAGHU1NVJx/Lh7+q/2tgbQuqQJE9zPWYu2bOGQAYC/BwDXrl0rP/jBD2TIkCHuSb/V1dXywQcfyJe//GUTDLzmmmvkX//6l5SVlXnr1wJBr2THDqkuKDDHQYNnGgT0Z7GDB0tEcrJZF5AFCADwEY7jx6XO6XQHAAG0jWbLan9qpf2qnRUVHDoA8OcA4OTJk+WJJ56QPXv2mKm/Tz/9tEybNs28O6rBwKqqKnnvvffkjjvukPT0dLnppptkwYIF5usAOsZZWSn5a9eatQbNtNGyvzNZgFOnmnVtebl7sAkAAFZyNJT/hoaHS1SvXlwZQDskTpxoPmp7l+Jt2zh2AODvJcAuAwcOlAcffFBWrVolZ86ckb/85S+mFDgyMtIEAysrK2XhwoVyyy23mMxA7R24vKGEEUDbaZ8817uoqbNmBczU3NhBgyQyNfW/vQBraqzeEgAgiOnzV1f/P3vfvhIaFmb1lgC/Et2jhzmpom3beG4HAIESAPSUlpZm+gG+/fbbkpeXZ7L+vvjFL0pSUpJ5MqW9AXV68KWXXir9+vWTxx9/XE6dOtXZ2wL8XnVhoRRt3WrW9j59xJ6VJYFCM4eTp00z61qHQ4q3b7d6SwCAIFZ17pzJSleU/wIdkzRpkvmob16X7t7NYQSAQAsAerLb7XL99deboSA6KGTOnDnu72kwMDs7W376059KVlaWKRFet25dV24P8Cv5K1eaZsoaLEudPTvgmpHH9O8vkenpZl24caPUVVdbvSUAQJAqP3rUfNT/tYH0hhvQlfS+4+rzXLh5s3keCwAIwACg0+mUTz75RO677z6T6Tdp0iRT9uvqEaj69u1r1rW1taZEePr06fK5z33OlAwD+K+Kkyel7NAhs44fOdJdLhtI9LEhpSELUN8ppl8MAMDq/n9R3btLmN3OFQF08LldUkMvwJriYik7cIDjCACBEgDUab+vvfaafOELXzClwPPnz5fnnnvOZPq5JgWPGDFCHnvsMTlw4IAcOXLEfPz+979vBoXo919//XX52c9+1pnbBPyK3i/yGnpmhkZEuEtlA/Wd4qiMDLMu3LRJ6hgaBADoYrVlZVJ57pz7/xKAjosbMkTCYmPdz+1ciSAAAD8MAGr/vj/84Q9yxRVXSGpqqtx6663y8ssvS1FRkTvoN2zYMBPU27t3r2zfvl1+/OMfy4ABA8zP68ennnpK9u3bJ2PGjDHnf+WVV7y9TcBvle7Z434hkjx5ckBnIphegA0TgXXicdGWLVZvCQAQZFzDPxT9/4CLowPrEsePN+uqnBypOHaMQwoAXcRrI8w0i08HfWzxeIHu+Y7OkCFDzNRfPWkAsDUJCQmmD+C2bdsYCgI00D54+atWmXV4QoIkjB0b8MdGpy3q1LiK06dNAFD/ZltUlNXbAgAEWQAwPD5eIgKw5QbQ1RJGjJDCdevEWVVlsgD1uR4AwI8CgDq8w7Ofnxo0aJDcfPPNJug3cuTIdl+mTg1WMTEx3tom4Nf0SZJrCmHqzJkSGua1u7DPTwQ+9frr5omiBgFdvQEBAOhMdTU1UnH8uDv7L9AGbgFWCI2MlITRo6VgwwZxHD8ulWfPulu+AAA6j1ejBxr869+/vwn66fCO0aNHX9TlffnLX5Zrr71WYhv6RADBrLa0VIo2bTJrzYiLGThQgoU9M1Oie/Uyw080AJioWYDR0VZvCwAQ4CpOnJC62lqzpv8f4D1a0VG0ebPUOZ3mY8ZnPsPhBQB/CQDq4A7N9Bs3bpy3LtIMCAHwqbxVq9wvQlJnzw66LATN+jv56qumDFqfKKbMmGH1lgAAAa788GHzMTQ8XKJ797Z6O0DACIuJkbjhw6V4xw4zDbh62jSJSEqyelsAENC8NgREB3d4M/gH4L8qz5yR0r17zTp+6FCJ6t496A6PZgBqJqAq2rpVah0Oq7cEAAhgWtni6v9n79MnKNpuAF1Jh4G4Wkgx6A0AOl+nPZM5ffq0fPjhh7JhwwbJycmR8vJyiY+Plx49esj48ePNlOD09PTO+vVAwNAnRXnLl5u1vvgI5sw37QWovWK0J1PRxo0mExIAgM6gE0pdfXeZ/gt4n2b8xQwYIGUHD0rprl2SPHWqhNntHGoA8JcAYFlZmXzve9+Tf/7zn1JTU9P8Lw4LM/39NHOwX79+3t4GEDC0LEIn4KrEiRMlLC5OgpXpfZiVJeVHj0rx9u2SOGGCKSEBAMDbXNl/mqFk57kq0CmSJkwwAUDtBVi8bRuD3gDAH0qAXVN7J02aJH//+9+lurraZC41d9Lg4IIFC0yfv4ULF3pzG0DA0J5/+StXmrUGupLGj5dgp+8Ou45N4YYNVm8HABCgHA0BwMiMDLKSgE6ibW3sDf01NQCovZ4BAH4QANTpv/v27TMBvsGDB8sTTzwhGzdulBMnTkhxcbEcOHBAli5dKj/5yU9k0KBB5nyVlZVmYvC6deu8uRUgIBRv2SI1JSVmnTJzpoRGREiwi8rIcJdilezYYaYjAwDgTbVlZVJ57pxZa+Y5gM6jFR3KWVkpJbt2cagBwNcDgG+88YYsX77clEl88YtflO3bt8sPfvAD0++vZ8+eEhcXJwMGDJDZs2fLz372MxMofPnllyUqKkpqa2vl3nvv9dZWgICgfYcKGjLcorp1k7ihQ63ekk9NBFZaLuI6RgAAeLv8V8X078+BBTqRvW9fiUxLM+uizZul3unkeAOALwcAX3rpJfMxMzNT/va3v0lEGzKVNPPvySefNOstW7bIwYMHvbUdwO8VrFnjLoPQYRcaXMenItPTJXbgQLMu2bnTnSUJAIA3A4DhcXESkZrKQQU6kT7H1V6Aqqa0VEr37+d4A4AvBwDXr19vHrxvvPFGM+Cjrb70pS+515QBA5+qys11l0BooCu6Vy8OTRO9APUxp76uTgrXr+f4AAC8QifNVxw/btY6/IM34IDOFzt4sITHx5t10caNplUUAMBHA4D5+fnmY58+fdr1c/Hx8ZKYmGjWOTk53toO4Lf0CU/e8uXmY0hoqKTOnGn1lnxSZGqqxA4aZNYlu3dLTVGR1VsCAASAihMnzKAp5eo5C6Bz6XPexIZhd1X5+eLIzuaQA4CvBgBdQbzCwsJ2/ZwGOcrLyz/dTKhXZ5IAfslx9Kg4GjIPEseNk/CG+xZazgIsIAsQAODF8t/Q8HCJbphOCqDzxQ8fLrboaLMu3LiRQw4AXua1iNvQoUNNMO+9995r18+tWLFCampqzLo3T7IQ5LTpcd6KFWYdZrdL0qRJVm/Jp0UkJ0vskCFmXbp3r1S38w0IAAAueGO6IQBo79NHQtvR1gbAxQmNiJCEMWPMuuLkSak8c4ZDCgC+GAC8/vrrzcdNmzbJ008/3aafKSsrk/vvv9+stW/gvHnzvLUdwC8V79gh1QUF7uw2W1SU1VvyeclTppiyEZMFuG6d1dsBAPixqpwcqS0rM2vKf4GulzhmjDvwThYgAPhoAPCee+5x9//74Q9/KNdee62sWbOmyfPW1tbKG2+8IRMnTpStW7eaEr67777bXUYMBCNnRYUUrF1r1pEpKRI/cqTVW/ILEUlJEjd0qFmX7dsn1Q39SAEAaC9HQ/afPje1Z2VxAIEupiXA8SNGmHX54cPuN8YBABfPa3UNkZGRsnDhQpk7d67pA/juu++aU1JSkowYMULS0tJMWcW5c+dkx44dJvvPZcyYMfLUU095ayuAX9LsNWdlpVmnzp5tstrQNsmTJ5sSYFcWYMZnPsOhAwC0W/nRo+ZjZEaGhMXEcAQBC2gPbK2K0ed1RZs3S/r8+VwPAOAFXo0waCBPs/4mTZpkgn16KigokJUrV5qMPw0Q6vdLS0vd39fS4UWLFklcXJw3twL4Fe1dV7x9u1nHZGWJvW9fq7fkV3RQijaOVmUHDkhVbq7VWwIA+Bkt/a08e9b9vxiAdc/rYgcNMuuS3bvdZfkAgIvj9RSjwYMHy7p16+TDDz+U2267zZQFu4J9rlNWVpbceeedJjC4YMECSU5O9vY2AL+St3y5eZdTs/5SZ82yejt+KWny5E97AeobDw2l1AAAtDf7T9H/D7BW0oQJ5qPJAty6lasDALyg00abXXbZZeakdMqvlgXrC3MtCY6IiOisXwv4Hcfx4+6JgwmjRklESorVW/JL4fHx5vgVbdsmZYcOSeW5cxLVrZvV2wIA+Fn/v/C4OIlIS7N6O0BQi0xPN5O4HceOScmOHZI8aZKERkZavS0A8Gtd0mQsPDxc0tPTpVu3bgT/AA/6rmbesmVmbYuMNJN/0XFJEydKqM1m1mQBAgDaqq621gQalL1fPzMEBID1z+uUs6pKinfu5OoAgIvElAHAQtrXpCovz6yTpkwxk8/QcWFxcRI/apRZa1Zl5ZkzHE4AQKsqTpwwQUBF+S/gG6J793ZXc+gwENd9FADQRQFAm83WKaewsE6rRgZ8Ul1VlRSsXu1udpw4ZozVWwoISVoi0vB4ohOBAQBoTfnhw+ZjaHi4CToAsJ5m4iY29AKsLS+Xsn37rN4SAARXALDxQA9vnoBgUrhxo9Q6HGatgz9CGkpXcXHCYmIkYfRod0P3itOnOaQAgGbpc1BXL157Zqb7TSQA1osdONC8Ua4KN23iNSMAXIR2P8PR6b0ALk5NcbEpZVDRvXpJTP/+HFIvSpw4UYp37JC6mhopWLNGet50E8cXANCk6txcqS0rc/f/A+A7QkJDJWn8eMlZskSqCwpMtm7sgAFWbwsAgiMA+Pzzz3fOToAgkr9qldQ5naa0IW3OHJqNe1mY3S6JY8dKwYYNZspyxcmTJtAKAEBz5b+K/n+A74kbNswMd9PKmaJNmwgAAkAHMQQE6GJaklq6f7/7CU1kejrXQSdIHD9eQiMizDp/zRpKRgAATdJ2ESoqI8O0kQDgW7Q3Z0JDr2x9Hl1x6pTVWwIAv9TpAcCTJ0/Ktm3bZN26dbJv3z7Jycnp7F8J+HSfobzly91PZlKmT7d6SwFLJyonjhtn1poBqBMeAQDwpIMFKs+eNeuYrCwODuCjtL+zPnd29dEGAPhIAHDjxo3yxS9+UdLT06VPnz4yfvx4mT59ugwfPly6d+8uPXr0kFtvvVU+/vjjzvj1gM/S6WWVZ86YddLEiRIWG2v1lgKaBgBtkZFmrb0AGTYEAPDkGv6h6McL+PYbu/EjR7rvt1V5eVZvCQCCOwCoL67vv/9+mTp1qvz73/+WvLy8Jqf9nj17Vl577TW58sorZfbs2WQFIijoQArt/afC4+JMiSo6ly0qyn2ctWTEkZ3NIQcAuDkaAoD6fzkiLY0jA/j4G7s6FERpL0AAQCcPAWnJN77xDfnLX/7izrKJjo42mX+aBZiYmCgVFRVy6tQp2bx5sykNVitXrpRp06bJqlWrJCMjw5vbAXyKTv2tKS0165QZM9xlDOhcOgykaMsWcVZWmgbS9r59GboCAJC62lpxHDvmnv6rg7kA+K7w+HiJGzxYSvbuldJ9+0wrnbC4OKu3BQDBFwDUct4///nP5slTXFycPP7443LPPfdIREMT/sY++eQT+e53vyu7du2So0ePmuDhwoULvbUdwKfUlpW5+5VEde8usUOGWL2loBEaGSlJEyZI3qpVps+T4+hRpjwCAExvWA0CKqb/Av4hceJEEwCsr6szb/Cmzp5t9ZYAIPhKgH//+9+bjzabTT766CO59957mw3+qUsvvVTWrl1r+gNqxuDbb78thw8f9tZ2AJ+Sv3q1KQFW+kSFLIOupZPjwuz2T68LegECADz6/4WGhUl0794cE8APRKamugf2FO/YIc6KCqu3BADBFwDUKb8a1Lj++utlypQpbfqZmJgYd+BQLVu2zFvbAXxG5blzUrpnj1lr2UJ0jx5WbynohEZESOKECWZdlZMj5YcOWb0lAICF9M1nV/8/e58+JggIwD/oID2lb65rEBAA0MUBwLKyMvNxQsOL7LaaNGmSCQSq3Nxcb20H8JkXGHnLl5uPoTab6f0HaySMHu3OAtRegEwEBoDgVZ2b6+7Lq/3/APiPqJ49TUsdVbx1q7uUHwDQRQFAHfShqqur2/2ztQ0P2t26dfPWdgCfUH74sFQ0DLzRabThCQlWbylo6dCVpMmTzboqL0/KDhyweksAAIvLf5WrnBCAf9CqM1cWYK3DIaW7d1u9JQAIrgDg5ZdfbjJqVqxY0a6f27p1q1RVVZn1xIYHciAQ1Dudktdwf9DMM9cTFVgnfuRICYuN/W8WYF0dVwcABKHyo0fNx6iMDPf/BQD+I6Z/f4lITjbrws2beU4HAF0ZAHzggQdMKe/ixYvl3//+d5t+xul0yve//32zvuyyy2TEiBHe2g5guaJt26SmqMisk6dPN9NoYS3t8ZQ8aZJZVxcUSNn+/VwlABBkasvLpersWbMm+w/w3yxAra5R+nyb/s4A0IUBwF69esm//vUvM/n3zjvvlK9//euyd+/eFoeGXHLJJbJkyRIZPny4vPjii97aCmA5nUhWuG6dWUempUn88OFWbwkN4kaMkPC4OLMuWLeOd4wBIMg4jh5194Gl/x/gv+KGDpWwhl7yhZs20d8ZAFrhtZFnt9xyi/mYmZkpBw8elL/85S/mlJ6eLkOHDpXExEQTHMzPz5fdu3fLuXPn3O/ehIeHy+c+97lmL1vPo4FCwF9oeamzobQ9dfZsCQn1WqwdXsgCTJoyRXIWLZLqwkIp3buXAC0ABFl/XqWlv5Hp6VZvB8BFPKdLHDdO8laulMqzZ6XixAmxZ2ZyPAGgswOAr7/+ugnUKf3oemdVA305OTnnndf1Pdf5t2/f3uzl6nld5wP8QXV+vhTv2GHWMf368UTEB8UPGyaFGzZITXGxyQKMGzJEQmw2q7cFAOhkOi3Ucfy4+380zzEB/+/vXLB+vdRVV0vRpk087waArggAauYfT6IAMYM/dLiEZv1p9h98jwb7kqdMkXMffWSCgCV79kjCyJFWbwsA0Mk0Q6iupsYdAATg32xRUZIwapQpAS7PzpaqnBwyewGgswOA2dnZ3roowG85srPdkwUTRo+WiKQkq7eEFvrGaBaglgFrv0bNCiQLEAACW/mRI+7Swejeva3eDgAv0DLgoi1bzBvwOhE448orOa4A0AQakwFeok868pYvd78bqRlm8F2aoem6jmpKS6Vk506rtwQA6ETaVsbREACMzsyU0PBwjjcQALSfp76Rq8r27zfVHQCACxEABLxEA0hV+flmnTx1qtiiozm2Pi528GCJSE4264ING0xvKABAYKrOyzNv+CjKf4HAkjhhwqd96OvqTDYgAKATS4A95eXlya5duyQ3N1cqKira/HN33HFHZ2wH6HTOykoz+VdpQEl7kcBPsgCnTpWz770ntWVlJoibOHas1dsCAHTi9F9FABAILPr8W+/XZYcPm+dzWuXBm/EA0IkBwAMHDsi9994rn3zyidTV1bXrZ/UdGwKA8FfaS67W4TDr1Fmz6CXnR2IHDZLI9eulKi9PCtevl/gRIygLA4AA5OrRG9WtmykZBBBYkiZNMgFArego2rZNUqZOtXpLABCYJcDHjh2TadOmyeLFi8XpdJo+K+09Af6opqjIXWpgz8wUe1aW1VtCO9980CxApUHc4h07OH4AEGD08b3q7FmztjP9FwhIUd27S3TPnmZdvG2be+I3AMDLGYC/+MUvpKCgwLyYHjVqlNx0002SmppqPgcCWd7KlabfiN7WU2fP5jbvh2IGDJDI9HSpysmRoo0bJWHkSAmNiLB6WwAAL9HhH643myn/BQJX0sSJUnHqlDgrKqRk1y5auwBAZwQAP/74Y/NxwIABsnHjRglnshqCQMXJk1J28KBZa+loZFqa1VtCB2jwNmXaNDn95pufZgFu22bKSAAAgaG8Yfqvlv7qGz4AApNW4kSmpJjBfEWbN0vC6NGm5zMAwIslwOfOnTMvom+//XaCfwgKmkmQt3y5WWu2WPK0aVZvCRf5hDEqI8OsCzdtkrqqKo4nAAQA7QfmOHbMnf1HdQoQuPT+nThxolnXlJRI2f79Vm8JAAIvAJiUlGQ+JiQkeOsiAZ9WunevVJ47Z9bJkyZJWEyM1VuCl3oB6lTnoq1bOZ4AEAAqTpxw9wKj/BcIfHGDB0t4XJz7TV16zQOAlwOAkydPNh/Xrl3rrYsEfFZddbXkr1xp1uHx8ZIwbpzVW4IX2Pv2legePcxay0Y0EAgA8G+Ohum/oWFhEt27t9XbAdDJQmw293PzqtxcqWjIAAaAYOe1AOC3vvUt8+7KggULZNWqVd66WMAnFW7eLLXl5WadMnOmeVGBAMsCrKoiCxAA/Jw+N3X1/4vOzJRQelQDQUEHutmiotxZgAAALwYA582bJ9///vfF6XTKFVdcIY899pjs3r1bKsmgQYCpLS01k2KVZovFDhpk9ZbgRfoCMbpXr/9mAVZUcHwBwE9V5+WZPmCK8l8geGh/bh0AohzHj0vl2bNWbwkALOfVkUg/+clPZOTIkeJwOOTRRx+VUaNGSUxMjNhstlZPYWRQwU/kr1plGoqr1NmzaSYewFmAWuqtQUAAgH9yZf8pAoBAcEkYO1ZCbTazLiILEAC8FwAsLS2VadOmya5du8wLaC25aO8J8HX67mHJ3r1mHTd0qER17271ltAJ7L17iz0z06x1GEitw8FxBgA/7v8X1a2bhMXGWr0dAF0ozG6XuOHDzbrs4EGpLizk+AMIal5rXPbMM8/Izp073cG/tLQ0ycjIELvd7q1fAVhKb9d5y5aZtfb8S50xg2skgCVPm2ZKRnRypL5rnDprltVbAgC0g755U3nmjFnb+/Xj2AFBKHH8eCnZudM8jy/askXS5861eksA4P8BQB3+oWJjY+Wtt96SOXPmeOuiAZ9QfvCgVJw+bdaJEyZIWFyc1VtCJ9L+jjF9+0p5drYUb9tmnkCGxcRwzAHAj7L/XBUmMVlZVm8HgAUikpIkduBAKT1wQEp37TJtXjQzEACCkddKgI8ePWqy/7761a8S/EPA0Z5/eStXmrUGgZImTLB6S+gC7l6AtbVSuGEDxxwA/Ej54cPu/9uR3bpZvR0AFtE37lWd0ynFW7dyPQAIWl4LACYlJZmPffv29dZFAj5DnyzUFBebdcqMGWayGAKf9nh0NY0v2bFDasvKrN4SAKAN9I0bx7FjZq2P4/omNYDgFKVtqXr3Nmut6tAhbwAQjLwWAJw4caL5uH//fm9dJOAzPYQK1q93NxGPGzbM6i3BiixAp5MsQADwE5UnT5oeror+fwCSGl6rOquqpHjnTg4IgKDktQDgQw89ZD6++OKLcrqhTxoQCArWrHG/U5g6ezZZBEFGg76xAwaYdfGOHVJTUmL1lgAArSg/csR8DLXZ3FPdAQSv6D59JDItzayLNm+WeqfT6i0BgP8GAKdOnSo///nPpbS0VC6//HLZvXu3ty4asExVbq6ZHKa0gXB0r15cG0GaBWgmnNfVkQWIoFZXVSV5K1bIgaeflhNPPSWnf/MbyX/rLak8e9bqrQFuOvjDFQCMzsyU0PBwjg4Q5PR5nKuHt7Z0KaVqDUAQ8toU4KefflrCw8Nl6NChJvg3atQoGTdunDmlpqZKZGRkq5fxyCOPeGs7gFdeQOgLXf0YEhpqev8hOOk7xrGDBpkniyW7dpknkOGJiVZvC+hSZYcOyZHnnpPqgoJPT9oTMzRUKg8dkt3r1km3K6+UnjffTJY0LFedn+/O1nb1cQWA2MGDJXz1avP4ULRxo8QNHcr/LABBxWsBwB/84AfuB1CTKVNfL1u2bDGntiIACF/iyM52NxBPHDtWIhoG3SA4JU+ZImUHDpgsQO0J2e3yy63eEtBlHCdOyKFnnpGKkyel4vRpCQ0Lk/qoKKmvrJTK/HypKyiQs+++a87b65ZbuGbgE9N/FQFAAC76hn7i+PGSu3SpVOXni+PoUR4jAAQVr5UAKw36uU6NP2/tBPgS7QuSt3y5WduioyVp8mSrtwSLRaSkSOyQIWZdunevVBcWWr0loMuceuUVU+ZbceqURPfsKbFDh0pkz54S2bevRA0cKPU6cTU7W8598IFUnjnDNQNL6Yt6FZmeLmFxcVwbANziR4wwz+1V4caNHBkAQcVrGYBHG55sAYFAhz1oiZtKmTpVbFFRVm8JvpIFuH//p70AG0oegUCnAb2SPXuk6tw5Uw6vwXBPoREREtG3r5Tt3StOh8O8edLr1lst2y+CW63D4Q5Ck/0HoDHtCZowZowUrF1r3tTSx4uo7t05UACCgtcCgH369PHWRQGWclZUmCcFKjIlReJHjeIagaFl4HFDhphgSOm+fSYzNCI5maODgKa9L3X4hz42Rvfta76m6+pz5yQ0MlLCkpPFph/j4qSmsNDcNwArs/9clSUEAAE0JXHMGNMDsK621mQBdr/mGg4U/JbT6ZT169fLwYMH5ezZs6Ydm85gGD58uIwfP17CwrwW8kEA4NYANKL93ZyVlWadMmuW6RcCeGYBaoDD9AJcu1YyPvMZDg4CWn1NjWmL4Mqc0Cw/LQfWF0511dXmvqDlwCHh4WatwULAKq7pv2ExMRLZrRtXBIALaAlw/MiRUrR1q+kZqlU/vKELf1NcXCyPP/64vPDCC5KXl9fkeZKSkuTOO+808xq68T8R3u4B6Km2tlZWrlwpv//97+XRRx+V73//+7Ju3TrzvTNnzsixhuEKgC/Rvm7F27aZdUxWljkBnnT6b/zw4WatQ0GqmvmHCwTSbV4z/SQkRKrz8kzwz5OzvNx8zVlWZs7HhGxYRQPV2ovSlf3nGk4HAI0ljhtn3uTXjOGiTZs4QPAry5Ytk0GDBsmvf/3r84J/CQkJEhMT4/68sLBQnn32WRk1apR89NFHFu0WAR0ALCsrMxHmlJQUmTNnjnznO9+Rxx57TJ555hnZsWOHOc8nn3wi/fr1k8985jOyZ88eb28B6LD8FStMBos+IUidNYsjiSYlTZrkftLoKhcHApVmSYTFxorNbjeT0fV2r4GViLS0TwOD+uZJfr7UlpWZDIrkqVOt3jKCVMWJE1JXU2PW9n79rN4OAB8WnpAgsYMGmbW2dtH/YYA/eO+99+TKK6+UnJwc8/mUKVPk9ddfl9LSUikqKjLxGE24+sc//mECf0rPe80118iaNWss3j0CKgCoN7Tp06fLr371K3MDbGnKr37tww8/NHXpr7zyije3AXSI4/hxKTt82KwTRo26oNE94PmkUYMiquzgQalq+AcMBCIdgqQTsEMaMqxqCwvFFhcnIVFRYktMNCW/tcXFJkBYW14uiePHW71lBKnyhoF0oTab2DMzrd4OAB+XNGGC+ahv/hdt2WL1doBWZWdny2233SaVDe2qtNJy9erVcuONN0psbKz7fBkZGXLHHXfIli1b5Jvf/Kb5WnV1tdx8883un0Vw8moAUG9kO3fuNMG9rKwsc4N89913LzifBgn1hquqqqrkrrvuko2MYYeF9B+/Tq5U2syeDBa0JnnSJPMiU5EFiEBWunev1FdXS0S3bhKZmirhSUlSeeqUVOzdK5WHD5v7gfZa0yEgccOGSc7HH5v+gEBX0ueerv5/0ZmZpl8lALQkMj1dYhqGWxXv2OHuAQ74Ko2blJSUmPWPfvQj+elPfyqhLfSrt9ls8txzz5nKTHX69Gn5+9//3mX7RQAHAN955x1ZsmSJKQvSG+b+/fvlkUcekauuuuqC8/bt21deeuklef/99yU6OtpEo7VUGLBK6Z49UpWba9Y62VWbAwMt0WCHa0K0Zo427osGBAItizr34YciDW0Ren/xixI/YoQ5RfXrJ9EDBkhU//5mGE7vz3/elABrFtaZt95yl2ICXUHL0GuKi82a6b8A2iqxIQtQh1qV7NzJgYPPWrVqlSxvSFjR0l5NtmoLjc/8/Oc/d3/+z3/+s9P2iCAKAOr0GaWZf3/+85/bNG768ssvd98YN2zYIPv27fPWdoA20/K1/FWrzFqb1yeMGcPRQ5t7AYY2PNaRBYhAU7Jrl+R89JHJrNLM6F633CJZX/uajPzNb6T/t78tabfeKmm33y69fvADGfT//p9kfulL7sFJ2ivwzJtvmhdUQFdwNGT/KQKAANoqundvicrIMGstAyaDHb7qf//3f93r+++/X8Lbkek+Y8YMSU9PN+tNmzaZPoGeA0U0SKgnXTudTjM4ZOjQoeZ3NBVo1F6Dv/jFL0z/wdTUVImKipLMzExT5alJYc3x/F06N6IlrvNpclnjuJPre7t27ZK6ujrTA3Hu3Lmm9Nlut8vw4cPlxz/+sRmCgk4KAG7evNlcCTfccEObgn8uX/7yl91T2mhKCSsUbtoktQ6HWafOnOkO6ACtCYuJkYTRo81as54qTp/moCEgFG/fLuc+/vjT4F9UlPS48UaJ6t7dfE8/1+B3wuzZEjdlikQ0PKHUx86Mz37WHXxxnDghpxcuNG+yAJ3NVf6rJX2aoQ0AbaGvQ129ALWPrba9AHyNPh/7+OOPzToiIsL08mvv7Vz7B+qcBg2KeU4K9qT9Aa+77jr53ve+Z5Kzapto6bJ48WIzgfjhhx+W9evXS35+vmnrduLECXn55Zdl3rx5Zn/l5eXS2fR36GBZ/X06aPbcuXNSUVFhBs0+8cQTJoipcSr8l9ciHXqwVe/evdv1c0lJSZKYmGiiyK5JNkBXqSkpkaJNm8w6ulcviRkwgIOPdkmcONH0jdFyR80C7HnjjRxB+LWirVsld+lSs9Z2CHqb1qBKW2gQsPtnPytn33tPyg4dkopTp0wQsMf117snBgPe5qyokMozZ8ya7D8A7aXP/7UKqKaoSIo2bzZtLlwJKoAv0Ew3jZeoESNGmCy39tLWa635/ve/b2Y6dO/eXW699VZT3TmhIUCuVqxYIVdffbUJ+KlLLrnEZN7pfg4dOiSvvfaa5Obmmow8je1oNmB7ksPa6+677zbHJiUlxWQf6n7Pnj0rr776qgl4aoxK97d9+3bp06dPp+3Dn3jt2tCDrlOA25tmaZo2N0SH23KjBLxJS3/rnE7zTz519mz+2aPdwux2UzZeuHGjKXusOHnSBJMBf6TlT7nLlrlv25r5F5mW1q7LCLHZTE/Acx98IKUHDpjM2FNvvGGCgJo9CHibZmDr80nlKkMHgLYKCQ2VpPHjJWfJEqkuKJDyw4cllqQA+BDNaHPRAGBn0eDfrFmzzCDXuEbZ9A6HQ+68804T/NPXzi+++KJ84QtfOO88Tz75pJlIrFmCGizUz3/yk5902n41+KcBykWLFpmkMhctT9a9/ec//5Hi4mL5xje+YeZPwIslwGPHjjVPvt5+++12/ZzeMHQIiNJUUqCraLZAaUPfSZ1cGdWtGwcfHaKlI6EREWadv2YNRxF+2w7BM/jX8+ab2x388wwCdrvqKokbMsT9eHt6wQKTqQV4m75Yd91uIxt6eQFAe8QNH24eQ5S+qet6UwHwBQUFBedVUHaW2NhYEzRrHPxzDQ/RrDr1zW9+84Lgn4qPj5dXXnnFJIcp7SWogcPOoj0KNevQM/inNOvw+eefl549e5rPP/zwQzlw4ECn7SMoA4Cacqm2bt0qzzzzTJt+RtNY77vvPrPWK03TM4GuoP/UXS90Q8PDJWX6dA48OkzLJBPHjTNrzQB0HD/O0YRfKVi/XvJWrHD3tux5yy0S0fDk7WIyKrpdcYXEDx1qPq88d05OEQSEl9U7nSb72lX+S9kegI7QFhYJY8e637SqPHWKAwmf4Sr/VU0F51xOnjzpHpDR0qm5ARzaS08HaTRFM/6U/ryWCjdHg3+aBegKXHbmnIdrr71W+vbt2+T3tLr0a1/7mvu1/0cffdRp+wjKAODnP/95mTZtmjm4eoP4yle+Irt3727yvFoq/Ic//EFGjx4tO3bsMDeiRx55xDS0BLpC2b597n5BSRMnSlhsLAceFyVx7FgzKVUVrFnDO8fwG9q7Mn/1arPWx0IT/EtO9splaxAw/fLLJX74cPN5VU6OnHrtNffgJeBi6ZsurmnT9oYBNADQEQmjRpnEAFcWIOArPCf+6qCOzjJ+/Pgmv65lvzo9WI0aNcpM/G3J/Pnz3esNGzZIZ9EehC3xTDDTRDV4sQegevPNN03NuE6M0fHMerLZbO7v//CHP5T/9//+n5SUlJjPXanVGjx0ZQICnU2HNWjvPxUeFyeJzTzQAR3JAsxfu9b0PKs4dkzszbwjBfgC/R+swb+Cdevcj4c9brpJIrxcWmKCgJddZj4W79wpVXl5cvq118zv0mxDwBvTf0NtNrG38oIEAFp7Lhc/cqTph6u9RfX/VWRqKgcNlkv2eGNWe9o1R8uDNdGqKXv37pX/+Z//afH3NDcd+NixY+62bRoAbI1nFmFnDnodNmxYi9/3HPyRl5fXafsI2gBgamqqifB+97vfNcG/uro6MzraVY6hqaue/RQ04+9HP/qRGSENdBX9p15TWmrWKTNmuN/pAy6WBgB1gqqzstIEAqP79KEcDb4b/Fu9Wgoa3pUNj483Pf/CExI65ffp84C0efNENAi4fbtU5eebTMCeGgQkAxsdZAbJNQQAozMz3b1YAaCjdBhI8bZtUl9XJ0WbNplWFoDVunn0qtdkq5YCeF//+teb/N6CBQtaDQA2x3PQa1ob+kNrL0AX18DX9mhrD87Gvf9a+n5nZk4GZQmwZ+PIv/71r2YMtJb1zpkzx0SANdgXGRkpPXr0MCmhOplFm0jqeUJDvb4NoEm15eVS2PCCNyojQ2IbGtQD3hAaGenOKNUSc8fRoxxY+Bx9UpW/YsV/g38JCabst7OCf+cFAS+91JTLK520aMqBG96QAdqrpqBAahoyIZj+C8AbwuLi3AOsdFhgTUPlGmCliRMnutfbt283SVbtdfr06Q7/fs+AXFuCc+fOnWsyGNhWbQ3WtdZCrsJj+FxrwcJg4dUMQE/ajPHRRx/trIsHOkQzXrQEWKXOmUN2FrxOgxuaZarTTnUisD0ri9sZfIY+actbtsxkqiot9zVZeC00lPZ2ENA89oaGSuHmzVJdWCgnGzIBNQsR6Mj0X0X/PwDeov3BS/bs+TQLcMsWSZszh4MLS6Wnp8vgwYNl//79pp3akiVL5PLLL2/XZaxdu7bDv99z8rBncK85pzyG6GgCWHu15Xeo/Pz8Nu/Ds4w6mJF6h6ChzedLGgbTxA0eLNEdeDACWqMlaPrE0XWb83yBClge/Fu69L/Bv+RkU/bbVcE/zyBgyqxZ7vtJTVGRyQR0ZXIBbeUq/41MSyOADMBrIlJSzFRxVbJzp3lTF7Dabbfd5l4/99xz7fpZbcX2zjvvdPh3Z2VlmWpOtbENA3I++eSTJgeLeFZ+tpTFqINi22Lnzp0tft9zrzqAFgQAEUwvfJcvNx+1Ubj2/gM6S8Lo0RJmt5s1E4HhC/SxL3fJEinatu384J9F/fdMEHDGDEmeMsV8rsG/U6++aoKBQFvoC3JttaBi+vfnoAHwKtebVFo5pL1rAat985vflOjoaLN+99135cMPP2zzz+rMhbKysg7/bi21ndLwnO3gwYPuicDNle++9dZb7qy7adOmNZmFd6bhf3hT/vOf/7R5CG1L/vnPf7rXs2fPbtNlBjoyABEUNAvLceKEWWuPts7udYXgpoNlkiZNMmudIFd+8KDVW0KwB/8WLZLihndTdaKh9vyzegKvCQJOmyYpU6eaz3U408lXXzVlwUBrdEKnqw8R/f8AeFt0z57uaiEdCuJqIQRYRQeu/vznP3d/fuutt7Za1qtDWbUt2+9///uL/v133323e33//fc3m8H3u9/9zpQpq7vuuuu8Pn09e/Z0t0ZatGhRkwNCVq9eLa+88kqb9qSX8cEHHzT5PR1Ku3LlSrOePHlyqxODgwUBQAS8eqdT8lasMGvNynK9owd0pvhRo9wBFu0FqH1kgK6mt7ucDz+U4l273KWSJvOvIUPVFyRPnSop06ebdW1ZmckE1AEhQEscDeW/eluOzMjgYAHwusQJEz793+RwSOmePRxhWO6BBx6Qz372s2ZdXFwsM2bMkHvuuccEuqqqqtzny83NlX/9619meMjPfvYz87Uvf/nL7jLejvj85z/vHkaiv++KK66QzZs3u7+fk5NjBrz+6Ec/cgcsNfOwcS9BV0ag7vGmm24yfQ31DT39+f/7v/+Tq666yj1cti1uvPFGUxJd2jBUToOPTz31lHzta18zn2vA8bHHHuvw3x1oCAAi4GnavqusLHn6dDOpFehsoWFhkjx5sllrMKNs/34OOro8+Hfuww+lZO9e83lUt25m2IatoXzEl+h9JXXmTPe0dhMEbKWxM4L7jb3y7Gyz1j5drmwCAPAmbS+gLTOUDq7izVxYTf/fvf766+7glmb4/fnPf5ZZs2ZJVFSUmXQbExNjhoZ84QtfkC1btpif+eEPfyh/+9vfTCZcR9lsNlOa26dPH/O5DiKZMGGCKUvW39utWzcTaNM92e12U57rOTzE5ac//an7/7aWMQ8ZMkTCwsLMz3/rW98yATwNJGq2YFuCkjrp99577zXThvX36Un/3pqGrN0nnnhC5s+f3+G/O9AQAETA9wgqaEiN1rK3+OHDrd4SgkjciBES3jBgoWDdOp44oksDJOfef19K9+0zn0dlZEiPG2/0yeCfi2Znpzb0Z9FsCx0MoiX0QGMVJ09KXXW1WTP9F0Bn0SBFUkMWoCYTlNHSBT5AS2r/9Kc/mUEb2tfO800wzQp0OBxmrV/XwODSpUtNEExdcsklF/W7dRjImjVr5JZbbnH/Xu35p7/XRX/H+vXrZXpDdUdjGozT3nwasHPRoKGKi4uTZ5991gQJ20IDoX/961/dvQV12InrsjQIqkHPH/zgBxfxFweeMKs3gE+5+tj40179Yc/5a9eKs7LSrHXqpISE+MW+fZ2+A6RTnPSBn+PZvBCbTRInTZLcxYtNFqBmYsUHSP8Jf3ocCNbgn+uFSlSPHtL9uutM9rM3r6/OeBxIHDdOR8RJ3iefuDMBNXAZmZ7ulctHYDwOlGn5b329hISFSXTv3jwOWYjnAwj05wMxgwdL2OrVpkVF4caNEjNwIFnHjfA4YA0NtOnp3LlzpiT31KlTpgxWS2f79u1rsv26d+9+3s9oP0A9eZozZ0677r89evQwmYAaqNMgpP5efT6ov2vmzJmSmZnZ6mXcfvvtcsMNN8jHH38sR44cMeXL/fv3l8suu0wSGnr172t4E7s1X/nKV0wm4EcffWQuS/+WoUOHyty5c01WJM5HANBHtDQG21c5nU7xZRpwKdy6Vd9SMBkCET17+uVx9kWa5u3CMW2ZffBgCV2/XmqLi00vwOj+/U1gMFD4+uNAsKmrrZWcDz4Qx+HD5vOonj0l/bOflfqwMK/fVzvrcSB2xAjz7q0GAevKy+XEq69K9xtuIAjow7rycUCf2JcePPhpiVGPHlIXGmpu97AGzwcQDM8HYkeNkoJVq6TizBkpy842bzzgv3gcsJaWzmovva6mAT8N5HWUlg5fe+21XtmLlhxff/31XrmsQEcA0Edo3bu/0Cff+k9e3+3x5b47OWvWfFrjHhYm6Zdc4lfH2Nfl5eWZ24Fe/9rgFS0IC5PUqVMl5+OPxVlSIhUHDkj8yJF+f8j85XEg6IJ/H34olUePmndi9QVK92uvlVCP6Wv+8jiQPG6chIWHS87ixSLV1XJu4UKTCailzAjuxwHtDVlXWmpu43EDB/K/3WI8H0AwPB9IHjtWSjZtMq0HSrdulbisLKu35FN4HAD8R6dERPRdWU0/1fpz/UegEVnPGm9cyB//YeqefXXfjuxscRw9akp+E8eMkciGvgDwDn2ip/dzV/kfWqa9J7VsRPvHFG7YYD4PlCxAX34cCCZ1NTVy7p13zGOfPu7ZMzM/Df6Fh/vt40DCqFHmfqLBc33RdXrBAumpQcBG5SwIrscB1/92xQAQ6/F8AMHwfMAWFSUJY8aY53KOY8ekOjeXrHQPPA4AQTYE5MSJE/Lb3/5WrrnmGlO7rbXW2oixV69eZnqLTmLRFM9BgwaZ9FStF9efATqDTujKW77c/Q87ecoUDjQsFRIaKilTp5p1TUmJlOzaxTUCrwb/zrz11n+novbt2+nBv66iwfJuV1xhXlRqEPDUggVSceqU1duChcobytsj09IknDeXAXSRxLFjzfM5VbhpE8cdQPAFAAsKCkzdtwb9HnzwQXnvvfckOzvb9ALSdHDPkzZ2PHz4sCxcuFAeeOABM0Hm6quvll28EIaXlezcKVX5+WadPHWqT0+9RPCIHTxYIhoyUQvWr6dnFbxCg2Jn3nxTHMePm89jsrIk45prAiL45xI3dKh0u/JK88LLZAK+8YaZAovg46yokMozZ9zZfwDQVcJiY82bUqrswAGp8Zh6CgABHwDcvXu3jBgxQl555ZXzAn7a/0Ez/8aNGyfTpk2TGTNmyPjx42XIkCESExPjPp+WDX3wwQcyYcIEM7oZ8Aad+Fuwdq1Za7BFS8gAX6DBC1c2qk6S00A1cDHqqqrk9MKF4mjIqI/t318yPvtZCQ3AfqdxQ4ZIxlVXfRoErKkxQUBX0BPBQ0vcXZMKCQAC6GqJEyaYjHStNiravJkrAEBwBAC1v59ObDl79qx5IjZ8+HB5+umnZfPmzVJeXi7Hjx+XTZs2yapVq2TFihWyceNG2bNnj5SUlJifef31183YZ30Ara6ulnvuuUfefvtt7/91CDram6PW4TDr1FmzAqbPGgInCzAyJcWstRegBjKAiwn+ucphYwcMkIyrrw7I4J9L7KBB5m80QcDaWjmjwc+GsmcEV/lvmN0ukQyEAdDFIpKSJKZ/f7PWdi6alQyga911113upLI5c+Zw+LsiAPjCCy/IkSNHTADv0UcflR07dpgS4LFjx0p4K2VH6enpJvinQUDNAIyNjTVX3r333muyAoGO0gELrnfjtAG+nQld8DH6mJk8bZpZ15aXS/GOHVZvCX6a6Wx64Z0+bT6P08DYZz4TFG94aKCz+zXXfBoEdDo/7X2oQyEQ8OqdTnefS/3/HqjDBgD4tqSJE81HfSOqaNs2q7cDAJ0fAPzPf/5jPmqJ7yOPPNLhJ2Hz58+XX/3qV2Z98uRJWd4wuAHoiPxVq0xKvt4eU2fP5sUBfFLMgAGmeb0q2rjR9DQD2kqzDXQabuXZs+7S2G5aGhsEwT8XLf00Q05stv8GAY8csXpb6GSa7ep6vKT8F4BVdBJ9dK9eZl28bRvP4wAEfgDQlf13+eWXX/QG7rzzTtM3UGkmIdDRFwalBw6YdfyIEe4AC+DTWYAOhxRv3271luBHwb9Tr78ulefOmc/jdTiGTshtmEoYTHTYiSsIqG/8nHn7bSk7dMjqbaELyn/19m7v04djDcDyLED9v1yyezfXBAC/EdrR6b/Kbrdf9AaioqLcl6OTgoH20hLyvGXLzDo0IsIdXAF8lWavRHXrZtaFmzaZfm5ASzRYfOq116QqN9d8rpMI0y+/PCiDfy72vn2l+/XXm76HGgQ8++67ZjIjAvP/vKvUW1t86P96ALDy/4+rp7O2H9L/QQDgDzr0ykH7+KkNGzZc9Aays7PNUBGl04OB9irdu9edEZM8aZKExcRwEOE3WYD67nHR1q1Wbwk+TPtFntbgX16e+Txh5EhJv+yyoA7+uWgwqMcNN0hoePinQcD335fSffus3ha8rKaw0PT5VfT3BeALz+MSG7IAa0pKpGz/fqu3BABt0qFXD7Nnzzbvxr7xxhsX1bdPL+OBBx5wP5BqT0GgPbQfkPb+U+Hx8ZIwbhwHEH7z7nF0jx7ud491sAPQWG1Z2aeZf/n55vOE0aMlbd48epx60F5MJggYEWGCgOc++MC8MYTAK/9V9P8D4AviBg+W8Lg4dzWHvq4FgIAMAN53330SGhoqTqdTrrrqKnniiSeksLCwXZexZcsW00PwzTffNC9krr76aunbt29HtoMgVrh5s3mBrFJmzjSlYIDfZAFOnWrWzqoqsgBxgdrSUhP8q25ou5E4dqykXXopwb8mRPfsKT1vvPHTIGB9vZz78EP6MgUQ15CXyNRUCU9IsHo7AGCGbyWOH2+OhLbncDRMKQcAX9ahaMmECRPkZz/7mfzkJz+RyspK8/Gxxx6TKVOmyMSJE6WfTujTCUnR0RIZGSk1NTWmzPfMmTOyd+9eWbFihezatctclj5Rz8zMlL/+9a/e/tsQBC+OdYqq0kyq2EGDrN4S0C7RmZkmcKFDbDQLMHHMGLFFR3MUYUqKdOCHq+wxafx4SZk1i+BfK5MZNQh4+o03TFA95+OPTUaglkzDf2mbhMrTp806pn9/q7cDAG46eLBg3TpTxVG0aZMZUAUAvqzD6VI//vGPpVu3bvLggw9KSUmJGeChgT09tYUrTfqSSy6RF198UVJTUzu6FQSp/NWrpa621qxTZ8/mhTH8thegZnlpOXvRli2SMn261duCxWqKi81tQoOArt6mydOn8xjXxiBgj5tuktMLFpgXZDmLFoloEHD06M6+2tBJNKvG9ZyR8l8AvkSzzhPGjDFBQMeJE1J59qxEZWRYvS0AaNZFdRC/++675dChQ/Loo4/K4MGDzRO0tpzCw8Nl/vz5snDhQlmyZIn07NnzYraBIKT/YEv27DHruKFDzYs+wB/Ze/c2J6UBQM12QfCqLiyUU6+++t/g35QpBP/aSSds97zpJnc2bc6SJZTYB0D5b5jdLpG8sAbgYzQAGGqzmXVhQ2USAPiqi26Yppl7jzzyiDmdOnVKNm/ebIKCp0+flrKyMqmtrTWlwHFxcabUVwOFkyZNkhgmtaKDNIic1zB8Rnv+kTEFf6dZgI7//EfqamrMk8fUWbOs3hKsCv699tp/+5pOneruE4n2iUxPl5433yynX39dah0OyV261JQDayk1/Ee90+nuq6XTfzVrGgB8ib45ETdihBRv3y7lhw6Z/+URSUlWbwsAmuTViQmayUc2Hzpb+cGDpmeaSpwwwUz/BfyZ9gGM6dtXyrOzpXjbNtNUOow3SYKKDvowwb/ycvO5vrGRPHmy1dvyazowQoOA5rg6HJ++caRBwIkTrd4a2kj/12s/R0X5LwBfpW8ulezYYZIUtKdz+rx5Vm8JALxfAtycuro6KS4uNkM/zmqpZkMpE3DRt63aWslbudKsNUCSNGECBxUBwZXppbdxSkiCS3V+vin7dQX/NAOU4J93RKSkSM9bbnEH1PX/R8H69V66dHRV+W9IaKjY+/ThgAPwSeGJie5hhKW7d7v/nwNAQAYAT5w4Ib/97W/lmmuukf79+0tUVJQkJydLr169TEZgUlKSKQMeNGiQ3HTTTfLss8+anwHaq3jrVtMgX6XMmGGa7wKBQPtYuqbHlWzf7i4DRWCrys11Z6iptDlzeGPDyyKSkz8NAsbGugdIFaxd6+1fAy/TTBpXANCemcn/ewA+TauSVJ3TaV6vAEDABQALCgrk9ttvN0E/nQb83nvvSXZ2tun713jwh04JPnz4sBn88cADD0hWVpZcffXVsmvXLu/9NQho+gLZlbmh/Z3ihg2zekuA13sBup48Fm7YwNENcFU5OXKqoUedSrvkEkkcN87qbQUk7cfU65ZbJDwuznyev3atCQS6psvC99QUFkpNUZG7/x8A+PoAKn2zQmk/wLqG9gUA/Mu2bdvMkNvnnnuuS36fxs+0x7GetHrWZwOAu3fvlhEjRsgrr7xyXsDPZrOZzL9x48bJtGnTZMaMGTJ+/HgZMmSIGfzhOp+WCX/wwQcyYcIE+etf/+rdvwoBqWDNGqmrrnZnydAMHIH45DF2wACzLt6xwz0JFoGn8tw5E/xzTX1OnztXEseOtXpbAV+ipZmA4QkJ5nN9Qyl/1SqCgD7Klf2n6P8HwB+4WhNp79JiklwAvw0A/uxnP+uyAKBfDAEpLS2Va6+91h2hHD58uNx5550yd+5cExQMDw9v9mdzcnJk1apV8u9//1vefPNNqa6ulnvuuUfS09NNCTHQlKq8PCnZudOsNUAS3asXBwoB2wuw7NAhM7FUswBpJB14Ks+ckdNvvGFeIOgbGWnz5knCyJFWbysoaPDPDAZ5/XWTXWb6bdbVScqsWbyp5GPKDx92D3NxBW0BwJdF9+ljqpQ0w1+HgSSOGSMhNpvV2wKAi8sAfOGFF+TIkSPmybKmR+7YscOUAI8dO7bF4J/SQN8NN9wgr7/+uskAjI2NNe++33vvvSYrEGhK/ooV5naijcBTZs7kICFgRaalSVxDI+mSXbvcPS8RGCpOn5ZTCxa4g3/pl11G8K+L6eT4XjffbMqCVeHmzZK3bBmZgD5EM2M1UK7I/gPgL/T/uisLUHs5l+7bZ/WWAODiA4D/+c9/zEct8X3kkUc6/K75/Pnz5Ve/+pVZnzx5UpYvX96hy0FgKz96VMqzs81aS+RcL9qAQM4C1MdVkwXIxNKAUXHqlJxesMC0MtDrt9sVV0j88OFWbysohcXFmUxAHRCiirZuldxPPiEI6CMc2dnm8U/Z+/WzejsA0GY6DdiVtVy0aRP/V4AWHDhwQO666y7TQi4iIkLS0tLkM5/5jHz00UdNVqE+9thjMmbMGImLizPt5TQB7fHHH5eSJtomaaKaPt++++67zTyKJ554wlSr6nBaHVh7xRVXyFqPoXCuXnxf+tKXzOf79+83n/ft29d9Hl3r17SiVWNX06dPN5enla2e3nrrLbnqqqvM3xMZGSmZmZlyxx13yPbt2/0zAOjK/rv88ssvegNaOqx9A5VmEgKe6p1OyWsIDNuioyVp8mQOEAJeREqKxA4ebNYle/ZIdWGh1VvCRXKcOGHKfutqakwmc7crr5S4oUM5rhbSqcAaBIxMSXE3bc9dvJgXaz7U/y/MbpeojAyrtwMAbab/45PGjzfrqvx8cRw9ytGDT9BqupLdu+X4Sy/J0T/9yXzUz60aiPb222/L6NGj5R//+Ifk5+dL9+7dpbi4WN5//30TnHv66afd59Vhshr40+QzDaIlJiZKQkKC6df3k5/8xHxvXzMZt4WFhSZQ9+Mf/9i0sMvIyDC/R4OMs2fPls2bN5vzaSXr4MGDzfeVBiT1cx1429iCBQtM+7uNGzdKjx49xG63m69rReuXv/xlue6660y1a01Njfm+tsH75z//aeZf/P73vxe/CwDq9F/l+kMvRlRUlPtyNDILeNJBCNUNt7eUqVPFFhXFAULwZQGuW2f1dnARHMeOyZmFC93Bv4yrrpK4IUM4pj4gLCZGemgQMDXVfF68c6fkfPyxO/sM1rzxpxmAyq7vtId2eF4dAFgibvhwk7igTK9ZwAcq6vb86Edy8Fe/Ms9Jz773nvmon+vX9ftdSbPrPv/5z0tlZaVpJZeXlyfHjh2TsrIyeeihh8x5Hn74YfM1jRFpQE2T0HTA7KFDh+SEvrF++rRZz5kzR44ePWoyBysahut5euONN+TgwYOycOFC83v0vBos7NmzpwnQ/fa3vzXn08/1608++aT5PCsry3y+ZMmSCy7z2Wefldtvv11yc3NNcPKyyy4zX3/qqafk+eefNxmKGiTUuJn+Pg1wagai0+k0re8+/PBDsUqHnlVpHz+1YcOGi96AplpqOqfS1E/AswdQQUPgQ8u04keN4uAgaGipuytDTHvIuALh8C8ayDjz5ptSV1v7afDv6qtNeRB8h2aZmUzAhuc2+m54zkcfEQS0sE+m9shU/5+984CP6rzS/tEU9d47CBBgeq8G06vBYGxsXBMnsZNNNsnGiZPst5vmL7vpyX7JJrtJHMclYOOG6RhM7910gQD1Xkaa0WhG077fc2buIIEAlZGm6Pzt+1NFupq58973fd7nPEfy/wRB8EdUWi03AFHiPzCuCYK3gLh39ec/56oizHEwNzVXV/NbfIzP4+u9KQKilNdoNLLTD5FwKOdVXHc///nP2SkHcQ6i3dtvv00XLlzg3hEorW3tyMP7+Bz0KQiE6FXRHuvWrWMRUSE3N5e++c1v8vuty4A7Cv79a6+9xi5EBbgKFfHw17/+Nfe9ULk2MfH3ff/736cXX3yRHZc//OEPya8EQFglceJQU7uT24ef8fLLL/P7cLogU1AQFOqOHWMRECQ+9JC4AIQ+B0reIRphrFTEcMF/wESq/OOPyW6z8fOYtnw5dzEXfA84NTJWraLQlBT+uPHyZarcvl1EQC92/8VrJrxfP2+cgiAIQreJGTOGVBoNv68TF6DgJbCGKPjzn7mxVnNxMW92wqGKShS8xcf4PL6O7+uNcmC44CDagZdeeumOr0MXgigIMW348OG0fv16/jwy9JDddzvR0dH0+OOP8/vtOeuQ24c8vtsZ7srhhjuvszz77LOkcb2+FVC6DAcjzhFfbw/kEQKUDitVtb1N27PuIN/4xjdYRcWThwcT9dRf+cpXKK4TzRlOnz5N3/ve99hSiSf54YcfbhOwKPRtkHnWcPYsvx/Rvz9F5OR4+5QEwSsuwOhhw6jhwgUy5OWRedIkd6mi4NsYrl+nik2bWEBSqdWUuny5jGN+IAKmr1pFZR99xBNh7t5ot3NeY5Arq1joeZS8rLCsLFKFhMhDLgiC395TokeO5CZTmBOgkkNpPCUIHeXab37TrQfLXFVFdYcPs+NPHRHB3alxtEGlIsPVq2Spr6eL//qvFJKU1OXfl/utb933e1C2C6EMIJuvPVDWiwM888wz/PZeZrEHXFVTKLe9nbtpTGGuMn2UIXeWAe00KEMeIRg3bhzH3N3rPFmYLShoV9D0SQEQlswf//jHHLiIBwxvYeOcMmUKTZw4kR8QhDjiQUXXE9g3UeZbXl5Oly9fpv3797ONU/nj0RXlr3/9q6f/NsGPqT1wgBfOcADA/ScIfdkFCGs+Xg91R45Q2rJl3j4l4T4Yrl3jbBVF/Et75BHOMhN8H+TMZjz6KIuAKNnSX73Kz2Pq0qUiAvbS5p/S9EjKfwVB8Hdix43jBlOc53ziBKV4oIGmIHQGU0UF2RGr4XC4cylvB5+3GQxkb2nhDdDuCIAdQXG+oTw2wdWIrSPfj4y+u3GvnhLQozyNup2N4Y6cJ4RB/N1oFuKt/hddEgABXH8pKSkc2oi2y/gDIOzh6AiKvXT27Nn05ptvUqK4WoRW3TIN+fn8PnbO0BFVEPoq2pgYfh1gAglhCTt5SlZZb4MJBErz648doxadjoK0WnYoJs2e3eOTBX9Bn5dHldu2OcU/jYbSVqyg8Oxsb5+W0AngOktXRMDSUr4flW/axPmNSjmX0LPlv0AEQEEQAmEOFzlkCOkvX+YjYfp07kAvCL2Fw2JxmmrU6rvGaeHz+DqacOH7exp02wUQwZADiGy/ewHRDI7Be5XMlpaW8tuOCIo9heL6u9d5whCHv9ub59qt1mqoYYaF80c/+hG3SIao15EDT/r8+fM51BElwPdSSYW+BQaoGleupDokhBIkF1IQKH7SJPdNGy5AbwDx8cIrr1DBX/9K1fv2sQiIkoKyDz6gi9/9LoslvZEb4sugZNQt/mm1LCKJ+OefqIKDKX3lSgrPyuKPm27c4JJuNHMReg48ziAkIYEXzoIgCP5O3IQJ/BZzA93p094+HaGPgc16zhOHuOcSnm4Hn8fXWSR0iXM9CapFEQEHUB3aHmiigRLg//mf/+GGG+DcuXN3/ZkHDx7kt2PHjiVvkes6z/Pnz991TaScJ7oED/JSLni3t7Lh3PvBD37AB5TXU6dOsSiItsxQaq1WK5cC449EqS+EwkmTJrk7vQhCa/SXLrHDSSl9vJtVWRD6EpqoKIoZPdqdIwM7f2hqaq/9fmNhIeX/5jfUXFLCZZFwQSFHBI5AQ3U1aaKjqWzDBv5eiCZ9Eb3SNMLhcIpHjz5KYenp3j4toRvgeYSDs3zjRn4NKE1d0MwFAq/gWdD0y+TqlBnRqsOfIAiCP4MKCWSZ4x7ScO4cxU2axHETguCpTL17gS6/1375S36rjY5ut4oIa2/M6dEYJPeVV7i6pydB7t3UqVPp8OHD9Oc//5kj5FqD6Lhf/epXVFFRQf/8z/9MS5cupTNnztD//u//cg+J2/P1CgsLadeuXfz+Y489Rt5i8eLF3FkY2X5octK667CCEnu3cuVKd4fg3sajtSxw8ombT+gqyB2odani2thY7p4lCIKTuIkTqfHcOe4oCxdgbwptJevWseiIckgE82vj4njnDmIXJgzGggI+4JBKmDGjzzUqabxwgap27nSLf9xNNi3N26cleAAIfchwrNi4kZpwnRcWOkXARx4REdDDYAxR3Anh7YRrC4Ig+CuxEyawAIi1TqNLBBSE3iBq2DCekyJfF91+AeK1lJLfltpazv3D/D40PZ2iXE0qehqYxxYtWkSvv/46TZ48mT7/+c9zrl5lZSW/D/EP5jE0in3wwQfpj3/8I38O3X7hClQ0p7y8PG4Sgua0c+bM4Xi57hLmMiDV1NRQc3Oz++OOOADXrFlDa9eupS9/+ctc2jxv3jz+GoxxP/3pT7n6FQIm4vS8hXdkR0FoB4TjWo1Gfj9xxgzJWhKEViAzJnr0aH4fk0jcrHsDiH7ItTNXVPCuITrYKbZ9gF1sNLiwNjby67dm794+9bxhN7/yk09Y/ENsQcZjj4n4F2DA8dq6i7OxqIhL3rGQEzwHxjUA539vOpwFQRB6mrDMTPe4hjJgiZMQegvM2fu/+CLPTSHywe2nv3iRY2vgCkR3YBb/0tKo/5e+1GaO35MsXLiQm8pCuPvSl77ErkAIfmgku23bNhbP/vGPf3ADD/SdeO+99/hzmzdvpqysLOrXrx+LgEOHDqWTJ0/y27ffftsj5zbatd6qra2lzMxMFhY7CoRKuBshZCLyDjl/KHlG1ezPfvYz0mg09MYbb9DgwYPJW4gAKPgElsZG0p086b5JRnipJl4QfBnsGCtNCGoPH+6V34kJgt1kIpvJ5G7IYzMauRwYu4bcVSw0lNSRkWTR6bgUtq/QcPYsVblKDvAYpEP8E+EiIOGGLsuXU6SrNBXXf9mHHzo76wndBs4/o0sAhNB6t6ByQRAEfwSiCio5ADZL+9JcSfA+uK8O/u53ubQ3evhw3rjn0vT+/d2fw9eVjc7eAi7ArVu3sksO5bBw+EHYe+mllzjvD84/BYhw+NyLL77IQiG+t6mpicuHIawhhg7ioScYOnQo/0wIjEqz244SExNDe/fupd/97nc0YcIEamlp4cYf6enp9MILL/DfsHr1avImQY6+ntruRRBuiRp35CO+/PLL5C/gkkG2IxRsT+0SVGzdykIDfl7mU09RaEqKR36u0DNg0EUHIwzWqSJ49Co1Bw6wWxZkPvEEhfVwE6WKbduo6O9/J8PVq+xAtDY0UIvS3QriX1gYhaSmUnNREQVpNBQ/ZQoNe/VVCnSQx1i9Zw+/j8cAZb/e6s7sLfriOIByGdyv0BQHIOcROYF9Nc/JU/MBY3Exlb73Hr+f9vDDFOnFnXGhc/TFcUDo+XVBoG50FL3xBpdiBsfFUfbnPhcwj5c/jgP+ug7v7msV4jNcqNjMV4eHU+y4cVz2GyjXonB/ZItV8DooZYT4BzAAifgnCPfuJqc0IEAX3p4GeZzItaOgIBb53OKfCzgD4YayGgwsgiAfMNCpP3XKLf5pwsMp4/HH+5z411dBZk7qkiUUNWQIf4ymOHAC4nUgdB2jq/svnH/h/frJQykIQsCB8S12/Hh+HyJgU36+t09J6GNA5IPjL/uZZygHTrpnnuGPRfzrW4gAKHh9J6Jm3z7nxajVUkIrq68gCHcCtxl26xTXDPLIepLYMWNIBXdTUBDnhHCjC62WS/XV0dH8PZz/p9fz98EBGMjUHz/uHrPc4l8fa3rS14EImLJ4sTsoGw1ySt9/n7vYCl2jySUAIodIFRIiD6MgCAHbkAFzB1B/8iTPqQRBEHy+C/D+/fs9fyZENHPmzB75uYLvYsjLYweF4mxCowNBEO4NBEDkz9nMZu4IjEVzT+3eWZuaWPCDuw/lAja9nkKQ0aXRkDYqyin+NTaSJjqa3yruxECk7uhRd/aiJiKCxT80RRH6ppMjZeFCft01XrrEodoQAdEEBiK90HHghMEBIqT7r1+B581UWEikVnMUhCAI98+TxRyu5uBBroAylZbyhqogCIJPC4CzZs3y+GITPw/5EULfAR2wag8e5Pch/MVOmODtUxIEv3IB1h45wl16mwsLOdC3J7pyVmzZwj8bE1VNVBQ3PTAWFHD+n3Iu4QMGkMNiodiJEzmjEOXAiQ89FDBB/tihh/gHsRVA+ETDD2T4CH0XXN/JEAFVKmq4cIEdssixw7WhODyEjrv/QG8HkAtdo+Gzz6jqk0+c4rfZTA7Xpoh9wQJKWbSI7xWCILRP9KhRVHf8OHeSR6azCICCIPi8ABgcHMwdTQShO+hOneLuvyBxxoyAdg4JgqeJGTuWG1EgewxCYFi/fh7bmIHgBYdhzd697pLfwd//PufV1LoEPkxcHSoVaUJDOT8kacEC0p044ezofeYMWerrKWXJEr9vjsDi3+HDVHfsGH+sjY5mlxeyEQUBr7mk+fOJIAKeO0fmmhoqXb+e3aEQRIT703T9Or8NSUiQ15UfULZhA5V//DF3gcdhaWri6x+iX5nBwDEJua+8wh0mBUG4E8yLYkaO5DxhbLRi80heL4Ig+LQAWF9fT5s2baJXX32VLl686F50olXzACnfEDpYVohJIghNTaXIoUPlcROETk4gESZde+gQu/PgyvOEewZdTqv37mWHB0ADkNSlS/lnx0+aROkrV7I42NLQQA61mmJHjKCwtDT+3shBg6hi0yYu628qKKCSd96h9BUr/HZRD/EPgidyeoA2JsYp/sXEePvUBF8TAefOZSegDq+Nujp2AuJakViLe4MNDJMrBgROYsG3gQu6fMMGFi1sTU0UnJhIqoQEsttsZKuvJ/3Vq7w5lP/b39IDP/kJlzsKgnAnqOLAZik6A+tOnuRcWUEQhN6gS3fmsLAwWr16NS1btoymTJlC58+f5wnwSy+9RE899ZTnz1IIOOoOHSK7xcLvc6mgtB4XhC416NCdPs3NB+BSQ6lud15L+Dko+VUai0DoSnvkkTZNLlDyGz91KotjiG3QtFrgwfGE8seqnTtJf/kyCyHF69ZR2rJlflfiojQowuMLIGKy+OdqfCIIrcHrLnH2bHZC4ZppIwJKOeRdwcYFFsBA8v98f0ys2LyZzJWVfK+IHDKEN4hQAqxy3S8cdXVkLCwkdWQkV3nET57s7dMWBJ8E9wU0kmq8eJH0eXkUP326zC8EQegVuhXQBCHw5Zdf9tzZCH0ChKXjhgeiBg+msIwMb5+SIPgl6JaJ5jnAVFnZJkurK2HuJe++6xb/wtLTKXPNmk53uIXjAxlQCdOm8cdYKKI5gvKa9xvxb+9et/iHrL/Mxx+XyblwfxHwoYfcr0l+Ta1f7466EO5EGbOwsRDqchILvluqDXe3ubaWQlJSWPwDDkQC2Wz8PjcCUanIUldHtT3UMFAQAgXlXsEuwFOnvH06giD0Ebqd0L5w4ULPnInQJ1BcNZwrplZTwowZ3j4lQfBrYsaMcTccgAsQr63OYiwuppJ169i1BKIfeKBbjQwghMRPmcKlwxAEMbmt3LGDG4R05fx6E5xf9e7dXJoD0OU3Y/VqcXEJHb72cV9DuTywNDRwJiDeCre91ux2Z0MhuP/gXg6QpkGBCqImOPvVYnFvhiDr1VxeTi0VFfx84vrH1xDzYqqo8PYpC4JPE5yQ4HY+N164wBumgiAIPU23Z1spKSmUnJzsmbMR+sRuP8QGEDNunGRpCUI3QYOOOJfYgCDppmvXOvXvG86fp7IPPuAsLpD44IOUvGiRR7KbooYMcYpnrmYI6HaHjEAsIn1W/Nu5051/iKYErc9fEDosgE+fzqXyAA5AiIBwBAq3QPafMu5I/p/v00agRQREY6P7mnZYrWStrXV9ybnJI4KuINwfZf6GWCRl7iEIgtCTeGS79Stf+Qo999xzNHDgQE/8OCFAQXMBpSQEziLFISEIQveIHjnSLVIhpF3J1Lrn69FuZzcu8vrwPgQ/ZPVhMurJTE40+cl66ikKcW0UGfLzuSzSqteTL4HHoGrHDmq4cIE/Rkc+Fv+66IIU+jbsBJw61V0Kb9HrORNQRMA7u/9CKIIDUPBtwrKzuewX0RPIAUTHa6DcLWxGI1l0OrI2NLALMCwry6vnKwj+AOJWcAA0WFPy0QVBEHxaAPzhD39Ir7/+Ok2WsF/hHmBnS1n8xE+bxpNIQRA87AKsrSXD1av3/H672UzlGzdSvStzBp1KM554giJzc3ss7Dpz9WruEsznWFVFxWvXckmZL6CUKDdeusQfQ6xE8wbkkglCd0ApPFy1wGowOJ2ArlL7vg46yQI0CJL5gO8TnpVFEQMHcuVGc2kpCxUQb7WpqRSEqAeHg4yu5xRNk7gpjiAI9yV24kR+azUaSe9HecmCIPgnErgi9ArcpfToUX4fTQWiR4yQR14QPOwC1Lq6jeK1djcXILLI0OxDCd8PTUlhhx7e9iRwjqQuW+Z2/iIjCmIIut95Xfzbto27FiuOxYxVq0T8EzwGxPnEmTPbXPeKe6qvgs1ARQiFqCT4B4mzZnGEAzZHLLW1XPpra2qC5ZVsdXVkM5u5A3Dk4MEyzxOEDoIcQOQNA2zMdqSKQxAEoauIACj0ChAk3BljDz0k2TCC4GFQwhvncmFjYa2/cuWO74HjDs0+FPEBjj8uc42M7L2yyAcf5C7BcI7YbTaq2LLFKVh6oTmIw/X7FRESXUjTH31UxD+hR7o9Js2a5XZ5lL3/Pmd29lVadyyPyMnx6rkIHQNZlnAnofEUXIARubkUpNWy8OcwmUibmMgbvHD/xYwd69EoCUEIZPBaiXO5ALFJa+hklrMgCEJnEAFQ6HEgRijBtpjoh/frJ4+6IPQA0cOHu7sz3u4ChMMNziOIDyB+8mRKffhhLh/ubaKHDaOMxx93C221hw+zC89utfa6+KdMtJHBkwHxLzS0185B6FvEjhtHyXPm8Pt4HZZCBKyqor6I0SUAwvUCwUjw/SqOsg8/ZAcrsv2G/Nu/cawDGj2FDhpEIQMGUNS0aZS8YAFv8uB+o5R4C4Jwf6KGDnVvxupOnvTKpqggCH2D7rd5FIT7gEYDECLg+IH7TxCEniFIrebMscpPPuEwdv2lSxQ1fDg3BlFK8FVqNS/Soh54wKtPQ1hGBmWtWUNlGza4HYvY+U5bvrzHu+5CaKzYvNntQsK5pK9cyWXKgtCTwD1FKhVV7drFogpEQLhOUXreV0A1ADLkgJT/+j7I+iv/+GN3yTbuMUpzm6xnnqGyggJyqFSkCQ2lhPBwKn77bX6O0VQp69lnpYu6IHRw/oZNopr9+8lUWUnNRUVimBAEoUcQB6DQoxgLC927wDGjR7szLgRB6Bmihg1zO2pqDx2iik2b3OIfOtqmP/6418U/BZxn5pNPujuAcony2rU9WhrJ4t+mTW7xD8H2Iv4JvUnMqFGUsmABl31BKCn74AOfaYjTGxghGLncyci+EnwXPE9wSjeXlfHHMSNGUPzUqe6vY2NXHR7u3jyBAz153jy3y7Xqk0/EySQIHSRm5EhSuxok1p88KY+bIAg9ggiAQo9OHOH+Ayirw66xIAg9CxZkeK0hqB3CH0RAEJKQQJlr1nCpqy+BsSFtxQqKHTuWP7bo9VTyzjttMsI87WRRNiUQR4DfLc4/obdBI6zkhQudIqDZTKUffOAWWQId5fWHCADkbgq+CUoQqz/91D0WQ6xNmjfvvtl+aAACIUN5rhvOnu2V8xUEfwfd0GGWUAwUcAIKgiB4GhEAhR6j8cIFd7MBCBJK3pcgCD2LNi6Omq5fJ6vBwKV24dnZ7LRDcLuvipZJs2dT8ty5zuYgLqGOu+F5KAcHgmj5hg08qVbySNMeecQrGYiCoGRhckOcoCC+PuEEbC4pCfiNQaNLAITzF693wTfBBlLD+fP8PjaOUpcu7fDzhbgXpeIDG8F9ueGNIHQGNNBBVIuSBSgIguBpZOYl9Ah2s5nqDh/m94Pj4tw7WoIg9CyG/Hwqe+89Ck5Kcr7+4uMpfMAA3ln2dTBOoBwXJTAQ/rBwrN65kxt2dAcWVz76iIzFxW4nS+qyZdw5WRC8CcrxU5YscQvfaLSgXKeBiKmsjMueAcYlwTdB4zZkxyr3kM5ulsBVnbJ4MV/XShkxrm9BEO4NMpAR5QIMV69ynrMgCIInEQFQ6BHqjh93dxtNmDmTw20FQeg5IJjVnzjB+XbIuQtJSuKy2vD+/Ul34oTfLL5QlotSZSXHsOHCBS6PRMOErm5GQFRRmg5EDhxIaSL+CT4EOqkq7iq8dsshVrucqoGGUk6KvxWvdcE3N5Gqd+92ixG8KdOFCo7QlBRKmDGD30cDETQ3EATh/sROmMDOcMzrdKdPy0MmCIJHEQFQ8Djo5NngumGh9FBCvgWhZ4FogI6LNQcO8IQRuXoZq1ZRxmOP8detTU3U6Crl8gfgOEGH4LDMTP4YZZHF69a5u1B2FDiNSiH+ubLVInNzKfXhh2VDQvA5+NpctuyWCLhhgzsrL5Bwd97OzORxSvAtsFFSuWWL8z4SEsIdqrsTHYGuporQC1chxEVBEO4NKqciBg1yxykphgpBEASfEgBfeOEFPnbt2uWpHyn4KbUHDpDdZuPdK+TA3C8wWhCErgNnHLLDGi9dck8c4aBj8T03l52AoP74cS6F9RfgOIGIia6TAGUwJevWddgZxY/Lhx+6u6u6XVbiRhZ8FHanotRSreZ7aOuGNYFAS329W8SXjUHfA5nNEJ55/qZSUery5e77R1fB/A85l+hAD9AV2KrXe+iMBSFwiZswgd9iQ0ga6QiC4JMC4Nq1a+mNN96gy5cve+pHCn66e6y/epXfjx4+vNuTR0EQ7k5LbS0Vr13rLm8Nz8riZh8QAZXFV/y0afw+dpDhwPAnINYlzZ9PiYgRcHVLRZbf/f4OiH8oGzZVVNzKWXPlUQmCL4PmNBBeIAIiOw0ioOH6dQoElOYfIDwnx6vnIrTF0tjIGyYYYzHWpi5ZwvcTT4Ay4uQFC9yu7Mrt2z3W3EkQAhV0SFeqICAA+tMGriAIvo3HVkPDXIGleXl5nvqRgp+hhPYDhEXHT5/u7VMShIAFziCUxaLkHsSMGsXlWrdnNcFpgywmUH/yJGfi+RNYjGInnEURrZZFkapPP6XqPXv4/duB0Fn6/vtkrqq61Wl14UIR/wS/gTtUr1jBTWq4gcKmTWS4do38HXQmV0r8lU0Kwfsobml0jQeJs2ZR5ODBHv0duA8hkxagyY10NxWE+xM3caLzNWoyUePFi/KQCYLgWwLgN7/5TRaA1q1bR1WuhZfQtzBcueJ23MRNmsS7voIgeB7dmTPOUq2WFhbIkmbNoqS5c9stb23tAsRCT3f2rN+WR2Y+8QRpo6JuPQYff+zuKKqIf+iAbK6u5o9RPpws4p/ghyA3LW3lSrfojS6qej/eYMXrVHEqS/mv74DmUBhHldLs+EmT3EKdp0FDkJCEBH6/9tAh93xREIT2QRO3kMREfh+iucNmk4dKEATfEQCfe+45+uIXv0j19fU0d+5cuig7FX1uEokGBEAbHU2x48d7+5QEIeBo435zOEgVHMxOIQSt3ytrE5NIlJMA3alTbUQzfyIkOZkyn3rK/bfABVn67rucD4hGJ6Xr15O5tpa/FjN6NJcPSwap4K+gBDO9lQhYuXUr6f00ZgXZnYpjVwRA30C5ppQmSXBL92TlBhytKUuXusvbK7ZulbJGQbhfBYTLBWjR68ngilgSBEHoDhryEG+++SZNmzaNjh07RufPn6fRo0fTrFmzaPz48RTRQSfYD37wA0+djtDLYGdKKR9JePBBnugJguA5INrBBaQ0wYDQDvFP2R2+3yQyYepU7oiLn9Nw5gzFT53ql08PnMUZjz/OYfL6K1dY8Cv8+9/5a4rAAAcLythE/BP8HWRApa9axSWacPwq+WkQa/yx+y86/4amp3v7dPo8uIaqd+9250ui7Dy5FzZMcL9Cc7iq3bt54wabWYhoEAShfVCOrz14kAXA+hMnKHLoUJnbCILQLTym0nzuc59zD0h4a7fbac+ePXx0FBEA/RMIf7gpgbD0dIocMsTbpyQIAQW6Z7Yu08LrDJl4SmfFjhDWrx+FZWRwGZ7u9GmKGTPmjrxAf4GdJIsXc45Y1d69pL90ibMNIwYO5MWkdB8XAgm83tERW2nSULVjB5HdTtGuDtm+DoR5pQEImn9IMx7vU3/0KDWcO8fvh6am9mqH9OjRo6mpoIBFYeSaodw9aujQXvndguBv4HUZO2ECi+Xo1G0sKGDBXhAEoauoPL2jqBy3f3y/Q/Bfag8e5Db1QBbeguBZmktKqOSdd9ziHzrapj/2WKfEvzuyAM1mFgH9Gfw9UcOGEbadHGhs4nCQzWjstUWsIPQmKHuHExAOOsyZKj/5xC3g+Dqm8nJ37ICU/3qfhvPnqfbIEX4fmyhcZh4c3KtjNzZqlJzo6k8/dTezEgThTqKHD+exHyiGC0EQBK87AG+6dneFvoWpstKdSQRhQsnmEgSh+zReuEBVu3a5S1sTpk/nBjtdLdNCphgO7sJ4+jRnB/qrCxDlY+j2qwoJoajhw7nBSXBSEk+OLfX1lLJoUa8uagWhp4FTK+Oxx6j0gw/4euexwWbrsaYNnu7+C+cf3F6C90DJb/WuXfw+NpEg/nnjHoDfiTGar2WzmSq3baOM1avFHSoI7YC5DKo26o4e5U1hbKrIeksQBK8LgP1kUtfngAuhZu9eZzMCtZrFCUEQPPDastvZWVt/8uStktdFizgLprvABWh8911u3IOfnzhjBvljSXTZ++9zJg5IXrCA3YAVGzdyB2BDfj5Z1q+n9EceIY2ra7AgBAJohAMRsOyDD7jrNcrC4H6FmO/r+X+IIFBcLELvg2YflZs3uxtIpT/6KGljY732VEAMjpswge9DOLf6Y8f8NptWEHoaCIDIW0fFFV4zacuWyYMuCIL3S4CFwAYliFU7d/LCA53javbt4zwxgHwKNCUQBKF7IOi/fONGt/jHTS9Wr/aI+KcswhUXDpqBQETwN/EP3X4V8S9h2jRucBIcE0OZTzxBkQMH8ufNVVVUvHYtmSoqvHzGguBZQpKS2sQAVO/d6x4vfPH1qsQXIKNT8NLzUFtL5Rs2kN1mY5dd2vLlLCZ7G2wcK+fB7ibXnFIQhLZgvFdyX5vy83lsFQR/50c/+hEfJSUlPf670JwWFVQ/+9nPuv2zcM74WYsWLSJ/pMdatVqtVjpy5AidO3eOqquryWg00qOPPkpTpkyh8vJyamlpEdegn2DV66no7bd55wllRwjbd6hUZKmrY3dN/OTJ7jb1giB0HUtjIzf7gIsNhKak8ELN0y42iGboJsw7ycePU9KsWeQvi9jS995zi5ZwL7Yee+BqQXMUdk+eOEHWpiYWCz3lnhQEXwHdVLExwK+Hpiaq2b+fG4MgIsCXUJp/KA1ABO/M4biBjCuHEeNheHa2TzwVyGxFA5Lit97i+xFKgbOeeUacooLQDnB6N3z2Gbt4sSZD525B8Gd+/OMf81sIaZmZmT36u7Kzs2nIkCGUkJDQ7Z+VmJjIPysrK4v8EY8LgAaDgf7v//2/9Kc//Ynfb82gQYNYANy9ezc999xz/GT/8pe/pGHDhnn6NAQPThzz/vM/OcPHVFbGHX+xe4zMFpQpavR6ajx3jsWEyNxcedwFoYsg0wXinyJu4fXEOXZarccfU2THoItc082b1PjZZ1yGpYmMJF8G3e9Q9usW/x56iOLGj7/j+7AjB2EwOD6eHctYVJZv3syiZ9zkyV3OTxQEXwPXuFsENBio5uBBzgT0pTJKpfwX54qGE0LvAtGv7KOP3I5pbPb4WsddXBdJc+ZwYxtsgqEpSMqSJTJWC8JtoGQfm5n6vDzSX7rEkS5KMx1BEO7Nm2++6bGH6Gtf+xof/opHS4Dh7Js+fTqLenq9/p5dfvG57du30/jx4+mdd97x5GkIHqT4H/9g8Q9HkEZDkUOHcuC+Ni6OQ5whEGLhceOPf+RMMUEQOo/+yhV2qiniVvykSZT68MM9Iv4pKCIBSsJ8vascHJGtnX9Js2e3K/7d3jUPWWlKwH3t4cNUuX27u2O5IAQCEE8yHn+ctC6XMLq74lpvb97V26BaAIH1QLr/euHxx+YHclFravhjbPT4alYk5pVRLpc2ixuu5nKCILQFkUvK3A0xLoIgCF4VAOHqO3/+PE88c3JyuD568+bNd3wfRMKnnnqK3zebzfS5z32OTvj4ArQvgnwJCANw/qEEMaxfPy7LQIdNuGjgGEKWGJxLyPjRnTrl7VMWBL8CYyUW7BVbt7qzmVIXL6aEBx/scfcDOooqeXkoKYGY76udxiH+IX4AJM+Z0+Gup2GZmZT55JPsPgJYVLZ2EQpCwIiAq1e7c3iRpVZ36JDXRcCmggJ3B3MRAHsXPO4op1UE2OgHHqAEDzd8gruw7sgR0u3eTY0HDpC5GxlOuN8lzZ3rFrLhApSMM0G4E0TDuHOcP/uMN1oEwd9Q8vgUpk6dyh/v3bvXna/3xS9+kWPk8DY5OZlWrlzZ5mccPHiQ9SRUmIaFhVFqaipNnDiR/uM//oMqKys7lAG4d+9e/hx+BoApbcaMGRQdHU2RkZH88954440OZwDicziQaQhtC+eclJREoaGhlJubS//+7//O2ld7XL58mZ588kn+WyMiImjUqFH029/+lmP1+vfvzz+3oKCAfEoA3LRpE3366ad8chD08vLy6Ac/+AEtWbLkju/FH/H222/T1q1b+QlDHuDXv/51T52K4CF0p0/zohsOv5DUVH5uHRYLl2gAdXg4f56QBwix8PhxeewFoYPAMYtmOlhAKQHPcPJEPfBArz2GigsQi8U6H3z9ooEHBDssNDH+JM+bx53wOiuOQARUJszoNlmydq07Z1EQAgFtTIxTBIyJ4Y/xeq49cMCrIqDRVf6LjcPQ9HSvnUdfA895zd69ZLh2jT+O6N+fO6V7alMJ966S9evp/L/8C1d/1KxfTzXvvkulv/kNXXn1Vffv7Sxwa6csXsznyffHbdu4pF0QhLbAzQsQx9Rw/rw8PEKn7g/niw30xr4y+uMnxfwWH/f2XEHJ41Po168ffxzuam4GampqaNq0afTaa6+RVqullJQU99f+8z//k4W6devWUWFhIX8NwtrJkyfp//yf/0MjRoyg69evd/h8HA4HC41r1qyhM2fOsGhns9n450HX+v3vf9+pv+/111/n2DsY4aJgogoLo/z8fI7JU0xwrdm2bRuNGzeO3n33XdLpdPz7b968Sd/61rdo2bJlZPFwlaXHBMC///3v/BbOvz//+c+k0dw/XnDhwoX0k5/8hN8/fvw4XblyxVOnI3gAa2MjdySFwIcJPKNWOxcYQUEUnJDAEzVM2rAD5asOIkHwNbg5xfvvc6kTCElIoMw1a7hDb2+C7otKdmfj+fNkaWggXwHOYnQcxwSXxb8FCyhm1Kgu/SyMX+krV1KsSzzEJkbJO++488kEIRCAAzBz9Wp31h46A0MI8oYIiE0FOACV5h9wNwu9AzZjdWfPut1CiJNAsw1PlRVf/3//jyo2buT7V+PFi2S6eZOar1+n5mvXuGrk2i9+0WVRAq5tZLUqG0DKBpkgCK1eJ9nZ7u7ZMGuIUC50hBuVRnpl7TX62Yab9P6xStp4qprf4mN8Hl/vzTy+1roPnHf4eFKrRmYff/wxi3CnTp2i0tJS+p//+R+3MAiTGYCghkazcMbV19fTgQMHWAzE98A911Fu3LhBf/vb3/jn4d9CPISLcN68efz1X/ziF536+3B+aH4LJyB+Nn7m97//ff7ahx9+yGKgQnFxMTv/TCYTvfTSS1RVVcV/T11dHf3Xf/0X7dy5k8rKysiTeGxGhicHizT8sR0R/xReeOEF967k4cOHPXU6ggdQhYY6J412uzvfD5N4CH8oB0Y+GRYWEAmRD4jvFwTh3pirqtiBBoELoBkHHGqKc6e3gQuQ3b12O9UfO0a+QHNpKZW2Ev/QDAWZft0BYxeC5lFCjPcxpqHpSv2pU14vlRQET4G4DjiJlbJ33ZkzVLNnT69f4xjflLJ9jHFC7wBBrvbQIXfDgLSVK7k7uqeo2LSJc8fg8sPcD6XdYcOGUdjgwaSJjeWx21hSQjf/9CeuHukK8VOmUJjLMQpB0VhU5LHzF4RAAPOiuIkT+X28zpAjLQj3AuLeTz+6SReKDXwUVJuoptHCb5XP4eu9KQJ21EkHZ1xrTp8+zWWxKM+F2w/uQIUHH3yQnXwADrrO8O1vf5t/Hsp1AcqA4TQEEPIg1HUUuP/g5lNci2q1mk1vsbGx/PGRVptbv/71r6mxsZEj8iByKt+DvwsVst/97nfJ03hMAFRqrTvbDjkuLs79h0LxFHyH6GHDuMxXFRJCLa4QaQVlN9/W1ER2k4knmt1doAtCoGO4fp1K3n3X3ZERWXZpjzzCrzFvEZKYSJEuG37jpUtez11CZlXZhx86NxZUKhb/PFkWjRLi9BUrSB0S4iyV27ePqnftkh10IWBAPm8bEfDsWc5U600RUHHX4jUc3r9/r/3evgy6uqPzuRIpAdcz3noKbJpU79nDzjxs+kYMHMiCM2ceabWkTUriqAVzRQW7yWsPHuzS71HGfQiXuGbRvEkRkwVBcILqDWXjGEK5bGQKdwPXxp92lVCZzkzFNSZKiQmhkVmR9EBGBL/Fx/g8vo7v85VracCAAfTQQw/d8XmU/kKMQzPZ9qioqOC3cA92hq9+9at3fG54K22jtra2wz/ry1/+Mqluq3yAQW6wq9lV65+1ceNGfvuFL3zhrj/L03TcqncfEhISuAsw7JedARdZU1MTv4/6aMF3wEQuctAgsuh0ZCws5AkeFhSYnOF5g/iHz8MRiAUHGhcIgnAneL3oTp7kBRHeZzfa7NkUM3q0TzxccFwY8vLcLkAsvrwBnB7lGzZwmRkvAhcvpqhWGSGeAoIEXJdlH3/M4xvK1fAWpXJK12BB8Gc0ERGcCYgMTXSBbTh3jt38SfPn93iDIdDkyt5BrIE7QkToUccl3HkYw1GdAeefUgruKfSXLrGwh02i8Oxs51zQZiMbcqFVKlKFh5MmOprHUDSGq+vGvQSbyslz51LFtm3scIKwmbpsWa9cu4LgD+D1Fzd+PFXt3s2vN2y6KI3dhMDiFxu71/ihqqGFDubpqKqxhSJD1KQ3WflojSooiPLKjFRvsNJ3/nGNkqO77hx/ZXl/jwmA7QG9KDMzk0tm9+3bR5999hnnABYVFXEZ8YULFzr9u4KCgjiXsL3fpYDf11HQ7+Ju5976Z6F8WXEq3u50VIC5DmY5ZAP6nANw7NixvLBVVMyOsn//fm4CAhRVVPAdsp55hruFIpfFXF7OE0DcZJry8qgpP58zh8KysngxDRFQEIS2YIFU9cknVOMK5IfzLP3RR31G/AMQ9qOGDnV3yvWGCxCbCa3Fv9SlS3tE/FPAxkVWq9xFY3Ex5wJ62wEpCJ5CaSwUkpTEHzdcuEBVO3a4O/P2FBDTsSAF4XeZwAueA2NWWauxM23ZMs7+8zQQ/9AIDkKyCiJfTQ2P22gCZ6mtpZaSEjJXVrI70N7czNdBd4DzG92LgSE/n3NqBUFo9RoZPtzt8tWdOCEPjdAu5TozmS12grEvLKR96QefxxoF31de7xudpVE22x44z9/85jdcXovOvt/4xjf4Y3T0RTMR9JjoLMHBwR7dYArpYGVXa+McqmLvRuvmKD4lACodTdA5BbXMHQFKJp40AGVz7ty5njodwYMuwNzvfIet5rjRhKal8e6uFoLBsGFcApL9/PPsZhIEoS0oW0KzD+QyuTvSPvUUuyd8jbgpU9zu3t4OXkfpWhvxb9kyd3OSngRjWcZjj7njC7CQLlm3TjKnhIBBucYVQQhl/pU9LALi9ayAjDih54A7jpsluUpkUxYu7LGSa46qcOU+N0P4g/OvFVwZYjSy8AexEK5EbCihSVxXQW6rUuaIhjYtnSjBEoRAB25fxJqA5rIyzuAUhNtpsTrIBgOCyun0a/daQlNPVRDZHQ6y2HyjBPhuIJfv5ZdfZhfdj3/8Yzp27BgLadXV1dx1F/l7/kJIK6EQOYDtwXFFt0Wx+YwAiLbJaNWMk3zllVe4jvmia9F7OygV/tOf/kSjR4+mc+fOseKKbilQXwXfAxP4Eb/4BQ382td4cpk4cyYlzp5N2c89RyN/8xtKmjXL26coCD4HHDDF69a5J2ThLqesp8uyPAXOC7mfAOXAvbXQgqMYzTjsNhup1GrOROzNMhY0OkKH4cQZM/heZDOZOIOQSyYFIUBEwPRVq9jNDyDKVG7b1mO5l0r5L5zFvjreBQI8Vn30kVuIS3zoIY/mpd7euR4NrJD/h3JffAzgPgpJS6Pg1FQu/2WB0GxmsRAHSnhv/s//8BjfFTEQPyN1yRJn4yarlSq2buW3giA4QTUJhEAlC1AQbidYE0RqzG/txAJfe+DzNruDhUCt2rejFqAhKZ15oR+hc7DSTwKge66/EBcX5y4LRrfg9jh+/Li7WtbnMgDBhg0baObMmVx//fe//52P1vZNtD9GJxNF4VRCJiEeKk5AwTfBIhkdp3DgeUP3HYRZSh6LINyJsaCAKrZs4S62IGbkSHYycFdtHyZu8mR2CMEdBBcgMvF6EpR1VWze7Mytcol/3mgYoHTUg7O5EgtMi4Wqdu1iERSLaqXpkSD4K8jhQ/QAnLZwiuhdmZ8srnhwXILAg0Y+QLr/9hwshm3aRObqav4YWWA4PA2EPogKjefO8e8MSUlht6G1sZHjLIJTUtwLE4yStoYGHkdRdq5sKGFzBw2wcGCcD8/JocjBg3lzuSMdilF5gm716G6MvxdZurLxLAi3NniiR4zgju/YUMW8BREnQuDQ3Uy988UG+tkGZwfgmDAtpcTcOe5WNrSQyWKnYZkR9P0VOTQiy3djvZTGs0PaiQlqaGigDz/8kPwFtVrNjsU9e/bQn//8Z1q+fPkd3/Nf//VfHv+9Hl3VJCYmskr5wgsv8IJKEYoUkQglv3hi8HkccPz96Ec/ojfffNOTpyEIguA1Gs6e5TwmiH8Y+yAgJc2b5/PiH0CpFSaSQH/1qntx2RMYrl69Jf5pNJS2YoXXu4XCeZj5xBOkjYrijzGhZndiN0rYBMGnRMCVKyksPZ0/Nly75nwNetAJiEw4pbxY8v96BsyfkeWI3FKA/NaEmTM9+jusRiN3SC987TXSnT7tdt2hMVP0yJEs4MHljlxoc3ExmQsKyJSfz/l/iG+A2z33lVcoc/Vqih0zxp1TxmIgNn62bnU6AzdtYjEaZcX3Ahs0yKIGOJ/WZeaC0NeJHT/evVFZf/Kkt09H8DFGZEZQenwIH2X1Jhb74PYDeIuP8fn0uBDKiA+l4ZkRvXZuoa4mYejq21GUzrw///nPuexX6fi7c+dO7hqMSlPQ7Cfd47/2ta/x2y1bttDPfvYzsiBr1yVmfuc736F169Z5/Hd63NYQGRlJf/3rXyk/P59tmQhnTE1NZbEPdc7p6ek0f/58+ulPf0oFBQX8Pbe3SRYEQfA3sOit3r2bO7K5OzE+8gi7MvzJKRs3aZJ7ItlTWYD6K1d4Adi6YyXyRn2BkORkzmlUyiWx0ERzEGRaCYK/g5JKOAEVMQWurPKNGz1WVqmU/0JsVBrsCJ6Ds4D27mXRDCBPFtEsnrrHwN2HhlUQ/upPnXJfF3BzomlSv+efpwd++EMWADkXOjWVRT80BQkdMIBzoeEqhQCIc8J1Bvd7/xdf5IY0KFd0i4FWq1OE3rKFxUCI0dgYggP7drgr/KJF7o7SEECVMmRB6OugIaPSNA2l9la93tunJPgQGIu/Mi+T0mNDKCsxlCobzOwKvFRq4LeVjWb+PL7+5XkZvbpmQRwcePrpp7kZLPL8OpIBCOccmn5kZGRQTk4OxcTE0IIFC9iR/vrrr/P3HThwgJuCQEjzZR599FH61re+5a6WTUhI4L8pKSmJfvWrX9Fzzz3nzgr0lGbm0RLg29sfw90nCILQF7KYUDraVFDgnoxB/FO6b/oTOPeYUaNId/YsOzVMlZUe7SjJ+WPbt/NCFuIfixE+JhRoIiJ4sYruzVhom2truTlI6vLlbveUIPgrKLuEExDuVmNREYvcFRs3cvMdJUuqK0DQV8ZAuHmldN7z6E6eZGeyslmBjr+ecJdD+NOdOsU/u7UAF9G/P5ffogxXAaLe8P/8T3bioSxXh5xblYrCBg2iQbjvJSff8fNxLSAHF4dj9mwuE4fY15Sfz25DiIFwnePANYjyYIiMuI6UaxL3puR586h882b+Nxif4Rz3pw02QegpYidMoMbLl3kcxmsT1SeCoDAgJZz+z8oc+tOuEoqP0FJjs5WsNgdp1EEUHaZh5x/EP3xfb/Lf//3f9KUvfYkuXbrEjS7u1vm3NYsWLaJdu3ZxAxBUntbW1tLQoUNZRPynf/onNp1B/Fu7di2ZzeYO/Uxvgwa6MM399re/pZMnT3KZMwTRz3/+8+wQfOutt/j7lLzA7hLkUIL4BK882Xq9nqKioribjb8gGYBCRUUF2eHeQsdWl1Oqr4KOhyj5RTkUgEAEoUhxOfhrZ0k4QFCuBecHxAJPjAPohoxFG4t/ECEg/vmwoMYdkY8edTsh2YWycGGPBe37GzIO+DcQepAj5xbtsrN546IzImDrcQBdX+GWBXCBoTRV8BzcwXn7dndcA1x22KzotvB3+rRT+GtVhgtHNoS/jozP3RkHIFY0FxezGIgNJ6WbsQKLgQMH3hIDNRqq2rmTGs6f568nzZ5NsWPHdup3Cp5H1gW+AZoCYUMH86v+X/yi2zHbG/jjfMBf1+Hdfa1eLGmiUzcaydhio/BgNY0fEM1lv7KZ4pugOcjAgQO5XNpoNHrkeeoxByBKgHfs2EFnzpxhRRetmtGhJT4+nu2eqNGGWisIguCvwMWADCNl0QJhKHn+fF6k+DOayEiKHj3anbWEhX1rB0hXwIKtetcunnwgPB7iX3d/Zk+Dm2zC1KncyRQlZxBE0dUSYm/8tGkyWRL8Gogr2KxgEfDmTXYDokkIi4AdaM5wt/Jfdnv5SEl/oIDnB5snAJtLGD+7I/6x8HfmjDPfr7Xwl53tFP56yZWtXCs4UCrcRgw0mVikRmQEDlyTEAOxKYVrFbEMyCmEI9Ef3faC4GmQlYmxAq9pNO5BpIsg3D6vRYMPX27y0df4xS9+QYcPH6bFixfTSy+9dMfXP/roI347depUj607PL5KRYjjV77yFdruKvG6F+h68uqrr9KcOXM8fRqCIAg9CrvZdu50B94nTJvGXXQDZQcNE0ml8yMccFhwdpWGzz6jqk8/vdWIYNUqj5YV9zRwMsFxg5JJlJ7VHTvGIiAyqbpTMikI3gabFSj9Rf4aOkiisQRcJOkrVnBeYGcw3rjBb0PT07kzpeAZTBUVtxomubJlsSnRFSCqQfhrOH3a3aUeoDSXhT9XNqQ3QCkzXH44kubOZZFPKRPGuULUQIQEDgiDzUVF3HEYm3DZzz4rY7HQ5wnNyOCNVWzaQtyPGTfO7zekBSHQ0Wq19PHHH3MnYEToLVy4kD+P6or169fTD3/4Q/7461//usd+p0e7b5w+fZrdfdu2bWMbsNLt927H0aNHObDxl7/8pSdPQxAEoWdD2Pfvp8odO251sH34YYqfMiVgxD8Ad0nMmDH8PkoEm5Hz1AWw2HSLf2FhlPHYY34l/ilgUo3mIIrTBOH1pevXS9i24PfwGLZsGUUOGsQf47UOEbAz3a8RhYCsTACXluAZWurr2ZUJwQtuudSHH+6ScxrPJTZyEO2At4r4B8EPeac4vCn+tScGwumHyIWcL3+ZYyiihw1j9ziAEIr7ieHKFXZG5v/2t+x88mRHa0HwNzAHjZswgd/HZiW6dAuC4Nt8+ctfpkmTJlFjYyPnG0ZHR9OAAQO4cha5hk1NTVyivmLFCo/9To9tC+h0Olq6dCm/BejK8uKLL9LcuXO5Awv+CLRjLi0tpRMnTnCYIQIasZj+3ve+R8nJyfT888976nQEQRA8DhwIldu2cedMRSSDG0PpGBtowAUI9x4Wn3WHD/MisTNgB7p6795bZWurVvl1qRZC6DOfeII7GMMthQYpxWvXchC9P4qagtBacEldupTHNzRiaC4ro9IPP2ThpSM5UhBfFNDAQeg+6HJb9uGHvJAHyQsWsCjWWeFPKfWF+08BJb5w/KHk19dRxEAccKTD+WfIy2MREMIzSoHrT5wgS2MjZxZCyEZmYFhWlkcapAiCP4ENGDiEsXmAxj7RI0ZIQyZB8GHCwsJo//799Pbbb9Obb75JV69eZb0sMTGR5s+fz3oayoM9iccEQLQpRscS7D488cQT9Le//Y3DClsTERHBfwxcgl/84hfp73//O9c6WywWFgHXrFnDnVsEQRB8DSwuUAJqrq7mj9HpMP2RR0gTFUWBChwWsePGcckrSgNxoFSsI9SfPMlOSUX8g3gYnJBA/g5yqNKWL6fagwf5b8QivfTddyll8WKKzM319ukJQpeBWJKyZAl3dEXmGsrIyj74gMv/71fSq5T/YuHZ1fJUoa1wBxcmxC2QOGMGO+A6JfydPcsCQBvhLz3dWeqbne2XjnW4VSEw40hC5+DLl9nViDJpZFBiU67hwgU+cM22EQNVHi16EgSfBNc5OgIjogYiIF4XMjcRBN8mJCSEvvCFL/DRG3jsbrhhwwZ+i9plKJi3i3/t8bnPfY5bOIOqqir61FUmJgiC4Etwd0u0k3eJf1hUZK5eHdDinwIEQKUhAFyAHWkcD8HQLf5FRFDG6tUBIf61nmAnzpxJKQsW8PtwpSCHCn93Rx4fQfBVuNM1SlBcna7hci394IM7urPeLjahIRIQ91/3QRlr+ebNZK6q4o/R5RYL+o661OuPH6eCv/2Nag8dcot/EP4yHn2UMp54ghtu+KP4154YGDNyJA38+tcpdvx4dj7ZmprcmWe4ZtF8Ctfvzf/9X6ratYtzBZXcXkEIVNCQDhuvAO5YmZcIgtAjAuDNmzd5QrF69WpuAd5RvvrVr7q///Lly546HUEQBI+gz8tzZr25yrDiJ03i0PyudMn0Wxfg+PHubDCUX90L5Eth4al0E2bxLz6eAhGU1qCsWSmRxN9dtX07C4KC4M8iYPLChRQ9fDh/DCGq9L333GPg7bCo4speC5fy326BhXrlJ5+QsbCQP44aPJgSZ826r2DHwt+JE1Tw2mtUc/CgW7BFPAXKuFn4698/IIS/24HojNwz3GfQFARiKTIto4YMaSsGnjtHpe+/TwV//jPn0sLRLmKgEIjgusfmLYA7VtmgEQRB8GgJMAILTSYTpXYyCysqKor/bUNDQ0BOTARB8N+FWP3Ro1R75MitRfGCBZ0qwwoU4EBRukZC4NNER3Npmh3ZTOnpXDqIxwtfqzt6lP+NNiqKy361sbEUyKAkOnPNGi4PR2fgxsuX+bFJXb7cvQMvCP6GMt7hLVxU5poaKnvvPUp/7DF29SqxCHzNnz7NQgqudzjNhK5Tu38/l7UqY0vyokX3nBsjnxU5rTrEEbQSaJFJGj9tWsCKfreTMGMGb06hEQ0ckMhqRaYlhFHkU6KbsPHmTd6cweOExwwHrlmUCONA92opExYChehRo6ju+HF+DWB86Gh8iyAIgY/HBMDhw4dzGS+cgJ3BYDBw4xBMUNDxRBAEwdtgUYX8FORgKS445L4hOL0vAocbXIBoCgCXG7Kp1OHhLPqFJCZS4kMP8cdYUAFtTAx3+8XbvgAyzzKffJIqtmxh5w4aKJS4moPg8REEfwTzsqR58zgTEK9tiCtwAqK8DONA4/nz7i7haq2WBSdsEojw3TXqT53iA6BZEjvNXQ62doW/c+dId+LEncIfmnvk5PQJ4U8Bj1PK0qVU8o9/kN1mo4pt2yj76adJFRLCTkAcLAbeuHFLDLTZ+LHjrMSzZ1nYbiMG9qHHTwjMeVvMqFGcVQwRHBE2/tyETRAEHxQA0cJ49+7dtHbtWnr11VfZ2dcR3njjDX4bHx9PCxcu9NTpCIIgdAk0dSjfuJFz/wDKitJXrAh4J9u9gNCHhRMvNg0GzvwK0mrZ+WeKjSX9pUv8fty0abwAZfEvOpr62mQbpXbVe/awWAJ3VMk777ALpbOdOwXBp0TAOXPYGYVusnBEF7/1FqnCwshSX082o5Fz5nD94+t5r75Kud/5TsCW/fcUcP3V7NvH72PsvFv3ZTjYILzWHzvWRvhDUyoIfyiH7avClbIZVbV7N3cHxliMPEsFxHZEDR3KB+5hbjGwoMApBjY1OTsmnznD8RVonBA5ZAiFpqX12cdU8G9QBqxzObQhBKZ6uJOoIAh9XABctWoVC3g7duzglsXvvfceZd3HbozvfeWVV/jG+otf/KJDjUMEQRB6CuyQlm/YQBa9nj+O6N+fu2K2txDrS9Ts3UtVO3aw+IcDjkhkS8EZZCotZRFAGxdH+nPnaOD//m+fE//alE3OncviBx4zOE5wPWFRGjN2rCwiBb8EczTk0MERbUCJe309Z/7BJQUhMKihgTPWkDMFkeX6//t/NPTf/503BYT7A9dw5Y4d/D7GVnRdhgDVrvB3/DgLVQpw9LDwN3CgjC8oexw9mh2pEPcaL13iEmgIfrfDzsAHHuBDEQOR9wsxEGIJ7nOKGIg4i4jcXHYRhqSmyuMs+A0YR3CNN168SIa8PLJMm9ZnKjMEQegFARANPNDRt7S0lI4fP065ubn0yCOP0OzZs2nYsGEUGxtLwcHBVFtbS+fPn+euwTt37uR/u2bNGho4cCDtd3WNbI+ZM2d66lQFQRDuwHD9OlVu3cqlVUruHYSbvp4JhIV+xebNHCSNxwJOEwBxC4sodWSkc8HU2EhBGg0Lgn1VAFTAtQPHKEqC8ThV793LWWlJs2eLKCL4LdyYwuFgMYq7ejscFOQSrbABwN9TUMAlwChPxetAuDfosgzHOcZQlLHCbd7aPYnHWn/hAmd5QZRq7XZj4W/QIBGkbhOrUxYupKI332ShtPrTT9nBdy/Ro7UYCDcrOwMhBhYW8vOCDUG4qHBADFTKhEUMFPyBuIkTWQDEtYxrGPMQQRD6Nh4TAEeMGOGehOBtS0sLvf/++3zcq6wM37tu3To+7ga+xypdFQVB6AEwDulOnaLaAwecY5JKxROkmNGj5fEmosYLF6ilpoZaamspNCODBSy8D2GLS4GDglgMQMkVFqgoY8NCqq+Dst+sNWuoDI7ShgYWRPAYoSQYgokg+BMolTRXVrJAAvcvFpOtu10jP42bA9XXU4tOx+OACID3BuNB+Ucf8aYT7jupDz/MYpWy8YKxF44/xZEOQhISnMJfbq4If3cB4ytKf0s/+IAzKSu3beNu9B3ZzIPbH42+cLAYeP26s0y4lRioZDVio8stBqakyPMh+CTYUIgcOJA3ueEijp8yReYggtDH8ZgACLB4vtfHHfk3giAIvQUWWXAINFy4wB+rQ0J4ERber588CS6QhYiFEB4ruCiwiMLCFR8DlPzxotVmI1tTEzsFBScQRrOeeoodPs2lpWQsKuJcQDQHQeMQQfCncQCCv8Nq5Y0Am8FALfX17q+rIyJ4bIAIiK8pGapC+yC/D02VlBy/5HnzOL+Phb+LFznjr7Xwh0U8hD+ITZJHd39wD4+bMIFzz9CUqe7YMUqYOrVTlyOLgcOH84ESd7cYWFTkFAMbG/nn48C90S0GJifLcyT4FLETJ7IAiE2bhrNneSwRBKHv4jEB8PXXX/fUjxIEQehxMKEv37SJc6sASjZvL78S2ILd9mFwOf7MVVVcOsUB6Wq1bObcBc70WrWKqnft4kwqiCYl69Y5hebsbLnEBP/D4XCW/KLao66OVKGhpNJq3V9DNmhfj064F0o2KDZSQML06eyabnA194Cw1Eb4mzyZm1HIY9o58LhCrMO9qv7oUR5vwzIyujyOR48YwQfmDob8fBYDm4uLnWJgQwPVnzjBB+YSUS4xMDgpScRAweuEpafzATEcHa9jJ0y4NWYLgtDn8JgA+Pzzz3vqRwmCIPQoWLSWtVqAhWVmUtqyZVIW0Q5YNGHxg3w/PF4Q/xAszWWsQUG8KMWuMsp/kUsVdp/mT30RZHslL1zIj13twYPsqCz78EPurhozapS3T08QOjQOQPCH4xfjAFxOEDo0UVHuTQK415AFivFUxoH7Z6oCvP7V4eFU+Pe/s4ikAIcwSvVE+Os62JhC5AK6VuMehVLgrGee6XZTL9z7YkaO5AMOzqbWYqDDwa8PZDbiwPOoOAODExNFDBS8RtykSdS8YQML2PqLFylmzBh5NgShj+LREmBBEARfB1k+WIAhGwjEjBhBSXPnSnOGuxA5dCiHnQdXVnJZH0r9sIBSXH9wP5jQ/VOr5fI/dAsV7gRlewjjhnOKm81YrVS1axeL0YkzZ4q7R/BpwnNyWASEmwpZgBD+eGNAGQccDi5zx8cQBtFASWgLHqOqTz7hLrV4XxMWxvcj5IMq4LGD8IfOteL46z4Q4LDRUvnJJ+ysRORHypIlHhPi0PAGIi4OFgOvXXOKgSUl/BzD8Y3yYxycxaaUCScmeuT3C0JnxnBkiJpraznDMnrUKBljBKGPIgKgIAh9BmSfoCMrRCssABJmzqTYceNkV/4e4HFKX7mSF/12k4kXN+z8iYjgUjaE/mOhEzloEDdOQY6VcHfwOGmeeILKP/6YXZPoyofHMHXJEnZYCYKvjgPIrkRJJZdAKuNAZCQ3seBxwGajiIEDWbyKGjbM26fsc8D924AYgJoasun1FNa/PwWZTLeEv8mTuRRYhD/PEjV8OHen1l+9Svq8PArv359z/TwNi4GjR/OBDsQQA/E7TaWlTjGwro7qjh7lA0KM2xmIjtqC0AtjOEp/K3fsYLcxxnCM1YIg9D1EABQEIeCB4IeulLozZ/hjuNXgAkBnNOH+YGGKBX7Ju+9yiZ+5poadQMj6QlkTFjDompjz0ksipnaA0JQUd3MQlAI23bzJj23aI49wmLwg+CLo6pv93HNU9NZbZG1o4G7g7nEgPp7HAQgaA772NRkHbgOOm4qtW9ktjZJpZMlB6MPr3S38qdXeeWL7gPABlz8c7GisUr17N4Wmp/doIyZskKHEEgc2egwuZ6CprIzFQLiwzEeOUO2RI+wGZDFwyBBpDiX0KBD8ag8d4msSzWs4YsBDblhBEPwHEQAFQQhokLeGkkuUXQFtVBQ7WUKSkrx9an5FyqJFvEhB2aruxAkuYcVCJiInh0usEqZNkwVsJ4BzKuPxx6lqxw52iUBU5eYgy5dzWLcg+CJJs2ezyxfjQP3x4+wCxjiA8mAeB6ZPl3D52zaf4LjBaxvOSWQoQvyDYBo3eTJvnIjw1/OgXD1l8WIqfe89dqxiTpD55JO98thjrId4jsOq1zsbiOTlcUMGwBtqNTVUe/gwz0vczkA/6RRvsdqpsdlKKrJTTIRaBCUfBtd77PjxvCGOzZvmoiLumC0IQt9CBEBBEAIWhHGj2QdKbwA61qYtX86780LnwcI/58UXyf7CC7yDbFerKSQyUib8XYSdqEuXkjY+nsvCkCFV9t57lLxgATuCBMEXwYKx/xe+QP0+9zl2VNlVKgqJipJxoBUQRSHyoPEEXF7ojoxGSsgBhVCKElQR/noXNKeB6Iqx1lRZyYJb4owZvXoOyM5sIwYqmYGKGFhdzQdcWmi0g27CEbm5PikGFtY0047PaunotQZqsdr5mk+PC6W5I+Jp1vB4CtVKJ3BfBLnX6IqNHGx0rRYBUBD6HiIACoIQkCCQHiWWcF0opQ8QVtCRVegeeAxRuma1WuWh7CacRTltGi/w0CDAji6h27axaB0PV6WU5wg+Cjf8kHHgTuHv6lVeYCMvsfHiRRb/0Dgp+3Ofo6RZs0T48yJosALXEwQ33cmTLH7AveoNWAwcN44PNChxlwmXl/PXueFOVRXVHDzIsRHsDMzN5bxIb7P/cj39dXcpNRitVK1voeYWO6GQtELXQkU1Jtp3uZ6+u7w/xUZovX2qwm0gaxg5lehSjTEKYjiuL0EQ+g6yEhYEIeBovHSJxRSUX4GEqVMpbsoUEVMEnwWOP01MDFVs3MhOQHSNhAiI0ms4BQVB8G3hD00f4C5DOScaJukvX2axDyJTvxdeoKghQ7x9mn0e5C5iTC16+20uX4dDE7mWKBH2JtroaIobP54PbtCgiIEVFfx1iDQ4ag4coNDU1FtioBcyY88XG+gvu0upsLqZ6gwWiovQUmpMMFltdqprslJ1o4Udgb/eUkg/emwgqVWSMedrxIwdS7pTp3jDEUJ46tKl3j4lQRB6EREABUEIqEUYOi2irAGo1GpKXrRIFl6CX4Dsv8w1a7hDMEQELALRdAXNQZAj5Sug+QPcA7WFhUQaDYXl5pIjJUUEdqFvCn/5+U7hr7ra+TmLhRv7hGZmchlnCkr6RfzzGeCgS547l53W6NaLzUJkr/qK2xqiXtyECXwgxgRCIOfEouEOxMCKCj5q9u/nWBO3GBgd3Svn9+GxSqpubCFdk5WGpEVQeIiaHPjP4aDkmGAqrWuh61XNFBaiptM3G2niQGls5WsgBgfdsRvOnePryzJ9uk84SwVB6B1EABQEISDg3fzt2zlgG2jCw1k4wQRZEPwFLP4yn3iCO4ZCRIDro3jtWue17OUyHSyWi958k5vAoLTepNdzB1h1RAQ1b99OWU8/zQ0OBKFPCH/Xr1PdkSNu4Q+oQ0LIYrE4u2uqVOw+jxk1yqvnKrTvuDYWFFDj5ctkuH6dGs+d47JIXwOiTNykSXy01NezWINDueZQLowDTR2wgaSIgSgv7glKak10rcJIVY0tLPYp4p/V5iAY/VSqIMqIDyFdk4XqDRbafbFeBEAfBc1AGs+f57EMXcohiguC0DfodQEQmVEXL17kCdLgwYMpupd2rARBCFwQpl0G15Rrhxyd9NJXrOixSbAg9HRGDwS/2gMHeGKOhiul777LXSyxuPMGKEu++rOfsSvRVFLCYqBDpSKHzebMNGts5NffgK99jQPuBSFghb8bN5zCn+t+o2w4xU6YwKISwvUBhD9ETwi+CZqxIAsQJbcsoGVmUnBCAvkqyImNnzyZDxYD8/KcYmBNDX8dfwuO6r17nWLgkCFOMdCD7vHiWhNZrA4yt9gpPE5NNYYWajLZyGJzULA6iDITQkkVFEQx4VpqbLbx9wu+ez1FDBrE93T9hQsUP3Uqj2OCIAQ+qp4Q+P72t7/RF77wBSouLm7ztddee42Sk5Np3LhxNHnyZEpKSqJnn32WqlvtngqCIHQG7H7DIaUsxiIHDmQHlYh/gj8D91DiQw9R8vz5/L7daqXyTZuo/vhxFiF6m9L167nUEUeQVkuRQ4dS2JAhFDp0KGmSkshcUcGNdwr+/GcWBwUh4IS/mzepZO1aZ4m+636DBTNep9kvvMCl8QjVV+5DEJh8paxUaH+jJXXJEvf4Ctc13voDLAZOmcL5hejGDadpSCvxkoXAPXuo4C9/oZJ33yXdmTPdHpfxGqhqaKFag4WMLXYq15m5DBjiHzBb7aRvdj1+rsveC7cqoROgKzlAFmDD2bPy2AlCH8GjDsCrV6/S0qVL6caNG/zxyy+/7P7atm3b6Etf+hJPhpTFC1yAa9eupcOHD9ORI0dYHBQEQego+rw8qtq+nScvymQm4cEHZdElBAwxI0dyGVjFpk1kM5m4IySEhqT583utozUWjnA8QWxHuW9Yv378GrOazbx41sbHkyoigow3b1JIYiLVHTrEHbcFwd/BfBWuPmT8Kd1ZWzv+4PJTBQdT7aFDzo6/rizPFJewJPg2iAiB8wnPH8pq4bpOmj2b/Ing+Hj+G3Dg3oC8QLgD0UQK1y82ZnDU7N1LoRkZFDV4MEXAGRgRcd+fbbM72MV3tdzIpb+ltSYymGxc7muy2ClSraawYBW7AiEE1jdZKTJUzd2BU2KCKSMupFceA6FroKFMeFYWGYuLWQBE7iTGM0EQAhuPrR6amppo7ty5VFZWxjec2NhYCmvVVeunP/2p+/3HH3+cZs2aRfv27aP169dTQUEBffWrX6X33nvPU6cjCEIAw5klx45R7eHD/DEWWnBKRQ8f7u1TEwSPgwk6NwfZsIFLv5BbhbI1BNf3RskOgsJtRiP/TpQM8UaezUbW+noKCgkhdXg4O27hqMECFE14RAAU/BkWTgoLqdYlfCugWyw6tcaMGeNeKGPhjK7dihiD8n3p3O0/YOPQWFhIzSUl7JQL79+fInJyyB9BCTPcgDi4kZQrM9AtBpaU8BG0Zw+XPEcqYmCr+wjy/Aprmt2in6nF7v5aTLiG4iO1ZLU7yGi2UVpsCEWEqElvslKFzkwWm51uVDWT3e6ghEgtzR4e56VHQugoHF1QXMwbjI0XLlDsuHHy4AlCgOMxAfAPf/gDlZaW8sLgRz/6Ef3rv/4raVzuhKKiInb54WvLly+nd999lz//la98hSIiIuj111+nDRs2UHl5OaVJYL8gCPcAJTro2qe/csW9IEtbtowns4IQqKDkK/PJJ6liyxYuM0SJV8m6dSw2wHXXk9j0em6yAyD2AXNlJWcTgqDUVLcQaLdY3J8XBH+DRZKiIna84jWmoA4N5dD8WAh/IbdcTRBXUGoJkLWW/uijfE8S/AdsIKYsWkTFb7/NIkjVjh2U9eyzHXLI+TK4L+BgZ2BrMbC+3ulsLS7mA2KgNi2DGhKzqTAsjW40EJktt0Q/oFUHUU5yGA1OC6eHhsXTH3YU0c0qZ0OQxHAVxatbKMhkpVqLlqwOouGZEZSVGEoTBkjOu68DwRu52XDA6k6d4mY4nOsrCELA4jEBcOPGjfwW2X4/+MEP2nwN5b8KyAZszbe+9S0WAO12Ox06dIgee+wxT52SIAgBBkoRUQqpLMzgtkCzD5RICkKgA2EhfeVKFhzgyoMjr+Sddyh16dIedayowsIoyLWhZzebyd7czAtlBWtNDTkiI/lrEEFUoaE9di6C0FNAWK87fPhO4W/cOG5s01r44+8vLubcOIgp6P4L8U8rje38EjxvqCJAzioaHkEETFu5MiDiRPA3QODBET9tGrVUV7MQWH85j6pKq6lOb6H6K+fJ7jhPjqAgCktII1VaDjmyBlBOZiyLfhD/gjW3StobjGn04eazFJ9/mBILz1OQzcJ5f7qweLqZNZ5UA6bStx/uR9pW/0bw3esDpb8V27aRRa/nawNdsgVBCFw8JgBeu3aNB5EF7eT+7Nq1i99qtVqaM2dOm68NHz6cgoODOQ/w9qYhgiAICtidRAkkJiggon9/zlnCAk0Q+grYmU+aO5dLvZDpBGceXheJs2ZxWWJPLFhRWo/XGcS91uWQOBeUAsOVi87AtqYmLldGLpog+AsQ8tjxV1Li/hwEPQh/MWPHtnuPwf2oYuNGctjtpFKrKW3Fih534go9CzrmInO14fx5aioooIYzZwKuHLK5xU75zWF0VZtLhamZFBRaQ6HlBRRSfpM0Rj1pVUQplhpKqGug2JZLFGnrR5Ehg0kdN5BIc8vZOsGQR6GX3qbailqyGGpIbTWTg1SU1FJPAxx1FEzXKPSZH2Kb1qt/r9Ax0DFae+gQWRobOcIDTb4CQfwWBKGHBUCdTsdv0dn3dvbv388DCdyB4e3kFaEMGP/e1MpRIAiCoNB04waXPqK8EMCNgc6LErIu9EVwP8VrgJuD4HXR0sKuQOQ8Jc2a5fHyHThtIYSgdEx/6RI3AoEYGJyaSpa6OrI2NFBzXR2XKeNreG0Kgq8DwQ/CHwTA1sJfjMvxd7fNJSySyz78kGxoghMURClLl1JYRkYvnrnQU2DsQsMMjKU1+/dztEiInzcoNJisnOeHAw092nTmjUkkR0oKZS2cRTlaA8VWF1LTtWt8jRM5WAjFgblWeL9+LBTB6V3w2mukriyhWF0dqeNjicITyWG1ci5sc20hmdV2Ov5/f0lzfv2qlJP6AXh+EXGAeQSyI9H4yF9zMAVB6EUBMCYmhurq6qi2trbN50+dOkXV1dU8SZo3b94d/85gMLjFw2gpnRAEoRUordKdPk21+/fz+5ikJLmcToLQ18EEHbmA7IxtbKSGzz4jS309lwR7OocsY/Vqqt61i7QxMc7FIZqAtLSQw2Ihu17Pvy9Iq+XmHxAMBcFXgcDDwl9RkftzaOihlPre67Vja25m8Q9xFCBpzhyKHDSoV85b6HlwHaQsXsz5qnB3osQ76+mn/a6pC7rw5pU30bVyI5XWme/4Opp55KaF0+DUcMqID3G5veBg7U+JM2eSuaLCnRmIqgs8Fk03b/JRe/AgmauqyKrXc0dhdWQk/0zM0SgthUzXCim4qpjqr4ZS5fFTlDp1khceAaErTn90O8cYBxegCICCELh4TAAcNWoU7dmzhzZv3twmAxDNQRTaKw9G8w9e2AcFUW5urqdORxAEPwelhdW7d3M5juLMgLCBwGJBEJyg7DDzqae4HBHZZRA1St59l5uDwJHnKZry89kZZT9xgh0xyAQ0o9mHSkXBaMDT2EhRw4ZxAxA4RG7PSxMEb4PXBwt/hYXuz0HYYeFv3Lj7iuZwoJd//DG7w0D8lCkcmC8EFqEpKZQwYwbV7NvndALu20fJ7RgYfI1avYWuljex06+ywdm0qTXo3os8PxwpMcF3LfHE50PT0vhIcImB+rw8FgPxGkKndzi/kQ2LUni1wcAiID5GOXxsv0yqO99AQfoGurBxpwiAfiR+Y3NdiUNA3AeuAUEQAg+PCYBPPPEEC4Bw/K1Zs4ZWr17NTT3eeOMNvplkZ2dzCXBrTpw4Qd/+9rfdZcDTp0/31OkIguDHYAcSYdxKJhNKHdHsQ5xFgnAnmvBwSn/sMareuZMaL1/mRSscLKnLlnEmX3eBYFJ/7BiX/cIJGDt6NNWfPEn16CCp1VLYoEGUmJXFCweLTkdVu3ZxPqdkCAm+ABayuDZRythG+Bs7lsveOuKWZTfYli3uBiExI0Zwd1UhMIEg3FxY6MwCPHeONx59zekJ80RVo4WulTdRXrmRBcDbSYoOpiFp4ez2S4zSdnpMbi0Gojwajkjd8ePcBR7NnnAOaJqCA5tCKIUPC9GQOiqa7KYmqskvIIPJRpGh0lXWH0CXc92JE5zrCxdg2vLl3j4lQRB8WQB84YUX6H//93/pzJkztH79ej5a88orr7jfP3LkCH35y1+mCxcuuG8w3/jGN1gEFAShb4OcMZQ04i3AhBKTEE+XNApCIKHSaCh50SJnc5CDB7lLb9kHH3DDEATbdxWUOlZu28YLPTgE0h5+mJ2FaPQRWlFBdjRBUKkoPiWFWmpqyHDtGrtFkJ0l7ijB68Lf0aNcttha+IPLBV0vO3pPwbVf/emnnEULIgYMoKR580TgDmCwLkleuJCK33rL2RX4k0/YGaiJivLqeeFaLNe1uJ1+uibrHd+TFhdCuanhNCQ9nOIitJ7tJhwfzxuxeG2FpaayKxaub1RsIA4CwiDEwohQDeksVnLYHXQ8v4HmjJBYCH8AY2L0iBGkO3uWmq5f53m4JysJBEEIMAFQo9HQjh073E7A1jz33HP0la98xf1xWVkZnXeV9YHnn3+efvKTn3jqVARB8FPgNKrYvJnD1ZVMEpTeeLqpgSAEIligxU2aRNq4OBbtsItftXMnl2uhpK2zTXPgesLPwQIYJM+ff9fFAC+Y58/nbChLQwN3KMZC0N8D9AX/w1RR4XT8tRb+NBoW/mInTGDHbGeAiKhEUYSlp3MUhTSgCnw0EREsApZ99BFvqFRu307pq1b1+nNvtzuopM7MTr+rFUbSN9vafB2mvsz4UHemX3S4x5Z2dxCans6ub0Q84DHB+I5NJ5QCWxsb+XOmqioiQyNpI+OpIS6ZzhbqaeLAaIoK67nzEjwHXNFwveL+rzt5ku/rgiAEFh4djRMTE+nTTz+l48eP09GjR8lsNnPZ78yZM9t8X2RkJI0ZM4bGjh3L4t/tX/cl9u3bR7/+9a/v+T0PPfQQvfzyy712ToIQiKCBATqQYdIBMQGCBSYiUkYoCJ0jMjeXNNHRnFcGd0b9qVO8k5+6eHGnsvlQ9qs0SoDjL2rIkHt+P7qmQhwpeecdsttsXDKZ9dRTkgco9Aqmykqn8Ody6rmFv9GjKXbixE4Lf8p9CT8TwPmEbE1/awghdB00QkCpuO7MGe4WDUEEmyw9jc3uoMIaE4t+1yqayWhuK/pBg8xOCOM8v0Gp4b1WYhuWnc3dgLHRgwP3GYz7yKKFGxDxLcgMREfguEFJVPDARLLaHHTkWgMtGJXQK+codA80+oocPJj0V65Q48WLFD9tGovhgiAEDj2yHTNp0iQ+7sbChQv58AfKy8v5bUJCAoWGhrb7PfHS8VAQugwEP4RsY4INsLhCfljkwH9pjiwAAQAASURBVIHyqApCF0G5GsQ3iIAQRiCKKM1BMMG/H1jswvkEQpKSKHHWrI793tRU7iJZvXcvi45Vu3dTyqJFIuQLPQaECIh0huvX3Z9DM4Lo0aMpDsJfFxevhvx8bkQF8DPSV66UKIo+CDYjm4uLyVxTQ7WHD1NYVlaPNEewWO1UUG1il9/1CiOZLPY2X9eog6h/Uhg7/QalhFFYcO9XRmBDFvcQVGvYjEZqunqVtAkJnA+LuRvEP7vJxC708Ngoypo+ma5UtdC5Ij1NGhhNsR4sSRZ6DkQkQABkF+Dp05Q4Y4Y83IIQQHhMAHzzzTf57dSpUzvVzffy5cvcDCQ5OZkWLVpEvioAfuc736Fhw4Z5+3QEIaBAt1CESiulWtqoKJ5cStmgIHQfpWkHSteQzYcFLJqD4DV2rwUsSn4rt2515v5ptZT68MPspOooMWPH8oIZgoz+8mVuRIJcIUHwJCg7ZOEvP7+t8DdqlFP4i4zs8s9uLi2lyi1b+DWADvTpjz7aIeG8L5ZbN1+7Rg61mkIzMigQwdiHTcmSf/zD6Wzeto2yn37aI85ms8VON6qa6Vq5kW5UGanF6mjz9WBNEA1IdjbxGJAcRiHa3i0/bg84IjOffJKd3pb6eu4K3IzO2EFBXA6MLEB0BUYO7IT4FsqrRhkz0eGrDbRkbKK3T1/oAJiDR/Tvz01wGs+do/hJk8TJLwgBhMcEwM997nO8M/SnP/2pUwIgSoa//vWvU1paGpWWlpKvCoA4P0EQPAe6hcKdZK6tdTuHIExIqYEgeA5FwKs7fJjqjh1jca90/XpKXrCAoh54oP3Oktu3c/MPgAzOzoaAcx7gggVkfvttsuj17KIKSU3lMjFB6C4Qsln4u3bt1jWnUnGZOgt/3WzUgJ+PRlQQe/BzU5cvZxescAt0CMXGApzFZpOJIFuhFNQ6dy7HAARa4wCMXeiCC0cz5i6IK4GzuSs0t9gov9Ip+hVUN3OJbGtCtSoamOrM8+ufFEpajfdFv9tJWbiQS4HRHKXh7Fm+b+AIjo2l6JEjWRREV2Dz7u00bPhCulgfRBdLDDR5UAwlRIkL0B9AXioEQGRyIwMVrkBBEAIDryeyIisQVFdXky9SUVHBpb9xATaZEQRvAndF+caNnBcDkC0GwUCylQTB83Cm5vTpnGFWuWOH28WCEt34qVPblOfqTpzgST+IGTGiXZGwo90EITyi7BjNSNDch/MAg4M99ncJfQuICorwB7EBQKCD4ACHiic6tFr1eir78ENe9OJ1kbpkCTtYBSd43LGBgOZAEErR+duK+3hQEKmjo6nCaCTdqVM0+JVXeqRM1pugpBxjI0TPxkuXKLx/f4oaOrRD/9ZgstH1SiPllRmpqLaZHXGtCQ9RU24qynsjqF9iKKlVt8ZkXwV/Ow7kzOJegpTCiLQ0dkzC+Y17DDacBl7ZQ1cSp5NNHUKHr+po2XgR0/0BLnVPSeEIEbym0USpM5UAgiD4Ll16JaMpxt0aY3z3u9+lH/3oRx36OU1NTWQwGHw2R6+5uZl0Oh3169fP26ciCAEDJs7YNUa2CIAAET9limSECUIPAzFPExNDFRs38sIMGX/oEIxOlxDfIcwj4wqEJCRQ4uzZ3fp9EAASHnyQavbvp5a6OnYCdtU1I/Rx4e/oUTJcvdpW+Bsxwtn1OjraI78HG1IQ/yBoAOReIgxfuEXtwYMs/jVdv84iKZxx6uBgcthsZKuvZ3EWzSDyf/c7GvbqqwEl+EMQhvOt6M032SFd/emnPMbdrTRc32ylq+VGPkrqTOS6dN2gcQeaeAxOi6DM+BBS+YHo1x4otVdHRJDVaqUgtdp9r2nR6ViwV+t1NNxwhM7lzKTLpU00OTeGkqMD57oIVHC9wwWIZl643g1XrkiUhyD0ZQEQoh2ccbeDiVlDQwMfnWX16tXkayh/I7obv//++9wRGCXBKpWKMjIy6MEHH6SHH36YQjyQAyIIgQ7Gh7pDh6ju+HF3VhOEh47uoAuC0H3C0tMpc80aLnFE+b3+6lWyNDZS8vz5PNGHMI9dfs7980C3U3TyRh4gcj4h/qOLZLTk6QodAKIxC395eW2Fv+HDncKfBzP5IFrBla5EUsBRiKwz4RZ4DpANCkeQvaWFxVFu/GA2cwkwOzB1Om4QAVEI3ccTpk4NqIcQzmZsYiguUYihyFnFdQnqmyxu0a+83nzHv4+N0FBuajgNSY+gtNjggN74xMYuMgLRTCKzpYYKLx+jhmFT6NAVHa2clOzt0xM6QGRuLmljY7nsvf7kSYoaPjygr1lB6Ct0SQCMjY29wxVXWFjIgwJKZaM6WIYRHBxMmZmZ9Oijj9JLL71Evpr/d+rUKT4g9OFvr62tpevXr/Oxa9cu+vGPf8xNTARBaB8sFrgRgSusXRMeft9GBIIg9AwQThDirjTgaS4vpys/+QkFJyXxwj1p7lwOc/eYa2bRIip66y12VlXv2sVlRZ76+ULggXJCFv7QhbK18DdsGMVNnuzxZhwQvSHkwAEL8Hvip0/36O8IBODARNMPlP3i3q1sEKCZF/LeSK2m4ORkdmzCWVy7f3/ACYAA2XfY2IAggmvm5u6DVJE1irv3VjW03PH9yLxTnH7J0do+I6AoWbDWxkaisjLKqbxOVwui6VrQcKrQmSk1VswTvg7G3bjx46nq0095Qwbl75EDB3r7tARB8IYA+I1vfIOP1sAVB/7jP/6DXnzxRQoEFAEwMjKS/yY4/jQaDdvcIfy98cYb3Ljk1Vdfpd/97nekdlnfW/P222/T2rVr2/35Y8aMYRHUbre366gUBF8F16zy9n7Xrs1goPpPPiFLTQ1/rE1IoPB580iHSbBc94LgNYImT2bnTv2uXdRSUkJUUkKxs2eTMSGBjB14bXZmHFBPmkQNmzaxoHN17VpKWLnSKRoIggtrQwMZTp8mU37+LeEvKIjCBg+miLFjyR4dTbXIm3Nlx3oC/J7GgwfJePkyfxySlUX2kSOpsrJSnpfbgJPLpNeTraWF7CEh7Pyz1tVxbiKEAm1KCrH8FRZGpsZG0hUWBuTclhslJfWjIv1p0pVWUvOFbVQ1wUotcbeMAElRGspJCqYBScEUH4G1gZkczWaq9Nyl61f3GdOGDRQbYqPQcwepkdS0OcRMD4+Wrtr+gCMhgZpR4t/cTIW7dlFCRES35wO+gnLOgtDX8OjsW5mwBQpjx46lpKQkGjBgADsVFSACLlq0iFJSUuiHP/whux+PHDnCAmF7OYdVVVXt/nybDZG5TmQQEvyVe127lupq0n3yCdmMRv44JDubYubMoSCtVq55QfABgvv3d+c2BQUHkwVlwWfOUPioUZ1yqtzvHqZJTqaI8eNJf+IEOwl0Bw9SzMyZ3T5/wf+BQ6jpzBkytW7uERREobm5FDFmDOdW9tQ8yXDmDDVdusTva5OSKHrOHHIEBbkzaoVb8OOCt3gubDZyGAws/vHX7HayVFWxCMiPHb43KChg7vO4LisarHSzpoVuVLeQ3mQnTdpESi3eRkEOC8VfOES0YDn1T4tk0S867JYhIFAeg64SFBJCMQsWkG3jRkqObCHb+YNUFhJGpVmhlBYrHYF9HpWKQocNI8PJk2SuqCBTWRkFp6be85/09WteEPqMABiIL3YIfzjuJRBCBMRO8ZUrV9oVACMiIu5aHtzaMag4KAXBH2j9er/btWu6cYN0e/eSA8HQQUEUOXo0RU6c6M7KEQTBu9hNJmrcs4e0CPIPD+eFGsRAw4kTZGtooJgHH7ynS68j40BrIseOJUtFBZlLSsh09SqFZmZS2KBBHvt7BP8C4lHT6dPU3Kq5B66j0EGDKHLcOLfw11MYr1yhplOn+P6E35WwZAmpJNP5roRmZ3NTD3VICL+OIfIBjBloAoKjpaKC7Ho9BWdkOL/fj+/3druDyhosdKOqhYW/JvOt8Q7XjD0qhrQTp1DGtWMUG26jGOMFiuk3p8+U+HYGRD7EzZ9Pls1bqcZgpKSz++hUSjQtm5Iqj5cfEDl8ODWfO8dZqc3nz1Noenq35wOCIHgPqb/pJjExMSwAtrTcmfsBnnnmGT7aA52U9Xo9D5Sp99lN8SUwUUcZNJyQMtHpm8Dej5t9e9curo/6Y8dIf/QoRYSGsuCXPG+edA8LMGQc8P/nr/zjjykMH0RGUvLKlRSWmcnNQZDBhswm26FDlLZ8OQffd3YcuBtJTz5JxcgDbGoi+5kzFD98OAXHxXn2jxN8ehywNDRQ/fHjZLp4kVR2O2+U8ibR0KEUP3kyBcfH9/h5G65fZ/cfIl6QSYtMTITdC/cgNZWaR42iqspKMpWWkjYujh+7oMREjvpAwwdC3pvNRuHx8ZSzbBlF+9HcFlhtDiqqaaa8ciPlVxipuQWihoaCtBqK1BKpVUGUnRhKQ9LCaWBqOIUHD6fKLcTNlKiykiLq6rhJTV+jQ+NAairFBgdT4zubqKTWTJYjB8g0+XnKSZNSYH9AO3Uq6U6fJqqtpXit9o4c367MB7yNCJVCX8XjAmBzczNt3bqVm2ZAGDOZTB0qDcYN4x//+Af5CvX19ZzfB1544QWeoN4OBjpkAAJ/GewEoSexW61UtXMn6V15ShAO0pYtY2FBEATfoQGljzdu8PtRDzzAAj3uw9wcZPNmMhYXc8B98dq1lL5ihceadkAwSF26lErfe4/dBPhd6EqMzsNCYINu0xD+Gi9ccJfYsvA3ZAh3DO0N4Q80l5VRJTpeOxzsaEt/9FER/zoIxK2q7dv53g7Bj+MD6uvZ6Q/nH1mtzucxKIjC+/cnf8BitdPN6mbKKzPSjapmMlvaVjRp1EGUkxRGg9PDaWBKOIVq27qb0DTJVF5OFr2eqnfvZneUbGq0T8yoUfRATR1VvL+HqKGGTrz9MfX79jMixPgBsePGUcPZszx21584wc29BEHwTzw64962bRuLZXfLvLsfviQAYld4//79HHI8dOhQmj9//h3fg0YgyPjDBHbSpEleOU9B6E1sKBm8cIEaCgqItFoKz83lXV1gNRqpYuNGXlwBLALQ6VcmwoLgW2CxWrN/P7+P12cycjldrg0s7CGIYCHbcP48u7WK161j0S4iJ8fd1Rtfa7h5E6G4FI4y3k5sgmFDIH7qVKo9fJjM1dVUs28fJc+d20N/rdAT4BpovHiRO7461GqKHjqUwu7S1R2lvnUQ/s6fbyv8DR7sFP56sSM08ifhcsVmFdzpcLiG3CWmRWgLNvaa8vMpdsIEFgLQjRnjQwtcfyoVhWRksAMMZdRRw4dT+UcfUfqqVaQODfW5hxIi3/VKI10tN9LNqmay2NoaFYI1QSz2oXtvTnIYBWvuXtKIMTNl8WL3pkbl1q28kaJkqwptSZs1k7KultHNM1eo+Xo+Xdj0KY165M41luBbaKOjKWroUGq8dIkbAiVMn06aqChvn5YgCN4UAM+ePUuPPvool8J2pRmIr5WSarVamjdvHm3ZsoX++te/UmhoKE2bNo1z+9C84+jRo/Taa6/x986ePbtNk5BABJP2xnPneBKPwG6IPzEjR1LC1Kl3LQ8TAmuxV/bhhywaWA0GMhkMPOHHRL9l0iRKmj+f6g4fZocHCO/XjwUDX5z4C0JfF/Ertm7lMV2lVvPr9PbcMyxck+bNY2EG4hxe/xBNEmbMIGNhIdXs2cNuF3QE5XEgOJhMEyZQ5urVHXb7xk2aRM0lJWQsKqKGzz7jfxc1ZEgP/dWCp0DOW/nGjSwQY7y3m818DSAXDu6wjNWrKTw72y38wSnScO5cm6YaUYMHU9yUKRSSmNirTwzuXWUffMCvAQAHi3Kuwr0xXLtGlTt28Pw+YsAA6v/FL/Lzivu+AZv+aNqCzy9dyqIgxGFTZSWPG9hQwBjhbYxmG4t+KO8trDaRzd52rRIarKJBKeE0JD2c+iWGsfOvo2D8ips8meqOHuW/G5sbiTNm9MBf4f9AeJ/03KNUUPQXctRW09VPD1O/nBR2Bwq+DcR/CIAYz1EOnPjQQ94+JUEQvCkAIs8ObjkIecOGDaOvf/3rNGHCBIqPj/c5ca+jPPfcc1RUVETnz5+nX/7ylxQWFsaZfw0NDVzqDEaMGEEvvvgiBTJY8N3405+4+5NFpyMbnme1mhpOnKCy99+nrGeeoYRp07x9mkIPgQXetd/+lt0bXOai0zk7ALp2visbGlhQwIIOjoDYMWMocdYsafYhCD4GFu8o0ccCHeB1ejf3E+7bKPlBzlfFli1ka26mqz/7mTO7r6XFOQ5Yre5xoM5koqZr1yj3O99hgaAji0C4ZjgP0Gjk88K5iGPYt8W/67//PelOneJ7AWdFuoQ9LgltaKCm69cp58tfZqcdNg1xr1CIzM1lx19IUlKvnztEP2xiQbgGSbNmsZtFuD9NN2/yGMCbBiiZXrmSQtPS+PGD6F9eUkL2oCDeII9PTeXvwwHHICoCyjdt4moAb5T5G0xWulbhdPoV15qUy9VNRKiaclPD+UC2HzL+ugqu7eaiIv6bdSdP8kaoCMztExoeSkOefJQu/vUtajIb6fKG7TQqNlYeLx8HmzaoBMCYgA0AbOSJCUQQ/A+P3Y337dvHC4bc3Fw6duxYu5l5/gYEv1dffZX27NlDu3fvphs3blB1dTWXBw8ZMoRmzJhBc+bMadPNN9BABtTVn/+c277jfXI4eLC3tbTw53AzKPjLX3gRkNBOF2TB/yl57z0W/+AAgFMoPCeHbBqNUwSoqOBFPzoo6o4fpwdefZXiJkzw9ikLgtAOKNvD61hxYUV3wHGByT7K2a78+MdkqqhgYQciAMYBe3Awi4C2+npeEOB9CEQjfv7zDjl+NBERLAJCmMF4ApEBv0vyAH0TOP8g/hmuXuXu0BA4NJGRPB+w1teT8eZNLgm+8MorlDh3rvt5jBw0yCn8eanUFtclzt1cU8Mf4x4FcVu4P3DpItqDxT+NhvNAIf61BtdCUCtljcX9hQvJYbGQIT+fN5GR9Yk84N4oi20wWulqeRNdKzdSab0Z09Y2RIdpuLQ3Ny2cMuJCSNUN0a81/HcvWkRFb7/N41nltm2U/dxzIpDchXHD0ujsgwtJtXcTFVUbKWnjRsp66qleywIVukbcxInO+73FwiIgGjcJgtBHBUAl9w8dbwNB/GvdIWju3Ll89EWK3nqLF30o08KkLzgxkSc5aICCrm/Y7YSrBBOemHHjOOBdCBzgzKk9eJA7/qGcN3zAABb67SYT2Y1GZ+lXVBSXekUg8LsL5f+CIPQ8KEtDOS9At9Pk+fM77M7XRkXxZB+ve4z/muhosun1FBQfz5sC6tRUCoqM5E0i/Oy6Y8c6XP4GEUkpnTNXVVHtgQOUNHt2t/5WwfNA0Kjes4edfxB8IgYNcru8VVotXwcQfVEpEJyURKaSEs51hDM8NCXFa08JhCsIMRCyQPQDD3Apu3B/8FyXIS/RZuPnOrUTDb1YDFuyhBwbN1JTQQE3HEIJMQQy5brxJHUGC4t+cPpV6Fru+HpcBES/CBb+UmODe6wyicfWuXOpYts2dktXffIJpS5f7reVUD2JVqOiSZMG0n7dQ0SndlNljYHUGzZQ1po1Ipr6MKEZGRSWns5OVzQTix0/XjbtBKGvCoCxsbHsjouLi/PUjxS8DCbMhrw8MpeXc8lO6917TGYQCBvUrx9P7DDBrzt0iBeVQuAAt4etqYmzniIGDuTnHWVglqoqd44SXweuEivkAWF3UBAE3yrjV0r4eCHfTu7fvcAuv81o5H+PewHeQhC0lZeTOjKS87+Qm0s2G28WIQy/M04f/nkmEzcEaS4u5rfSOdy3YCdXQQGZKyspJDWVrK4ycohDnAuMeUFIiPN5t9s5HB5ln94Em5M1e/e6Xa/YpEpesEDEmA6A12DZRx+x8MtjxsMPu5sAdRQ4BiEawuGLzQE0DsDnkBncXUEMz2213kJXy5roaoWRahotd3xPYrSWhqRFsNMvKUrba887uqrjtdJ4+TIZrl/nUviY0aN75Xf7G6Oyo+j4gIFkMOqpOP8kJUbVU/nHH1P6Y4+JqOSjcDzIhAnUvHEjmwT0ly5JfqMg9FUBcNy4cbRjxw7Kz8/31I8UvAy6PCL3CcJO+MCBbSZeKAMLjonhxR83gqiv5+8XATCw4MxHCH0OB6lCQ6mlpobFQJvVyl/Hcx+WlUXNhYW8gG/R6bx9yoIg3J77t2sXv5YBQrs768jivD80e3A4KCw7mwUf3AMg3CniD7oB43dZdTrOgYOjr1OoVOxSRNkgBAOUJ0sTId+hyVXeC0EI9wS8dQPnd1AQl3RDLEJzGTyP3kZ34gTpzp7l93HNQ8SSzqz3B69tpVkKFvso50UZd1eAOxRlw6UffMDVJA0XLlCQVuvMCe6kIIfxBe6+PFd5b32Tcx7SGrj7FKdffKSWvEXSnDnskEIuJkRobGj0ZrdrfwGZi9MGx9C2puFU19RAVQ1FlBJURtU7d1Iy3KLinPRJYAhAqTbGivqTJyl6xAhvn5IgCN4QAD//+c/T9u3b6a233qIf//jHFB0d7akfLXgJCDoOCD2Y0MPd4QKlX1jkwQGA/B9MqPF9dldjFCFwUJ53LPaaCwr4WlCA+KtFkx+UhFutpAoL84lOf4Ig3ALuE31eHr+PRXzMmDGdfniwYFeEEwg7KHPD2GCEYIcmD0FBzoUahCC12lkS2uqe0RHw/WgqADcBfo7xxg2KHjlSmgn5COjy6y7ddDjaLMwx9mMxiA0hVATcPmfwBuhCW3PwIL+P6zVt5Uq5P3UACFal77/Pzh6QNHcuO9q6A64LNA6BMxg5jLozZ/i5SJg+/b7/1m53cI6f4vTTN99qKgNwGSLHb3B6BDfyiAnv/UYjd/ubU5csoZJ332WXLOebPvWUuNraYXhmJB3Lb6S64VPo5tkmSrLr2T2JBlTIDhV81AU4fjw370J0R8nataQ3m8mhUlFYTg45UlJEvBUEH8Zjd8rHH3+c3nzzTdqyZQstXbqUNm7cKOXAfg7EPRZ0kPdnMrndGK13/tFRD64A/p6WFneJmeD/IL8Gjj7c3NnZYzTyNYGcRzVyPl1iH7tEm5rYCShdFQXBd8BrF+4TgA7dXS1/jBoyxJn1FxbG431oejqPAcEZGdwFGD9R6xIPIDKmrVjBYe5dAZmjdceP8/som0O3VsE3rqUL3/0u3+PV4eEUlpHh/hruD5wNi2YgyIMdOJAihwzxqlsRC1OA+xXEJ8knvj9Wg8Ep/hkMbrdwTAcaBXUEjB3pq1ZR6fr1XDGCnFCIxOgiejs2u4OKakzu7r1Gc1vRD1PMrIRQZyOP1HCKDPUN0e92kJsdP3Uq1R46xMKn5Ju2j8rlAtx82kIVIx+i6oI9lEJGqj18mMV7mVf6JhjnDb//vTNiAS9KZMAjFzw8nIzbtnFDr9ixY719moIgtIPH7ppFRUX0y1/+kkpLS+nQoUP0wAMPsCsQpcHx8fHOfKD7MHPmTE+djuAB0CWvZN06LutB7g/C2gEagXDjB5SBofkLRD+1mj8u/PvfecCPHj5cdtv9FAh9KJ1q+OwzdvZhAob8LxwaVyOYFoi9rmwxY1kZNwXQhIXxgkEQBN/J/XMH+C9Z0uWSWixk4QJCKTA6eiIOAO4M9+9qaXGOA5GRLAx2p4lH/LRpnBeGQ3f6NG8sRLaKoBC8AzKA4ciEyIt8Mwg6uAYUQZmvgYICFtpwHaAE0luNKyo2bXJ2rdVqWYwOlmzqDt33If7h+QUJU6dS3PjxHn1uMJdUREBEicChCXcx5oxWm4MKqptZ8MuvNJKp5VZXYaVUtH+SU/QbmBJO4SE9303YEyATGWMmMrXhfAzv37/TWYp9gQcyIuhofgPVNBKdHzCDUkv3kaPFRFU7dvD8Ek0nBN8Ba4Ob//3fPN5yNITZzBmwEADZBNLQQNerq6n/F77QIaevIAh+KgD279/fPRHEW3QF/sUvftHhf49/Y3Xligm+AfJKYPGGE4wDwNEJOCWFnSBcDuZw8E0gJC2NJ/1whWCBiE6BdUeO8M4xys2wGBD8RPg7eZIazp7l51UhZfFibu6B/D9TWZnT8Rkc7OwK2tREwbGxPKlF2DfKwITABgv9xgsX2B3qUKspZtgwCk1K8vZpCbfn/u3ezU4bkDhzJot43SHziSe4vBMlwNyoo7KSKCSExwoeB6KiKDwnh/PCuvO7FLESneXhLsYCMOTpp9nBKHiXzNWrqenatTbXAARffAzXGOYB6BSPslFvNHHB9c5da61Wvo7Sli2j0NTUXj8PfwMVHsj8Q54XiJswgbs33w+IdueL9ZRfZCB1ENGglFC638ONpmGKCGjWG+jyxh1Uk2+g6xHZ1GJ1tP1edRANSAljlx9EvxCt/1WX8Hi2eDEVvfUWP84Yz7KefZbFUKHV4xQURA8OiaUNJ6pJr46g6vFzKPn4Dmf59MaN7CbDZrTgG1Ru3comAeT2AsQBwQGoSUoie0MDO8YxVyx8/XV2cEr+pSD4FhpPLzru9bHgf2Q98wwLfxD7uIvb5csUhLB3m4131zHJxwR7wNe/zmVg6Bprrq11doQ9fpzDYVE+BiGxdRdhwXfAIrteEf5aBbdjlxr5K1jMJ86YQTf++Ed36K+5qYmF4ODkZAqLi+NwdTgthMAF1wa686GkFKX/HAUQFMSuMoj9EIi6KzIJngECLcZqAPdcjAfKcOAAH/Qv/0I3/vu/2fnF44DBwE5vbVIShcfFcROojNWru/270EE2ZdEi7kKKe0nF1q0sPkkDB++C+/2gl1+mG7//PS/GcQ1wo4iQEIpISXE6/+bOpaw1a3r93LBRyY0rXFnEEKKxMSXcG4zjeJ2h669Sdp8wY8Y9owJQorvpVDV9cq6WdEYrGZrQLIQoWBNE4wdZ6MlpqdQ/Kazdf2uy2CnfoKVrA2ZR46YPiMwmcpTtoqCxs4jSc1jkG5gSxk6/nKQw0mr8T/RrbzzD2Fi+aRNvtEIERCalNLhoC4TelJhgqmxooZMN4fTUnPlUt3M7P2YQ9iECSmMo74P1H4weEP+wDlS6wlvRMNBqJU1cHIVERfFmESqGqvfupYxVq7x92oIg9IQA+Prrr3vqRwk+BFwXQ77/fSp64w3e7cGNmBf+KhVpo6J4QZD9/PPuDnFRw4dzGRBKt1D2gDIchPniCM/OZiEQk3KZ+HgfLJQg2KIspY3w178/59a0FnNQ0j3yV7/iTJb6o0epsaKCXYDhgwfTwEceEZdFgIPr4/rvfufc8UXJBzrK2p0lWnAAYfKHHJjB3/mOLLq9DLKmavbs4fcxRnc19689sJkz4he/YIc3MrwaS0uJsBE0aBANXLHCo2Va2ICAEwmbE7jmkKMFJ6PgXXCvH/7zn1P9sWNUe+QIWeAa02opesgQLvv1hvMP5WfoHI2yUoDrpLuNK/rSpg5eXyB62DB+Du8n/v1hRzEduaqjcp2Z6gxWslqdGX2hwSpqtuq4Q+93lvenoelOl1uT2Ub5rjy/wppm160jhDQTF1Dcse0UbLfQkJuHqf+4ZBo0fhhpYCcMMCJzcylm5EhqOH+emgoKqOHMGY7ZEW6B627G0Fh6/1gVNbfY6WpIOg2eOpXvN9hsQKQF8jwlZ9y7GK5eJUt9PR+hmZns6sUcENgaG0mVmMgOV2wIcZfg48dFABSEQBUAn3/+eU/9KMHHwE7/wG98gy3d9SdOOCfZGg3FjhpFkYMHt5ks4n0s3HBgRxkCk/7KFRYC4STEARcZJj6YoHu7U2CfFf5On3YKf60ausDhA+Hvbot4ZD4lz53LR0VFBdmRsaRSifjXB8DiGuIfJn5BEH779+cJns1sZgEAofsou7v++9/T8J/9TF7XXgKv54rNm90lkHDm4nXrSeDAQMYfjtbjQFgPlFoiOwixA81lZSwEIg9Q8rO8D64B5L3i4AZRcH1oNF7Z2MO1DmeV4mDD3ALCsXB/Fw/GCmNxsVug6shmwdYzNSz+QcxD84Z+iaEUrIII6KD6Zhvn+KGU91ebCujzszKouNbEx+0FQZGhahqck0P9xz5FtHsLOawWUh3ZRS0pkaRx5U0HGni9oJIGokjN/v0slktlTFtyksMoIz6ESuvMdOJ6I42eM5Gi6ut5HQFTAZxn9xOphZ4Fa0CH1cpjCGIf4MzHZqO9uZlUrUrb0QwEDnE0hhIEwbfwzdZZgk+CiUrq0qUdnvCHJCVxGVfCgw+yeIADNwNMfqp27eJcuejRo7nkRDr09Tx47Fn4O326rfCXne0U/lp1dRSE1tcNyn4hwkD8Q+c3ZQce4pImM5ObQphKS3mzAKI/SseF3qcauX+uHC+Mu/5eko2FRcqSJVSMPECTiSq3b6fsZ57hkjpB4KzLHTucMSVwqA4dKo2oOgA2ZCu3beONGwBRHbmb93NWwf2341wtletaSBUURENSw1kENJltpNYGUaI6iJuBXq80ks5ooTf3l3F2n0JMuIZLe3Gkx4W45o8JZIx+hMo/+ojz3uBITH/ssYBs+oC4BGQqo7kengNEG2Q9/bRsmN2eBTg0lt49XMnl4qdu6mn6ggXcZBBzEKwj0NRH3JPeg8uwkQPv6vzOcUBJSeQwm7k5oAJ/TaORsm1B8EF6NFzDYrHQxYsXae/evbR161buFAzgGBD6DrCBw8nR/0tfYveY0pEP5cSw9hf+5S9U9cknzuYSgsfBwhmlWoWvvUZ1R4+6xb/wrCzO1crAZFvEP+EuoFQJAf9o8IO8TywScQ2hWyQ6Q2MRzgHPKhW7AfGaFnqfxkuX+FAW9IhbCARQXpS8cKHbvYwyMCyehb4Nxh1sTOjz8twbWcj9E2fQ/R83zLf0V686H7esLHYKdyRf82KxgeoMFqo3WCg1NpjFP7vDQQ3NNirTWaik3kJmq53zAJvNdiquNVNCpJam5MbQ8zPT6MW5GTR7eDxlxIe2eZ7w3KGJGN9b4Oj86CN3c4FAA430kLEI2Am4b5+3T8nn6JcYRtmJzo71p240UrMtiFKXL3c3gsJjZrh+3ctn2XdB5Rd3gY+J4ciR9lDmiMgLjhoxotfPURAELwiA27dvp0WLFlFsbCyNGjWK5s6dS8uWLePPg3Xr1tGAAQPol7/8JZnN5p44BcEHQbkv3H7Zn/scpT3yiDsrCLu+DRcuUOEbb3CpIWcHSgMZj+Qi1SnC35EjXK4JIPZlPP44H97IaxL8C+T94dpBuYetpYW7fzaXlLBgb66ooOaCAmqprubXNwQaxYEm9OJzVFtL1bt2uTdc4LwOJCEEjUwUxwdcIHCPC30bJb9WqU5Ax19pEtMB0XTPHvdGARzCmIt1NIqlrslCFquDnYAo4YX4hxzA+iYbtdic3h+MO+EhatJqgigzIYS+MCeDZj4QRymxiuOvfSIGDGB3HL4H9xvMBe8mLvg7GMuQtQwazp3j/FyhLcgCBCgnP57fwFVC6StWkDokhK9jdKFFLJHQ+0D8S5g6lcddlPcipgPzQwW7yUTGmzedOYBRURwXIghCAAuAKAv9/Oc/T0uXLqWdO3dSc3MzD9TtiTkFBQX0ve99j0aOHEmXXJMRoW+ACR4WdHCfZT31FGcBKqUnCEcu/eADKn7rLWq8eJF3g4UuCH9Hj1LBa6+x888t/KWns9sPXTqx6y8I94JzO4uLyXDlCgt9mNTB4de6YQx/HyIB4BBsbGTxr7moiBeYcJ4KPQ+ejza5f0uXejz3zxdAJ3I4UAGyaNFsSvAezS02Opynoy2na2jn+Toqqum91zs6XCNDDcCFgsYAKEMT7g7G6doDB0h39qw7ogWCCspSO0qwWsUlvgBOv9I6EzsCjS12FmoiglXs3IoK1bBAiLedbTKEHEKAzSR0dW6prw/IOTBczUr0TdXOnZKTdhtwiQ5Icd7HzhToyWCycqUBu1XhFLVYuDMw5h5C75O2YgU7dyHc4zWqv3iRTAUFZLpxg0zXr1OQVkvhOTnc/VpyewUhwDMAX375ZXrjjTfcN7hZs2bRhAkT6Fe/+lWb7xs0aBD169ePCgsLKT8/n+bPn0+nT5+mlJQUT56O4AdgQZe6eDFZpk+nhrNnqfH8eRassPNbuWMHT1hjxoxh52AgLmo9Lfxhcg9nRGvxBcIfZ/xlZweUK0jwPNjFRZ5WU34+NV2/zmX6KONATRfcNViUYeGInV0OeDabuQyYQ6GR94JsNo2Gs9owSecJ4qBBfEjOZ88AR4/ZFZ8QyFmeuP6QU1b8j3/wdYdrLAt5gJGR3j61PoXFaqf3jlbSnkv1pG+2shAETSgspIoGp0XQ0w+mtsl98zQQfjE3AOwKevRRHo+Ee4OuzWikA9CILX3Vqk7PqXLTwilEo6KwEDWXA1tsTmGRyEHBmiBqaXSQvsVITWY7DUkLp6Hpnb8OoocP5/JBNHuwNjVR2fvvU8YTT3AUQCCBaxYiYNlHH7nzTfGcSIfbWzw4JJZuVDaT1eago9caaN7IBG5WhyYgyBGH+IfMSFSzdEbIFroPNl4Gf+97dP0Pf+B7MCJizGj2ERRE6owMCo+NZUcvrmlBEAJYADxz5gz94Q9/YIFhzJgx9M4771Bubi5/7XYBcPLkySz8/eAHP6D//M//5E6C//zP/0zr16/31OkIfgYmd4kzZ1L85MnsHkKjCggPECBqDx/mNvJRw4dz6YSSISg4wWQZ4mk9hL/mZvfDgvIe2PTD+vUT4U+4K9hJR9l907Vr1HTjhtsxqoDXG3ZwUXoDYR6LRnVUFF9TarWaQ57hDMSiMjgxkaKHDXM7COHoxRH06acUmpHBnSYjIQZKEwePOaEQnwBQUhY3aVJAX+loMgOHELq+4t6AEH24mmXR3Hvi3682F9LZAj2V1JmpwWjh7q6QgEK1KnaDoQvsyw/3o+GZnhdmTRUV/NxjbEHZKspXZT5wfzCfwjxKWbhnrFrVpQ2ZpOhgeiAjgsWYxmYbZ/3hyYcr0GJzED7Um+2kVgWRgxw0d2RCF55lotixY7nLaM2BA2TR69kJiMqFQBN6Oat17FguZYfbXnfyZMCP4Z0hNTaEG8ag4/RnhQaaODCGG8nEjBpFlvp6nvMiKxINbZARKBvcvQscmUN/8AOuEqk9dIjqCgu5OUhYTg4NXLaM54SCIAS4APiXv/yFdwLj4uJo27ZtlJycfM/vx8Lxpz/9KdXU1PC//fjjj6mqquq+/04IbFDGgwkRHH9wIWHiiswnlLeh+1fjuXNsK4+bMIEFhb58w2fh77PPeFe/jfCXmspOoPD+/fv04yPc2y2KDpDs9Lt5846yXoh6eJ1BsMMipbm0lK7+/Odc1gGxEK9TLMZwDWIXHu/j+1Geg914U3k5Ga5e5Z/P7kCHg3MDccDZAXFaEQMh6gidB2U3cEG43SQBlvt3N3DdKItmXE+IO0iYNs3bp9Un+PBEFYt/eeVN7ASD0y8yVEUtVjvVGaxUVGNmIej324vpN88O5iw4T17v5Rs28FjFpe4PP+z3Xa57A2TMVe/dy+/DqQPBvKsbME1mG+VXGqnF5mzCA/FXow4ijYrI7nCKgA67g6+NJpOdkqM7li3YHnETJ/L9pe7YMX7u2Qm4enXAVYKgIQhydbG5BpE2LCtLrutWTB8SS9cqjJw7eeSqjhaNSXQ/bnCdoRkIDlQLwUQg9C6YcyDGCUcoomKwOaNSifgnCH1FANy9ezcPBKtWreqUiIccQAiAyA/Ez3jyySc9dUqCH4MJPjpN4YCYgLJWBCVDSIBLCQe6qcERiO/pS+HfWABB+MNuMVwwCng84qdNE+FPaBeIxBD7IMw1FxZy853WwOEXPmAACywos2kdDI+cl0Hf/Cbd+O//ZscNsv7gFAwKCaGIlBRn44mFC1n8w30AZec4Eh96iIO64S405Oe7G4TgNY0DOV4oKWYxMDfX2U1YuP8YYLU6c/8ghgQFUcqSJX2qxBqLPwSPw/2B0kaUPeOaFXoOiHx7LtZTWb2ZgjUqGpQaTqogp9MLH6fFhVBYsJodgPGRWjqUp6P5ozzzeuZS0I8+ct/v4AKVXKmOOYSrP/2U38f4APFP6aTaWZDBtvZgBeVXNLPAx41AQtQs+lltdlIHEYWEqHg8stodFB+pof2XdbRkrFOw6QqYz0AEhNiPmAM0BsHfEEh5j9hsw/hd8o9/8D25Yts2yn766YD6G7sDXKdD0yPocmkTXSgx0KRBMTy+YI2AElPL+vU8x8BGODrOxowc6e1TFgRB6DsCYHFxMb8d5ir/6ig5OTkUFRVFBoOBioqKPHU6QgCBXX7s9mO3DxPBxgsXeOGLxR8mS5oDB9gREj1yJKlDQymghb9z50h34kQb4Q+duOCAgQOrLziAhI6D6wQuPIjncBmgdK41cFOgIU8ERD9kRN5DSMcO74hf/tJZkn/0KHcHhiMQJb/I5IHgdzu4HiFMszg9fTp3q1XEQHN1NX8P3uLAz0XJCLsOBw3i61qu5/ap2bvX/fjFT5nS55r6KItm5AFCIEAJWNazzwZciaAvca7IQI1GK+mMVspJCmPxz2q38+cgBuG16mz6RiwCvnOkgtRQhboJskXtuzaSo9Z5vavGTaFiRyrRRek2fs/Hrfgm2ffvYEceNmpUk+bSzXIiKu/842Y022jf5XoqrjFRfZOFG35kJYRSkINIb7JRi5XYBRgdpqbUuDB2gtY1WenIte4JgLimEmfNIgfmPhcu8JwPjR+Q+9jRzsX+QEhiIm+WVe3ezfNcuOTRyV245QKE6xjTl8NXdfTwuCT+PHL/0h95hIrXruVNAojdELgxlxEEQRB6QQAMDw8nk8nETr7OAsswgG1YEO4GSgXRTh7lrRABUR6M8kMcyIpBKVj0iBEsBgZSWSHcPmiOAqdLG+EvKYl3yOHOEqFEULDq9SywwekHl9TtXdghkigiW1hmZqfy0yAYJs+dywd3/7VaSaPRdOj6w/dgoYMDr2GUdbE4mZ/PbkAAhyBKvnBgIo8SYYiT2ASQa9yJPi+PNwIAFjpxkyf3yYsfTlR0GKzYsoXHRYiAEAYkD7BnaIDwY7OT3e6gsBAV1RpaWAzkDECHUwAEGG0ajTYqqDLRyeuN3fuldhvFnthJITVl/GFT/+FkCBlA1N2fG+AEV5dS7MmdFGS3k12tofopD5G1TktU1/nHzdRio4slTWSy2EnXZOHnn8d+m4Oz/iJC1RRidd5jcCtRqYK4A7CZv7/z64HbwXWVNG8ez4P0V65wHEX5xo2c/4iNgEAhGrE3yMy9cYNzsOFoxqabQOz4Q6bo+SIDOwEnD4phZyBAOTs60pa++67TGb9pE2WuWSMlqIIgCPfAY3fPIUOG0JEjR2jfvn307W9/u8P/Li8vj5qamvgmn9XHXAxC14DLDxmAEPogckAIxM4wHHJwCKIhBsSN2PHj23Ul+Z3wd/w4724qKAIK/kYRRQTQnph2e5MdFv18SEyDgBM8cSJnPSEnEF2H4VQ0lZbyAhNNgBDyjQMlxiwGdkG0DLjcv5073SV9KIHqq48FiBoyhHMAEYmA7tUYK+GIFDxPsFZFKgriks+bVc0s/ijgffyH/+0OB2lUKm4K0q0MQIeDIk4foJD6ckJ9qTljANnHTqVwHxi7fBlNbTlFnUUkj4McwRrST1lEwYmp1JUeqXD+5ZUbyeZwkFYTRFmJYdRic3CXX6BcA/agIH7ezRYHldaZyWCyUXSYhkK0nhmbuNxz4UJ2AiLvDTm0lVu2cGVIoMS/cJTDwoVU9OabPN+rQuOs9PQul2wHGtMGx9KlkiZ2G8MF+MiEW1FTqDBIWbqUKjZu5GgSxAVkPfVUwOVFCoIg+JwAuGLFCjp8+DA3ANmzZw/Nnj27Q//u3/7t35wnotHQ/PnzPXU6Qh8AEz/skEYOHcqiAXICsXsK8QBCAg4IgMgJZLHMTxbKvNN94QLVQfgzGNyfD0lIcAp/ubk+IeAI3gPXeHvltK3xp3JaCJQQ9HEoZcs4IOqgbBmvA93Zs3x0pmw5kGB3w5YtXPLKi8XFi6XklYhL5+B0xWug7sgRbg7V10qiexq4vkBFg5kdfhB40I0zLFhFCZFaCtYE8TXZYnFwiWhuahitnJRMz83s+gYc8kHrQ6uJBsXw85m2cmVAOb56Amz+lH5wnOw5ETzfgUuuq1mJNfoWevdIJY3u52wYMmNoLA1Jj6BvvpHH10OoVk3Zic7IlWaTibsCNzTbWaBBXqBWjZJwuEGtFB3e/ecN4zxEHvvHH7MACCGwcscOLpX1l7nd/cC9DX8Psg6VaAM0PgmUv687YLwZlR1JZ9CEqMxIlTozpcTeyknEnCBh5kyq2bePNw/LP/6Y0pEXKWOGIAjCHXhsNvVP//RP9F//9V9UVlbGYuAf/vAHevbZZ+/6/ZcvX6bvfve7tHnzZp44fulLX6J4aRkudAFuOpCZyQccMnAE6i9e5AUzOgjjwC4q5wQOH+6z4coOm41Lm+Fisej1bYS/uClTnM1OfFjEEXpe9DNXVrqdfkpDjdYEQkMNONtiRo3io73GJfgc8qBw3KtxSaCBLocIOwco+5WmF06wwIMTqPjtt9kFXrl1qzMPsA81RenJMQduv32XdVTd2MJiHzLfGoxWStaqKC022J39hxJRlP1GhWooMlRDc0fEd/n3svP35En3mJa6bJks5O8DBHA4n3iDAF2Sly7tsvhX1dhC649UsgMQzBoeR5MGOp1o4wdE8/NfUKqjoeVnaHDNRdIa6smu0lB1bCYdjB5N2rAUdv+FaIPor3tKaWz/KC7b7G5XaLzW05YvZ4EMpcAoCcaYjxLhQJkbYVxH9Qquf8xdEYeRMHWqt0/LJ5g6OIbOFxu4/Pxgno5WTU5p83Vs9lvq6qjh/Hl+7OCWZ4E4QK4NQRAETxHkuD0gqhscO3aMFixYQHq93hnem5hII0eOdHcInjRpEqWmptKlS5coPz+f/w1+/ahRo+jAgQPcDKQv8etf/5ofK/zdL7/8MvkLnc3+8gYsEpw7Rw1nzrTJzYNggGYhMWPGsOvIZ4S/ixc546+18AcHF8rZIocM8ZnH2WK1cwbLzdIqDv3OTQmlwTkZ3j6tgIUX1uXlLIBB+EOp7O2gpJdFv0GDejX7srfHASxsIQbC9Yi3EHtuXxyiEQ67HnNyfFbo7wpwM5dv2sTvY6MDnTB9wRVSUVHBGb7I78W93dsdT9EUCkT078+OMV8ZN/0RdPvdf7meimpM7s/h0Tx1s5Eamq1UUmt2ZsCFqLgsuMlsY/EvJzmMlo1LpKceTOvS74WoU7F1K7+Pe3Tmk09yBIBwd7DxiQw0zHXYHbxoUZfz4yp0Zlp/tJJMLc4y33kj42lczq25EpxXv/yfvZS5822iRh1Fmhsp2G4mO6moSRtB1tBIqhs0lowLHqfk2DB2AQKUhKOD6/icKNJi8tAN7GYzlb7/Pke/AGzuollIoLzeMScseecd/vvwN8EFiE7nvgjcoFfKmtgxqiIHDU6PpOSYnrv37r5Y584WffrBVMqID73jsYMQjuoBAPEUlTNC35oPBPo6XBB8SgAEZ86coWeeeYYdfvwL7nJDVn7tnDlzaO3atZScfCvPoa/grwOPPwiACnABck7gyZNkrqlxfx6LZzjqsGMY6qUbFQt/ly45hb9Wwg4Lf5MnO4U/H1jkA+y4bjxVTbvO13Lwe5PRRIj/wS7/jOHJtHpKijuUWegeKHlFrhlEH4h+rfMf3Z11MzLcoh9CsPvaOADxDxP8JgijN25w7k9rVGo1hWVn82scTXL8OQsIXSHR7RZ/I1xtWc884zOCiK9N+Ks++YSdoSDxwQcpbtIkb5+S31Grt9DBvHous1NAqS8yuFAOWlxrot9tLWJHYJ3BQs0WG+EuFRcZzM0f0PX1iakpXRoTUNqJxTvGQLxmM594QsL87wPKHUsg/rniQtCgKWb0aOqq6Ps+xD+LnfD0LRiV4C4BVsC96cwPX6WiSzcouK6SLGoNmdShpHLYKNxiJLs2lEL659DIFQso/PHn6MCVerpR2ez+97hGHhwSSyOyIrlhSHc2eUvXrydzbS1/jM3ShGnTKJBEXcXVrI2KYlcz8q99Bdz/PzlXS9s/q6WqhhayoBFMkINCtGoa0y+KVk9N4U7RngYbDX/5tIQ7UfdLCqUnpt5537GZTCygKlUSqUuWUNTQoR4/F8G35wOBvA4XhO7i8UCVsWPH0tmzZ1nUe/3119kVaL5tcYaOwdOnT6eXXnqJVsouvdCDwBUUPWwY74Y3FxVxeTDcQ1hgwGmAA44alFz0VjddCH9wq6C0A5P31k0R3I4/HxH+FNffr7cUcvYK3AF1BitZrc7SoIhQFZlstRzO/H9W5lB6XOC4rnoTLlcvLnY6/SBoNd9aMAFcD8i7Q54fjr5e3oiyL2T+4MDricVA5AZev84uGJQKs1vw5k1+7MKystxNRNAF2V/A3wY3lCJwwtnjK+KfL5I4ezY7ZiEK1B4+zEK5rzpnfA3kth2+2kDnivRkd5q/OMdt4sBomjgwxt3QAQ6/Xz2TSydvNHIZHkRAGLqGZUbSnBEJlBLTtY0guJ3gcsW9Gfft9BUrRPy7DxD9Sj/4wC3+IQ+zq+IfhN0PjlWysIJp0OIxiSzS3Q6cd2pdDSWba8naP5t0qggKarE67aFqByXoK0ldX0p1hw5R8pw59NjkAewi3Xe5nsrrnQ1CIBqduN5IMx6IpdzU8C7NuyAQI+MNIiDEsrqjR/m+gKZSgQDmg0mzZ1PlJ59wZUj1rl2cgegLm+4Q//78aSntu1RP5Toz1RosZLM5OB80IkTNOaCoFPnOsn6cG+lJ8PPhSD16rYEKq01UWNNM/RLbbvBBKMX4UbxuHc+lqnbsIE10tF83BRQEQfBpB+DtWCwWKigooLq6Or5xIecvJyeH1H0kuD0Qdx78yQHYHmiegIYhEOEgFLSecKGUJAo5gT2QJcaioyL86XTuz6NsE8Ifdih9SfhTWHuwnD4+WU1Xy42kUQfxAk8TZOUd37omG+nNDuqfFEYPZEbQz9bktukOKdzHxVZQwHl+EK5Q4nq7iy28f39udsEuNh/a/ffVcYDdk6WlzpzEa9faNNFxuyfT093NUXwlBuBuVO/dy5sWIH7SJEp48EHyJXxxxx/jOxyTENUhlmbDOePHDtCeBm6v4/kNdOpGI5fyAtyGRmdH0dTBsezY6ulxAPdDOHa4hBXNK5Yv5zFPuDsQNuD8U1xO3Sl1LKhupo+OV/Hzj+d+6dgkeiDjTuEGVRQXX3mF9Hl5pI6IcIvr2OTHlYNnX6tSkf7SJY5hSFmyhPp/4Qvu6wRziANXnKKxAjYNHxoW12W3GKonIAIqVRQQHRHxEgjgMUO3Y/3Vq/wxugQjx9rbwPn3971ldLXCSA67g5txRIaqyGqz8wZxjd7CpbnYLPj1s4NZtPMkzS1wAZby2JUZH0Jrpqe2O/YgB7Dsvfd4no9NU8QJ9GZMSl/DF+cDgboOF4Tu0uMt1bRaLeXm5vb0rxGEDoPmCMkLFlD8gw9Sw2efUeNnn/HCA7vIVbt3s3MEu+g4POG2UdyG2KG+Q/ibPJndib4o/AGEgO++WE8ldWbu9DgoNZxUQUFkMttIqwqi8BAV6ZqDqKjWxJ3+zhboOSRcuHt2ERx+EP2MyLGzWtt8HcIzFr7s9EOOXbCUVXcGdkpmZfGBTChzRYW7IzjctlhQQSDEAXEN5f/sDETTlLg4n7ps0eVSEf/gXIgPoPK2nh7f0RSgcvt2FoDxNm3FCp8RqX0FxDqcKWhkJ02zK+8NDE2PoAeHxlJ8ZO801MG9F2W/SlZv8rx5Iv7dB5Q4wvmniH9x48dzo7CucKPSSBtOVvP1gM275eOTKDetfYc58lexUWUzGtlVzediNPI4C3C/UkVEsOCOczPk5bn/LV5/cINhDnG+yECHruqoyWTjsuN1hypoYEoYzXwgrtNRItjESV+1yp2BiDlckFbrE0JZd8FjljR3Lrua2QW4ezdvYHnzXoXMv21na7gaBOIfnlNcN/D/wTGcmaChiBANFdQ0U2y4hg5eqaeFoxM9eg5hwWqaMCCaHciYm96sNtGA5Ds3eXDfxFwf2bA8zmzYwCKgr22mCoIgBJwAKAi+CnYEsWseN2ECC3RwBWLSisk1XHr1J06wKw/lwehE2BXhDxNgCH8QFxXQkdgt/Pm4ExaB7ygNazBaaFCKU/yzOxD4bqcQTRA7ApNjgrlrIMo+MCETAbAt3Mn2+nUWoZBxheuiNZiMsuindLLVyLDsCdjtl5bGR8KMGdRSXc3CK8qslYWzqaKCj5qDBykkMZGfA6WDsjcFI4iVKFsCWEyjo6evbhL4Ioh9QOQDMlZRBo6xHeO84FzAXyptokN5Ou7mqpCdGEoPPRBHab0Y4wAxqXzDBvf9MWH6dIoeMUKepg48ZkpHcHRLT5g5s0vj1bVyI2f72uwOvpevmJBEA1LC7+laV+5fQRoNC+w4D4drI8tmtVJLS4tTzDUYuBsrnJ3BiYk8vgYnJ1NIQgKN6R9FwzIj2HV6/HojmS12ul7ZTDeqmml4ZiRnBGJDsaNAEONy4Pfec5Z8fvIJn1/UkCHk72D8T1m8mP82pcs5RCxvzR3zyo2c+VdjsFBmXIhb/ENpt1aNXGg1xUVoqLJBzd9z8IrO4wIgwDwT81NsXkBkzEkKbfc1gHl2i05HdUeO8H2/YssWSkf0lNxPBUHow3R6pfnCCy/0yIlg4H7ttdd65GcLwr2A6ypm5EheeKAkE4tFZIphoosFJA7kr0EIREnm/SbabuHv2DG30KDsVMdNnsyLU18X/hRQqoMyC5T3oBTMandwjk+TycpNQNJitRQaFMRfQ9dAdIITiBt3wC0BwQmh6beLfhCf4fKD+wxOCn+5HvwVvGZDsPhMTuageHanuJyBykIa5W04sFDAgpKfn9xcCknpWkODbuf+mUy3cv+81OjFn0maM4fFXTzXtQcPcrkixOC+CtyvN6uaad9lHTfwUMAGDpxXd1tA9+h1vnkzP0cgdswYadpyH+AYL//4Yy5tBNEPPMAOsa48b+jcuvl0Nec9wrm1clIyR3ncCzQog8sP9yu4/pRO7BBTVKGhLATieXW0tPDH6MSOc1XOt/UmKDZVByclUW52PH3WGExna4IIFegXig18bmP7R9GU3Bh2e3UECIzpjz7qFMpaWqhy2za3o97fQU415o7YTEZWJqpUEmfM8NqcEKXiyPyLCtPwhnCFroWMLYjTcVBKTAh3A1fmhMgH7AlCXF2lkUOI359f0XxX5yoidiz19bzRj01YOCm7+roRBEHokwLg3//+d48PmpiYigAoeBtcgyi7xAFRgHMC8/JYvIEgiAMTYAiB2FW83amF69jt+Gst/EVFOYW/4cP9TujRqlXOTn0OomaLnReOVouVQlqMZFNrqLIxiMJCHVw+FKoN4u/vq8C1xXl+165xyc7t8aq4DhRRCWU8sgPtPZRO2zhQlo9yWzxvykIVjqSWEyfYBex+3gYPdj5vPbxoqD10iK8fANcaxiOh80CoSH34YSpZu5aFE4hN6KDcF/MAsWmDJgxoxqAQE67hUt9hGRG9vhDG2AiXVlNBAX+MMREl+7Igv49gumkTGYuL3Y9Z8sKFXXrMLpYYaOuZGsItCtEeqyZ3rGMr5j2ILsFrC2OUFoKgVkvBqJCAMIh5VFMT2Rob3TEMEK9aamrcJd7KvZIboOXn88fZ6NRKaiq0hFORLZwsUQl0tiaOLlxPoIkPJNH4nCjSotPMfQhNSWERsOz9952v+U2bKG3lSt7A9XcgYsHVjHuU7uRJ/ptQMdDbwCmqxDxjc7ih0coOToDrqbKhhR2lOPB9PTknHNc/ipsRoZT8QF49DUoNa/f1gM+hFNja2MiPX8O5c865/LhxPXZugiAIvkyXas3u1zcEg23r74mMjOSjubmZGhsb3V9jwSUigvp54SYmCPcCTiGUXaB0sOHsWZ4wwJEDYa9q507ucBftygnEghJlhfVHj3L3SQXkB0JggLPQ34Q/hcFp4RQerCK1Ooh0V/NpQuVpyqrKI7XDys6Bmuh0utF/PBkihlBmQih/f18CQhF37s3P553528FiKVJxkqW2H1QteBc8R5yhNX48l7TBFdikODcdDs5e0p05w4fbuZmbywtbT7+ukQ9Zf/KkO78IJZFC14ErCE5ApZNm5Y4dlPbII33mdQi3zoEr9ZRXdkt8CQtWcXOPMf2ieDHvDeDIbLx82Xk+GRl8r5UNkbuDTUg42lDODrApkLpkSZces3OFetpxrpbFGrioHpuczA0bOvOa4nEPzV90Ohah7CoV2U0msul0ZNfp2NUelp1NOS+9xPMjjKO2piYyV1ezGAindUtVFd8/FXd8MNkoV6undJuOim5ep/omZ1nxxT1RlJeQSMOGZ9OQYVkUlpJMmpiYu76GMW7iNY4yaTR/gGMSGYH+3gEWzzXc4EVvv+10OG7fTtnPPdfrGxqIggnWqCgsREU3qowUGepcRmKeCEHQ7iAuEa43WmlwavhdXXmeAKLwlEEx9OmFOqpptNCVMmO7zWsANuxTly+nknXrWHyu2bePr6PIgQN77PwEQRACRgBEh5+7cejQIXrkkUe44+/UqVPpX/7lX+ihhx6ipFb5aU1NTXTq1Cl6++232U0IUXDNmjX0r//6r13/KwShh4CIh86bcZMmcWe7+tOn2TGE3ey6w4d5Uu6wWLgjnjo8/JbwN2kSRY0Y4fd5bgjmRhj8yJJjNPraHoq2GSnGoieNrYWspKKI5nqKqy+mtPiBVNPvOZozIp4CGSxksIBhkQjlo60EXwVkHLmz5LBY6iNiQyCA1y46geNAlhQ7OtGwxZXdiNc9NgNwcHbjwIFOMTA7u9uvdatLoAL42eig6a8bB74EurrDNYUO7BBYG86cCXjnB3JbD19toHNFet6oASjznDgwmiYOjGHhx1tASIezVhkrIdb4+32yx92SO3e6O8Fi4wHO1q6MDWj6svOcszohNFhFq6ekUGpsxzIfITohPy0oLIxCsfmh1fK9DSXcNmQDuvLqEJMCJ97Ar33NLU7h+zC24mjtaIZLz1JX54xfgCBYU0Pq6mp6IFTNucOF1SYyGPVERj1dKr5JN3erqF9iGCXGh3MJMWcL4m1SEl9LKDkGECVTHn6YHYAoUy7/6CPOCMR5+ftmVfLcuc6mFk1N7KKFqNWbc4yEKC2LepdKDaQ32bhCJDU6mJu3mK12KqszU50RG8QOarHaac7wnm1YMrpfFJ243kiNzVbONR2SFu6sWmkHbOClr1jBuZQ2s5nzFLVPPMEb/oIgCH0Jj826bty4QQ8//DA7/L75zW/Sb37zm3a/D46/mTNn8vGlL32JlixZQv/+7/9OcXFx9JWvfMVTpyMIHgUlLzFjxlD0qFFcLli1bRvVnzrFHfAUMLlMWbqUO1Cqtb3TQbGnwY5qevE5GnRzL8U0VVCoxUim0ChqCo0llc1KEc0NfIQE2WnQpU2UFDWWAnEBxt1k0UAC3WRbdXJu/dwrzjCUlgj+DxavyAbFAfcvujZzI5eCAl644nONFy/ygfEBWVNwe2IB3NnuzRAXsbiG6AhQ2ofMUKH7cPnX3LlkrqxkB3fN/v3u5jCBBhw4J6430MnrjZzTBWASG50dRVMHx7jdOt4CkRo1e/fy+yitR7mmdOS8970HjxfGGIBrNh2CaRfmF7gu9lysd7tAV09NpZSYjo1TGJfQQRVlv3g9pS1fzs8bXksQ8JoNBr7QMO4lTpjAYhtKgO8HhF8lm5WGDXP/zYpbcEB1NRVcK6W8S0Vkrq3jhg/IB4yqN1G/hmaKvku2IAuCiYnsoK45cIDFnrIPP6TM1au5wZM/gzJs3IPgoMVctPHcOa5E6S04RsBBFKZVU3SYg5rNdm72YbLaOQpG1+x0bsZFaDkjEOXm6PwM12BPABczxrYdn9Wy4/liaRONzIq86/fj+YeAjs7jEIdxXWc99RSL04IgCH2FIMf96nk7yFe/+lX605/+RKNGjaIzZ850eEfq3XffZQdgVFQUVVRUUFgfyuf59a9/TXq9nv/2l19+mfwFXDJWq5U0Gk2fcjfh70Y3VzQJwOQU5YKYECNXBNlg3CxApeIJKOcEDhni1w4edOjbfb6GMtb+gjQ380ilryddfBaZSEtWu53zfjQqB8U0VFKow0K27EGU8cq/0YOzR5K/A0HGVFbmLgdF+WB7HWbZ6TdoEC88+hp9dRyAEwYLMHYH3rjBH9++qIUICDE4PCenQwIHSiLrjh/n9+FOS5o1i/wB3LNRFaBSqSg1NZV8GYzZnAdos/HrNevppwNGfMLC+2yhno5c1bFIojA0PYJz/uDi9vY4gAxdiDAYW/G4Zz7xhN+LMT1N63EB84qMxx7rUsnn0Ws62n/ZuXEVEaqmJ6amUGJUx8Q/S2MjP29KrjFKJuFOhgiJXEI0Sau8fp1IraawnBzK6oEuzsiTO3dDR8fOFFJLVTVp9HWk0ddTqkNP/aKIwkPuPs9CmbGptJQrNOASzHjySYocMMDtFvRH7GYzlwKjlFWlVnO2aW+8lvK4cUwNPx8Q2yAG2hwOqtVbeNwJCnJQLIS/UDWFB6tZ+EOX4PS4EHp0UvI9n6fugPP5255SLhtHtukX52Tw770XcPFX7drl3sDNePzxTm/cCf47H/D3dbggdBePbQd/8sknPPlbtWpVpxaDjz32GD3//PNkMBhox44dtGLFCk+dkiB4Tvi7ccMp/Lk6hoLQ5GRKe/hhCuvXj/QXLlDD+fMsBmChiXyW2gMH2DUYM2qUXwXP4+89cEVHR681UFjxNQrW11OsTU+hA7MpPDiKJ1kmcwvf5CNDVJSUnkNNly9Rs6mJ8rbsopiB/Wlktv91LcViprm42F322Tq0HEDcRfkVBD+4/WTHuG+CRQIaguCAExDB7CwUX7/OrkB8jt2i+fl8zaAcTen43N44ADFRKYkMTU31WnfHQAcCCpoSVH36KS+cUVbJpZR+LF5jrL5U2kQHr+ioweh03oDsxFB66IE4SovzDZED983yjRtZ/INgkbZihYh/96Hu2DG3+AdXOXLsOjuPwPWBskiUg4OoMIh/qR0WhFtqa6n0gw94sxPEjBjBFQ5K9iA2OOGQbk5Kci/8ewKIOWMHxdHw/jG8MXn8eiMZLHbSORx0raWZhkWYaGRUCwuDLcgZbJ0tGBfH+YQYZ+ECNvz0pxwLANEHLkHFLYjx4V7Zgr4ExEtkQJa8+y5vaMA9nvnUUz1aSo/y8V3n6zg7Eq67L8zOoIz4EL6+DuTpqFbfQjD5DU6LoLkjE2hAUihtOVNL1yqMVFZvpnWHKuixKSks0PXE9TFtSCxtOV3D4+D5IgON6X/vOSjm5egMjEoe5Dcjzqe3y6kFQRC8hcdG4tLSUn4b3cmyJbVaTaGhoWSxWOimK+BYEHwBTJ5R9gfhr3WDB+SIxE6cyBMIpRQn5KGHuEsbSnV0yAlsbOSMFnT0rD92jBuBxIwdy5NRXwa5LQgIxwQKxOirKC3MTma7jUIT4gh+mVizjkwGHU9CtTHJFBoWShQXQ1azkYJryvjfR4RqaECy74ueEGuQ74Y8P4i8EHBaowg4cHMh782fhFyh58GCC6W/OFhALilxu0YhIGMRiuB+HNWffsoND5RScQjIWFhjswBjjdq1qPNn17CvgwgHPEcoRcXzhAZPyHv0N3C93Kxqpv1XdBy4r4AcroeGxVFOUqjPLGQhtnK5XUsLnxOy2fy9IUNPgzkE5g4AbtWMVat43tHZawSuv2P5TvEPwgucf3BodQR0S0UjDeWeyF3Tp03z6nWFMlI0sBnVL4qOXWugMwV6soWE03lrOF1uDKJxOYNp8rwYClE5nNmC1dXuxiOYq+E1D/ec4dIl/js4zsPViVjZ3GktCt6eLehLoAIhfupUvk6QoYgN56TZsz3+e3AdHczT0RGXiByqVbGbD03fwPxRCXy05wR+ZEIS7TxfS58VGqjWYKF/HCxnETA52vNOuwfSI3jTGm7Ew1d1NDwz4r6do9HkD9cASqlx4DFMnDnT4+cmCIIQsAJgTEwMVVVVcflvZygrK+PcQNwwemr3UBA6LfwVFDiFv4qKtsLfhAlO4a+dUgFMElG+B9cfJpqYxKNEGCKTDp2EP/uMhQKUB4dmZPjMAk3BYrXTxlPVdL3SmUOWGK2lGUNjqPpMEJlRZmE2k6W6mv8eYHd9HJqVxaHLsSEaMqggIhJtPFlFa6alUkoHA8Z7EyxEWZRRSjgtljtLOHNynHluHSzhFAQIdxCLcTjmzOHXvtIhGiXkEAPRjAIHcr0QGcCdhq1WUoWGUvKCBRzyLvRwHuC8ebyhg4UfOkEivsGfmgOU15tp3+V6ZxaXC4g7KPUdlhHhU/cVzo776CPeDANJc+dK1837gEqCaldOIjYJWPyLiur0HAZ5fydvNPLHcREQ/1IpuoPuK9wfuYGG1crXE5yzviSUR4SoueHYuJwoFqculzZxGfzx/EY6V2igSYNiaHxOIkW3au4AByU2YfCaR3Yz3F/YiMEmjOIWxNwAwieO1mBcdguCLnHQF9yCcRMn8gYm7iNoroPoidZNVjyxIfzJuVo659oQhoP0sckpvNHQETAvXDAqgZ8vuFANJhu9c6iCVk5KpiyXgOgp8LseHBJLH5+s5t/zWZGBJgyIvn9n5cWLybJ+PbuU60+eJG1cHLtaBUEQAhmPCYBjxozhEt7169fT9773PRo6dGiH/t2vfvWrNj9DELwFJs3NhYVUC+GvvNz9ebi+4saPZ2GvIxkhmFQg/w8HJpK6U6dYBMDPV3YaUeoHsRBlhEo5jTcxmm304fEqLtUAmfEhPEkznc+g2tBQFinghlTEsCCNhj+H0ppm5CAaDBTeL4GGjhpA5SqiFquD3j9eRU9PT+2w46AngYsBYl+T0sTBZmvzdXcTB+S2oYlDgDRxEbwDl4tnZPCBxTOXnrmcgVye5nBw2S8WbiBy6FDO2MIhTWR6oXxu6VIqWbfO3Xwl++mnfdLl0xpkbh24Uk95ZbeiCdDMAY6oMf2iuCzPl4CYgoB9JTsuYepU3jwT7g46VVe7csmw4YjMv85uCmBs2Xm+js4WOHNrEyK19MS0lA43gEGmH7rL4rXBAsmiRRTVwfl8b4O5xcPjkriz9f7L9eyKRSMcvI+S1emDY2lEViSLQxDrIEBjowZiGUAuYOaaNTx/gUtQcQvirdKQCWCzoENuwcTEXs2Rw/OTungxFb31Fs9xqnbsoKxnnyVNRIRHNoQ3na6h/Aqju/vv45NTOiwiu88xKIgeHBrH2ZMoIcbz897RSnp4XCKXC3uSwWnhlBwTzK5ouAFHZUfet/kIni801ileu5Y3KiASowEXNvIEQRACFY81AXn//fdp9erVzg5haWm0bt06mnGPLKPm5mZ69dVX6ec//zl/DMHwoqvTWV/BX8NHAy38n4W/oiJ2/LXe+YXYBbdeLIS/bi4OMXnEpLPxwoU2jjN0QkRpMEqEveU0azRaeUKGEg2QmxrOkzOUTzRXVNDZF1/kbDw4/oKRlZOSQjaNhrN2uAsyDrudBc0h//qvdDMsnbadqXEvPtZMT+2x8Od7gRJM5LKx6FdU5N7lby3ssug3eDCFwcXYg/k5gUigjQO99ZghV6vm4EGqgDPKaCR1RAS//pWNAAiAnDE4aBAvKn35sfXH0G8FjMfVe/bw+9isQWMDX3ysDSYru2fOFenZXQ206iCaMDCahQ+U5PnaOICxtvzjj9lJBiD8sfjig4+vr4DM0IrNm51NUkJCuCkBd8ftRoQHXPyrp6RSZGjH7r9wQKGzL8AmWNqyZbwh5i/jQGFNM+27VE8Vultl8RCuZg6No0GpYXz94Xqt3rmTGi5c4K9jkwbdqFtv+rXuRIx5Dkpsb88WvBvecAtic6l80yZ+P6J/f0pbubJbv6+5xUYfHa+ikjrnhjCy/lZOvHcTj47MB1o3EcG3zB+ZcN+svs5yvdJIHxxzZnXPfCCOpuR2rEEbXOGlyFS0Wvn1B2FYNuM6h6+MA31hHS4I3cVjK14084AACAdgeXk5zZo1iyZPnkwLFiygIUOGcIkwbg7ICjx+/Dht2rSJ6l1OiPDwcHr99dc9dSqC0HHhr7iY6g4fvlP4GzeOS1485QrBpBD5LMhsaTx/nhef2HVGaSAm3HVHj7IIgN/Zmx1lqxtb6P1jlaRvdjriRveL5EkZJmecQ3TgAItjEDCtmBQbjXzedq2Wd9Lt6I5rsZA2Pp53UsMHDaKRKhXpjVYuzYGo+NGJKlo9JeW+eSyewKrXOxswXLvGnf9u39/AzriSwYaGHr7gvhT6DlgYQXhuqaig6NGjOTcwbtw4XnwocQNwTGE8wIFxI9J1vYakpoqA4kHg6FYyG5EJiPEgZvRo8hXMFjsdv95AJ683ksXmHMcwXI3KjqJpg2M67OjqbTDmosGKIv6ha2zSnDly7d4DuNIV8Q9CFASproh/W87UcDksSIkJpsenpHRo8w3PWe3+/dwQAWCMSl+5kisV/Il+iWH07IxQyis30oHL9dywDJlwmINAxEJjHGTXoZEJNmLxum8uLeVyZzSAUDYBMU6j/BpH65JaiEPYwPE1tyDuDyhbRfl4U0EBNZw5w3PYrqBvttJ6bAjrnRvCA1PCaPn4JI/M34akR1BYsJqfD4xvKC9uMtt4PPOUQIrsaXQdRjULxk8IjB3ZJEEMRMrSpVSxcSPH3SC6IOuppyT3WRCEgMRjDkBgs9nom9/8Jv3xj3/kCcW9BnTl1yYkJNC7775Lc+bMob6Gv+48BILzx6gIf67mNUCtZPiNHdvjbjws/JEPhgl3687CeDwxmeOcwLS0Hj2H4loT7/KiJANgEjZ9SCzZ0Jhgxw52zblOiuxNTaS/do2DtTEBtjQ3s3imjokhDUSNiAgWN5FJA6cHwOQO4c9KaQYmkSjF8TQc4qyIfq1KtxVQzqGIfsj7+v/s/Qd4XGd2pQvvQhVyzokAc845k6JIiUqkKFGhFbrbbbc99niu55+2PR63f1+P7bHd3f9vz9i+tsfddk93K0uUSAUqiwrMOedM5JyBAird592FUyyACAWgAFSRZz0PRIJCqHDO93177bXXsoTpNRtquBvWgZEGBX7pO+/47i1GUVGfAYKDWozruLT0TvI6IcEbRjNpkqpWQoG8DseOvz8Ymyt65RUNqiCdFtXHQImXYAMvsxM3m2T/pXpp67itNpqaFyerp6UGnOA63GCthaSGsPbYbJI8fbrun4RekWALCPvAe820VOgdnEFK335bySVNSH7ySYkrKBjQe4Gi6oNjVb7xcNKfn1qapWRLIGcRRn4bz5/37Ze8ZwMJLAvFdYDXBNUs6tkW+23Lj0k53EcpkhFvVdUc1iCARoumgg9wXQ0VtSAj94yxcj/yHCCvBrqWVTd1yLYDldLY5vV5nl2YIBvnpAd0bhvIeaCioUPePlihXn0Akm7DrLSgnQ9vVLXJm/u9wX2cafkIFJzJ8Yn0rV9PPWVOh/QDrn0mqKpp+kRESMz48TLxwQdHdBz+XqvDTZgIKQLQwLFjx+Rv/uZv5IMPPpD2dq+EvDu42b7zne/In/7pn0rWKB+4RwvhuvCEc+GP4qMG4q/Te8sg/pI7FX8jPYarKkQMnPEJ7DyIGuDwARFI+mywi/3LZa3y/rEqLTZ5CzfMTpP545Kk6cIF9UChAwoYgcAkmYMkj7Hy88+l+eJFva9ZOFD+jVm/XjroetfV6ffgl5i+Zo2wstDpNUJFMOxePystKNcMJCRECcSfP4FqQMcoJ01SsoSR5XC7TsMB4bwOjBY4JOMxaoxFEkjRE/AiUjLwyhVVKXcvJPEHY13g+o4rLBy15OBQLPwHCpSXxa+/rq8xpAeF82j4AXI/nStpkT0X6qWh1VuAg8KMGFUuQeqEAiCqb/785xpqhSJcU2ItFlWuswpEZmQoQc0aPObZZ00FTT/XXsm2bd6E5IgIyX388QGHOLCHE95leLXh37t1abZEB6B64vfigWmoNSGgUB/SbLhb1oEOp1uOXmuUQ1cbVXUG2K7wBlwxIUGaP/3A15BJnD5dPQ+DsZ/doRbsJAf91YI9YShqQZTkhrcp918B3qYB+hmX1NrlbRrCnU0HRmchSgN9LQZ6HmjotJ7B29RoEuPnGAwvUx7LG/srNCiJ++A3788P2IZGR8S/+EIaTp0K+jVxt4Fr+eYvfiH1hw+rnYm9sVFvLivNyqwstTEI9VTlcK3DTZgISQLQQEtLixw5ckQuXLgg9fX1uoCmpaXJzJkzZeHChRIVBt2B4US4LjzhWPjTZaf49qnaOg9axqgvIy+jDTq3jN02nTvnS9oFFFY8zqSZM4PSUTt5s0nVedz51giL+v1NSrOqHxYm5AZ4XdJXrbrjAElnu+zqVRGbTaKysiQ3L08PAsVvvNHF8B1FIIfv1/eV+zx51s5IlaWTkgd1zUH0GQop4/f4gw66kn6TJ0tUenrYXJvhinBcB0ZbdVy6bZu+blyrqM0C8Z3k3qI5gGKYxMc7vCyjo9XLMn7KFCUDR1JtFcqF/0DAumskr450wcf1cL3KrsEFmNcbIGmT9XJ8ZkzI3F/YP1z8679Wb1WIaa5NyFLGKVGSQWKRWJu2YoVM/eM/VjWZiZ4BGVTy5ptKoPL+ogbG+3OgQQ07jlRp+IVBFj+5JKvf4ANfQvOOHT7VPKQtBORgmqDhsA4wanrwcoMcv9Gk6kAA2TR/TIyMPbNLXBVlw+5XOVi1oI4kJycrEcjeEdWHWtBfwdZXk8kfkMfvH61SqwF+3P0z02RhPwm6wTgPtHSGz5FsDkgGJnwuGL6mTLi8ttdrq8GZk7U0ULCWcW+w3/qfZ03cBuvWpR//WJovXNC6imYQSnBeO4qL2MxMnbjhnJO9cWPIvnThWoebMBHSBKCJu3PhCafCH28/Jf46N3JAgazE34IFIUH89XQwR13RcOKEdtX8C/2kOXM0lIQiazDv2/5LDerNB+iMYuyc0VYllR9/rH6Ehk9e1oMP9qlE6OnAT3FY/OabXv8bDMjXrJHURYv0kPfKnjKpb/GSmhCOM8YkBEb6lZcr8YESijG97sCjyBiLHMjIkol7ax0YbXAfF730kir7WH8KXnxxUNcrQTyodSDBSeX2bxQAfjb3LSQ4fw73CE44FP6BXst4P5HQDrIeeEA9tYYbFL5fn69TpYqB5DibrJqWIjPy40PuvkLtUfHxx9qIgXxg/eUac7S2StuNG+JsbFQCCeJhzt///YATbO8VQPgQOGDs7xDOSTNmDOxnON1KnhjXzvisWNmyKDCvNlScWBEYjTR8GgnBGWzzIJzWgfoWh56BzhV7vRJBrDhk7tWvJdvVoGOonA0z1q4dsfsvWGpBJjWYyqhA1Xnjhn4NQS6ckXrD6VtNGhwD/0hD+NEFGTItL37EzgNcx+/6kdg0Pp5elhUUj1MUhvxcQpN+c/2YgMNwDIILZbhxj+Q88kjIpmGPBkreektJUs7nKIajc3OF04jb41FvcFdlpddze/x4mfFXfzXslkb3Wh1uwsRQEZou0iZMBMOfaP9+3yHIR/zNn69jtaFI/BngsaUtWyYpixbpuG39kSPSXlOjY7l1hw/rKG7C1Kl6SMW4OFCD8C/O1Gr3G8THWGXrwnSxnT0kpUeP+vzGOCjSMR7M68MhIH/rVlU1GOEmvOYY6z+1NFtJQDytPjpRo78fw+7uoAuOWpPkXkg/SEV/cLCkq4hSghFIU2FiItTBvVXx0UdK/gHur8GS1aitKEL4QHVFY0PJwGvXdH1QY/tLl/QDP7HYsWO998r48SG95o02WFdoerTjB9jYKNVffqkFC0X1cICxN0Z9L5T6kRBREbJ8SorMG5sYlDG4YIPrlz2VpgwjXoRD8boxRtpRUaHEH9ccX8d1yPqfu3nzaD/skAONLJTABvmXtX79gMk/RlnxUDNSWvG1w2M3kOsGoqnk7bd9e2vyrFkaihEKnqIjgZT4SB01XTwhSb65UK8EUZtEysGCVZJ79GMZF9kmnqNHda1F+TUSQAnOWc7/PBeIWpB7jya3f4gd92RETIwGy1hsNiWxxn7vexKDb6wfMcfPP3ilQb45f7shvGVxZo/nsv7IS4LtuK7cERGSNHWqxOXnB/z9qFVRrX58skbOFjVrMN0re8r1zEiC81CwamqKvr8oGw9erpf1s9MD/l7Ws7wtW/T1416t/OQTsSUlqTXPvQ6uO9Z39gKuNc4ZXFvO9navWjUpSWISErR+YT9AkTrmW98a7YdtwoSJoRCAP/zhD31//+u//use/32w8P95JkwMxZjc8LQBSkLNm6dqtHAqgjkUMvabOGOGtN28qWNqEJoc/hjV5YPkSp5X3PjxvXZd8Qjaefy2QTgm8lsmW6X1w7elqarK+7uiojSpkfG3oXS9GVfGNNlQN1Tt2qU/O236dPUlemNfuR7GdhyukudW5khWUpSODDBCAOnHqKO/6hFQmFBsqtJv4kTtKpowES6oO3TIp0Cm2OYeCwZY1zQheNKkLvcQKjaUI26XS+8nPrrcQ5MmqYegia5gb2AMEysDilpSWdUPMIgqSkzvCfc4eatJFTcAdcqiiUmyeGJyUEbfhguNZ87omBcEFteQkn/t7d70ap6MxaL7EQ0cw87CJAC7AtIN8s1Q26OSH2jydFuHS7YdvD02STgMhBbqrUDOR6Sbqm8jZ4GlS3VcO9SUpiOB7JRoTUm+Wd0mX5+rk/J6kfL5D0r7/g+ltK5JxjZ/o96qaUuWjMrjCyiJuLLS+6efWlCJw7Y2PYvh6cyo/vk/+zM9Axvjw1ikHKmLkuN1kSK2SG3IPrUkS1+TQME5FP/Iqs8/Vw9o1gL1f4uJ0QYV/m9YUwQCrt1H5qVLfHSEHLrSqP6Ar+4t0zMjib6DBb6pk3Pi5HJ5q5y42axrbFJc4GUvCmbSoUvfekv3U1TiEFn3urKZpqOzqUnf97ixY0kA1XO7iyCjzvM5+ylEINcqogWTADRhIswJwB/96Ee+w4I/Yef/74OFSQCaGCwoQlTx50/8kUw4b54q6cK54OW+ihs3Tj846LGZQv6pWq64WD8wfEbdCFnoP8ZDwu+Ow7fHhHJTomRDVIk0vLNPDzSAjiYjSME61KBuIkWQEQEKDRKF6UTnTZ4smxZmajBIu71D3ttxUNYnNYin5KYvdMSAT70EYTFhQlgRtyZMdPceBdHp6ZKxbt2wvDgUqjr6O368ZHauC4ZfJh141gpISD4sX3zhU9FCHg7GTuBuBao/fE9RN0Bi0cBgbRwqUGwdutogR642agMEILiaU5io6evBGHcbbqBG8nSOnLPHQD74K7RRS5IGz1rtcTj0601089yD/Ou0yMBTjObdQNDa7tKxRlJUwfT8eHl0fkZA6amcjcrff99nG5C5bp2eGe51oHj79uoYuVjWKrvP10ndsofEsn+nqnNLXv1IZrWJTFk7OiRgv2rBmTP7VAuiZiZRnj9RBKLMbSkuUc+/6iaHZIpFolOTZfHC8RJ5PkeaA0wiZj+5/r//t+5tnL0JgFPvt07ih89pPE38vd/TJnYg4PfdNyNN4qOt8uXZOp0WoWH8+KJMmZA9+PP7ymkpSgDi+7j/cr1snDswVTfnY9Th5aj4W1t17BUya6QDA0MJrGEQgG67XfdJSD6AAtQgAAGvETWAMf1gwoSJ0MGgTp1sNj1tDkOxE7wXO5DhBN7bU7eadWSgocUpkVaPzBmbJCumpo6qaoHUMyX+/BJ0lfibO1dSFi8Oa+KvJ3A4w1CXIlV9AklibGvTTbjyiy804Rj/JYhPuzVa3jpQqSMVYHyCS5aU7ZXmkiL9HFVQ+ooVSpAGMv6Dx8/xXYfl0ud7pbmySixRkZI+a5o8+GtbJD6h6+tMpznviSdU7WAkDeY8/LBkezyyquqUXDxyQSwupxyJjpBZBd6RN59/GUEe+JeNQhKnCRPBAvcl1z3FEmtSzmOPjUhAB/cyYSB8QDii+lFl4OXLWghq8nhJiX4Q/APpZSRmBzKazPdj/I3Suo40dZtNYidPlsxHH70riHosIlDNQJg0njsnsYWFAx7R9Fdfn7jZpKo/CloDqLZWTU0d8ojbSMLKXhoR4R09Z7zQuJZJAE5LU7UHoOBDpQ0ZaEJ8rwmee1h5gNSFC9XmY6DqUcg/Yz8nxfahuekBkX9cx5WffqprEesDpLbpZ9a1/sD3DrXYqVtJciDyUYn+6n1pamuT/a9+IGcrOmT1w0skIzE0gwt7UwvmPfus3Py3f9OGEPuRJT5Rzl2rk8Ymb/JuYkyETE9zi6foutQUXe/TWxDVoKGGZhyW9Z89xVCX00hibYD8Q43Oue/aP/2TzPrJTwaUKo1Kj8Tej05Ua7PkncOV8tDcDL3eBwOmTCDKz5e0yOmiZlkyKVlS4we27qLaR+1GrcFZm32d8WAab/cC2PMh+bSJeOOGihAgm2kIsbbhT65fhxKcj856gv/HmeduOBeYMCH3OgH45ZdfDujfTYQ/UI/94ye3pLS2XaX5qBlY3w9caZLX91XIr63NkxVTR1YSj/qAzdgwbTdUY0lz50oqxN9dXnzw/CDveK6oARm34mDCIa/24EEp3XtQjkuO1OZPF0lMlZmeCpl6/oh0dCrtUAxmP/xwwB6C185ck11/8XcilWUS0dIkNme7eCwRUnX6hLz6/ocy+ddelPue66qUgVig0Lj1i1+IvbJS6g4ckPipUyUjOVlakq1SUuuUZrdNzkXmyYaHF0nihHEjmmBqwsSw+v59/LFPIYXHFgXUaBSGKBj4SF+zpsckbQhCPqp37+43SZuGy/V/+RctBBgFbef5WSzScuyYtH3xheQ/84wqi8IZPGddtwhtaW7WETfWyYG8f7z/50pa1OePPdMAKa1rpqcOaaxtNIC6B8V4e0WFFvwoOlAJ4cGqpHFnIaxjYC0tEldQMODR1rsVECFlpO1WVOjnNOi4FwfS9G5qc8qb+yukptlL3MwblygPzE4L6GfUHTmiilbA/kooBNMEJnoeRZ0/Lklmjpkhh/Ji5dqrr4unvV0avvhMXq13yOQls2XllJQBjZGOJmwxMapWK37lFbG3O+TYzWa5ufhxbb6Oi2yVVTlu8dTX6L6Aqqs/b0HuedZBPCwh+Uh7VTuAzvufEBjOfRA+EEWRqalSs2fPgFXUM8ckSFyUVd49UikdTo98eLxaw+SWTEwalFhkxZQUVXTy9PZdalDV7EABYQ+5yVg1+x/Ns+FKiw4FUEvwHmM/hPWQv9qbaSGD2PN0dEhkbq5ExsdLh9sthgxIlX9NTXp9JJtKYxMmQg4D3sXWrl07oH83Ed4oqbXLX22/JsU17VJca2e/V7PydqdbSmrbNbHrnz8r0uSnVdOGP4WVrpMSf1eudCX+5szxEn8D6DTeDVB/wzlzJGn2bE0FpTNXeem6Fp8eV71kXDojeTFOyU+NFg8jvhaLjv2gIAyUbCu6dEu++K//XaxV5RLXUEF0uDhsUWJ1O8XaWCX2phS58q8/E7fLI/e/+LAWh0oyXLmiShrYYh17Qjl08aKGl8xet1jaHRly1pEsVRFWiWqOl8ds4XGoNmGiP3AfGnYEqMcGqyALJjRAp3N0LH3lSu3oQwTywboK+JOPmv37tUlgkIEoQPj6Sz/6kbTduiWt3Ncul3iiolQF4KioEE9dndz65S/1c1J07wY/QGwMDD/AMfgB9rNmQvxdr7LLN+frpLJzTBOwT66dnqJJreFUMPJ8UNfX7N6thHF0To6SfM76et13KfCxd0AdTgKwYUeB+o8U1XsdXDtl773nI1JQEg2UNGhsdcob+8ulrsVLJC+akCTrZqb2+zN473jfIACNaxrVUqimcYYSCKZYtWyizMj7nhz92StSVtUkSce/losRNjlfUigLxifK0knJEhsV+gowFHyRS1bKkVc+UEuYxPMHJf+Rh+WR+RldfCN79BasqvL5RXI9cY7T0KmbN/VrUP1yxkMZqB/x8WLD+y05Wa83fh7n9cHYKLBWPrs8R94+VKmj7/g0tthdAV373YHSGlLxTFGznCtulqWTkgas5jSConSdKy2VhlOnvNY7CxbI3QDIXxo8kH2QtwR89DTVx3OmgcD7W7N3r571eU2MaSu+x93SosFQqEIRK+AvbsKEidCCWXGb6BO//LpMSuva1SgZ1UJmYpRYIrzjoE12t6oD2SN+8XWZLBifpNL94QCeJkr8Xb7s+7d7mfjr6XCCV15FQq7scZyTSNdZibtyUvKbiiXB5pamCpGolBTJe/ppSV+9WkcSA8UX//+fibWmUhLqSqU1MUMciWni5vzFaKO9VRIbKkRqPXLl3/5NcjuqJLKhpsvBgW4hI8kcLvg7o2Qp8+bJQxmZ0nywQm5W2XU8IyHGKutmpg3TK2TCxMgANR2qB+OwHKqHX5QcaXygbKCw61QG8vgBhE/toUP6gdILpTFkEAUfhKCSgk6nNn88kEJlZaoYIEQDW4HBJh2HCmLz81VlXb1nj45ukgxMAdgbCGX4+nydz28VJMXaZNW0FJmRHx/QqGYoAW8vlGOQegYgjiMTE3U/5jpoOntWfZ4Y/aOA5JridSM8hWv/XgaqSYhjVUqJKJmOfcdAyIv6Foe8sb/CpyJdMilJ1k4PgPxzuaTys8909Bdw/+LLG+735EgjrTBPVv3283Lt9bfkZnmTyNFdUrfkQTnkypVTN5tl6eRkWTAuUSJtoRveU17fLu81ZElU2hiJrrglE1qKZFlctVgjMgPzFmxu9nkK8qdPKejxKOnH3yEJlShsbBTJzFTih6RwgkFILR5KiMfzK3Nk28EKqW9xypFrjaoE7E5eBgK8Vs+VNHtVgBcbZPOirs8/EKiVx+bNUvzaa6qAJ90WsjNh4kQJR6DQg/BD5cc6ZZC9/mC8FxsM9SEfO1bXEiNACBKY64CmoPqS22zea8PplBj2goICtQIyk5NNmLgHCMDGxkb553/+Z9m+fbtcvXpVqqur7/iamTNnSnJysjz11FPy/e9/X5I6FxQToYXiGi8xAwGYkxAhsxsuSubZsxLV3iJOa6TUZU+U6Ow5cr6+Q7JTomT3hboBG+z2B6ODSGFqkEqMICUbxJ9pYO8D3c2PT1aLOzZZu7ATC1IkodnpJd6SkyVuwgRNcmy9dk3HsyDl+vPmuHXhpjgvn5e4xippi08VZ0qG6LHLGBWJjJamhAxJbiiXtsh4Obr7tCyd7VUY8DsJ8eAD5Qi+YYxFMl6CHxLjglsWZclr+8pVLXP4aqMWzAsnmOuBiTD2/fvgg66+f0FMkR0uQMwTSMAHRYGPDCwp0XWX8cW6o0d1PUYFxwf3MepeyAiUH9Hjx0vzpUs6Alr91Vd68A934COrgSo3bkjDmTNa0HRPca5tduioLyNmBlDJL5ucrOOE+JuGE/CJRNlBQWcAdQdpsUmzZmnhe+Nf/1WbboyFadFosUhUcrIqghg5zFi9Wu5lcP+z1xnexPHjxkn2I48E5LXrf12h/Gtq84YrrJyaoiRGf+QfZCxrkKFARgGW9+ST93yTdLCA0B7/1BMSvX275LV2yM3zX8m1mevFnpqlqrRj1xtl1dQUVZiFGsl/vbLNN0bbNmeVLLn0ieRFO6Xqiy8klrHNfoLfdOwXFVdios9bkMYPZ0j2Cc54jP+yF+g6gIoMbzjU4Q6HXu9DtXVJS4iU51fmKgnIOZGaBD9VwkGiB+A/nhIfqaFLJ2406Vq9tCFZspMHvjezFqKkLX79dQ2vq/jwQ4l89ll9XUIdqDztnfsZpJ/hSdr9Pee8DtkH6ReTk9PjukXtMOW//le58W//Jg1xcTr50w4BTBI010t6up4BMsN8GsCEibsVQSUAjxw5Ips2bZLKykotGmJ6SUlqbW2VCxcuyMGDB+XHP/6xvPzyy/KAuUiEHE7eapbWDpckVRfJ40U7Ja6tUaLbGiXC5RC3JUIyyi7K+KgvJTJvrdSkLpWTN5uDRgAq8YfJ8KVLXYg/CpDUJUt8XSgTXpAw+dXZOrE21UnWqW9kZoJdUtLjJSI3VcZ+73takDQcP67FGyNcjPjVHTokiTNn6ghDb2qNc98cEeloF5ujXVrT8vXfnA6XODD3FY9w3vVYI5UQjupokeaqWklb9oSqHTCQ9i9WKJwpTio//1wfQ8m2bTLmmWfkqaVZ8vLucmlsc8qus7WqBJyad3d7OJq4S33/PvlEHE1N+jkBHBTf4QaKPWwC+OA+ZcRHw0ycTvX7iUhMVJKID5fHo4d9HfmKi9PRTxQfjadP3xUEoI59PfSQFOEH2NKiaxfFEUoqQhkI9zh5q8noh0ik1SKLJiapkf1ohmMNBqh16g4f1vF1IyEeEptQFIhhI5SJ5z7lv/03HRNjj9YikuCt6dNVFXKvhzexDqC+a7p40Ucg5WzaNCDVPUEfbx6o0JFHsGZ6iiybnBJQA6Ls3Xd9I8cob3K3bLmnE0uDAcgQ3kNSlGfEuGVMxT45n7peSiVRCdqPTtTIoauNqs6cmB0aY/6Mun54otqXyfDQ0jEyYfEWbb5C2EFQ04QdCCkNONtxj3MGZ82gKQL4exvqcUjATqUgSfPBCJvhTPitFTmy43ClKqxvVLUpOb51abamBgeK5ZOTtVFOONPei/Xy5JLBkXYonWnulW7frmdakoFRPYfaJJKObdfW+sI7aGYZKeD+YExXFX58FBYGHNrBWWHSf/kvGihG06jmxg292GLHj5eJjzxihn+YMHEvEID19fWyefNmqeg0OkbV9/DDD/f4tZB9r732mrS0tEhVVZWShnv27JFFixYF6+GYCALaOlwSV1MqS86+KanOOlWBeSIipN0aLVanQ1KaqqUjLlmWt34qp2Ks0jZ1w5B/p46dQfxdvNiV+Js500v8JScH4ZndPeA1+vJcnRy50iBxN85JyuWjMjM3RhJiI/Xwj/eK0eVl7Lbl6lUt8CgQKPLwMeGD7i6FHoc5/8NrR0ubGkYj+3NZbdJhd4i025E4iEss4qbbZ7OJ0xYtEaRBJifp2FxvQLkJkVD11VeqHiElWEnAZVny6p5y9ajZebxaD3Vj0s2ixUT4AILdUPxAdtOsCHegduCexQ+o/vhx9fphBJRij7UHpQd+cBR9EGMUhpoM2NYmdwt4DXx+gA6HFL/7vpQsfliO3GjVlEpADY26BIVWQkx4OavQHGo8dUr3XQhfwB7ANczIb28qe6Ng5DpwOp1is9lCgvgYTfBaoH5tPHtWP0c9g1poICqoioYOeXN/uS81Gs8zCOX+gCKL/dQI98EShOvWDNYKDhjz5DxV8dFHkmRzy4qSPdK2dpPsKxP1Z6xpcsg7hyplTFq0Bv2M5vnl8NUG+fJsna8pgVpuQjYebQlqzwDRzxmQe76v81pP4DzJWZFmMvtdRGysNyE4Olpi8vKkvaTEO/aLF5zdroE3wQANlaeWZmsgCAq+8voOeXVPmTy9LFvVfYEgMdYm88Ym6ijxlfJWtW1gzHiwpDD2HtrQbm5WEpCz7Ggr/lFiqk9vJ+lnNCT9gX1STH6+bw3vKfBrIKDJwXO3lZerPRRhMGbyrwkToY2gnVQZ+y0vL9dF5MUXX5S///u/l5Re5OU//elP9f//yZ/8if7Z0dEhv/u7v6uKQBOhg8QYq8w++7EkttZKXFuVtKRkSVtMktgdHvX9i3a2SUZLhSQ53DL34hfiemjwGz0HBiX+LlzoSvzNmCGpS5eaxF8PcLk98tGJarlwuVJSTu3WMdzpY+IlLiZS0pYv1xFp/+4ufzdGcvH5IjlYR6vdbh0X4oMxhtSFC7Vzy2hHbHKiuKyRotFejXWS0t4sMY5WDQLxWCzSHhkrrTEpYnPYxR6NAqj/DiiKQzrQNfv26SGSooVO9BNLsjTpkO7sO4cr5YWVuWrebMJEqENTdDuTNlFIZd1//11FhqDywwuINQG1H6QYZJG7slJJMYjBdqtVXK2tWiCGmhJiqIgdM0aSly6X8x99KUVXrkpjyafimL1S/9/UvDhZNTU17NYq9lmCo7huDdIIkOBL0R5oQryJ26jdt0+Jct/o7RNPDEgRiV8byj97J/n3wJw0HSMPZGICZZdR7NMwJYhnoOouE30DNRsNjopPP9UmR9zunfLtZ56R8w1W2XuxQcMqimvb5dW95TI5J05WT08ZcNjEUO9pfEgPXWn0WRGgkvNPHYfwgyBSW4eDB1Xxxfo2EDBSrp5vDoe0FhdLR2Wlev7x2rAXcN1hB0BIED6hNJiDQYxhp/DYggyJi46QY9eblHh9ZW+5PLUkS7JTArvPlkxKlpM3m7R5s/tCvTyzfPDrHM0xkoGxx8APD3IYj8CR3PuN8A7IPkg/vFuNNOc7wjs6x3p5v83GgAkT9zaCRgC+//77+icqvl/+8pf9fn1sbKz83d/9nSoF/+Iv/kLHh8+cOSOz7gLVxN2CmbZ6KWookXh7rTTEpogrLkU4TkbZPNLucCv5UxmXLRn1xeLy2GVC7RkR6eqPFAjxV3fggDR1I/4SO8eJ+vMouVfB6//ukSopO3lO0s/sk8QIp0wvTJCErAzJfvjhfos3kgBRB0DAUbDgDQgpxyGm/KOPxLZ7t1inzZKazPHSKpGSJBbJri8St8UqNo/T6wOIP4zHKXHtzRLhdkl15Bix50+XaxWt/aZdQupCHNCJpvgshQR8+ml5dEGGvH+0SgsgPF9eWJUTdooaE/cW6LjriCydb6vVq7q5y8Ygk2fP1hFfijqKDev48To2FJmdrWl/FIKkRqJCQnmEyuRuAfsSqep7W/JE3KkS7SqVuFsXJX3SOFn14KIuxXW4gOK/5ptvvGnOfgVixpo1Ejd+/F1FXo8Uag8e1A/jtSR0YyAqmJJau2w7WKl7Oy//xjnpMmdsz+rL7s0HRhENA/+0JUskbeVK8z0cJqDs5uxS9eWXagtQ/s47MvuZZ2Tm+nw5crVR7Vjw3Ltc3ipXKlplVkGCegSiPhvuhvDHJ2vkbFGzfp4cZ1PFXPfGBE0c/CiLXn5ZnwekVcGLLw7oWkXZOvkP/kCu/sM/aEOIM5wb1XdkpMRPnKhWEIwIx44dq35z2L1AhgdDFYbP4vpZaToW/M35eh2Tf31/hWxZnCljM/r/+XwfgYUHrzToKHFRjV0KhqDWJFRPQ7SuXtUPkrdZR4cTKA4Nwo+PnsI7IFzj/MM7zOkpEyZM+CFoOxKefhwaGecdCH7wgx/I//gf/0MP2SgATQIwdGC7dVlSrU6xeJxSHpkstg63RNss2oVzOVzS7oqQdomSVFu0kkC5dTcC/tlsmLUG8dfZrVLib9o0JYfMtLreQQra27tvSeu+bySl5Koe9KbmJUjGwvnehN8BjBtxKMi87z5JX75cTe4bjh2TlroGuXa1UiqOfSyuCJvK+SPdHRLpcvDOidsWqePAFlIfne36Z4ctRpLam6Rl+gItYgozYtQPp7fxCtaK9FWrlDioP3FCjaMpYqZs3apJwLvO1Gry4dsHK9X7ZSBmzyZMjKjf16efqh8eyLjvvrAwAx8oUPShKkbdgWoYA3FGfikmIzMzpf3mTX0NIAkJASEw4m54b69X2eWb83VqPg8i5q6RwsMfyLhEj6RXHpMMmYHWS8IFvEe1BHz4Ndw04GP5ckmaPdtUjA0SNNHwwAIQH/lbtypBHijwNXvnUIUSR5B/pJwSKtEfUO3jS2f4emWuW6fenSaGF7zGOsWwd2+XKYYVU1Nk7rhEOXCpXk7cbFZS7vStZg2uWDA+UZZOSpbYqMA96wJFh9Mt7x2tkmsVXuuFzKQoeXpZVq/NU87XjK8anrWEgmQ/+uiASGNIpZl/8zfaxCX1vqPTCzRxyhS9DhkxJSCDQClUaaTDQwIGg4jiceKJGRdllU9O1Shpvu1ApTaQpwXgH714YpKcuNmk30eA07dWZA+aMKduoenuePNNbaDXHTmiykeaZkEN7ygp8ZF+eCz2GN6Rnd01vMMa/GvNhAkTdweCRgC2dXr+DDTRl69nVLiurk79AE2EDvDvyEmySpU1QmJjo6TN4ZYOu1v93zxuj3jEJTbGvqw2SYuxiMXhLZL6Jf4OHvSODxjEH35DEH/LlpnEXz+ob3HIOx+cENm/S2LbWiQjMVKmTcyUnIc2+lLaBgMUS3Fz5suZ2HFyeu8piao5LZGeaomqq5QJDVfF2TnyS/iLxe0Sq753HnF7LGKJsIlN3JKRnSJt7fXSFJOjBc1Lu8v6HI/jfScogYN047lzqmTAwHzBli3S2Jak3XT8kFA6bl2aJdYQS9gzYaLhxAktcEDi1KmSNGfOXfuioNAlEERTgYuLvXYNERHqA4gJHmrtiJgYiZ80SdVl+GWFawGCNxSjdKxjBkgoXzW/UMYteVbKt7/jTVvduVNTbwcS8DBqAR9Hjkj9kSO3Az6sVm/Ax+LFd51idSSBeh41GID0Q/nXm29iT0CFtP1QpY4kMrH72ILMgEgMzlAQOJyjlITYuPGOhGoTwwcmVGhg1h46dHuK4amnJD42VtbPTpeFE5J0xBTyD1sTxnJP3WyWpZOTZcG4RIm0Baepydjx24cqdc0CqNmwU+kvhChxxgwllAirabp0SUmjgfrWojLDJ5SPnrxACcqo2rVLfaZ5jZQEfPLJoIVjoZCNi7Yq+clrzPQIikBe+77A9yyakKRBICgAb1TZdWplsOB1yHv8cSl67TVV50Go0giAjBt0eEdd3e3wjqKinsM74uJ8Cj/+NH33TJgwESiCdmrNzs6W4uJiOX/+/ICJQwJEQMJd5hsU7mDcKyomWhKiIiQ9yiUNVpt2NJ12QiHcYrV4RFztkuBpl3ZJkY7o3g+tdEnxG4Ho8Sf+EqZNkzST+AsI5TWt8uGvPpKIC6fEIh7JSYmS2StmS/aDDw5p4+c9PXGjSfZf9nrYSPZ4kaxxMrXilGR89qq0eRzitLikLSZeiV/8/9QU0GIRj9UqFluUxFsckpwcLdOdF6V0ylQl7yhoLpa26ihMbwb5mrL54IPqHcMhlJG08g8+kPs2bZLmNpeaPVMgfXKyRh6eNzSjYhMmgj1GWf311/p3yK+sDRvu6usTcoP011u//KUGCTnb2sSO5xhWAAkJkpifr6oDWAyKSohBxqHDiQSsbXaoIoR1x0BMVISmR+LFhvodI32aVbX796vig5EvFC8hG/Bx+rQ+ViPgAyRhsbFypRapJgYPlJQk/gL2YAiggUwvYJex44iXvKDBtXlhpkzOJayhb+A5Zqw9KP5zN21SAsDEyIJ7iEYAClCdYtixQ/KffFIJdYIpNi3MlCUTk+Tr8/V6jiHk7OtzdXLseqOOBaPyZKR1sGBK4q0DFbpugSm5cUoge9epvsFelbl+vdhLS70qwC+/VNVeMKdvIKb5HYwE6xpE8Nsbb2gyNcERwcCknDh5Zlm2+kZjHfPFmVqdklk9LaXP/RiS8Oj1Rv2ePRfrZVxmzJD2b0j/3Mcf1+cHWcc5luYQARsBh3cUFd0O7+icKuj+esb6h3dkZNzVZw4TJkyEAQG4Zs0aeeWVV/Tjhz/8oRR0RsP3h1/84heaGsQiNnPmzGA9HBNBAGENxa+9JlGJCZLjapC8/AKpb3WJwxEl7pYmietoEWtrk3R0tElbhE1OxE+WKQ53l3FNNrG6Q4e0S96F+Js61Uv8paWZ71UAuHqpWHb//G2x1tXo52PzkmT+1ofU7HuwBwC6jHSnOfzUt9zuLpJit8RSKnLtmjRlpIkjPl6L+fSMdGl3uqW1zSEup1ML+/jMdMkYk6PpwowHOkqKZPW0VJk/LlH2XWqQU7eaCAhVghFvmkUTkzTR0L87bYxQcJA2wkgqP/5YHt74sB7k6NCeKWqWxFir/mwTJkJBUWX4/nH93o2+fz0Bom/C7/6ujiCxrlffuKG+T3GTJ8v4tWvF09GhRXBbSYkqI8vee09yNm0KeYVcs90l+y/Vy8nO9cpIz6RIxDS+u5oG9Q/FWltxsRb/mKoTrhRSAR83bihJ5B/wwePEn0qJWhNDAn5fFR9/rK81ATkomwIt9sHlslZVLtGAg7DZ4ktq7R38Lghn1JwG6UjKMJ6+JkYeOsVw333eKYazZ71+jO++6w1/6bRiIZyCoAkIQOwESK9tanPJRydq5PC1RlkzLVUmZvftmdwTKhs7ZNuBCl27wLxxibJhVtqACEVrTIz6AZa8+abXD/DDD5W0CmbTRu1eli8XW2yskoyu9nYp3bZN9wX8YoMBEpefX5mjZCiv7YHLDXp2xEezt9eDNX3JxGR9T1BPXq1oUzJxKMB7m1Hq8vfe8z7PHTuk4Pnne2zQcy/7wjtu3Og9vCM11afy0/COUU4ZNmHCxN2BoJ3Kf/u3f1vJv5aWFrnvvvvk5z//uaxdu7bP73n55ZflD/7gD3SDyM/P7/frTYws2HgYD6Jrx+iXtfiWpCYk6OHAHW8Rp8MpHS1NYktMEKu9VZpqG+TT45Xy2OJscTU362gE6oMuxN+UKV7ibwAH5XsZHBJOfrpPTr77uVg6R7emzpkgC1/YMqSAlOuV3sMoI7YGMpIi1bcvveySVO26rS6gWITwiKXj2NQkMQ0N4mj3jptYWhvFURetKiBF53uN0u/BOek6ZrH7Qp0qAVEE7r/UoGTgsi6KGq8xNeMiZTt2qAoQNaDFZpPH121Qg+fqRod+L2N4cwMwRjdhYlh9/z7/XO0MQMbatfdcYiojXDmPPCJSXq4NPHxCWd8tnUQIo/ytt24pmc/fczdvDsnUQTygDl9tkCPXGtV/DTCGObsgQVZOTenVQ0tJ304jfZR1+EBGZ2aGRGgVqkSSfXn9DdBowx+WgttUjAwdqHQqPvjAG/yDAu+JJwa0BtB423m8SrdLiGZGNsdl9q3ipwmH2pApCoB6U0lHs4k6qtAphgce8E4xXLyoTQF8GUmD9W988P6OzYiRi2Wtsvt8nSbYcq5551ClNl3XTE9VIisQYE2wA8Wbw3veQk24fEryoO5tFGWGolnDgfbuHZYQi+R58yQiNlZDR7AhoDnE60YTOxggbfmFlbny1sEKqWlyqPciEy2oansbt8aXkbWfr6MRPhgitjsSJk7UFHWaL0w+sf/lPfWUXguExhgKPw3v6LTOuiO8o6DgdnhHCOwpJkyYuPtg8RhO0EHAf/pP/0n++Z//2beAouh7+OGHZcaMGZKRkaHJvzU1NXLy5EnZvn27Bofw6/n6t99+W7Zs2SL3Ev72b/9WmpqaJDExUX7/939fQhGQfxf/6q/Ut49RATqdBtQAPiVFpe/1E+dLbUS8OBJSZcbMAslqLO7SzcIYmENGsLw/7gWQqHnwlXflyvFL+rnFGiHzN90vszauGrRZe3m919vqZlVXb6uV01JkZn68NBw/5hstomtJolvRK69I09mzEltY6DNwbqmqEicECOqHiAhx1NRI3MSJOoo0/rd+647fW1rXroSjv6cW4SUU2TPy431dWq6v0nfekbbSUu/XzJ0r0cvWyCt7y7XTzdLy5JIsmdiPUsLE8KMnz597AQ0nT0rlF1/o31F9QVzfS8/fH+V+BGCOn6pMR6Def18JQKPIRKkUKipJRi5P3mySfZfqpa3j9j7FCB0q4548S3sChRzhRdwLNErGPPvsqI08s19QvKu/buexjjWchlvynDnD9rjutXUAdSt+b1zj+ChC/pG2GShQs390opqtU6JsFtm6NLvfFFL1m/zgA9/9FJ2eruTfQLwGR2MduJcAQVvGmnftmn6eMGmSd2/o4ayG6pPpiL0XO21XOjE5J05WT09RMqs3XCprkQ+OVesaxu32wOx0Vf8N6bG73aoCNM5dhNgM1L8u0HWAxgTkn1FLZKxeranxwVo72jpcSqqW1Hqb1Plp0fLE4iz1/esJEICEzoHNiwLz3wzktcAHEI9gxqsh66MyM6Wjh/AOEOMf3pGbG1a2GeG+DoRDHW7CxHAgqHM5//iP/ygOh0N+9rOf6ednz57Vj96goxNWq/zDP/zDPUf+hQvoRuHfoUbvbNB8QOyh9kD1ERGhm1bWjEI5s++UeK6ckJLTNolcOEtSMlO0QKYAQR1hYmDeQode3ynFZQ36uSU5RVZ/b6uMnz44U+G6Fq+3FcoDf28rlHgLOpV4kLxGkiHmwpj+4wNZsXOnppox3sK1QCeTf8fwH+IPIlAPf42NSggbY5H+yEuNlmeXZ6vyED+cqsYO9a/58Hi1HL7aKGunp6gJM9cb/jAlb72lnjqQLamRkfLkkqXyxv4KVey8d6RKk4F7Sxg2YWJY1VVffaV/hwxHwXAvkB7dEycPXWnQEf+SqgZhOnZyTow8sTJNspK8hStrBCNerB2MSippsn273tuMnY0WerM9gIBZOyNV16mBgL0PlTxqd0a4qvEDvO8+GUlQSPsCPjqN4iGmkhcs0Mc2mq/33QYUUlzHvM6qAt28eUDk36mbTZpaCvnHCOJTy7L7veZQCaEiMsiZ2Lw89RozDf9DC12mGG7dUguEyk8+kSzCkLrtEfg9MgGBByB+yYeuNqgCGb/kKxWtPgVyYmzXEo3pic9Oe68fzmybFgTmGdnvY++0Ybn10ku6njDaXvid7wzLNcb9wtmybPt2VU+zZqKMQ0kfjL2UlGU8Ad8/Vi1XyluVCHxtX7k8vTRbkuLuLHnnjU1UFTijw3sv1MuUnLhB+zJqeEd9vdfDr6FBrwFNR+ZxFRToCK8vvKOT8IsdO1Y/N2HChImwVQAa+OCDD+Sv/uqv5ODBg31+3fr16+UnP/mJzJ8/X+5FhEPnAfVX+YcfSsvly3rAQcKvI8AulyagMerLCIo1Lk4suWOk5EqxHk4kJU2W/e73ZMyGkS2Gwh0YAVfu+lJOfnXUN57rmTJTHvneY5KVNvDOJKq5A5fr5cTN295WHBwXjk/SNDqKEJYAxj9qDxzw/v+EBD2gGWbQ5R99JMWvv65j4CgRUHG6IiP17666OvG0tOj3RGdlSdrq1RKbkyNZGzf2qvZ0uz1yrqRFE9ggAQ0UZsToCDLEHgdDOtKGf1X6ihXSOHGuvH2wUrvndHNfWJUjqfGhN1Z4r+BeU/4wBl/06qvSUVenBRNeSfealxqhBf/ro1tS1ehQ4/nmtnahVkLNm5YYq6b3Ty3N8l0PNI4Y+WKk31A6oFwaafKCa5WkR9TPlX62B5lJUb7mw6C9VFHPvPWWkpwAcoYxsBEJ+DhzRmr37esS8EESLOulodYe9sdxj6wD+F7yPkPI8Tzx/cTSJFAQ/PD56Vpf8w2SIiclul9VZ8nbb/v2QUa41W80xMbpw1H5M1y4Y4phzhwNwujr3sCv7sAlzmnNer7xP6ctmZSk5zTOSzRdAJ8zNt6fcnQwjWfO+8a1xloW6D090HWAfZTXCaLMWLcItAuW+o1z5qenauTUrWbvz4+1ylNLs3XN7w6IVb4WPDI/Q2YVJAzoXNDqH97R+Xz0/zEWfuaMnutR6+Y89JASnagB78a1MhzXgXCow02YCBsC0MDVq1dl//79OupL0i/qwJSUFJk+fbr6BI67x1PLQn3hoSt3+gc/kObOREdGPI1Ni43N2dAg9pISLT5Q+KUtXy6NSdly5UqFeKKitShc/shyTUgMdRP4UADeMaUffiTnLpZrce2KjpWIFevkyc2Leuxc9gWUcow20Nk0vK1467p3ltVUfM8eqTt8WD9nVIEkQ3/fEb6G5E8MnOlmMsbgtNvVLMuWnCzxubkSk5cnidOm+ZLLIEi4HlCg9DauzAgLxOT+bmN4U/O8Y3hJ0i7Fb7zhO1BxcCrNnio7j3nHKFLjbfL8qlyJ72W0w8Tw4l4p/I3niiqC8UqAyouQpHsJxTV2+Yu3r2koT3Ftu9giLBJtc4vDKdLa4ZaUhCgZnxkrWxZnqem9P1GFEqax87Vjr8jbunXEVA+92R6smtbVfmAogKi59fLLSg6huCt44YVhJeAYBa355htp71SXGGPW6kc5woXXvbAOQFaQ7mkQrdkbNw7Iu4x9+Muzdfp3mldPL8uW7OS+zfzZa5UgIWmba3bmTK/ieJD2H8MBGngHrzTI9ZJqibB4ZFJ2jNw3b+xdex0ECgifkm3bVDEOUhcuVF+4/l6XniY1oiMtuka12F0SgY92jFWVo4baOthgnzN8JrPuv1+9+4ZrHaDG4Bpn2gPEjxunKspgBV3wmFB74x9tEKdYyHT3WoR0/bddJXo9p8Tb5DfW5atKs7efyfvqC+8oK+sxvIMzNM8nMi1Nz9gQwyiz855+WlW8dyNMAtCEifDBsBKAJsKbAMQL7sbPfqaHgfhJk8QW71WgOerq9EAMuHw6KitV/cXI15Q//EP5ZNc5KXnvfbG2taj/BqEVuY89FjJ+NaEGyNWaffuk6uAhOV/crKMI9pyxkrDmfnlydaGONAQKDjJeb6v+vWV47xhnJMXSOLAo+ZeUdOdj9Hik7sABDT/A46a9vV1YOBgFLnjoIS2IOLRBJKIkNA5EFKP8v75CX+yGEf/VRg0KAdQ4cwoTZUmORep2bFMvSpC1YYOcjx2rfoIgt3O0OKoXk2cTw4d7ofA30HD6tBrwA9RdjP7d7c+5O3783g0N9GGMH+VJRkKktHe0CwuB3emW0ga33oesNf+/FyZr+qUB1oOqzz+XhjNn9HNU42ox0LmnDAcopnefr5cLpV1tD5Z3CyAKJinHeKj+ntxcGfPMM0H3cqJQ1oCPmzd9/4ZSWwM+/Bp0I4m7fR2gqQX5ZxBxAyFFAAr8b857A4PiY6y6X/Xl8QY0TXb7diWSQNqSJZK2cmXIvL7s2S99U6rkCs27xma7NhjjoyNkbHaSfHt17pB96cIdNANoYBrqTRqipOEGggptWtTL1YpWTYuuaXZIdGSEzC5MkP/0YIGkJgyfAhRF261XXtFRVgirMS+8EJB392DXAa5xPAFpgBtrJ36xwVSJo7794kytb3SaYJDuib+n8eY87m0ub5yb3iVsDuK/7eZNablxQ//0V1wbQJXLmG9851ivMUEDUIOWvvWWTk7R+GJ64G4M9zAJQBMmwgcmATiKCHUCkAMoI8AQPkmYiHdu6pB/Dg41FouO/uL9xggoyWFT/+RPVNn12q7rYt/1sUTVlsu0/HjJykrWzp7hgWHi9lgRI3KNpRVyrrhZWlwR0jRzuYxZNEfH6XpLL+vp8HWhtFULdH9vK9Ll8LbKT4vp2aT41KnbBflTT+n7GEgRWnb1qkhkpETn5Ehufv4d/58ustHV5RCZtmKFpCxc2Kd6odnuVOISc2yjoUpC4sIMl+Qe+ViknSLDop46Bx1ZcvyGtyAjuQ2T52AoeUwEjru98Pe/R4tffVVVz5GJiVLw4ov3nP8WBekfvHxZzpe2SGKMVcZ0rif2drsSgMLbHxGpo/1Tc+N1DBh1rj+04fDll1J/4oR+ToGka06QG0PYHqAqPtl9HZnAOJ3X9mC4ADmHHx9IXbQoaGmaNEA04OPcuREN+LjX1wEUSmpF0dnwJLAAVXugr4v/2CYjiM8uz5G0fsgbiGQCdAw/x1BTG0P+/ejd63K2qEXVwE12Jwy/3muQKzmpMTra/LsPFqjH8L0M7tviN9+8nRi/Zo2uC4GGWaBKO3C5Qdc0rp/p+fHa9FwzLTUoibV9EdCQlzRuIP/GPP98v1M8Q1kHuNYrPvxQPfOM8yhWET01owcLGkFMj9Ak5+FtnJMuc/xIPkaGf/5VqU7fJEaLvDg1QtqLbmqzxVBydgfCB5+XX15en+sw0wPY6RjPDxLwbvNnNQlAEybCB8Myl3n06FH9qKioELvd7juw9oe//uu/Ho6HY2KQoKOlhA3vH6e7zs2N0Sa6hBRwpDo2M/ZJIEinLw2HwMdXFsovHY+I49RBuXLznMRFRehIBCNKdM/vtkJhoOCeICGMMa7m1g4l/5oTs6Rx3hqZOS1XHpyTHjChdaOqTb4+V+fzDAQZSZG9HhJ1JO+zz6SxM6BHEwUpxANU4zDCF+NyqddHT4Qe/7/g+eel7tAhDRah64nRM4c7VQOmpfX4cxNibPq88b3Zc7FOLpa2qiLwQEWEJGSukFmXdkl2jHeccNkjj0pzTrKaZl+taJPPz9TKA7PT7vnrykRwwdgO6Zs+0//HHrvnyD8AsYetQFu7S8d8QXO7U6rqHRIbFSEpcVaJibRKYoxNlXd8fXewDmWsW6d7Rf2xY0qqUByr6jgI47LthpL4WqPP9oDlybA9YH0ZbqSvXCn20lJVfEAE0vDCS2tIAR9Hj0r94cM+QojrEEIodcmSu66ADDUFV+m2bT7yD7J1IOQfY+eHrngtMbBDQfmX0o9nLSRBxSef+IK02C/xRgslvHOQZmWLptEyzjwtN14ixCFul0fq7S6pqO/QffunXxQrYcVzv1ehfspbtyqJjIKUBgHn6uS5c/v8vqY2p7x1sELVlXPHJujaShOjye6S6kaHptz21twNBlDh4SNavWePNsBqCDdi7R4maGjUY495m9KnT6tqEt9pSMBA1IeBgHRf9qodh6t0r/j4ZI0Sq8unJOve5Gyol0WuIjl05IxEVpfK8fTIO4LmUO+h7lPSj/COASjYuY8hgmv279fnV75zpyodwzXx14QJE+GNoO7Mx44dk+9973typnPMZ6AwCcDQQvzkyZr6CrHHhmUk+XIwjc7O1k0T+b6rtVViCws18dcAnnWPLsqWt11LxZmcIRcuH5A5eRHqI9deXi6ZGzaEnJH1SAG/qIpPP9XOIge9c6WtUj9xgbROmC3Lp6XKqqkpARFZxpgIBKABusSrpqXKzF68rSgs1MvswgVfB5MDarBJDQ41jLwwlqZqwOpq7SoXvfSSjjJRwPamBkxPjJTHF2VJaV27jvreqrZLc0yKHClcLbnHPpGxKTaRD3fK/Y9tlpb2WP06TJxRJi2fcveNVZgYPVTt2nU7iGbVKi2M7kWQ/OvsbOQhSq5q8qZ4O50eaXe6dPQ3JtqrtENJ0e680xPJRwKuXasFH8m5+HtSHNOA8B+ZGghQdHD/77/c1fZgSq7XS5T1ZKTAupf9yCNShB+g3a5kTuGLLw5Y5agBH2fPegM+Wm6TqfisQjKOVMDHvQoanOpN1umxyH7FfhYo+bfrTK0cvd7k86pF+defjy9EL7YrgLMRhEj8+PESSkD999W5Oimra1dSamJneI693aHnjbR4m/oLX65olczEKG1Mbl7kPTfeq+BeZX0zPCTZU7BL6Y3YrWlyyFsHKqSxzUv4zypI1JFU4G/vgg/rK3vKe7R3CQZSFi3yBlsUFalNDITXUJoZ/YHzIHUBNQc2Mqgn2RtIjg+WZ97YjFj51ooc2XawQlqb7XL4m1PSvKdWJkuNeprHezySWt8krS63FNe6JDs1RuLz81Thx/M36p7BInXZMumor1ein9eWeqi/gBgTJkyYCGkC8Nq1a5rq29jYGLDizx/mAhh6IOGOjZdRTkg71Ab+hQzqBExw8YGzxcZqYeePCVmxsnJKiuzxTJSixFSJv7pHJic41Ayeg3Xupk33XCHTfOmS+uhRHDJqcK4xUuqWPiau1AzZMCtNFozvf+ShJ6NovK0Yt5k/NrHXsWG8Bkl4a7582fs9OTmS98QTw6pogmDEEB8lIIpAVQN+840mCpMU3FfRn9fp74fnGERnlWRK+dwN0n74UymtbZexb+2Qh599UrY7IvW13H2hXhJibar4MWFiqICAMczQKcQZYb9XkRwXKdE2i077Xq/ypqD6o6bZKUlxbk2zzEiMlJQ+yA6+FzIVsgw1BMoYCj1NHu9FHdwTOGewBuJD5m97gD8hyhjWj9EAY2usbWXvvqsqMpQe+fgBBhjewJ7KGknTxAD7sAZ83KME9IinuG7fLvaKCv08efZsfe0DOaNyTX52ulYJaZCeECnPrsjuU32qQVy7d/tGx9mPUQaF4nutkwp2l9S1OPV8p01gt0fqW2kCWHTSAwIwPsoqNc0dGhByrxOAgHMOwUeaIt3ZGLDYbF2a5oBmJuSUvTMUbemkZFkz/XZDmPPhzDEJXQLemIK4UtF6R8DbUKEK1IceklsvvaSPufLTT6Xg298eVt9W3RtWrNB7AH9qfi8qXCXDh0g+ql95VZVE3bghD1Zek2OHLom93SllNLgSI5VIhcQeNz5bjrQmSUfmGKlbNUOmzgje9asWNg88oGQjKnEseCJTUzUkxoQJEybCkgD8yU9+Ig0NDd4FLitLfv3Xf10WLVokaWnmWF64gvdyzHPPib28XDwOh7RcvardOXz/6JCjZOMwQGcM1UNPxRvy+tL6drkmaXJ25kZJqz0i6c0V6qlR9OqrkvPII/r9dzs4yOB/ZSRhot47EztOGlcuFmtkpGxakKEjCn2B4hpvK5JzDW8rxq0ZmV0yKanPsBDGxxhlxM/RKCgh/xjhHm5Q6HOoQw1YiRqwpkYPP0W/+pWa1yfPn99rccW/T8iOk3GZsTpWuOeCTepd94sc/VzO3aiX4n95TZY//6x86YjUrvgnJ6slIdoq47PuvTFNE8EDCZyMIxljXBRC93KTCkN/o69X2+yUtASbjv9FRdukpsWpJMCN6jYtSPE4C0SJi6KKIhh7AMNrDaVMICNfNAVQB3e3PVg7PdVHTIwmCIpBNcaoM2sdSj5Iz76go3Y0R27c8P0bRvH4zhHCNdrP6V4A+2TZ++/rewZQaQWq0EH5yljhmSJvYFVmUpSmYfeVUq92HJ9+6ms04DEKUTQQInwkgSqN8V7IlLjoCHF7PFJW3y7NbV7lbXqCTZXArA3tDo9PxWaiM/38ySfVCketJXbulNzHH/epPAn8eO9IlS8I7f5ZabJowp0NYcJAIPpYkw/oebBZ199Tt5r1jMR5cOnk4Hid0vCHsOKeQL3INAfPYbjXopT587XOwB9b78n33tPHMZDkbf/wDk3s7RbeMXtMnDaQmhwWKY3NkbasCfLQQ/NkYkaqnN9TLk31HXL4VpvMn+zW1zyo486bN0vxa6+pAp41n3WePcOECRMmwo4A/KwzITEvL0+OHDki2dnZwfrRJkYRSbNmyfjf+R1NAybJlcIY8o/CDUJHi+ONG/XQ2hM4KDwyL0Ne2l0mWGHvy10hm6Juipw95vXYeecdLYwYN7hbCxzSzTg4kSZIFV3SZpUThaulI2uMHiy2LM7U0YTegF+Jf8cX8FIF2vF1OxxqKm4UlnEFBXrwZAxlJBGTna2JcnWoAfG0crmk6quvVJGY9eCDfaoB6czOKkhQkvT4jUQ5anVLzMEvpLGxTQ79+2uS/OAmaXQnik0s8u6RSnluRU6XFFITJgKF3i/+vn+PPnpP+v4ZINRp74U6ibRGKJmB2hayfaq7UuLbGyS+1SJXIrOl2hMthRkxmlC5IsBRfDzV2EsYhaI4QyFDgcla0RPK1fagTm5WedNRQVKsTVZOS+nV9mC0AHGHHyANNNY7/AAZJesOyE8IwsYzZ24HfMTEKEE62gEf9xJQyFfs3OlLWKYg52wTiHITAubD49U+VX52cpQ8vSxbibD+1hlCP3xevE8+GfRQnGCCsV8rL4fFey5pbnfpWLC/Ejgy0qEWANgC9NWUvBehUxdbtui5V5uy770nuU8+KVclVZuXarUdYZFH5meof2JfYC1ePztdFkxI8k2EsFajuiQAiYmQBUFIO0elyDqEWo17g6bGSCjWEqdO1XUQ8o97BdUkdkN9+XByD2M1o6PLN26o0KCniTTI2NSxYyW/oFA+KYmUylqHENPy9vl2eWqpW210th3wejAevdYoK6YG11oGL0Ea8JCArvZ2DUCxPfNMr/ueCRMmTIRsCnBcXJy0t7fLD3/4Q/nLv/zLYPzIux6hngLsD8xrUWowxknXyhIVpaMxmfffr4RSf6Bww6+EgzKm0E/lt0j9F59pJxQkTpmiJNBIk1LDCQ4jNfv2Sf2RI3oI4eNGdK6czFkgnqgYiY+xylNLs7VY6Am8Vv6eLwYG4vnC68soGj4uIH7cOMnZtGnI/otDTfvikMaBzvBXoyuqasAAA2IoOg58eliKPvhQlRfuqBi5Pu9BqfLES35atJIQL67KvacNyIcbd2v6J4qchk4f24xVqzRs4V5FfYtD3j9WrZ5frEeHrjRI/tVDknfpgEQ314jF7RKPWKQjIkqKcmfItWn3yY9/Z7HMHTuw9MaGkyelslNxaY2O9pKAfiOQvdkeLMf2IAhF7nDum0WvvKJFHkUfCdJG0jprc/3Rozr6SYHrC/iYP98b8BEmpPPdsA5098ZlKkGbZP0knwLui/ePVsmlMq+6iNHzp5Zl96nAovnJvmwoDVHk8/tC/T1vbHXK7/3yolws9YYCGcoom8UtDqdHXJQTFqs0tDl1VPXJJVny7dWhN8o82oCcKt2xQ8+IJU1uOT5+rThSs3SMesviLJ14GCh68oQOVnOE9Yl1jPMaaxSTQd3JquFaB2iglO3Y4VPvQT6mr1nj+x2ssQbhxznXqCn8wX0V5x/e0bkGG/fvRyeqNdgGaH2yNEs+OVmjPotc47+1Pn9YyGweN3YDrD88poLnngvpBkB/MFOATZi4BwnAzMxMqa2tlX/4h3+Q3/3d3w3Gj7zrEU4EYDA2esgsNlUwITtWNk2yqTLNIIEYe+EQPFgz+FACSsnyjz7SDqTCFinnc+bKhegCle9hDI5CoKdUQF7fC6WtsudCnXrtGBho6psamW/f7isy8FDBSyWQomYkNno64LX79/sIUoBKJvvBB3UkIqDHceS4nHhzp1Q2dogzOk4uznxALjdZtQibXZAo31mba6oQhgl3Q+HfHZhzc98aZHnuE0/cNc9toCDl8+MTNT6FT2FalMw+vkOufPq1tJZVSFRLvYiL9cki7dFx0hqfJracPMn8j/9FHn1w1qA8FyFfua5oBKGQcKXnyIHLXW0PCBpZOAHbg+CMuQ03UDgzQmesb5CbzRcvSs2ePV0DPqZO9QZ8BLj2hQrCfR3g8Vd99pmP9I/Nz9f3KJAmGYorFOck0Rt79Nal2X2ODGKd4h8wovvyo4+GTSjav3xWpCm0l8taJSHGqs22rASLvhbFtQ5psLtVxUYIz09/c8YdSaomvGi6fFn2//wtKau1izsySuxrHpMnHpwuOUOcXBguewTDtgeyirN6wfPPd2nYD+c6QBI39wziA0hTFHyxBQXSduuWL6XbH5CUqC01vGPcuH7DO3jsX56rkyNXvandpAUvn5wiu856axPUlGumD09dgrISX3DDM3vMM8+ErRDCJABNmAgfBE0eM2vWLPnmm2+kuLg4WD/SxF2GOYUJUlLbrh451yra5Fhqiix97jlVgjVfuaJEIF1GfAGHM21sOMFBouHECfX1YMQV2LJz5VDmQrlp927qOSlRWiT05A1E95bkPP/DGymWHN4mZgd+eNPxaozMy8t9Yxy8rqE0TgYRyZhcwqRJPjUg49KYTvPvSXPn9vt8cxbNl6UWtxR9uktu1djFc/5LsU+5X27UtEt5fYfUNDvkB4+OVbWQCRN9gULCOIjjbZp1j/r+oYhgDcJ2APASUABNvLxXSg8fkJTqW5Jk84ijIF/aLDaJcDslqbVRnI1l0lpnkfqf/7NcnvEjmTxmYCpA/J0o3FgLHG3tsv+nr8r5iaukJSXX9zjYQxgvDpbR/UiAtRdVH0majPk2nTunwVkGzICP0d2vCRswyD9jRDMQMs7hdMv2w1U+xRXj7yjeGH3tDexxpW+/rcE3xjWPt1mgATGhANYCUmoh/pranFLX7JA2u4jT7ZG2Do8+f5RnTCiwJ5sE4J2ALP2qMUWuFy6VpNpvJE6csqR8r6S5C6GBhvT+4H88LjNGm8i7L9RpQFJ1o0PePlipAUmEigTaRPYH5FTGmjVq28J1TGI11+5wQ6dnnE5dR7WhXVKiVjrqmzdliu9MS/iSKvzGjVNykPHhQME+f//MNCW0vzpbp6O/ey7Wqc9la7tbjl1v1KZTX36egwXj1Y66Ok0Bh2TF95ApnXBaE0yYMBF+CNop+vnnn5evv/5aXn75ZfnzP/9ziQrTDoaJ4QOb7AOz05Tcqmrs0PRGup3jNm3S0WJ8kDSBb8cO9T9KW7YsrApwZ3OzFq+GhxAbeOzCJfKZs1Aqm7xKPkY78PzrXiT0NL6RGGuVVVNTdJRmIOMbkH8lb7/tUx8mTpvmDTEI0QMFo36MxvH+MxLHuEnlrl0+b8D+kqIZCfF0dEjs/v2S1+aUlLI90pG1SkrbItQP5w9euSS/vSFfX8dwup5MjByMkByuPa4RFDmMbN7LI78AD7NH52fI2LRIOfMvn+novqfTsoHCC9sPPrdIsrjr6sVVVCau2AT5ZsfXMua3Hhmw+jZu6jSpKWuTK++8L06HS+IrPxXHwvUybu4UWTUtMNuDUETC9Olq+m/sDYRLUKxqwMfkyea6NErQPef4cf074TOBBmN1ON2qgrtVbfeRLlsWZUpkH+Qf9w5nG/ZngJeZpmGH0Z7E2e2b8/WyemqqHLnWIHHZcdLW4ZKm1nYl6MemWyUhLkZS4m1SmB6jjQTE/ZCGJrxgdHrHkUqvj2n+REmPtcisymMS5WzXgBAUYENVAXNN4SGICtPfRqaoxq5WPPz76mmp2lweCAhsY9QWP+mG06eVbOueZBwMcI+0+od3dCqlo3Nz1Uvb2fnBGRf/cfYj0nSHei8tmZgscVFW+fhktfpt43cLGUigD2dJSMLhAPY3jDI3X72qH6SCkzxuwoQJEyFPAP7Gb/yG/Pu//7scOnRIycDXXntNIsNkpMFE/0D233j6tJqZI8OXyEhJmTNHSbqBdNo4IEOA/eqbMj0IfXCsSr67Jk/Sli7VDiPdLxJzGQ1tLy+X7IcfHtDPHy00X7qk6iEeO2BEInrNBnn3mkhDq5f8mzEmXh6el6HjMf4F9+4evK04MM8fm9hnQdETOCihMCBREiTNmKEkWqiSf13UgGvWaNplJWrAujr1c7n1q1/pvydhht/H4S512TKvj9aRIzInxiFjLcfl5eTFcr3BLUXVdvmnT4o1KXntjDQZnxkTVkWXieEHKqD2qir9O80HRjXlXh/5zYiRxxZkSEKMTUmSjvp6VSqgroD8YxTL1dKifrCWyEiJyc6S6MoqaW+uF9vpw7Lr7HIlDwNVebAG0hSqb0mT6LnrJPnYLkmOtsicqgMyNT1P4hOzJNzgH/ARmZYmFiYkWHs8Hk08juqnuWFi+KBNx4MH9e/YjkAkBOLBx/3x9sEKnWYAk3LiZPPCzD59KAn6wO6ERgPIvO8+TYkOJ6D2e+dQhZ7bEuOs8g+/NlXsTo96cxZV1IvV4pGJ2TGyZfl4VQO+sb9cmtpcOo7K/R1IMvjdjma7S68dY8JjbGaMbHn4Pmk7naLKOprING8hAYPhBcdZc8H4JG1++gfJ4Vd5ubw14CA5A5ybsjZulKKXXvKmAn/6qQZz6P7ASLvVqlYGeOcO5PFTX2h4Ryfh115R0WN4R2x2tqQtWqQEpOFH2Hzhgp5zg3WmI2yOxte7hyt17yuqaVbCn/t78YSkYVGf8zyodRxvvqmkJmpACE3UgSZMmDAR0h6AoKamRh544AE5efKkTJ8+Xf6v/+v/kgULFkhaWlpAZGBhIfL3ewfh4gHYeuuWXP+Xf9ENmi6VmuxGROihmU2+4NvflvTlywf0M/GP2X7Yq1BjRITUVjZYfj6pXwaBxe9ADk93PhSBz17Vrl3SeP68799S5s0T5+wl8vaxOl94x6KJSbJuxu0OZUu7Sw5cwtuqWUfuAM9/4Xi8rZIG5Vunh8dt23yeihweMtevHxayazi9PiDyavbulYbjx32HwLjCQh036UsNqF5Ou3ZpoACwZeXIm7GL5GiRXYsWxmIYfYHYYKTaHE26t72/DDRdvKjqLOM6w/8r1AnzkRj5XTklxac8rvzsM7nx7/+uxVbs2LHibmvTYAvef957W0aGxKWmavHW1O6RusKZUvLcH+hIJATJYDyrlic0SuTeT5Vo1DTmRx7Rka9wAGuYBnyQdu4X8BGVkSH2khIlTO+Way0c1wEIC5KnjdHBfFRXfmPZvQG127aDlT6F7NS8OHlsQWaXpl5PvqJMBkByaKG/caMqQMMJ7J+v7SuXys57dOPcdJk7NrHP8wDBPW/sq5DGNi/pyTRDsNNUwwm8HiTLGr7OKPRoCBvEce2BAxoaZzSQuSaDrUKHgOzuqWqcO5dODtxTFUIbP0Bd39raxBofL267XTwWi0SlpKiFBn7e2djO9LImICQwVH5tRUW6n3QHzf8u4R2dpCL3UtUXX6gKUZ9DQoKupcGsE7jHtx2skOrGDj2nEy6HyvfBucNXi+APWvTaa3qWZ61AkczzDheYHoAmTIQPgtbKsHbzFjt//rz8x//4HwP+fjYJDpEmQgsESFz68Y+1aDG8NyJiY5UEtJeW6oZ746c/FU4TGJgHism5cbJ0UrLK6tlovzxbKw/MSdfRhzHf+paq6UjkQwlW/NprqmKjsxhKwK+O5EBGEgCHNbqjlfE52j2k0wrum5mqowXGQdq/Ews4Hw20E9sdPAbIPwhUgOdUxn33hU1B5g/8l1BIMFqifmCkvN265fUGRA04e3aPz4t/I5WacWAIWWdluTyVc1ySpy2VCxV2Kapp941ev7S7TKblxetYYVqCqVS+p33/PvvMd//ShQ93QiYYI7+MNBrkDooESFIU2YxmofTw9xLlaxxVVdKBV5PLJQmxUdIY5b2nPjlVo4VTTw0NkuG/Pl/nHYXrMbUyX1qzEzQBEhKt/MMPJdvlCmnyhNcCjz8aGBRxBljLGPekoUXaMU0K1rS6gwdVcWpi5EDYjEH+QVSg/AuE/KOZ9+aBCh8JhqL/kXkZfdpz1B87psouY18jhCt+/HgJJ7jdHnnvaJXveXNu8yf/ekNqfKR8a0W2vN5JAqLu5cSzYkpyWJ5LhgIsXt46WHm7ITwhSdbN7Dqymrp0qa5zkGqGV2T+U08FNRkaj7sNs9PVz85IVcePkHP4yVtN2vhZEECqelR6ujSfP681AKpw6gJVhXs80mqxSGR6ujjtdq0TILEAz40zs6HyMxrV/uD1wBLG8PLT8I4e9mP+LXPDBiUeIU61+f3mm5K7ZYt6qgYDNIhfWJWrfpekAaP4hfxfNDF52M6MEJwQpzwX3fM++EDrIV5vEyZMmAhJAjCIQkITIYSiX/3KK82/dUs3ZhQMbL50e13NzZrCxTtf9PLL6g8ykI7l6mkpUlbfrj46x280SV5atNfvLipKC3EMuasJ02Aj3LlTxwLUM2eUC3SKXDq1/um1BFmgULtQ45KPDlVod5WH+dDcDB0pQGXj78ViYHJOnKyePjRvKwgyJf86icjURYvUU2Q4DtmMM0Ne3ixrFHI1puXFSJAFgD6Qxlj47W9rWibBKhwmIYZbrlzRw19PRZsxosKoFR6C7vISuT/iiDgyF0pWcrQSHS3tTomPtsmF0ha5VN4icwsTdTyJw7GJe8z3b+dOva64blhzIATu1ZFfDOI3LcyQ+KgILdS4f1quXtV1hTXG01nkQQJaU9Ol2RYn7S6PuFuaJU4cYq2pEUdtrXqOTlwwXW6hFLG7ZNfZui6jwChhjOKzu+1B9+IzrqBAlR2Yv/M+0XBB/UF4QqiBPRJjfGOUHLBn4uXkX5TyOYUzX0fxGjNmjD5PE8MPiGySpgHECgQLpGwgyqk3D5RrmAKYXZggG+ek90r+ca+wb0HmGL+LcBGuh3ACz+Oz0zWq0gU0zQiR8H9dOA9cK2kUm8Ujk7JjJDvb4zt7pMRHynMrc+T1feV6dth7sV7cHo+qAe8VEhBf5x1+DWHSZJdOSrrj+fM551sP6uETJ3R9wDMyn0TqAHwpBwLI2U0LM2XxxCRfE8be4dYAjGPXmvyaMD2/RyTyYgnRwVpnPI+ICO9zioiQjspKcTU16XNBMIBVhL242BeM54/IxMSu4R0BEp76eq1YoV+PhQf2O6XbtnlJ9iCFCEL0vbAqR0eAvzhTqyr1v9t5U/7vrRP6DPsZCmKys1U5Wf7ee6qK5BoY89xz96QnsQkTJsJgBJjgj6Hiz/7sz+ReQqiPAFMEnvvTP9WxL1ILY/yKGC0GUW02NUnLtWvqwVH43e8OOBWMA+SvvinVPyOtFnlhda5kJd0mw/CBq9i5U/1GAGNTGPQHsys6EKB+Kf/oI1/AhqrV1q2TxJkzVdn35dk6/Xeey+OLs9RvjjS2PRfqfKMfYExatB4Ex6THDFnBVPLWWz61CZ6MKEqCfbhmZPmlb8pk/+V6NUVuarErwRkXFSEzClPlu2vzZEKnamjY1JaoAfGf5HWPilKVIK97T88VkpZRckZVgCNvvHwcP0+cHovXrDwjRhMKjTEY3i8Ow4snJkt0gGMw9zrCcfTPH4yLU2gZ9w3FxL068rt0QrzMj2mStqtXdD031lsDvL91R45IW1mZNFbWSk1yrrTb4sTpcqv6w9rRJunNlZJgcUh8brbM+slPZLenUEl2wCgwgU+DHT/TAIV33vGNiWWtXy/Jc+dKKIA9gUaVsdYArAoo5jWlsod7g3WbphnNLUhnbDTCtcALl3WA65o9AQLZGh2tHowU24F43725v0IT5cH8cYmyYXZar8+Vn4+qGKWhQXCgMmSsM9yAMoy1AqDkfXa516oFQuS1veVKHkHyN7bahbuX88Ck/GR5cXWuNnMNQP7hCUgiLYDspwEcytdLMECT48Pj1brmcl7aODdDpz36u5/wQW48d04/pzmQG2Ay9WDRmw0DVimc6/zfJ/aGE//hP/jsDdSioZP4s9hsSvqxJ3AfMJqbvGiRpPit1RFWqxJ9EH4Qf+qNOsTrAGIf/3BjzJ46JJhNIppk//2tq/p+8lBp7H97Te6wpAIbwAeQhhKggcR6hVd2KMMcATZh4h71ADRxdxGAbKg3f/lLab54URJnzFDSReHxSEdDg1eBZbHo/+dwi9/c5B/8YMC/p7jGLq/vx0PG23H79urcLiQMChQMtO0VFfo5vxdfwEAO78ECtwkqtBoUiZ1dTDZl0nVtycny1bk6OXzVW1DHRkXIU0uzpd3p1kNVef3tQxWpaxyqJmZ3PVQNtvBU8q+zWGcEmzCVYAPy76+2X5eLpS06BtFkd+pBi5UjymaR/PRYLe7/aPM4mZo3fAoqFECM1hmpjYBxqqwNG3o0nOZwinII8lCfR+4k+Sx+tnjEognLjG+hPMUQ2wDv3YopKTri1N8YzL2OcCn8ewvtKfvgA/07gR8ogUZbWTzSI78WR4ckN5TKspg6ia8t8Xq7+oHXgwItfuJE/Wi4USQf/8Gfi1SUSnRTjbTZYsVujRarxyXxHc0iVps0JmRK/sR8mbpiniSsvV/eqkiRxlanqv6ykqN0zRis7QHrv5KAnSmqox2kwLpLWBXhWKyHAGKJUb7kefP6LdbwhqOZBOLHjZPcJ54Iu/soXNYB1JllqEhdLiVSIOQCGRXsTlz1NLrpD2NaAbIRRKenq4I1GIEOIw3I+/eOeNWsqfE2HYfEIgDy7yfv3ZBTt5qluNaur5FxHqCRlpvGeSBKfu+hQh01NdDY+VoajVAN5Zo+9OTWUAUNll1nvGOuvC6bF2XKxOzASH5ez4oPP5SmS5d855zczZu7WC8Mx31Ms3r3hTrf9W4ow9fOSJW8VK8KkfPXqd/7Pe+5ymLxqhONjk7nz/E4nfoBIYhn7Lhf+zX9k3UuJj9/WMhMxooh+A3PVRLWSdoOFhiB/+Hrl6Wq0SGZSZGybHKKPLU0S1WuwwH1tMYu4tQp/RzrC+qNUL5fTALQhInwQWi3E0yMKpDUs4nT2fORf51GtY6aGnE2NCjxx//j6zADHgxQwd03I00PS7XNDvnoRLU8vijTt9GpSfezz+pmSFdd/e5ef10y6fLNmCHDDdR1qM84YBiFMYqh1CVLxC0W2Xm8Ws4Ve5UuyXE2uW96iib7MvphAMKJsRcdce7DMyhQoEAkLc4ohhkrS124UIYDr+wpU/KP4BaK9Wm58RIhDnE6PVLb6tIRboRA//BxkfzP70wZttEIVf2tW+dLCuY6QHWjScGoAbslwWmhh5/KO++ogii+7IqsyomQ3fEzNZ2Q0UTGk5ZMcqjKoajGrupGRj04vOMPOCM/PqQPXCYGDsZZ/X3/CJe4F8g/7t+PDxaJFN+QlIpbktlSIVNyYvR+dfvdMxSbEH5x48d3SWDfWZMkB2Y/IWMb3pLYiHhJaG+QaGeHuC0WqU3IlpbIeKnKnSZf5y+WP3IUieuLT6Ugbpy83DpeOtwRUt/qVMuDKblxem8N1PaAhk/+00/rmBfkG95qqE+CWeQFHPBx7JhXAdNJmnL9oEhkXwhUnU5BRxGNkT2plvWHD+ueYiL4PsZl777rJf+sVvXYCoT86x5igfcd46+97Qfsxfwefh/gd/C7RmtaYSigKYtyzWiKbV2areQfILwN8g8LgZhIq0zJiRerdCgHVNfqktK6dnG43PIvnxXL3317iiTFecsM/vzWihx5Y3+FnvMOXWlU0vA+v3C0uwEQN9+cr1f1pGFvQEPYINAGkgrLWsMZR1OkP/xQp1+Ga6/iPSCYhPXZ366Gc9HLu8v031dPSxVHebk4GO8l9CUmRpy2KGlvd6pXJO8iadCRNotYaJRDENpsOh003KBZxf6AZyz7Q/Xu3ZpQnL5mTVCuLxpYKNnfPVKlSknukVf2lut7m508eAuf3qCe1uvW+cJSaBgRsGJ6xpowYSIYMAlAE71fHAlePz5OdpCBRjFokE4UX/bKSvV94rDL1w8WC8cnSmltu9eXraxVDl9r9AVnAA4RBIHgC4iBN4d5/KDwBSQYYrg6oyiF8J3j+QMIT7pwPA464e8eqfT54+AhR6f83aPegzNgrI3xtgXjEiUySMSYvbzcq4TpfExZ99+vipPhAF17DoIc6nl+jDRzMLG3O1Qhl5Vkk/gYqxTV2lW9eehKg6ya1r+n0lDASEzhd76jBzzM9BkLhKDlvWL0w/86pDuN9xIeiXjqZJRfkkVZVjmSOE2qGjvUm+fpZdlqVs77+NX5OvV5QtWw81i1qjoZ1Taet4nwBmsWhRTXjPr+oeAdwroVDrDX1cuez0/I9WNnJbG2UizikTHp0VKQ71UhQ1DgmURQRWxhYY/KNQpBitrj1kL5evavy5zqUzKh8rzEtTeJ0xopZckFcj5nvtxKKJAFWdHyTVOzZNTcELvjpMyx3JQTBcvF3mGTlVOTZeXUwa8PhE6RjqnK55YWXQNoPqUuWzbs96cGfJw/L7V792oB3FPAx0BB40L9AGtq1FcWdQzepyaCA1SjqvxzOLxJ0ps2qY1If6hpcqjnH40igFK1r/AKmqLsybyPABIdL7LhHNscLkDOQfIRDsEe/8TiLF/oAWcebE7wbqZxMKlzksHebhFrhEhGok2JviuVrUrwf3OhTlOSDdBANIJB+D3sr5CAfakqwwmM+n5yskbOFDX7Qo2eWpY1KI9nzrRcQxBaWOHgyUrjM2uYVWAkWi8Yn6TNav/AOs7lVypaZdb5YrG5PToJ1Oa0iEvc4vZYfH7YbkuEuCw2ibZ0CKdyQ5E3EuBcjliAABUaxIzRQgJSOwSjRmDvotnPtY+FDKQ4/pbcI4UZQ7Pz6fUaePRRKX79dQ1Nqdm/X4MSQzkIy4QJE+EBkwA00SsYryKBF48iFGfGwZlkLtK3SP9ik8XzA1KQrhskS3Tm7QNfoOBAs3FuupIyeO0wOpubEq3jB/5fg8oiKjNTR4IpABlH4LFxUAqmgb+7vV2JRsOHBfC7IRs51DMW+86hSh2lo9tNui8HILwMAQfnBeMTVTXQUwLmYIG6gELDCC4gDCN59mwZLhy53iht7S5VQUzNjRdavK0dLmlocUlslEUJzrQEm5TVW/RAf2AECEAAMY0PGOErmLpTkBtqQLqmCdOm+Q7JasC+dasmq3GIKqg4J60ei5xLnqbqRRSnhBRMyI6TcZmxcq6kRUMKeM6MfWw7UKGHO8aVSIYzEb6AMIJAByjH8CG628A6hD0AYTlVZy/KmVM3dF2K6lyXJufGS1ZOmipp+YBw6k9VcupWk5Q3tKvywRaZILuzlsu+3BVaBBqFL/ebx+2RU+Ud0pE1QzYntEhUXYVMtjZKVumX0pJ/v5y42azF5VDWRJowkIAoAbnvKYogdtNWrhy2wpgCXAM+Or1fjWJTAz6GQNgZybBFr7ziC6Uh+CgcVWOhBu4BwzfSCPkJJByAMwhpv3jbARpAeNb1+ns6E1sNUhjvMRpR4agqhuh/+2CFKuHBI/MzuvgUny1u1qYgI6LjOptiLo9H6ltdwmADnmgQgHFRVqlu6pADlxu6EIAgIcZLAqKu5KwHycSadf+soXvBjSYgR0lLvlbROZWRFClPL80O2OKgt/UBFSnXMWe/xvPnxcIkxP33D/trhQ0PxDd2KP7erdfcKZLvFIkUVH4OcVqsYvHczgJRW1iXdyzcabUOqjEyFPD7SM5VQr66Wl8zmuUQaf6TTIMBEz7zxiUK/Ccp9tQBgKTgxxZkDIsFDsILmtiQgNRYnHexHQpW2rEJEybuTQz4hGK1WoflA/8YE6EFoueTFyxQVQJjc21FRUqMAaT/qKvcdrsGhPA5fh8Ym7NBGaEUAz1wPL44U33lOGhwmGq23/YiMcDGV/DCC74NsK2kRH8vY57BAGNZt156yUf+MSaY98QTSjhxIEMdhgE2IwCMR9ystuuBlwOZelsVJsj31+XrWHNQyb/iYi00fKmlDz00rOSfYYAOuUmBz3txvdKuasCGNpdUNDilrcNb+BveQLw2IwnGPlADGq8DBz18tUhQgyA2wHuYv3WrmvPzJk2pPCsT6i7r/6Oji7oJMJ5NavP3789XVQLjOwCi8KXdZeqJBNFpIvzQfPWqjm4CSJu0uyj0gwKa9Y8wilu/+IUS4Zc/+VqOHLnma0okZmfImqfWy5zf/K6M/f73lShHTRsIUcF9XVLTrgmeNDy431GK+K/dcIGohlrb3dLQYRHnukdlxv1LZcGERJmbFSFpBz8W98WzPl+soRZ5kIB6P6NaOnRICbpgWxorubNjhyoODfJPPWgfeUSTGYOh1mOfpZHjs5sg6di0Zh56ONa2bb5pBRRAiVOn9vt9ENwoegzyD1KqL/KPe674jTd85B9NBVUbhSH5x72L8s/w6MP3jdTf7uuAg+Rvt0fJPsg/mqAQgLUtLimq7ZCSOruqAQlO6O08AAn47Ioc9UQGR683qfVGuF73EKcExRjkH43r51bkDIn8MwBpRQhIdFaWfs7UQw3K5xF6rZj82DA7XX5jXb6OCDtSMqQxOllclgixuF0S7bSLTVxaTPIR5XFItLNNvZadnghpjklWhexIAlU/+4OxPtMc9rfMGQpYD2ik4XuNFyB/53xMvXLsutcHPNhA9ZezebNaGDD9xPmWmsyECRMmBosB705G+mu4btQmBobCF1+Utlu3vHL/khIdgdKkL5K/bDZV0KD4y1i3Tjqqq7Xr13DmjDRduCApixerL91Aum6MSjw4J10+OFath/D3j1bLM8uzuxSbvg3+6ae16CPJE7KHgzid0eQ5cwb1NvOcGMOqP3LEd30nTJyoXoNGQmNlY4e8tb9Crla06ghAekKkTOxMSZuUg0dKimT6pRgH1eAYHyOMlTv9YQIpaAYLnj9E34WSFilraBd7h1s9vPzfB16hyianREe7lPyLjbL1meQ5XICIRnHBKB7ebhRjkD1cr/5qQIzYIQGL33xTC+2ZlaekzWOVsrQJ6teDTyPqJMChjkTg2YWJOtZ89FqjFj46ol7eInMLE2X5lBQ9HJsIfeCjw/gUQF11N/j+sV7RFGi+ckXVfgbhzb17o8ruVSenZEh7zjiZvWKWrFo8ftD+o9z7dodLGzN4gjndXhKANYA/uTe4Zzxe3kQ9oL6/vlAibeOk8dx4sX72mY5VWs7sk6KGarmctVkmj7kdEDAYQP6NYRx42zYlfCB3eU2CoY5BaVF34IAasHcJ+FiyRJLnzw96GiNetuyzNJ0oVuuPHpXURYuC+jvuFTCVQKPMuB/YAwJJBOV+eetghe514IE5aTJ/XO/XqPqyffDB7dCBYfThHW6wZuD5R8gXQOW0ZOKdz539HXIPGAQff/oD9SAkImcFzhCMw3I26n42YO/0egKWq+3GsetNqqx6oI+E5VAEikgUYEZKND6nqMGCZfniU4E9+aRvioFEdprRI+kHlxofKZsWZsqZrEXy4VsTJbqxWmIdbSRJSqTDrl7hBtwRVpJMpDYhS65GFci4f/93SZw2TVIWLVIbh5GAvmZbt2qYCnukQdbzOmqA4SABeU0SOOPrNLtoFO+/1KD3weena1UViN93sK9hBA80F2hwsz/RmELp6O/Ta8KECROBYlCnWJP8u3dA52nqD38oN3/xC6/fWlubVwUYESGRiYmaoInBL+QLHSlSWpsuXlSiShMST53SdFoNaAiw4J4xJkEP43SFUdgxDrxuZlqP/hgUe4wkV33+uXbG8OtrLy+XjPvvH1CRxrgQG6uh8uBwReGQOHOmbyO/WdUmP9tVIlfKW/WQy1jomLRoHZFhPNR/VCaY0EKDdDNIV3yMHntMR1+DDe5rFBDnS1rkYmmrjsA22RntsWhxz+hvbnK0Htw7HBZNQ+N7bla3KVnL+OzsgtFLO4SMLvj2tzWpGRLaUAMmXL6sChtIXK5nEl85SEtrqyyoPC4HPBFSkz5OFQg8tymMOneCooURMA58+y7Vq/k5fADpwRQ2iycmKVHon1ptIkR9/zo9M9X3LwxTOQFkQ+uNG0r4sS4Yz8lAu9Mj5xxJUpE3Xdrnj5Xo5ER5dEGmTMga2khppB9xiB9URISH+k7bABTthoIIiwASLykWjQIYcguVm2v7u9JwqkSk6JIc+JdfSc4PXpDE9KGNhymp3+kJSGHMHiWQgBs2DIrgZd9qOHZMFYVDCfgYDNjLGE9Xr6c9e1S9EpObO2y/724EpJ/h/wUyVq2SlPnz+/2+klq7bDtYqWp3tvuH5qZr86c30AjFdxZyWBtyGzeGtS8XCniaW2B8Vqxs6GUcF0Uge11CrFWuVbapChDER0dIUoxVWjvc0uJgHXJrc5T9E2KR88P4zFiZlh8vE7NjfUFhfP+zy3NUPcfo9YkbTXqmoAkcDiQgDWEsQgyV9dyxCfLA7PSgBL11h04xPPWUV3Ha0KDWB4wDjzTp3NzqkOKCOWKrKZdxDdckkjFga5R4DMsVcUuEkn85UpmUL5fSZsgmd5k2N/jAHxMikNphuN9jagDOy5qme/q0rq2M0tIIZk8aLJZMStagFPbCqxVtGia37WCFeoZCBnIe5hoO9nXAGqN11v79+lywjGA8eDjToU2YMHF3wuIx2bxRw9/+7d9KU1OTJCYmyu///u9LOBhqk1TY0dAgEhkpKXPmqAqt+yauo2hff+1LwwN0/fDPC9RzC0k9Y7Z0kMGWxZldiJmeHpvK4jtHDfBnYuPvr9PH5d9w4oSSRhBsvk7bxo1dvEu+PFsrP/+yRBrbXFogUFDPLEhQ4o8D7XAdZOhcojLQxDUMgTdv1gNUsMDzr2pyaMovaj9j/McAXXwOOsW1diUHC9JiJCMxUto72rX7WVLvkCa7R4uC2QUJ8tPfmqE+KaMNyBHUgMYoOoU7BbahmtQU5bfeUn+o1g6P7MtaIk0ZBVqoPLs8W/LTeiZzUTHtvlCnhtgGUEStmOL1yuH77xVw7TidTrVvCOVijbFYFBMAVRXrUDiBposmQV65ouQfJJU/WBdYV2tSxsiXdYnSFhHlG0NDiTKUMTTeY5Qt+HX9P58U+cbf4da41FkfEEu7DDWgx5t6ye/9f743/Y7ncfyVd+Ts4Yv6eWZWstz3W8/oGPJQoYqIt99WD1qQNH26ruGBkoDq33rhghJvXQI+Jk2S9NWrR8zHCs+q4ldf1feYBlvBiy+GvB9gqKwDXF86ql3tDeFKW7pUm4/9AXuHdw5VaDHPw8f3jgCE3oDSlARqH8GwaVNQ9+SRBqTbp6dqfEmnjK721dD6h49uyev7yzW0DdV8VlKUpHVeonanW0obIFEtkpkYqc2z7tMbNAhQBE7Ni5MJWXHe5iIjtAcq1HMXzClMUE/oUN5XaE5vP1TpU0D2FxQTLED+QQIaZ5ssfKAHOfUymAbU+7/8WH522i1Zlw7KktoTktDeJHHNNRLhZl+yiD0yThqTsqQpNk2+mv8tyZ86Vv58fJkKAww1tXFGZz/Gh3a41fisUQgSag8c0M9RzTFWPRQfPc6BkH3g2RXZkhoXqQpizoiAa3xTkJWgvkb9xx9rEwLw3meuXx8S90p5ebm4qVUQKuTkSDgg3OpwEyaCBZMAHEWE68ITyIGfr2m5fFmqKaj8vCrix42T9DVrAhoDwH/uF1+XqtqOA+m3V+f60uh6KwDoiLUystzZMc1+9NFeC0wOUPgVtty4oZ9zCEHlwZiXcSCpqG+XX31TJnsv1Wuhyz+jBiP1iyJhODq9BhijVj8oNlSbTc2g8bwLBmo6Sb/zpS2+A4sBnuPYjFiZlhenh5jqJof8xdvX1POQESGecpTVO/bX0uFWD8/kWJssnJAo/98nJoRMUAbqKIjoxrNnff+WOGWKqkO5NiCqGR/kUNtod8ve3BViT89TAuOFlbk+f6LeFCOoJigCDKTE23T0A5+cUDiM3SuFf19ouXZNR2UAh31sA8KhW87aBOFHA4AxX//CyRhHjSO5d9IkiS4olN1XWtRM38DyKcmyckrKoNYnRphQOzNGjLoXVQPX+8cna3QU2PiJKIONcUC8wCxiUY9ASIFnluXI/3j2TpUyz+ODn++U2sOH9fPpYxJk8iPrNXBqqNcQ6z/G7zSDjHsdq4T+3m9eX0hiIxwGxGRnewM+xoyRkUbjmTNS8emn+ndCK1j3Q/X+CpV1gKkEPL6M9xDVHwnL/T0ekt9JgmcvY98jsKK7710XMnzPHqnrvHY1XGrLlrBWaV6raJV3Dleqqp379sVVuX02DFD5vrS7VH75dZmO/7JWsF9GWz3aBMATODUhSqcBNi/K1GZaca3XSuRiWasSff7gXMcZg7MGRCLBajQaAV68KDGH84w1WFwua5X3j1Xp68ElhuqPsekR9biEBGxt9flBD7cClfMUicTnr9fKP1XmyxVHgqxwXpdZpUckrrFKXA6nMD3vjLBJUeZU+TprmVgysmX9zDT58QuTVZXbcPy42ir4JwMzlYGKkSmh4U7NJjSw+quv9F421IGBBAP1BIjfn35erH/mp0XL8ytztFbhGjaEC0wIPbEkK6he4IAGESFYhsgiVOwHTALQhInwgUkAjiLCjQDE6+lKRasmwEVGuGVKfqLER9v6Hb9jLIvOmzGuxoEladYsNeHvL7n3RlWb+qtAvpGqxgHVGB/p8fe53d5DeqfiByIPxQ++Tf7FQPOlSzoubDwmFB4coozDfH2LN4n401O1PpKHcZYX1+TKQ3PSg97V6w5GJfAs04NKZKSGkAy1GOU5XSht1VEfo9NugJcGxRDFz+TcON9oj3+h8PcfFemYTl2LQ5rbOlQBlBxnlcioKK8XYrbX54dDf3ZKaJCAPjUgwTSdnlCQf6gBE6ZM0XTPMlKV8X9s9cj+/JXiSM9RFeMLq3L79PjjvWEM6uvzdephZAAVBcqH8Z0piXcrQqHw7wsYj996+WUlhuj4o6YaivfPSBR1BunXU6AR1y1qCUi/WMI7rFYtwjEfxzLBUKMOdOTX4XRrkc5aS6BR97WBwv5cSbOcvNGsQUAopSAL8AF0utxK/EVaRRxuizidHslJjZTV01LlB4+O7VFJC2nwyit7JPLI1xJjcWnhnDpzhvp4DrUANIpUozDCw5UmUE92ELzeKL/xCzWA6i591aouKeIjje4Kj8z77lOC9G5cBwxP6aEAMkFTUktK9PPkWbPUt7e/n4uP77tHvCQOKrXHF2UqGdXj43S7VVFuNJO4TvAXI5E6XAHR9treMr2fCV57bmWuZCf37l/MOsDrhQUKzVmsQjiL1bc6pKm1QxuDybFWSUn0kn9bl2R1eQ84P+KbDBl4qbzV57VoACJxXEaMjlTiKcz3MmXxcIiRgExEoJjkTIp6EbVzX9MpwwXUzjrFYLd7rWEefVSteIarIWWk6vK8/1frLLngSZW6FpdMzY2VtMYyiWptEKdYpTg2S260RmqdwFlo0YQkvbdQSOKfx+PFGgglLQSm//6G1ULyvHnDqnr2b6zzuuGrh03FYLD/Ur3svuAVODy1NEsmZMfpfsqezHUMaCSTBk06djDBa1f82muqCOVeYTqI/W40YRKAJkyED0wCcBQRLgQgB7+PTlSrwW11U4ev6wlJtHJqqh70+tvcKMJrDx7UcVtDzUKxxwgAfiB9FX4HLtf7UlpnjImXR+dn9Hu4Z9wA0sfoNGJATIFJq7vqyy99Cb+AQ0fG6tUaVkJxeuBSvXq8XS5vlfL6DlUGMOb7nx8ulIL04R/HwqsET0OKI5Q+mBYPVmXAQR3CD+LPIAn8QecS0o9xHA5n/V0HGB/zfpRWNegoz9TcGNmyfLyOCO887j0ccpDH3JuOfqiA64/Ob2NnUQ0YBzZ8twhY4bosa3bLkXH3iTMlQ3JSovR59EU4G4XN2ZIW2XuhXn0TDeARed+MVE2LuxsRygQg7yU+jwYRhIpqtA/HPb1+jKK3XL2qaun2Gu8Ynj9QR/C44ydP1jXA/3VGhcK6bIygBTrya3h9ovCD9EOtoP593cB9zMj/tUqUO279WhRTFPztDi9pwLiPEQQCFZibGqNEAKqP2GiUgNk9KoJRH3/w5SVJOfKF5Nrs2nRAFZ67ebM+56GqwUrffVeVfYDxTJQexh6jexEBHydP3t6LoqIkjYCPBQuCHvAxGOA/WPTqq+rzRJE65tlnQ1ZpNpoEIEoYrD8MFT/7PI28/kYKL5W1aMAYexokzpbFWb2S5pwhmCxATQyi09N1Tw5XH1HjXECqPd51vFRPLsnus2nA6/T+0Sqf9QUKvy2LMuVcSYuOQhZV1KsaeFK29zzQl3re+HmojM+XtiqhiPeiAZoKVyra9HxBKNyyyUny6PzMUScBuVYZ+dxzsd6nXmQShH1+tKBTDG+/resF1zz7XLDH0WmUQP5BNAHIsrP5i+XfvirVPYi9A6IvMSZClbS1LU6dKmEiItoWIRtmp0mkNULfz4UTktQ/j0Yx9y62CzTrWecMsP4mzZ6tKt6h7gV9hurhq20E+KxZM6jQJa7bn35RrMo/yPPvrPHu0eyHn5yqkdO3vGPaNMyeXpat13MwoZ6Gr72mVja8bvnsE9nZMlowCUATJsIHJgE4iggHApDN/X99dFOOXG3UohE/KFen2XtKXKSSJByAfrhlfEDpt2pgu2ePNF265Ps3VICoLhhh6OngzsELWb3RUesvnc8A3Uo2eWME2SgAjU2fjiM+URyY6DjzHA9fI9nLpQeb2haHklhzxibKd1bnBr2D19uIAgSlf/IbXikDAYd6Chw67Sh7uoP3DDPuabnxg35OPW30p4ua5eMTXhIwLpqEv+AfeIYK1D5VeAN2dp5VDbh+vf6dIg/F6o0Gj5yaul5cialqiP7kkqw7fIx6u1eO3YAgbeiiboBgXT09RYMR7iaEMgHIGkOQA0A9hYoqFADhZC8tlebLl5X4M8IK/EGqOio/1H5RGXc2Oyievz5XN6CRX5SC/mO9FCzdwTVOQ2BcZowW+Kh63z9WrQU6mJAVIxUNDi2AKxratcjrcLh8BU5+epx+P6QfqdraDOhDEfzekSq5eLNWkk98I3Mja9XegTWPsd2hFrGs8az9FHogrrBQsh95RJrOnpW6Q4e0YPIFfMyZI6nLlvmS3kMFKHzUD9Dl0sTjghdeCMnEx+FcBwyL6p5+rob7fPCBT8EJUQ7R29/IN8q1ncerdOwVUoIRPa73ngBZTHPIaCRgIwDJEuq+jP2RFq/uLVc1P8BrD//a3gCZQXOP1w1w3qPp6z8FMZTCn32TxgKNStYaSCTUxeeKm9V+AKJtHmewNbm6vozGXsNr8PmZWvVLBEwGPLUsOySanDQ6IOgg1CCBODMGy7qABhU/2zgvMWaKhQ/AGgeSC8U4wgCH03uv0oCCDKPx89sb8qWopt137RiNpeWTk/UMr8nx2AVdu6b+4v6+4bzPTGkgEBgOUksbvzt23PHcBnp9HbraIF+drbvDq5znhTqQ86DxvLlvevOXHizY40q3b9ezhS0hQQqee27UmhMmAWjCRPjAJABHEeFAABLEseNIpXZ+rRaLdvrioiOk3eGSmiZvSiyd49mFCfKXz0wMePNko2f8qktQSGamNyikB5+7tg6XdqwZK6BQxW8jEK85TYLduVOqd+8We0mJWGw2La7p9umYUEysnLrVJPs6k7scLrdcKGnVg8nYjBgdCYIAgtAabtQdPaqedYBilINcdFZWQN+rpGW5d7wXU/POuskHyNnp+RhvxweFiOpto2c85pOTXiVTfIxVvrU8p181wEiDog4Td2PEDkA+Q7SqP4zbLRfrPHJxxgPiSkjWaxsvokCvbRRZh640yNFrjVrMAHjtuYWJsnwKYzCh70EXzgQgI98ciAHvKeqp0fT9ozBrKypSlR+Fjv/YE+C1Q92Fyg8Soy/VQ6Ajv1yDRdV231ivEd7RHawLEH5jM2OlIC3aV9T3pPjxEuGiSnD8ACEBW9vs6glIkb5udrYqibjfKd77UwSjtv4/X5VKq90pGTdPyfL2y2KzRujrgT2EerEOVR32/vvSfO2aprw7Gxp0b2EPAHg/sd+E8hgnfllYVQDG+5TgCqF7bSTWgZ5UgqzROiZ94YJ+zvsKMdefetO/SYWCdevSbFXO9mYhoGOPncrc7krScAT3Nc1UCDewdFKyrJ2R2ifx9dHJGjlb5FUy8VptXZp1hyo+WIU/jVgavSiEWXs4m0ECgsykSB0npXk5PS9ez6IjcS9AUH5w7PZaSKMCNVcohJ3573nGFANqZlJuh6oYVmJxxw5fGjpTMqmLF/v+v0FwkfLMBIhOBnXuBaj8ILuMxk95fbt8da5Oz6YGkmJtsmpaiszIj/c1rqgH6o8c0eaYfz4lDZyUhQs17CqY77mqG/1SwzU86sEHB3ReYOT3Z7tKtPGOTdGvrcnr0ojjHLjrbK2uOTQcNi3s3WogGPsENcOYZ57R62CkYRKAJkyED0wCcBQR6gQgpNLv/eKidu8gxiZnx+nGRt6jcSgnCa6mxSGzxiTIH28Zr8bNgUKTFy9d8iYvdo4XGAdtLczS07t8PYEcr+wt14MGhwc6wv0RcxR+5R9+qH4jHGjY2DlEUCxUFs6WPRfqfcm3dMYZh6OA5ecz9rt5Yeaw+/0BxqNr9u71kX+EFXR//t1BkX+lk/Sj0O+WE6AKHkZ7OTAHW4nX10Z/7HqjkgQAsuu5lTkhqX7Da41Ra381YExBgTRfvKiFz5laketzHhR3XKL61/Ax0DGrfZfq5dStZh8hS9FJEbN4YnKfSYvhgFAkAPEqKnr5ZX1PGZ9HNTVcY0T9jaFqci/jvdev+4ooAyjPIC3iGe+dOLFfL9T+Rn4p7CEFDcKvrL79jvXAuB8h88ZC+mXE9khGB6L4Mfwvr9ysEFuER/0uJ4ztmqgYiCKYQh9fMTAzokam3djve61o1GRv3CgR0YMfoScQ6to//ZNvfBOFBHtL5oYNQUkfHm7ouPaHH6qlBchct05H4+7ldUCT6z//XK0yQExennrkcr8H6t2GMhUFV14vTURG63Ts0SAGZng9KsMhQKiv143mHPsRIKyK9aOvIDeIfmOMEfXdU0uze9y3hqPw5zxGI4HGL2uN+kAnRsqU3DhvkyAhUsNDaGoGMn0yGLDWkvRr+EDTdN46Qg3hgQJVuU4xuN2qFOYMSVN9UD/r6lWp+OADVR/zWnPt49vd23WCshwVYIS4ZVJugiTHRfb6dXgm+/vM8t6tnZ6i0xbGtQgxBxHYdO6cPgYDPB+a9ygDg3Uv+vsb+oh+fGMHQKD5n3m5p2Z0SxHnjL7zmNdygGbwxjnpMrswuCo9xAOICHxq6E2bhj1duTtMAtCEifCBSQCOIkKdACQE458/LZIzRc0yKTvO5y0FAdjhcEsUPh5u0f9Pkfjoggz5nQcKBqXUwI+pjqAQYzSLoJDZsyVt+fIuxfHpW03y0QlvR55CFuPdnsbeOGzgN4jK0DhAoPygMG9sd8tNDiwpY6RxzmrxREbpobax1SnRkfwsi6q+HpyTHtDo51DA46zdv189qYwCVcm/1NQ+O+SM93Io5kDhD3xXpubGK+mXlRQ5bAVZfxv94asN8mXnWARkKiRgKHXMu6gBd+3yFdiAg5+rpUVcEVY5WRshxfMfEndMnKoAGQcfKDgYQzQbCgJAAcEYDAEIw32N3SsEoPr+kYzX6f2Wu2nTsJmi9wRIRyX8SO69datL4QJQDlFcQPjFjR8f8Dinjvyer1OLAgNLJyVpAc94FYQfBaq/j5YBCGeIQhR+KP1oCvT1XgWq+Al0HeiuCH5uRc4dSe6MAlMggcenRErMgc98nlCo8/AFHKhKTwM+du9Wkp9Nij8p9AhPSZo5UxUy4TLGyZ5165VX1MpC/QCfe25UfZ5Gcx3gd1Ho0tADvA6EcUAS9/W7UeF8QUencxSPMfXevFnxVUP5xN4AIBzSV68OiTVuKGAUkTOdkU76zPIcnXTo7XX+7PTtkVdsQ/h6iNORLvxZ1wgroaFQ3eQQW4TFRwIaQHmFKhAysPv6MlgQePTWgUrfqDQEFWEW/XkCjyaYatCAC4/H20h+9tlez5K9gaAbAm9UTWi1aogSzZhgrQN8Hc0lrCSY6DFADUF4mj8pT3Ab53g+jNrACOFBEQgpGQylm4ZHMerfGSSEepKE70D3CEQJ/7arRD2gU+Nt8hvr8u+oS2jO0ewy9uk101NUgRusdYX3SxXvnZYIjDSTDjySMAlAEybCByYBOIoIdQLw7YMV6vNBWh4eLMZG1eZwSXGNXUkMfABRmzCKtnZ6qvzZU4M32u/RnJ2gkMWLdbM3Rm9QlRhd7BVTkmXVtK4HHAo9AkAMY3CKprRly6Rj6jzZfeSmNH68U2zNXl9AK+m/j22Sc01Rvo152eRkWT0tZUSKGYpUI7GYhNL8p566Q7HEiMH1Kki/Vn0vjLFSA/hvcfDlAMxBfSQKlUA2enzA8CoziEnGgUfCR3EwQIkKEWioATuqqryEcUKynKizSdmih8QSEyNPYhafPbjxjZJau4bZGGoC43VZNTVFyZxwKzBDjQCs2bfPR6SjkkItNdxAuQzph/oCbz//sSVAAcGoKURkbGHhgAMm/Ed+If9RpJC2bXe4fKNx/uBtyE2JVoUfDRKKqUAJ5oEofgayDvirI1irGAf2VwQzCvzzL0vUlxBF4ndXZEjjl5/rawoo8Ah2CKQI7S3gAxKHe7qp82cSOJL31FMh5/vXG+wVFWr2znNifyh84YUhKSPDdR3wv8cJ48h/5pl+i3SfR5fHI3ExNnlmee/eba03bkjZ++/fDgdYu1YL6XAHhAsj/QCCDAuV3lRsvJ+7ztTK0ete8o9RW3w8Y6Oso1b4s/a9fdCrxOPvBNDxuJjY6G53gv+cehznxQ+66Yi/6baDFbr+AtKIaQCGQ7POfxyUhjIWGHiIBoK6w4fVLsdYN5mUCVQpPdB1gMYWBDNTEv6etEytrJqa2sU6BlV445kzUn/0qDiavNclQPWrycHz5wekou8L3POorQ0CjaYTNjycywPBqZtNun+Ch+f1rPBjimnboUq1GwILxifK/TPTghZww+tU/Oab6t0IsjZsUI/bkYJJAJowET4wCcBRRKgTgO8eqVSPJkbPMIk2Dj/4eTTZnb5Nvq7ZIakJkfLwvAz5v7dOGPLvVfXGnj2+AtA4yBhBIXTbMLEmlASgAjRIGb6Hw4/Rvaf7Gbt2gxyqj5FzxV6VicXRIenn9sp4e5l2tC/XOKVu9mrpyB2rmzFJZcMNVTJ89ZWGfgCKOiX/Og8bHI7oGHJwR/HXXd3D4Z3xFw65o2GMHehGv/9SvfrEADqjKAH7SxseLUD+VaMGvHRJ3x9UXB6HQzy5BXKyJU6qFj8ktpgYfQ6DTfY1RidRdFU3OroULXS/UWmFApkWbgSgGmG/844+JlRBKB+GI82Vn4+tACo/VGXGQdsfqBMI8OAjNj9/0GM454ub5Y39FVLZ2CH1rU6f8qW7AoX7yhjrLcyI7VWl09/zGojiZ6DrQH+KYBSAKAGNYvuReek6AsY+YJCqaUuXqiK8p9dTVeQnTkjdwYNdAj58KvK4OO/o6GefScOZM74CjzWXvSUc4B8QRYI5oSajfd+N5DrgT06wr0P+9Vf0++8/CdER8vTybMlMiu5dPfXJJ0qycu0wfs55I9xBs5Z1hDMFjdoXV+f2asnBe4lX2+FOtTHjmZB//Y28jkThD/GHf6HhI4eP2roZqXKVAJGSFiUDu4MGiJcMjAv43MHPofltkFJLJiVpczsU7rXB+ElD/kEC9rXOdW9Gs17mPvHEgJTGg10HONuyPxBq1dEZJMISP7sgQW1X/N83gn9o1vI4CUkygFIxccYMFQoMxdOVe1/tBTr3CJ3I2bq1XzsewP1FIwtLIfa479+f36PCtr7FIW8dqPBZD3GGf2R+Rq9q3EHZoLz6qv7JOoY9Qk++6sMBkwA0YSJ8YBKAo4hQJwAZ7f2bHdflTHGz5CZH+3xW8AOsb3VIU5tbD2WMSODNMqcwUb61Mkfmj0sMiicLcvzqb77RkRwDGNzi4dSRnqvqRBQxjPR8e1m6dBzYLY3nzvm+NmbGbLmUPUdOlNh9o7JssnTdlkxMknOf7pGzO79UZQDnlVkPr5X5m9YNu2+GFqJffKGdWv9CNCIuXsf51AC7vLVLkqw+n6gImZrr9fQrSIsJWtdwuDf6PRfqNGQFMIL47ApIwNDz0DHAOLChBmy9fl0cdXXiyh0rZ6LypW7RgxIbHyMvrsqRlCH4GjJqebakRfZeqNexEQOQOBQbgyUY70UCkDGhopde0vcL1QK+fwMde+rvebaXlyvhB/FHg6I7uIdR+THeG52dPajXg9+DNxIFLV5ljM8aPn5j0qOlMN1LDrMOjMvwEn4Qf0MdrR+M4mcw60B/imD/UWACRyjwUWTh4cqIFmCEGjWgofoaqI+sNl6+/FLqT5y4TSRBAo5SauJAwGPX1NvOxljW+vWqfrkX1gHI3cpdu3wEOwR/X8ocHhMjhvs79x2Up88uv3P83AAjxQRD8X3WyEj1zxpqEnUogPCfl/eU6VmCsw/3dW8ppN1TS1FgodZFbRcqhT/TEG/7kYD4ND++KEufG2o91g/IQKM5bIDLEjsD1GWktPb2nK5VtOqYpjFlsW5mqvr1hiOwlqnZv//2GRPCvAfFM6QXI7+M/gLuK8bqB7qHDnUdIEQDwv7krdv7HqEZNOQJFfFvRmmD9uZNJQLxeTXA70Vxn7J4sSZ2D9qWB6XxwYP6OVYduVu2BPTzzhJ+dczrJfjAnDRNOu7tuUIyG9cp489bFmcNqnnXm2K85M03VdWISnLMt74VEIk5VJgEoAkT4QOTABxFhDoByEb4h69c1kK0or5DCzIOTkYICIeki6XekVSKUDzzjIMVG9rC8Ul6QBsKUaUF3sWL3gKv05AbsMk3T18kOy46JbK2QsZc3CNz0ukcWkSiY6Ri2go52pHmU84pwUdHcUqKFgMUo4xjRlWVSPqpr2VahlUJne4FZrChh61PP/URlVEZGeJZ95hcJnW2rFWDV/zB+N3kHJR+cerjFSojKAPZ6HkPea15zQ2/HoqxQAqL0SSVIGkZGWTEk/FBe0KaXMqaJXXLHpa05Ng+x6gC/j0ujxy70ahFlz/hy0gwCXmhGJ4SSgQg9xPKP6MIwLwbddSQf67LpV6CBunH9dAdJAwndCr9Bqs6wHfUCO7gTzyRLpa1+MZ7KYAg/Fm7xnUSfowvBov8H6zixxiTu3yzTENAclOiJD+v/9TJvhTB3UeBv3dfnpKQEHuMZRpqS9TS+DtS3KBy6alBRGpkX88Zb1jDMB2FjKqvAxyTG01AhBbhB9jQoKoX/AADTYoP13UAYgJlHgjE16z7Nc3ZhGu6p4aNFvt790rtoUP6OWPVKGaMYr+nBOJwAffTq3vKfEqjzYsyVW3UG/ZerNcPAFFKaE+gqrmRLPwhAd85XKk+zoY33xOLvSSgP/EJEXihrKWL0h7Q3y1Mj9Uz1eTcOF+jg4b3xyerlXzinMUYZ/cwh3BCd1Uf6wTrnL/3LMrpip07fWOvjNVD/g1GFR2sdYD3Ds9koxkEaHrhmQyh1l0pB9nFaDCNIMP2AXAPQwRSKwzm8aC4ZkqH58U0QSBNARq7/+frUt0b2cN+8/78XkMEqU12HLl9HdN4w3IjWM1x3tPy997Tx68q0OeeG1bLC5SNF66XidXikZzkKCkYM7QU6pFCqNfhJkwMF0wCcBQRDgsP/k3/88Nbcqu6TQ9SBIHER0fo5lXf5pTYSKuSfCumpGhxeqm8pUv6JIdvgg7mFCYEpCjpDT2NeIFb9U4pLq0Xsdp0A02ZMkmOZy+QZs9tBSLEJZ5+FLfd1S4Uuk9MixbXN5/4RgqMAnOwCWq9gcMJBs2MGjXZXVITmSxXpt8vTZ6uhQlFP4+ZwzqH22CNBgQTAz3w87ozAsiYx0BVRqMFg3yu/OILaTx1SoMJGp0RcmvsQqm5b6vkpcfpcwhGSjRK1oOXG+To9UYlBY1CBe/NZZMZgwm91ykUCEB/lQNqKFRRgwWEEqPELZC+16/7VGcGUAYz0gvhB/E3GNUY73NRtV1uVrdpIiLFju+5NDvkcnmrvv+Q46wBTy/LUn/P4TCeH6zih3sYH1aaP/Z2O6lQ2lR5ZFGePDQ3o99rdfeFOp8yq7siuPso8KPzM3zvDaNZjefPq72DvaREbCkp6uXX3SIikGuxu8oDVRmegMFUjg4X7OXlUvz667qf8HgLnn9+VP0Ah3MdoKjXZFOUebGx3mTTzve8t8dC2Mexzv0dkvnZXrxnu4/76TXw5JNdlDL+np7GcwsHUhCS7M0DFVJS6z0rrZ2RqoEDveHA5Xpt0hnqXMJ6jNC3UFT+8Py2H67Spgng7PnE4swe92ImVFhXWK/811sA0Tc2I1qcbpHrlW36OcFJqAo5e4U7dNpk1y71RDVIMa5xDToj+OK993yhWfw/PP8G2/wO9jqA1RBEvqH2NOoJxoJn5Mff0QSjKYKSt/H0aa0XDNCcYzSYvWGgtiBNFy54Q1U6bQGyHnxQE8H7gn+yfX8KUiaTPjxerVY/xr0HCRisIBv/UXB975k0CrI1CsQ5zwHvYOM8EBcdIRvn5+po81AmZUYC4VCHmzAxHDAJwFFEuCw8FGwkXClp1eRQ8s8a4e0SsyGvm5km31ubpxtyU5tTTtxskpM3m7uo2SCx2LQXTEjq1YA7EBgm7xT+eLXhc1Hd7JKK+Gw5Nmm9xM6cI1md45N44+GrxugHoLBmozI6ixQHTy3LVpUVBSbegZBzgE2SzT5x2jQJBjiQXNr2nhSdPK+vYXN8utQteVA8kdG+12dCVqyqffgzlJPmBnvg54BIGMDxAfqMjTZQf6HaZBSRcWAUFRW506Ty4V+TSWPTNBkwWIos7h9UGCQeGrUnBcmiCUl6kOwrkOFeIwBbi4qkdNs2fRyQ9XS4B3q4ZT2B7EPlx7ipf+EAUFnFjRvn9fSbMGHAxREHfAI8DJUfgUn+DRLA469o7FDVX0qcTddU1i3CYYZzzH+gih8e5+v7KuSDY1W6hpFu3druFB5icpxV8tLiZVxWjPzx4+P7LGD4OXhgHrrS2KMiuKdRYMCId/Grr/oSKgGpvqhaCIoyQqIGAvYSgiUAfnL8rJEYlRoqjJFVQGGLan3UVLjDtA5wX5LMqWmkUVFK/vXlScbj8I7ON/sIbRo0PV3T7PcQiy3Xrt0ekUT5FACp350UDDVCkMdDcBCEF6AB+8DstF4foy8kpZNgoQkwUFuB0Rj94zyHgupahZcExBKBkK7eGnKGxcL5TjKQkWH+jUYMvn803HKSo+WFVTk6chrqZ7BAoc/7k098UyeEemQ++KCqw4ymN8q2nMceG9QaOpzrgPH+sF/w3hmgmb92eoqStN1/F3s6hCeCASPUDaB+S1mwQJLmzOmiguwPdwQDrVmjoVJ9PWbsiRjvxXPzP2wY0+e11L05jigBX/Ng2MB0txuinsl++OGgvT/UU6/uLZOaZocKRFrsDp22SoqxaoOcGuy/PT6+S7JzqCFc6nATJoINkwAcRYTTwkMXddfZWlWLcHCKslo0GGTD7HQdo+jpcEYRh4KwvL6rHwuEHD58jLYOtMBlQ1M/IFJ+r12TxooqqXVFy2VbtjTFpkhp4VyZvWq+PLqQwvH24QDScvvh294xhC5s7Sa3N342HTOjwCQBMH316kH7AvK6nS9qkKLt74mz6Kb+W0dqttQvfkBVG4z1QfpNyo4LKXJnuA783Ys0DgZPL+s7aTQUwOMmhe7aP/2TtFdXKwHSkJwrlRu/LTMXT5MNfRRYgwHkyu7z9aoIM8DBkDEYCrpQGAUfTQKQg736/rW0aNFS8OKLAau3aBpoiMfVq9JWVNRlbAjgmRNHcu/EiUr+QT4EClWWNd8e6yW1snuAj0Hqsg6mJ0bJ+ZJmHQXmNaRgeHRBpjYBhhODUfygnP63L0vkKv6kDrdkJkZJZIRTnC6R2laXdLgsqgZnXPkvnp7Y59relyK4+yjwr63KkvbzZ7zqb7tdrSBaLl2SyLQ0iR0zRt+n7EcfHfR4EyNyeM0CfgYjcMFWfw+LH+B77/lG97IeeECSZ8++a9YBRvrLtm8Xt8ulpD7vCerbvkbvPjpZI2eLmn0EAWm/PalZIQggFttKS4OmfAolleBX52p95PqE7FglxXq7F49ea1TFJEDFyzowGMXOaHl/cc4krI6gNMN6hqZBf+Qd709xbbu8vLtMz6iET9CInDEmXtegcJjCGAjY4yC88Q9lDe2orNS1E9ZTGwgPPigWqzVkzwP8bFRyKNaNZGbj/aZZ1hPBBGHXdO6cquAc9d69DnBeIBwKMjDQhF9U16Xbt/vCBSEAtS7o5XlerWjV1GqwZnqKTnH09/wOXW30eeQGU4WKnUnpjh063QDSly/XYKyhgrXjf354U5WzNC/xgY+2usTlFqlrdUmbQ2RcVqzWeT96bnLInvHDqQ43YSKYMAnAUUS4LjwD2ej52rL6Dt0s8Lbyr7VJypo3LkHDQwLxnKJwV+Lvxg1psbvkZk27lMfnitXeLO7qKu1CJcVaJaUgTx75jU2SOn5sj4a7dIq3LMrqdUNiJAKzdaN7SMd0IAVmF/+ZujZJOfK5RFd7iw1HRq4kPbRJpo9N1gNmKI/ADteBn2vioxM1OjoAxqRFqxIzHDrujAFf/NGPlHyuauiQ5oQMqV+0XuY9sVGWz+h9NG2wKKm166GQYsUAhA3qMHwCR1N5MloEIL9Xff86D7Q5Dz/cb1onwR1Gcq+/Z5wB7m1jtBdV2UCKIQirm34+foZ/nz94eXJTon3BHRQsKFc+OlGtZJpxH2xamDmg0bvBYDCKHwiW33/5kpy80aQKWMKIUNoYIz/4wta0WnTtgwD8w03jlKgerCJYR4EPV0p0+Q2ZXH5aJifeLvpQqyTPn68qcOO9ZHwTjyZ8GYeasIs6BMJpIAmYowGKUfUDbGxUkmzM88/3OR4bLusAxFzp229rAY8CFwP+vlIsu4/RcR0xRtfTmYIzBD+7vaYmaMqnUFIJkuJNg80g1SH0ejvn+H8tRDvrwGBHD0fT/B8SEMXjlc5mWSAkIE0ZxjS9I8QeXcsmZcXqmbInH2bOatNDzId5METQrZdf1jO0u6NDlc4Eg2SuWxeUa3MkzgO813iS77tU70tpBoS7rJqaqqrfOx6X260+zqSIQ+QZoKmPX3DKokUBNXw4Q7B2GF7kjALTeOnprMBr8cqeclWWsp/91oYxAU26+PtQojl4ZF5GUHwoIX2xjeD8GuiZqT/82VtX1cqjoqFdpubG631inAfEItJgt2jtN3NMvPz2A2PkvhmDT2ceToRrHW7CxFBhEoCjiHBdeAa70Tfbnar8YkQYAs8A3VU6rQvHJ0p2L7J3OpeM6LY2tqgfYbkrVurnrRVnSqbE2Cyy0FopruMH5fp1b9eNg+zCNXPEtnCZ7LjoUHN9AGmCL0V/hzhnU5OUffBBwAVmTwl0FqdDyb+omjItsLOmTZTZL2yVxITAxw9CFUM98EMo7PQr2ji0b13S+/hOKMHZ1ibX/vEfpebIUamobZO25CxpK5giC57bLPOWBmdkvPv9hsLhmwt1XQzNUbHS/R4tr6LRIgDxbavZu1f/juqJQ3hPj43QCA7+ePoZBb8/8PpEPRY/ebLE5OYG/Bzwn4KQNXz8/EeT/IHFAAUjKl/UfgbZD2HBSNORzpACsGxy8rCP/A5F8XP6VpP86N0bOpo+Ji1Gvfsg/Rqb7WKzer20oiKj5XQx/z9aA6H+P4/0Ttr0pwj2VFfI57/8QGquF/nW7Zzxed6Aj04yiHFtEn0bTp/WzyGLMtevl6RZswb12jAmxbiU+s0RBvHkk3pdhDLYn4rfeMPrB5iW5vUDHIBiNdTWAQz9GevH55cCnT2Xe7Q3cC+9f7RKLpW1+q4fmkk9FdsUvzQOAinggw1/QnC4SEESbEnI5Vdxb7+4KrfXZgL3M004AFHKOtATeRIu6Z9cB1gHGIp51tutS3smAWnY0BA2JlM4exAiAoHBuYRGDj5uXFNGc8Y/jGIKysD8eE1lH+71OphoKylRAovxWO4BGl1c/8GyDxjJ8wAE7uGrDaogR70JIMwQE6yYktzj2D+PD+9YiEDsBfwRP26cEoHa/OvjsWsD4Z13dAqkvwYC5PKb+yv07zymVdMCm1AYriRqVJCQgAgbWFshfweblMxkwx+/dlnOFbfousHoPPAnAKOjouVciff/4xH/50/3vo6PJsK1DjdhYqgwCcBRRLguPEPd6DmsccDCqJsOmT/wjFgwPkmm5MZpUelub1evo5qTp7Xoxhi4pWCqNE9fItboKJk/jpCEZC2uXQ6HfPTGV1K1/4BEOB06BlTX5pLGvCnSPHmeLJyerZtpoI+5xwJzwwZJmjnT59dGci+kX/fnYXF0yPhzX0pmR61K41OnTPIeFIJswDtaCMaBn8P2B8duezL25+ETStAR1F/9SioPHZbSm5XSlpYrzvQcWbBxucx4dP2wFOG8XmdLWmTPhbouKjNet7XTU4PiGRPqBCBFTMlbbynhQWIhqifj8M2/2UtLtVkA8eefGm6ATr8vuTcjI+DACEi+61Xe8A6M9Y2glu7F4dgMr8KPP3si1mgUoFbBFxCM1MjvUBU/fN+/fl6sa92csYnicnmkqqlDmts61AMQ78LMlFi5UWkX+BRGnn78/OQBK4KtrU1SWHxCZkulXu+oA9ttseKes1ief3GNxMX08JqePu0l7jrl5YTBZN5336CIHRJnUcho8mNkpDcRllG5EIb/CDOkFgV9OK4DHTU1Uvzmm6ps5OfgVdWXB2/38U9IH5RfPSneIEoZgwt0hG8kEEyVYEV9u7y2r1zJEJ4/6dq9eS1zn6E85tez/rAOcFYaCkabAOyJDKYRgc2L//VAUulbByp8ycg0nmkI9zTiy8+DxKFJyTXW3coB4pQkYUKa+F2h5APZHUwsMNWiHrcul/da6zyLpsybJxlBUAGOxnmA6R6S5U/eavJNFzG+vXBCkvo49qa6Y61h3cTz298CBNU3RGDC5Mm92v5oeAoWAiUlfVoI8Hq8sb9CbYcY6f2t9WMCmnQC1BOQ1IbKccmkJD3jDfV1VXX1W2+ptQJTD2O+9S1thA4UB680yP/ceVODP2jOcfbBFsfjckpiTIQSgDHRMVJca5d2p1tmFyTIv/5m3+Epo4VwrcNNmBgqTAJwFBGuC08wN3oK4WM3mrSw5MBlgAJ1TkyzpJ/ZLeUl1Vp0O2zR0jBnlThyCmXmmARVzHRP9+twuuWVL65L9d590n7hrGQmWCUm0ipj85JkzkOrNQ1soCScKkN27dKDAuqfxjFT5XrBAimud/iCGvxVWVMzrJJ2+FOx1HoNljlM5DzyyIgoDUYKwTrwd+/co2ajGx8OnjuoRItef12qzl2SotOXxZ6eK560LJk7M08mbXl02IgDrsHjN5vUj9PuNwbDQWzVtBQNtRkJjPSBn+L9Fr5/zc16Dxe88ILYkpPVx0+Te69d62L6DXhcqLhQ+aEkCvSwiyef4ePHn/7jRgZoUNCwQOEH6UfB3Zci5HJZ66iM/AZD8fP56Rr5358Xa8ef50zhBXj/DcTFRElbh0ubMXhV/ihAAhA4Wtvkk1c/k+qjx8Tidqtieua4FGmZOFs+6xgjHltkl1TgnggejNq5NoyijIYL6cADhX/yI9eZjqAWFkqoQm02duzwqVogAPtLqgy1dUDVKW+8oZ6eAE+yvpSc3VNgaYKwb/Sk+Bqoif9owSAADWIwUFKQterlPWV6T8JZbF2S3asqHDKLEB9+BUU74TucWYaKUCAAjfPETr+mImvVU50kICTptkOVvukTfKjXzwrMu5fr7XpVm1woaVV/N0OdZQDFJUTg9Lx4HUEPJTIQkqvik098SbacRVG6lWzb5gsBIUSJFPWhPO7R9ATGemLPhXrf+w4gtxEHzB+X1Ot5kjMc9g+c8RmLNhCZnOwNDJk1q0d1H2tJxYcf+jxYewsRKq6xy6t7y30k3kDGYCHUIKsb27x7LPvfQ3PThzyCzvVQ/tFHvscNCTiQUBSA+vLvdt6UUzebZWp+nDakWX94/7MSbZoCDAGIUtDhcsvswkT5398f2sjxcCFc63ATJoYKkwAcRYTbwoOHCB5ajoYG8URGSvLUqYM2Xu8ONg+KVBQfza0dEn/puHjOHleVXbQtQqyF46Vj4WqZODZdVk9L6bNjTUfwbz+4KdbmehlXekoeTm+S/M4kYEZ5OegkTJsW8CGFovbCyWtyY8d70ljd4AvyaFiwTtwxcZpiycGPA2Cy1SkleAxVVt5O3WLEYpAhIqGKYB74uys58NshWTccvHaMwrWiqEJunrggzoRUiUjPkDljkyRr8QK91oLtL+V/XWL2fvR6o0+RxmU2byyq2JQuATfDgZE88PuTHB6n00sOeDz6uf/BHXCvQdhocu/EiZru2h9Qd9CpN8Z6KSh6AuuO4eMHgReIb+VojvwGS/FzqaxF/vDly3K2uFkJRMIVeMvjbB5p7XBrQRwRYZXKxg7JS43RAIb//HBhQHsKI2mk8TJaj3qnuskpbYVTJG3Fctm6ZnyX5HbG+iZm97znQB6hcjGUGexNjJD2FR7RG1CRYpqvJKDVKjmbN+u4V6iiJ3J8pNKMh7oOUISzhhqKXTzJUubP7/XrafK9c+h2oBdBF48vzOxROd6d/MiCWBxBcjTYpCDwf41ZtyAYCBsDEAQodHu7h1EfI3hCGcU9GizVeKgQgD3ZizAWjhqMNdBQ8RHpvbzeAAEAAElEQVTMsHRS8qCuV64/zio0ra9VtnVpXBsevXiiMSaclRQ5qmSgf1o455DczZt9Fgo0y0refNPnC5e+YoWkLVsWlgSgv6CAvdZYGwDNpJVTU2RGfnyv+y2qPkLe6o8e9TUhAKq+5HnzVFXevdZhTan6/HNpOHPGV1tgG9F93YXEIygDZeJvrs/vcTy5N1D/vHWwwmf9ArHP2Xioftn459bs369/53rI27JlQAIFbI7+4KVLGmDG0dNQWkaIS7ITbWK1WiQqKlrOFrcoIX7fjFRNAw5FhFsdbsJEsGASgKOIcFl4KNJQRKCC47DgcTjEExGhGyIHBsak6JgFA61V1fL1v70tF8/e0K6S22qTW2MXSEfhFFk8OUU7toxt9EYO4QlCWmVNU4dcLm9Ts/o5sY2youW8Jp8ZwMsPJUBvKi0OiqjSKDxRGagpr71Vko9/KVG1FVpIZ2SlyNRntkj+1HH6PRwc8C8y/MYYFVaPobuM/BuOAz8EFkWdoehgBBx1VDiQgNwTHKSLS+vk1qVicUdGSXRKsswuTJDY9DTJ3rhxUCTEQA6Jey/Wqz+bUScycoJvzKIJScOWvjaSB/7q3buV3OG1NlJ6/UFxA0ED4Rc3fny/HW2KNooFQ+FXVt/eJaDIACSq4eM3NiN2wKQqI7+MpZWOwshvsBQ/kHqfn6qRX35Tps8DDy2UNfmp0eJydngTstvcUlTnlA6XR9OBH5yTJk8uyZY5hQk9Fl18D6EsvK/+CY2xhWPlcPJMudwW4yN3HpidLr/6ptSXCvy9+/J6DU9ir2IcFlUHYO1lHDhp7twBX6M6NodyzOUKyI9utNHXePxwYijrAHumkhB13lCa9JUrJW3p0l6/HvUso3FMBAASJtknelL4+Ae7QIry/oUyiTtQQpA17J2DnXumxaJNBTxhewIBGTuOMFbvDbXAZ7On5NS7gQDsTgJWN3Wo3x+EHPvixjnpqkgKBrger3Q7J/oDiwXGhPndGYkj582pafT79qlfrkFkQfJ09zRV8v3NN7WpD1grUb6FKwFoPA7sOr45X9fFn5em19rpKUqi9fb42D9QgNcfOdLFN5j1I3HmTH1tolJTe3+dCZB64okurzO2Rb/6xusljs/5+tnpA77Gth+qVDUdyE2NVr/sQMeJe3yeHo/WdDRIQPKcOeqfO5D37S/fuabTO9xfXOcQramxkIDeULCqFovUtXhDwWgGQriHIsKlDjdhItgwCcBRRDgsPHiGEHhAJ7G9osJLALpceuCMTEqS6OxsVdtM/qM/GlICIRvSxa8Pytn3v5DmZu/hvik+XYqmrBBbSqokx7HZeTen+Birqpzmjk3wddP4/m/O16s3BaDYJXWTzpux8S6xVUrNnj3iaPKmTgL8wPACYlM3Orv4E9LZ7e7zxQY3NTtG8m8eE7l4Wl8Do8CEkMAc2Oimqg/V/feH1ChIMDEcB37GbDAxN7q3jLQy8hcORtsoPim+r5fUS3FFs7hiEyTV5pIZY+LFao3Q1FKK2+EsyDmI7T5f7xunBhwSMaCeOzYx6GTqcB/4KUrw8qs9fFiqjXCG2FhJmj1bu9X8PX7CBB2xjy0s7HO0Xw/qzU6fwo/DdHdPJ0CBOCb9to8f/p2DfW4UhqjXRmPkF7COvX9s8IofXp+9l+rl2PVG/RkQpl7TdbeSgHgcRkW4xOkSqW/1kmT8G+EnjADzutH9h8CjaPEf163++mv1IzLA3qEBH+PG9agIJuWR0T5AQYFvV1+gsKn87DOv51WnNx4FzkDvPx0ffe89/TnG+FzClCkSqqg7dEiq9+zRvyfPmqWKt+HGYNcBVIusmYahftqSJaqY7kvxjJrGCG+gEfjogjsDvfRe37tXag8d6rUoD3fwHD85WSOnbjWrEnr6GMbj032vv//7QKgA49IQhqxvjMSyxgUToUYAGiTgP35yS748W6cNEM5v/3XzWJlVEBzyrztIDzaaxpxhutvDQEAZZOBw2nSoMm3XLh1r9SnTtm7Vcc9epxjefNNnn0DTmnCtcCUA/R8PIRSMBtOIM0DoC356/ntST9/bev26+gS2FRf7/p3nxXkDKyH/9aS/ZgMEHtcGa9Vv3p9/h3VRf2BPpJFn+FtCuEHic00PFuxpCBaMfThj7VpJXbgwoO/l9fynT4vkg6NV+nd8/ri+Y21ucbm95wGPJULV+jTC/2zrhJBt5odDHW7CxHDAJABHEeGw8JAahfKGkSiK7qjMTLHGx2s4h6OmRsk0NjpG8qb92Z8NauMvLa2Vgy+/K41XvR5GHotF3DMXysLH1srssUlaQJ/qHA/2Dz9AWMeoBUQgB2H8qUBSrE03R0Yx3thXruEhYPOiTJmSGSUNx49rccDoIIfE+jaXVGVPkSuZ06XD2vVQgOKEAxvFRq6ft4t/gem225X4i87J8RbB8+dLBib0IXAIGi4M14EfcuHtg7e7nfiePDw3PSxIQIgNfHUu3WqQimantOVPkoLmYpmaGalkMSRzFmrAQSavBYqSWrt8fa7Od90D7oXV01K1AAnWdRnsAz8/z1Fbq2sNVgOQqtxfjfjzdKaCpi1fruQ6472oKvtS10JS3ez08btZZfd56fiDh02jwBjrRRUz1IPqaI/8DlXxw/twobRVvjxb6/P64zXBw6it3SUv7SlX37HqJoe02L0hIDRoclLj1ez7icWZsvdSg2+MmtcYAnp5nkVaDu6XposXfb+L8WyI8cQZM7q8lz0pgnlcqLr7GwU2wPWD95uhbsHgHV/AgarVW4uKdPwc3ycNp3joIUmcHpp+Rjoqv327tNy4oZ/nEKQxzI91MOsA9zNWGfZyrz9Wf3sm9zLkn6HoobHyyLw7m0OBjuWFOw5crteGpxF+wv1tqCD9VYLcP5AP3E+MSBOKAQESLDAKuO9ivdwoqxF+/aTsaHlw0fhR9/Dlue++UK92MFcq2nQtoqGIYpRGSG8K4mCBdZOR64ulrb6zjD9ojGAZw7lyKCROd7BfVnz0ke6hfXnT9TbFoAmxg1zjQo0ANMC1f+Jmk14L/l6+NJVWTU3t1wuXcx1EIIp1/1H8uIICDQyhacXz9feOZS9j8sN4DVHR//LrUiWFqVc2zh24WIJa5fMztRrmZdQmJJ73FvYTaBOm6NVXdY/Uht3mzf2q3Hku2w5U6DXOWfNKeZtE2izqWUgoGDqNpBir5KbFafPuDzeNC+o1fi/W4SZMDAdMAnAUEeoLD5vD6R/8QDc2ih/G64wizThkkrrJ4YFx18l/+Ie+hNxAQOdo92dH9cAe0eElKyxJyTLpiU2yeMmkOzx92ADpokEEGioxTRQuaxGH06OFPIa031qe41PZNNudOrqG8TPd7xdX52r39fqtGrn46W6pO3lSXE7voYDRzZZJc0WmzJKpY5KU+Osr3Y0CE4IU+T9kIsVs/nPPqYF5KB2AhgPD2fFHebTNb8yLDiLeRuHwmkIWlLz9jpy71SB1dpGG2StlRnuRjHN7laE8B8ZI0lasGFY1IPcnCiqIKA5mBhj/XDsjVcmuYPyOoR74+Rnt5eVK+HHANkYBjf/XfPGiEuwUMrlPPKEqsd5+FwpSSE9D5ec//uMPFGrGWC/FczCLwdEe+R2q4gcV6eena7t4KHGtbJid5ksM5v99dqpG9l9ukIbmVuZ9ZHxmlGxeWiDLp6QoWUjRdeRag+y/1CBOu13ir5yS5KJzMi49yhuWEhkpKYsXq+Kgt8Ts7opgRrfK6uxid3j6HQX238PKP/xQWm/e1M9RjeY8+uiAQz00PfGdd3Sd5/pDJdNXSMWoJ5TjB9jSoq9zwYsvdhlbCzYGug5wluC1NLwaUSpmYpXRy/dSaL55oNzng8VY+YNz7mwK9WTMD/nHpMLdhHPFzfJBpxqWe/L5lTk9jgNy3zAujT8nR6knl2arqtnAUPZTzlX//mWpHL1cJ9ElV8RTXy3uCJt05IyVlMIx8uKqHPWhHQ1wTvzkVI0mlALWCkgemkAgKzlKnlmWPaQRyoFadKAKpKlipL/7AzsFiEAIqYH4w/VEqtPwaL11Sz9HocbYb/d02t5AIAiKXPzwVO382GM6IRPuBKD/uZLwisNXG30hLpQzcwoTdUqiv9eeswmTUE1nzqgthL96HSIwcepUDSTrEjjkp6rjXMBIOr/zN9blD0oFymu871KDWr7o746M0PCjoZD61G/Fr70mrvZ2VS/mP/usNst6AmQ2DQVjqoGm5visGPn8TJ3suVAntY3e80B+WqRsXlKgoXRD9Su81+twEyaGCyYBOIoI9YUHf6YbP/2pNJ496zXT90tUZAPEHF09M86d01Qxuobj/8N/CGhUYv/ZKrn60ecSfeuS/hvnhbwl82XZ0w9JQmL/Bxa6UHT0UInUt3iVPXSZFoxPkoUTEnVE2CABOQi/sb9c/Sg4BOSnxfjGewkKSbxwROKriyQ9IVIPihk5aZKxerUkTJ3a50GGjbPotddUUUgHDT9BTfx97LGQTo0Mh5EfDhhv7i/3jXvNG5coD8wOLLFvtEEwRfH2HXL6RqM0uSKkbslDsjyjQ7KuHfMdDClO6RAP91gaxRDBDXsu1ndRz6J4YwxmoCbwECCYR6sfX3W1WKKjJX3pUjUXD1Rlw5rBWI2Sflev+kaP/IFHJ510iBsKGDrpGqbj9/5zGIbku9Hp4wdh3H1sX39WVIQWvsZYL2Oqw4HRHvkFvA7vGIofqyVgxQ/KW8g6RnwNU3uSLe+fmabqO//XnWug7uhRqcH7qLhUSaaEqZNl4uOPd7GB4H0uOXRMjr//ldTWeFULHrFI3PQZsuqZByQvL23AimCUrHXNXiVeIKPA+jvdbq9PU+dIKN+L7QNjXANZT1CCQFxRKIGs9etVjRqK4P5SP0CPR6IzM2XMc8/1OSI/FAyk8EehVP7eez6FIkVz9sMP96rkhTx5Y3+FT006f1yiktHdfw+kRdm77/pIRVTWuY8/HjD5ES7gPnhzf4XeozQXjIZmd5A+ShOtw+lRQh5V7gQ/xax/unBvASN9nd/+ctsV6dizS9LP7ZOYtgaxuZ3itljEGREp9bmTpWrxRnnuiQUDSj0NBmgaEHRi2AdwnoPsgwT0jUx3juOiBCTMaCRR3+JQIhBCsHuDipeehhRk4OTcuAE9Nkh/lL/2igpfsEPupk29Nlf6m2JQtXNEhBKIKNzuBgLQv6FA7XDyVpPPs5G9ctHEJPVNNgIt+nqtG06c0A/WHQPURzR3WW9pOtF8AiSOs99gQfLzr0pUBdhXon0gQAX42eka/VmobR9bkCFTcvsPO+sNnLNKt2/XvRIhQ8Hzz9+hGkXRSuOBswVvL00YlP1dvBeLyiRC3BITZQsZK4Bwr8NNmBgumATgKCLUFx42BOThFOlJc+b4NnU6jSgiMBq3JSWpWToHbUizqX/yJ30Wc0evNcqxQ5ck5ujXYmv1FoWZWcmy4FubJGfmlAEpbZChlze060EK3wkKbkMVQD3BuAeqQA5ddKjwxAL4elHUxkRZVaI+PS9OstqqpHbPbl96L4Cc0aCQHgIc8C3CP4PDABtfVFKSz1twsAVmOGEkPH/wfKL4Mw7K+DjePys8SMDmS5fk1rvvy6mbTdJmiZS65Y/IxgXZknxqj89TRtWAixbpWOtwFef+hdHxm01y4HKD2P3GYBiLoksbSDe68eJFOffHfyxtN2/q4dbwAo2IjlaFUeGv/ZoUfve7Pb4/FBQcMlsuX1aC1P/gDCg2uM8Y7UV1AClIMigHUshSDqQUM4yeGgo/RnspRruDghdVhRHcgepxOEdvexr5xfCatPKRHF3vovixWuTJJVn9Kj29Y7WtsutMnW9EmrWT8JgVU+7s3vPe4QnL+ueoq5N2yFsCoZKTJS4lRb2Pch5/XFqvXZOa3bt9ik5Iu0uSJpUTFooziXtYZMG4RFk5LbXfgqu7Iph1ge/hOgtkFNgAY3GMaBkkPOQTSr6BFMnq9fn2277ibiim+cMNkpUhaQ2T96wNG4bl9wRa+HMvq53IlSv6Of6dkBS9pU+yx9O4Mxp8FOjrZqTe8TtYKyBmDS9BLElowo1EAMpIAiX3K3vLdP3m/n52ebY2M7sD9THj0tw33MtbFmXpOac/9EQK9vR+/vLLYrn5s3+VpCsnJNVeJwkdTWLxsKd4pMMaI3XRqWJPTJNrG74r//2/PNDviGWwwLpA88NYJzgPPrEky6cS5jl9dvr2CGVGUqSGIo00Cej/fnImPV/a0kWlD3jfCtNjZXq+d4yyL6Uz6dn+/tNKqtMsG0Cq6x2WB6idafLbbKqi7S0sLxwJQAM0FfAHNBLmAaQ6KnYEBP2NsdMIQxxBcrCRYA6MkDLqImolw4OWveajU3VypqhZ9z8U7EMJhulOyNEYmT9u8GpnPCMrP/9c/x6dlSVjnnnGtzeevNkkn57qn3AMRS/QcK/DTZgYLpgE4Cgi1BcepOyMElE4Gcb7AJm7q3MUyhoXJ86GBi0AKYam/NEf9VggM46x90KNyOmjOg5mEY+O4k1ZPEMmPf6IJgoHCn8PCkMddv+MVE3+wrD+THGz+lORBNzu8GhoSE5ylG74FLmMzTy2IFM//Dd5DjB4+xEU4q9KQtWHObkxRtVbEQjpU/HJJ0MqMMMFI7XRQ/BAAlY1eknAxROT5L4eisBQROO5c3Lj3Z2azttui5HGlY/Jk+snSVLRBSVHjICCkVIDGkXSoSuNcvR6o08tR7HBgZeDb2/FUPO1a3L8+99Xzy5XK2MenaoR/oQEjIrSZsCE3/kdGff97+v/guTDSJv1gzAF4/kaQEGMugDSDzLAUOvwfUUvv6yHarclQjwPPinF7ngd4arpVAJ1B4oO9fHLiNFx15EaO+lx5Hd+Rhe1zUigP8VPT2A9/OJMrS8oCaAWpJDoqTBBXXXxr/5KCWz+rgrwmBhNhXe3tkpUSopew6if8UM1QKMofc0aiSoYK4euNmpQk3HtsTZzP8/Ij+/znvZXBDtcbv2TAh91ZSCjwAY6amo01MMgJlEsQloOZETWv/kDMlatktQlSyTUAOEGMWCMBDL6zJ4U9N8TQOHfPXWSayR3y5ZeGx+o9d/YV+EjpfHQhFDv/vN5H0vffttXgCdNn67BJ4MlP0IVeCC+sqdMyVBegs0LM9VDrjtIHEUhyP3Cur5pQc9fFwh6IgRbO1zykz/6d8k48KFk1BdJpDVCWhPTxG6LkQiXS2LtjRLbWi9VMeniyCqQ3D/9H7J1zVgZbtAYeutghY9IgzTbtCDjDhsZngcWB9jIAMhJSMCBprsHEzymqk4y8EJJi9R1Et4GWM9pZmFJMyk7Tsc+/dczzqLGeVXD59at69MbNxDQ6EFRyxrC3p7/1FOqyr+bCEADjGXTwPO3vWCaaOXUFN2X+mvi8Rpx9scn0F9A4HE6tUlmTUjwBpaNHy8x6zbKz/d4vXlReuJLPhR0H8lllJnHPdjXv/qbb/R5ALwAsx97TA5cadIJEkDjDVIdpWpPMAlAEybCByYBOIoIdQKQw/qlH/9YiQwKJDY6EsM0PKOjQzvsqH+cjY06Llv4ne/oQcH/QEBqFWbMDeVVknziG4lsqJbEGKuMy0uSiQ+v9xKLA9isum94bHbLJydJVePt0QqKcQ7C/BvkI2chFE4YL6NCTI6NlNjoCHluRU6PHXQIPLw+SFQ0yDwOVByuICwwWTYUTFn33y/J8+YFtcAMB4zkRk/x8/q+ct/hvrdiMBTBmMiVDz5V3yZHTLy0rt4k33pwkiQ5W6Ty0099I2tcX4yKpC5bNuxqQGO0Dh8ZyEmDy8MvjhEY1F/+RQY4+t3v6sHQico1IqJLgaHFocsllshIHQOe+Td/o+sEjQLWDH8Y3XEOl9xL3clxp8stF9/YLhVnLkp9q0NKJy+T1oI7SQsKNsPHD5XfaBRwoTDyOxjFD2pQSLiDV26P+0LEoa5CEdrbfXX57/5OmyOQujFjxuh73dHRgeWPuFtapAOfPbdbIlNTJXPDBonJzJS0lSvVF9b/eoHcgXi81jmmBygoIB4hcgNRBONV2NjmkvGZMTK7MDGgUWADrN2QUSg0jGsy+5FHuqQ29gc1zX/rLfXZA6h405YtC7k1icenfoCtrXqvFbzwQlD3Is4BKN/dERESnZys+0GPBMcXX/hSSRnPRVXUW2OMdR7ln9Hgw2dq+RRvqvQdI9k7dtwxahdq78FQwf3KdW80Ge6bmSpLJib3GMjB64ZCkJeABif3czBx8GKtHP7Pvy9xxZckwWOXurRCaXfzGL0qJHj4JGerxNaWSVXGeGl54Gn5w7/4tgwnaA7S/DAsLnrziPS/Hll/jl0PHRLQ/7HxPuIVR4BI9+AqGtYTs2OV1M131UvV++/6zqLBXoNo3JXv3Kl7OEna+U8/reOtdxsB6BtfrbLLN+fruoxmsx+tnY7PXWy/z4mf0XbrlioCDYsDSEA81C02m8Tk5WkD5tykNXKyzHuW/e7aPJ1QGAq6CyIIGXlg9uCC83gOWDTgo6ohQulT5ETa7IBDR0wC0ISJ8IFJAI4iQp0AZAM498MfatFH2EdETIyqeLSot1gIe1L1h7G5jf+d35G8Tt8duml01cpq7RJ764Iknj8scVa3KkzyJxeq789AC5HuknfUYLYIixJ/hkeQAeqQManRYonoTKfq3Bwhk1Aj4iXFQeo/P1zYq/kvxVPt/v3SePq093DT1KSHIjqhKF1QbfVkBB+MAjPUMdIbPabjr++77QUF8ctHOKDu8GG5+OEXeqB3xiWJ8/7N8sIDE1Rth38k95ehjkMtlfXQQ72aMAcbECm7z9frGKgBzNHpJOPvgvoANcChp59Wk3DYQtQ1SvoZzCE3I38n/S46WscNUcwaQN1rjPbiFeqvzuHn4I1jjPVWHTkmMSe9Y4v23PHSMP8+b4KyzaLKPsPHjzH+0SoyQmXkdzCKH0hLil+Ui4DvWTAuSe+l7qSvP/CWOvvf/psqHUiBN2wR7G1t4mpoEFcTY4AecVRXS1RGhq53U/7wD3sleXjfSQ/cdbbrY1k43jt63Ntj8VcEo5jh67geKEwCHQU2fn/dwYO6vhtKJ4pnCPhArytVn23b5rN+SFuyRAnPUCt+UQCiklM/QEa7vvWtITcZWBMqP/tM6g8f9p4JPB4dE0R9hBWI8b7z7zWoSo4e1c9Z1/K2blVCoSfwvvL+GqP9a6anasPnjud040ZXs/01a5QAvNvA64enHXtHXx6IvG40yUg55X89PC9DPTKDjS/e3StX//ZvJbnsitQnZkmjLV59Zv23ggiLRfKbisQekyj2qQvkP77xP2U4lc+M/RpNGIhiCONAyJovz9ap5ynA//nZFXgFhk5aKY8R0hdV4MWyVt8ZFkRVlUj68V1C/zojKVomPfqApC+cPywiAE229Xh0HycgordzezgTgF1qnpIWHQ029iVA3YJncm5qYJ7JKAFZ8zTEzOHQugE1IL560ZOmyueTH5OO6Hht1GHVMVQYlkjGhAT2R4/1oIANtKlz6/U35MypG1o7Nc5eKbEzZmnSeH9pviYBaMJE+MAkAEcRoU4AglsvvyxX/vZvpaOh0TvqFREh7girer5Y8QCLiPCqegoLtOiz22Ll0tglctWSLhH2Vkk6tUcS60pU4ZGdGiPpFFlLlw54RMEwvUUFUtfslOyUKD1o+oNP2aind5ooG2NhHFCvV7XJ0WtNapJPx+xymfdAPSY9Wr6/Ll9NeXsbG0TVh9IAxZahaEqZP18LmYQpU3o87GiBeeCA+jANtsAMZYzGRo9q7bV9tz2h1kxPGbWkwYECL66zH32t45bOxFSxPvi4PLdunBIYEAmVn3yivpo+NSBkAvfJCI2yUUjR/SZF1wAk+eppqRK1/f/ItX/+ZyV5hJFcj0cN3xVc2zxmjXfw3oSYYaNGQCEGGcSh1/+a73B5VAXGfcyfRvEWYW+RuBvndW1xR8WIdfocSUv2hnYkx9pkhLm1HsFjPVfcIg2dygzMw1HZUECONJrsLvXmwfOPl2b6mHjJ7qU7DzFwpaJVrREMpMTZdJ1MCMADi2YGaxmFTVRWlo9AcqIA7Kz+KfwYRaNAhACe/t//e0DqJtKESWY01IgoDdbNTJNpeV3DR7orgiE/j19v0r2AUa1fX5c/4ERniCySY41gD5SpWRs39kpQ3fH4GxrUNJ8/AVYQJD+G2hpPcA9kp7F3QdQNFpVffCFFr7yi1h+MQ5PSzTkgMiVFFe+Q/ZN/8AO97/1/L82N/Gee6TWYowIy+0CFXqsAv1fUyN2BokZJCRoOERE68ovH1t2IL8/W6r0BaFiS+Nm9yUCRzr5okKYPz0tXVWywwX2++5c75NL//pkkVt2UW0mF4oqwqQLY+x8vuPTT22okUlziHD9Nfv3dfx8WVTvNDMjRwXqgKQl47nYjB2sYfBVHWsEdCDjDsjcz4XL98GmJPvKVWNxu8Vgs0jh3jci4yUomMSZMQ4TGXbDQcPKk3vMgMjFR7+HI5OS7kgA0wDV14maThoUY6xEgqZkzEddKIMCagGmixlOndN3SJiphMBFxcmXBY9IyZb68eF+B5AVILPYF7n/IcEMp3N0DM1AwSbD9m+vS+t5bYrW3SnysTe773W9LxuT+BQwmAWjCRPjAJABHEaFOAHLAPvNHfyQ3vtwjlupK+X/Zew/4Rq/rSvygF4Jg7304w+m9F/Xeu9xLXLK7ie3sptop/yRrJ3E2ZWMlcbIuiR3LclOzujSSRiNN772QHA57ryBBdOD/Oxd4GBDDXkGJ12E44nBI4Pve99695557jk9nkKRDBJ81GgEC6f4WMpqRXFII15L16PCHD0afPR0m9wAK7Vo53MwZ6SJMPFGdMxFuPtONV092SPHKApzaGaoTxTyjMJ36KFYsyU0ac4yDyfLJWgdeONqOxq7IQZlhwtK8JKwutkmHPd4lVNgGL70kxQ7HGvkeCGyocSbqW/HzTBSYiRpzddCz08niX3VnRxqHSrTgOu7cuxen3tyP5m4PfCmZSL7vITx+Q7Ek63zWek+eRDfZgATWI+PjfGbI2pmt10j3RLLboqLkwQDKn/u/SPrgVYQCfoH5goT7YhJ8Mr+08jdhIIp6oMW/8RvXTIOCIRll6h30o8/pFwDnuggEYG+qhAU+mE06ZKxbA7N9+ovYqQTZpyw6lX6d3aITIWzjGCYWMxFM9ikmrl4Li7/sYUaJeO0pit/U7UYEXxPQkuPT2XZDeAMdR9AIimxVNkOMOTnRe8uCj8H9zJqbKxqR/Lu0zZtlFHy8wfX29rku0XlUQU3H21dlDGsioBjBZIWTHcUGE8eAJzIKrIIAfOvLL0dNJAhgTsTVmsxwgoBK9kF0uG69NaGKYNEDfO45Efhn0HyD2rYTDRazV/75n8XQh2P+HPcm4E+WCxkuHHmjnidlMTgGTq1TBsFBisrze0fS4eIYu2oGcIST2r7X/f6TJ9GxZ4/8maAS5TU+TMz62GCewtyHwTHBT+zMva5JyT2J56Fih4103SYTZHYS8OeoNSdA+Lnt/CUc+eA8cvoa0ZBcBL/OAL4i7v3yb+R8ALKd7bK3eNOyUX7TdpQtK0JqcYFMijB/Mtgnb1bAoLnWmxFTAp6fZDtNRuuQZx7PO+riMqhL/fEduQkJAipJkfZ33xVju87BEGqX3Yj+tKG5J3VoaXJHMLAo3TwtrHSy2Zi/jPYsf5gAQBXcj45e6ROQmI02BrkLa4qTZUpivIxRyhQQSCWRgGcpm10tDj8GSlfCtv0GPPyJm6bFsZwSRwTFlbwGjW6e2Dp+UJv7CMfpOQat7+vCojNvYVmOEUaLWZjjY52JCwDgQizE/IkFAHAOI9EBQGr27P//vg3X5QvoNqZAGwoi2eeELhSQRG9Qb4FTb0X2YDt604ugW7s57ObZchWp3l6kptlgr1iCjJ07ZURnImYYLPBIxX/xaDvON4R1lpj8rihMktFJgopMcJbmWSeVrDndAfzja3U43zAgHT6yeNjVY97CUbINZcnSSaXeFYtDgjJ8bzn33YeQ14uu/fuHGIUkV1QI64XJ0bAFJgHErq7w+0hPlwJsvAVmIsZcHvRMfsl4UJo/t61Kx8ZhmCKJFkyQ6bJ27M1DAmZ703JEC+vezbnRhJnaYjSSYbEVZQNu3SrjhbPFBvT09ODckUs4f/gccOUy7Gf3y8gRizwp8DTaMNtPhYYAZgh68H5oYMzKRPE3/xZtfT7RM+KYsWJ3xQaf5+wUg7DWLFWnEWpviQIoSeXlSJTgSz9b3y96pirYhOCI3VzUOVz3713ojoIllEIYzu2XRhmnah3CFGTI3pZtxcqipAmbpHCUiU0QAj+UQKD5E8NHCQizWYoXo9GIgUuXZF/jGGjF178+4eeDo25kPalnm8U93x/HQONfs2IEH67qk+eJ+/Xv3Fs8oVHg2LEnjrT2X74s/019W4Lv4wXJKBfBcWC1x6esWiUA2FTF+KczeF7RXId6gGTtUw9wuPNqtPtz8c//XDSuCAyR6acaWYoFygYZAVFrYSGSKiqkeTEaa0ixj5870i7ME67Ru9dez2ATqYADB9B9+LD8N38vTURGarzN97jSNihsHl5Wu0WPT99AjTr9jJ6DvG88d8hE97S2Cpgfq+HK33eprhftJ88ga6AFbjr+WjLDbDNRgaAsBNEOP4r669FhzcZgbhlyywrkvlI7jO7sZqNOwCPeO1Nennw2ZmWNiyXI30Ene+pKM8igf3hzlujATjb4M9+/2Cu6qAoEpCagfYxxx9kMWf+cKImwabn+8x95BIacXJlqoWYgm1M0gYoNarsyR+Z5xWs/FWAuls3LHLbwYx8bAlp9GAHA2HrkYGUfTtf3i4GHaqTRmZwN6NHkM+JB9eYXXpB6oKurH/2ekEidLF9dguIt64RBPtI+Od5grvXm6S5pEDK4fzy+LXtMx2FOY7AJoyZsWBPdZO9D+ysvy73l6yr8xCdGNWxcAAAXYiHmTywAgHMYiQ4ANrz4a7z399+Dpb0eDallSNd6YHL3QxMIIBQIwmW2oUeXjMz+ZvhNVgSWrUXB4mJkNF8CBhxSRLGQZyEl4sRjABhkBnE0l2MOdR0uKQYVE4ldTbpFri+zD2EATiXIIvvR3iYplFlAFmWYYDZce405jkYsqt6PLJseBoMeuQ8+GGUbiFHI8eOi7zbEKGTdOhndjO/mSYH51lvor6ycVIGZaDHXB/1MMh9mMphItbz2Oo68fUzWnyczH0s/8RhuWnVNXFvYgMePS8EbZQNmZYXZgKOIcE82uDbp7EpwZ6C6WkBvApEErh1OL5xNrdB3NUMXCoYNHzQ6KfhiQ1iAHN2FFoMF5bj6x/9x3e9hocgiRBl3kNVCdkLsiBGfh9z770+YAiJRXH4nsu7piLnnQndUN4xB7aI7VqcjN3Vyo0bUNT37v/6XAGTc77iv8x55PB5ZEzIG7nQKAETTj5IvflHc0ScTBIIOVPaKU7UqtljE3LoqTbSNYtcG789/vd+MvRd6hKHBouXPH1804bEn9WzyuSNrTQFaouu3Y8e4gDyyPMgEVGNeycuXi05sIoGAZLOzAOX7I5DLIn68jQWOgV/65jfRf+ECDJmZAkKQ9Rcku12nE6CP7F/+PZt9ZAJyDYymG0btT5p6EbjgZbp3XSZWFMYxi4JBdLz9NvrOnZP/JnhU8Nhj87qBNlpwFJrAHq8JgQUy/+KF9/mM/2wKTPhQIHCN3Rdh+Ckty/igMVOty4g6pKLGmAO8/wYKG88gZ7ANndZs9BtsYQCQ9yboR85gu0yJdKQW48KNn8KGLA0MvR3Q93ZAG/CLfiv1XKk1q4KO4qacHGEHykd+/nUMM7KZqRmqzDsIbj2+NWfKJgrR8eZLvQIuKvkLgoDTkWdOx2vr3LMHvadOjbr+KadQ0+6SfZ8AsmKsqUi26IQlSYkcGuJN9IyN1/MkuE8ZHFdtrUickB0e0ulgr6iQhv9UgaxEDJ6/1AdkjaKCOcH2ilSsK0kWk5bxBI0Va3/6M1w+VQ2NawCGkkVYsapY9mIaKqZt3DilyY94UNts1OKxLdnDmh6qPedXh9ujMgKUXrhlZZqskVj2pxg4Pf74iGD9XNcFH8Y6fCEWYqZiAQCcw0j0jWfvvz+Dqz/+CZLa6wCjSZI7JnAcC+QBE9DqENTo4ddoRfA5lF+CG+7aJH/HA4LjQIoiw8NMAIzI6KwKavqxc3mxaRD1XS4p+DjWdrHZKUmu1aTFsrwkfOm2ghEPr6kEE6bnDrdJp50J5ZIcCy6ycK6rRsqpvQJs6AwG5D30EDbsWC5uwtcZhRw4AMe5c9GikYURAU8ymeIND6ZSYCZSJMJBP1vaR9MdLGgbfv0yDu85iUFPEO6cYmz53ONYXz6UjcOEWtiAra3y31wjoiO5efOU2IBce97OTgEDCPpxTJ3/TcCPul6K9cEingyhq71B4OC7MPkGw8Y/wgIMK/9dGwFW4KAW9flrYN6yE357Oqy5WcgtzUfx4gKULMqFyTg0cWQR2viznwnQyYKBrKREGY8Xl99TneKqOZcuv+Nl/LDzT70w6hap4o+JP8XL6Yw5VVC18ec/F+MFCpqTQWbKzYVfrxdWQ7CnB4HubincCfys+j//Z8r3kcYGNCyhoZSKRTkWed+x+zCvy3der48CA9QC++rdxZP+vXwmWinbEHGXTSotFdOq8Yxo8d8QYFPPLJnh/Lezxd4dT9B0qPvIEfkzGSfjBWo73nsPtd/7npx1NP4iKExdYGUKxjXBr7OhoCEAWFKCDf/xH9ed+bFnLxn+PO9HMrAh2EwJDbpSKuYRWdNTHSFN1GDO8/S+FgH4eU0IcMWzeyejhcs8RY3x8rOnrS3aXIoP5m58tgkQtxjS8EGnCQOhMMhGKYGWylqs3/NDpA92ItXZAZ/WAJfeLJMhVp8Lfp0RXSn5qC1aD//9n8T/99giAdYuNfZD5+gWMNDQ046CYC8KjZ4RxygJKMvIMMHA7Fy80whcbgs3Yjit8fjW7OvkWqYSPBf3X+7FgcowaELwj+PAcwkCEqil3qViJhNIl/U/BrjGUVCeXwQD+ZzFM/AJcLKRzueNUhDjPRtiHb3JJB64cAEag0HYo7Jf0rArNVUY4pxyYdM8UZp50xmULODoeOzZxHWya1mq6NGO5z0z/zr0n79C09UWeR6KS7KQtago+vfWkhIxNrIUF0/6GtLk5t1z3VHG4oObsq5jyJNByn1YsUdvWsFmgj36O+Nd3JOXLQufacO8pkSoCz5sdfhCLMRMxQIAOIeR6BvPiz98FZ3f/xfktFxGSK8Pg38RnRcW/ezyUgRaG/SjOykLPUs24YHblyPz5pthX71aNIKYvKhxRnZ503ftgmX1Olxpd4m7GZ0/Y5MTsj/ICjAbtEJZX1Vsw4MbsyY8sjaRYNLHDwbH+rZoW3Dx+VfFwdgZ0KJ3853wZXBMEyjLtmBDmR1lWeYhByD1owjsEUxRQfAkc9cuJC1ZMuR7p1JgJkokykE/W+6H0x0ETa4++wKOfHBOEi93wSLc8sXHUVFwPful99gx6bArYI5OmtSRHKmwHi641rjuFOjn6e6Gjyy/7m74HY4owKi322XdsvijwzXH/N47UI227/wdctuqBP6j3l98hL+iQZ85FbVlW3Hj9nIpMmKfWz7/howMed1sCPB3MbFkccrfTY0Z/t65Du5HNERR4vvK5ZfJ/XSKq0+n9iX3zLfPdl/TbgSwtsQmguWxTJupBIGdqn/8R3FFF8ZQX5+ACLz3YgTFkb6cHCz+3d9F8tKl0+rK+N6FHpFtYJBlwQKF90S5HJKZ8We/rI7qun75tgLcv2HybFm+t9ZXXhH3YwYLbha042FlkBFHEFCZ+lD3ldIRM2GEMJngPtL0q1/B1dQk/83mFl/jWAxhgr9kOLobGsJAn98fNf5RP1f+TCMgi0VGoNc+9dSwP5MMpRePdsizxmfqoU1ZomMZGwQYW3796+jrJDMs/+GH59U5OZHgSP8z+1vQ6fCN2NBS2pdc7wy6d/PjOnZfR8dQdl9kjx8uuLZjmXdkmTu9QdEfjHWHpwGCXqsRsN1RVY2HrvwaSZ5+WNwO6P0e0YV1GW3wmZNwIX0ljq64B5sr0vFvX1wu95gjhhzXP9c4EGX2ajwuLNI6sNI8ANtAZxiYjOiKqiBATMfvXncorJ1bXIDbbl6OtJJC6JMmrvs3kXyQzOOP78iZVqBxvMHnjnuQs7Y2eu7nPfLIqCOYI60r3kfm2zwnYqa6JWhgJXI6+dYxx0Sj7sTPPYfaH/xAcnye3zqjUUA/aQa53ZJDELjinlnw+OP4MAavw9UOt7DPmYeqoBYv3cvja4Thoq+hGS/9w48RdLlg0/iwpiJLcqHY0XueOWQEkhk4GaIAx8NfO9kpey3/+V1rru0rZDK+eiLm79ZmYvUw+TP3FOoXMndk0OQtY/v2hK0LPkx1+EIsxEzFAgA4h5HoG8+L+xvg+h9PwupohyHoh89ggV+rDxuABIPCCDT63VIAugxJOLXhYXz18ztFAF0l6TzIeo4cQceBg+ju96DL4UObORM9q3chaE0e0j3LSzPictMgQpGhMgI5d63NmPGimwf5s4fbxaHVUn8ZGzpOyiFOBlTw5vtwdjBJCpYIaS/agaZhCF9jrP4HAZbO99+PCsor2jydIWMNUKZSYCZCJNJBT525XxxsFaYW8y0W/hwFTPQgu+XyM7/C8UOXJQHzlizFvf/9sWGZrlxPdApW60XYgNu3h9mAwySFfO5Y/CnQj4ykwOBgeLS3uxsBZ3iEhc8pk3VJ2AsKxNWaoB//zKBz3YsvHUfXyy8is7MW6e6w8LoYflDyKTL6RXdgCsI3ZC9D721P4jdvzAqzCukSOgzThM+cs7pa/p7PWerGjfJeFDhIc4G5YMUm2sjvWIwfAgJ7zvdIkq+CI3F3rMmYFmfB4YpSgkBsdlBTzs2xQa0WWrMZGatXC4g7E6YMLGL3X+rBidr+6D5MgJlsQMVoaOhy4w9/WimsWqNegz98sBSbp2AQxOeTADXHtRgE8LLvuENGe8f8t16vFEwEzlSTh4YVlH5IhCBjp/7pp6UxQKam6AFGWEXcOwjEyN5RXy8AEr/GZ5VnlnI8JvOH74dgIHVxA16vmPnwBnE9cFRs1TBGMARzXj7RIUAEwdyHN2djUfZQUI9rq/n556PnKNdULkHUCegIz6fg/k/xfWWCs70iRcD74dyvFchPXcwblqXKPYwadSh2XxyIdt2obYRZx5wkFkTjvnymfkAAdzZjGTRWI1uMAB4Bg9dPdYmuq97vxSZnJZZ2XoDV3Qu/RofW5EKcyVmHy8hCpt2IVYVJ2Lw4BetLkrG2NFn0m8lyPHKlT36PMjFiFGeasXWRDbmh/rAGYUsL+uoacfZiS9Q4is88WWsqJxwOvJyOc+PA5V7siwEBP7Yj57rpj5kMYRK/+GK0eW4tKhJjIq1pans6pyUIBvK84H4Zm9MysuxGLC+wyjUe7f3W/vCHaHzmGdnftElJ8KVmA6kZMhRgDXkRbGmMSgCt+OY3YSksxIc1VJOKo8GqQafWM9n3lN8YLQ4cq8Wlp38JnWsgbNyyZqkwndloU+aBDLKemSdRYmOi+2A8y48AJdWO3j3fI2tgJHZgfEOGUwDMHxm599xz3VmYSHXBh6UOX4iFmKlYAADnMBJ94zl64CIqv/o/kNzVAG0wIK6/BADFBCAUBgD5daZiTrMdvdvuwa3rcqSgoHFB0qo1qOsOJ421lfWwHn8f+v6wU2JQb0Bg3XaUbVuP5YU2OUQpek0mF4PsDha6szU+wMTo5z96G7oT+8Hccs2STCz91JNRRhLHzE7W9uNs/UBUfJ/BQpMg4PpSe9StksUSdZDEKCQCtDDIiqEhihJen0qBOdeRaAd9a68HvzwYdpEcaZwsEYNsoTM//hnOnKiRRMy/ZBUe/m8PI2OYTryA6UePihB3lA2Ymys6Y9QDIstDGH61tWExfrcbgYEBSdjI9mMCx2KdRZOAfpHiybZ4sYB+LAzV8yZA9gcfCJPkituMN091oOjKERQMtsAU8ISdwKV60CDEjrVGg+akfDjzFyPtd76OL98RHsHk6yRLgKO+BBD48/hBJzxqijEM6ekCPMY+61G2YFaWfNB1m59nkv2TaCO/ozF+CBicuOqQcTVVqJM1TZYitYimw/lxrAKVmlQdZDzr9bAuWYLi9esxG2D/22e7xNlYBXUBb12VLk0kjj//wyt1MgJNIPRr9xRPiRHMc8lx+rSMv6pnLnX9etG4Gmusl/u7Mk6JFvEPPZQwIBbZ6mQqMrgfcBzYTS3Q+nrZK4YDNTmuL4zhUEj0/hRbhawfskRED5fngtkM+9q1KP7Up5Bxww1RtvKFxgF5xngpWXQ+ujX7OgMHShGQYaRYa/bly5F9550JNUY9ncE19sbpLsktGGxe0dV2yNSAJ4BfHGxDR69bcqi1SU5hzbGxw/11pIgdo+VZwebKSNeRe8xbZ7qiY43U3CPgptECfc5rTZxTdf1o6nKjo98n7DE2GoIBrxhBOTxBtDrCAHySUY9bVqXBGtHjJNjL98YJCj6b3NvIsj5d1z/EvII/j+AmzTjYmO3vdsDQ247FOgdWWwfhax97fFkZjAjAOUHGnIpDVb2io6b086gJyMbvTIe4ij/3XBRo4fmcc++9084g5pg5XdTJDGyM2U9VUCeQgBQleGINUQjOn/2935PmYF/fINpMmeDtC+n0srcRnLXpAsjorIV9yWJpbBd/9rP4sAfBbD4bPINUHcMgs5Jg/khrh+Pa33+lEuZ9r8PudWBdiU1kNFgLcPSbskGxhoOsrygvlLJ+/YTWNnNkPk+DHr884/4ghKVoMelG1QeMDe41BAE5/s29v+CJJ6LN4kSsCz4MdfhCLMRMxQIAmCAbz+/+7u8i0aLltdfwzrf/HckNl+DVGqAP+QX04/gvmT8BjR4+jR6GkB8DaXkoWbsUOauWSReMHeKOgBl9S9bDnb8oPBoU8COj5hQKOyqRkaSXzqptcTmca3bi5YuDIjbNuGVluojQzmb0HDuG2rf2iHNWwGCG76b78OkHVl4nJs/Dmt1T6k3xPcZGWZYF68uShc3A5J0FU++JEzLCyT8zmHzz4E7bskUOcikwz5xBx549UjgxUjZsEBfNRC54Ojs75bXzfWZOYBR1JoOsLbqY8R5pNcOPlSVisNg+/v2ncel8ffgLKzfisS/fL5qUwwUBNGEDsvhzOKQgJ2NORNPpxNffHwb9KNDv9crXFctPl5Q0BPRjp3nIz25rE+DPVV9/LeFMtuMpzxoY9r+B/JrjyAz0w+rqgzbgE+DPY05GjzEFnUnZqLvnS/jjz24QrbaRgqyehp/8JMwk0mhkvIV/FhHxEZgrKvTJyWEwMDNTnCMJCk6VLUgw7YNLQ0d+t3Dkd+ncjfwyyHr5xYE2dA14o00RMn5YrFEbL3bsaGWRTdgGZNh82PcB/r5zDU7RYKKGLEOv02LbYrsw/p7Z34qXjnfIeUJDic/ckDdlRjDHUMl+U8xZS1GRFOVjjSCSicV/NxgBu80FBTLGOlUmz3Q0HgYbGtD26qtSYBLQJUhE3anY4PNlKSmRr/P7q/7P/5HmljxvwWCY/cdzKxgcMgIsYvYVFci65Rb5b7JWWovX4K0qmsaERBrgsa3ZKIwrOrmntbz4orCVGambNgmA+GHUEVNBwECxzXg9ntiWEzUTEKC9vhFvvXsRzsYm6Hs7kZ+sFSmS+CuiiWX3UcNvGCONkfY/aoVx7JV/ZkOBzuHcS8iAVsFJB2qJVuQl4anX61HV6hLdZoIdem0ITN/4bGanmAXE+9yNecKCOn61X7QDY6Mowyz6peXZFrj9Qcmn2NBQzQyynhu6PDKJQZBxy2K77G9cB9ER5wjjkWtGyVgMFyJpEWE78oPnx3jPC5ooUA6CQa3CJ7fnyOuZqeC5Tearej+U0sm67bYZZ8M7XH7RC2SznkBRfBAcIpBFMNB34TSufOc7aD1+Gh32fDgCevC2STuQWqA6rayVjP4WZKRYkLNlo2jCflSCTeijV/pwrKY/WtMwH11dbMOOipRhNS/5/L13sgWpx94WYD8r2SBnhTSMDIYoEOiNGEwxuPcmr1gheyR1F8cTXf1e/NULtahpH4w+h3/ySNmEzMEobUHHe+ZqbMiKM3BKClx1dWjnOafTwVxcjNwZmASYifjHf/zHBQBwIT6SsQAAJggA+LWvfQ2JFq0vvoh9//yf0LY0oNOcAbunD8aAT8b/eNgHNDr0G+0wBz2A2SygVe3Ge2E8dwQGR7h7yQilZSL7xhtQsb4CxRkmeJqb0PHWW5LktDt8qO4NoXfldvjyS3H3mvRZH9/kiHLPgQPy5zafAYeLbkAgOVUAvUc2D+3ER99TKCQJ6sm6AVxpdUWuSDhSrQbR31pVlCSsHHbveg4dQv/58xHWFIQhkbZtmyR4TNzdTU0idq4KTHNhoRSY1FVZiPEHmUHPHemAL8AupAYPbcy8brwsEYNM0cP//jRqa8LmAfoN2/DI5+4YoqHHNefr6oqO9fYeOSJAnWLgqHVFPTZ9BPCjzh678uzSWgn6LVokIFp8EEjkMzBw6VL0a7JGt2xB8po1OF43iH95sxGas0dRUnMEue4O6LTh5TygMaE6dzUGNt6CTavy8Dt3F44+QvrznwsjkVTN/CeeiI7GK7Ygk1w1Psw/x3a/hwthNaanR5mC6mM8bEE2K1492YWWSNFDwP/utelzvmYIbP3yUEe0ycCGyMYyGz641CfjRiqo2XTbylRx1fyoBa/R/so+nKlzRvdfjq1tX2LHS8c7ZVyYhdf6Uhse2ZwlTMGpBNdh+6uvRsfyCK5k33//mLqVBCzaX39dRt4ZZCblUstuFkFAGettbZX9goWaSAkQtAuFRMifTQPVfKKTPfW7+BF7/nS+9x7qf/hDaVhx/DfkdsvzHDW/Mplkz+D75fPIsT8Wp2Jk0OfFlU4vnKUr4F+2Fo/sKLxuRJ2vre3ll8MsQsps3HCDjLx9mIPPMkdqGekWHR5dpoemqx2eiH6fq6tbDNLIlmOQOafAP64/k2L2EdjKypowS4z35a0z3Wh3eMVcqLXPC5Nei4L0MJNLPVN8hlYWJkXPIwJ0P3ivBafrBqRRQdY0z1u7RYdUMc/Iwc6Ka+P3rb1eeR4vtwwKs1AFWbtkLDNXYvDn7T7bLePBSht6TZENj2/LxrJ864gNGa5fAoHqunnb22XdDRcEVMgSVAxBfh7NsOhojSPKBCQo+uS27BlhArL5xpxbaUOnbt6MNBrEzTL43TsYBgN5r2KbTAwNNChtPQf9Cz+CprYKDfYSBHX6CDEgbARGlWCfRodMTzcsGj/Ktm/Auqf+CR+1IMPyIDUvG5wIRvZINqo2liVj86LkIdJBZA/+8L0WDDjdKLywD5tM3dJL4WQHzwrmbNxnuXf3HT8uEx7R0Gikmcu9O1ZmKD6YE792shsXmgZwqZnPIdnGVizJs+LBDZlDXs+Y7+3SJbS/8Ya8JtZxBAN5vkgDl5IgBoO8npwHH0wIXefR4qmnnloAABfiIxkLAOAcRqIzAOteexN7vv1dJLXUoNFehIDOKLov2lBAmD8+vQnM0Qr76uCyZWBw7U64H/2CoALJrTUobj6LTJ1HADHmbdbSUmTs2iVjKGQ9HfzFG6g5eEJ+Fwu1tbdswooH75g1F1AeXnTw7Tl8WP6bh2zeY4/hnbogzjeGQQeygLZXpI4JIpD6f6aO48HXkk6DTouVRUmiFchCnV1ramcRvIl+T1qaXBMe4AT/RBcwIh7P10PdqEQ8QBORAaiC4w3PHaG7ZFAKhke3ZF/npJiI4e3rw95//jFaGsO6V7ZdN+OBR7fD01AfBv3q6qKFOplFZPgpnT8GnxsW7NayMmEoUXcsKQL6jQSG8TkkAN538mS0YCKgxjFHFiCxz+Lus134yfst6Bv0wdfaCu2gA0GdAcgtQGqKFWuKk/E/7y0W0HukoKuxAOEUH7/xRnG5Gyv4GgkEkjkonwkQTpQtmJ0tn2PZghz5ZfGtnlkCEhz5JTN5zsG/g21SlDPWlSYjPcmA/ZW9UYYMC/EdFalSTMz0uO9okQj7ABkrBA1imStkWdR1DKK6zSXF+tK8pGlhBPMZIRDWd/q0/DebN9S8ZSNn1H8XDIohlgLYeQbmP/bYjI20S7Ogr08KRu4PBNcUCz02xOk7I0OcfWncQeCu+DOfGbZJQPmBmn/5FwEAyWAkUEEmIYOuvxxH478niM/mAzVKy7/6VRx98R1UHwpfL71Wi1WL01F04w4BGhVgRYaLFJTcg7RaGfm1r1iBD3PUNvbild3noe1ug83RiY2pbphC1/Y0fzCEi41O9Lv9CGl1yC7Jw6YtS6LjrVNxQiYYcOByn2jxdTh8wp4niL44xyqafwyemRtiJhpGckPlvtTQ1gtig+XZZtyxsUhyn+GCQOapugGcru3HYIS9y+D3kyFlNWrxwaVeeT0tvV6UZJpEl46RYjWI+Q9H+hVDcqTg+UjZCdFEjICCozWSuG5jtQQJvMS+Z7LD37vQfQ0E3J4zLsOM8YYYwxH8jjyjNNLjSP5cR9eAT0aEyQxUMhSm+svQPfPvyOq4gg5rDrxmm9QBYF0g+sAQo7CsgVZoLVakbd6Ee/7fP+CjGrxuXNMct1bBRiPH3Al+q7V8qrZfciwiczc7zyKtNex8ziYunZ9jpzUIdnOyaKCqKkoqkJ8babowB4xdv8wpXjjaEWXi0vlZp9VGG59sLDy2JWfEqZPhouvgQdT94AfS2GLThnu3aBaSBZqUBCtB9ogpGLUgEzUWGIAL8VGNBQBwDiPRtQfe3leNK3/6DVjbaqXj32HJEqq/auCy7kzx9SNloAMt6WW4esOTuP0Td2FZgVXYczoE0XfqlABsSsyWh5Jt2TKcT1+B420hmNrqkXHhAFZmaaVoo2YNHU6txWENsZkKFkgE4zj6y2AyTbcyFi4+fxBP72uV7ifP0Me35kjXfazgv2OixJGX9r6hxVZJlhkbSu0oz7HAVVcrv3uIUUhBgehKsTDkOHDfmTPydYIVHAFJGaPAnO1IdK0Pih5TU5KdVWpNPbY1R8aREj3cnV3Y/Vf/jP6GJuidDtiL8lG+tDBsvOP1RvX8mHCJll9KCnQ2m3Rf+UHmHxNF6khSNN+YNlRIPrZAIuhH8C/22eS/S9+xY8Tiktd195kuHKrqg8cfZhARXLltdYYktKONzDrOnxcAUIn65z388KTZDcIW7OkJg4Ex2oJjsQWpLahPT0eVx4pLTjN8yWnw29OxZUXOnLr8xo4P/fJgqzBmGEWZZnh9ZFBdc/clQ/qWlWnDjhJ9VPcBsorIGnr/Uk9EwzEk4B+/TtMEalmxYCcTcDoMXQiYUb9VaZFxf8685ZZRGVhcs+1vvRXVfCUgTaOMyWqUxQcBOTJDVLNgOOdXPm8syjjSKyy//HwBMQeuXBHHXQa/VvDkk9eNHfpdLpz4/OdF+4vvhWA6WX88M5kf8M+iQ1pTI6NpxZ/+NGqX7BCXTH1fJzKunMBaU190TJ1nffrOnQLwd+3dK3sJr1/u/fdL0+LDFALIdnfL+BxBqa7aRpw8XS/nE7ccjvDHao1qzBacciah1ZAmBgsVq0pwz4acaQH72SCj0RHNWAgAEGjkKCAbIGT/rSgM6/Qp4G0m9gG+74vMlWoc0VyJ4ERdp1u0/4ozLfjUzlwMeoMyhhtrrkA9Po76ry22RV3AxwphKpElyOsfAQQJEMa6rcYD41FAMPJxstmLd8+FQUA6q39se86ErtFIMVBZidbXXpPXoklQ8JvXj5qPBAPfO90G83f/EumdtTAEvGixFcTMv4TBP4vfjZyBZnSmFsJ90wP4vX/8Cj7qQVCb4+RKY1MxYJl3rChIkrrqh3uaxOwr1arDw8Za9B07Kt/HRhGlI+IZfmy2UGaI51Gs8Q9zQDZXWWs5fcCvDrdF3cVZgzy4MUvOgtdPdUYNxKj3SfmB8ZrddO7bh8t//dfhKZRAQCYwtFlZciYGe3sRdDgEkGSut+Jv/mbazrmPWh2+EAsxU7EAAM5hJPrGQ1e6s//4z8ioOobc/iY4jTb0mlLh1RmhCQRg9zmQ5upGrzUTvelFGPxvf4q//MTSYQsTAg29J0/K4VDF0QJnEIOlK6BfswGPbsqE7+BeDERGpBhkIJEZNxOuiUxmyOLg62GwgBHwLwb0YNfuJx+0COOGOjifuzF/iBDyWD+fOl0nr/ajstWppP2ujbyUJmN1oRW+qkvoplFIRO+IkbxsmRiFsJAbUmCuWSNd4ekWgp7vhf9oUdM2KF1PjhJRlJxAbiKOSrIwcdK4I1K4u7u6ceXgSXjcFNQPICWPjoomAQGVlp/SEGNSRZYfNf34tfbdu6PAMsGu9F275FlSxTzXZv/Fi7LufBE2IYNsQRHrz8oa12smsEJheq0mAIvJOCaQR8Zew09/KkkqC/+iT396RthP3GuEKUhQMGI8EutEzOe5spmsGqUdp5HR0KzctCFmI9OhLTjR4GvjnssxdjJ0GASvw5wKiPbU7WvSrzNNmMtItH2A44gfXOwRMJDXkHswAQ6ue2oomo26aWMEk4VB1o56jlic5d1//7DsuSGF9Ntvo+/s2WihxrNnPFpt1/2sQOCa03ddnYwQqnHc2OC5pgA/NtZGeu5odMJikpG+ZYucvyoI7FF3tPXVV4V1wkaE/NyyMvl5wkim2U9zszxDBPCcv/mn2N8QLjrJKiNrytrVLIUjn00yV3jO0fSDr4/AZP4jjwgAOd+DzEgZ4SXQFAGcVKOFjcJYM7GlBTYUlBdEtft0Obl46aIb9V2eKOBPJ/Kpgn/8fS8da8fbZ7vR0e+VvIT5CAEBau3RyIwafwS3Zmsf4HolIPL0By0yaqscSfmey3Is2FRmR0WeFVVtLhyp6hNGmgq+TkojcMJiIuOLKthEUyxBBQzG5mLxwWe1WZeKY30WeNOy5b8/tjMP2VMAAdnoZZ4n4LdOJxMfiQ5+Uy/359/6IUrPv4uCgSZ4tEb0WNLh05tlDDjJ2490VxcGDDbRBT6x8VH80aNLkbtpreQxo00IfNiD9/lquwt7L/YOGa/m80dnXqfbH5UEuHNNBkq7q2RfZkhzhOtjGG09ZcpFwoUaIWd49RYc0RejM2cxQgaTsGfvWpsRbXTy9RDUJmlBPVNPbM1GzhiagPx3F//0T9Fz4oQ4QbMRzUaSJjkZWrtdMhaN0yn7O8Hs4s99TkxNEjESvQ5fiIWYqVgAAOcwEn3jYZf4B69cwoq3foDcwVakDXbC5PcgSI2HUBB+jR59lnT0mNNwcPMnsOvOjfj6QyMLvw509eDNn7yOgYvhMSgyAVaVZyBn13bY16yBs6oKHe++Gx2DYIKVc/fd0zoCO5ECjEDlC0fb5c95aSZ8YkfumKMn8UGtHLoH0+ku1hmMSS477WsLzDBUnUXv0aPRDp42YhTCgq1j9+4JFZgf1cJ/pOCY54vH2qXYYZHADme89tRsBwsPaj4S9OM4uHL7U+uTo+AUfG8+V4UA9f0MZmRtWIO8kvB1JgBoKy9H0pIlsiZiwTeCAt2HDsm4nmI3sKAmq9bf1xd19lVBxim1O+PF/0cLvsYrbS70OH3Qa4JYkp88KhuN77fxmWfg6eoKO8c9+eSsFvmKLVh1sQEHjtYg1N0FvaMLqRqPCNqPVDzOphMxjWueO9yO+k6X6HJRGL8kwyz3lnvFjqWpUuzONUNxvuwDZBNxLJius9Sz4pg3x6YJAvLcmS5GMAEDGmnQIEMB8mSwkfkwlQbUaCwyuvSK03djY1QvL569RMdhAf1KSsIMvXEwbbl3NP7iFwJs8vsJxlG2g4w/ghQEsIQ5fPx4WPOJrNs+B4K0iQ0FYTAaYKYJRU4OHPd9Bkf0pfJzOVL/sR3XmCXShLhwAfU/+pHsgeo1Z99+O3LuuSchJS/GvC+UY1DssuZm2dOHA2PZODnXHkCnOV2YfZu2LsGWLYujjU4y48hcJ9OaQfCLsgRTee75OmgaRFkB7i0M5jElmWYZ8d24KEV+z1R+x2T3ATbnyEK60OiUZ9ThCkijI/a1sAG7tiRZGH8tfV4crOwbAp4QUAq/D/t1pm0TCWEJ9vVFGYJka7J5FM8SpNRADdnFBiM0mTnYtWsZ8hcXyVk8XnMf/i42xbv275f/JnuWjPhYR9VEjSPVvfitfz+L7cd+hpK+q8hyd8HiG5R9gAAgtcEdphR0m1LxTumd8GTk48uaU/DkFKNv9U7YUm3Cxs5MNiDTbhTDC8o0xOodf9iD95/6n/su9Q5htxZmmIT9z32ATNcv31oIV+UlmZxQDNGcu+6SSY3hgucBJVZ6jh9Hd2uXsPv4s4J6A0q2bcQND+267pzhazlc7Yia3bBZ/vDm0ZtkdJC/9L//t0x1MCciizvocsHv80FPQ7q0NJgsFjgrK8UgJH3rViz/i79AIkai1+ELsRAzFQsA4BxGom88BE8++dRZ9LT34Kba3ahwXIE54IUu6JPD3q03o9WcjXeKb4M3pxh//tgifGxH7oiCuM8faZPDjeNAJY2nsVLfC10EUOOhROYbRa1pEKIKKh54PDxoRjBVV9zJjGBR9+VIdXiUiknm7aszJvW71cjLyauO6HifChai67I0SL1yCgMXL1wTVbdYRCeJzDAmo+MtMD/Khf9wwVGnl090CAjIYoFMlIm4nk01ooV7xLyDXVHFSFN/TxZgcHBQ1qjocqWkYLB/EDWHTyPoDyBoSULFxx7F8ntvCbsYjlHQs4in5hgLUY7FEnCklgzFzwVUijxvHBEZ7xguXydBlTdPd6GtzyNrmv/UatQJQEVm1XDjI3zm+s6dkz9n7tolz/JsBotMJrexLr8EgraXmuHvitEVjGMLjhQivj+NbEEygqhZSbCKhaXZqBVWIu8LnRdvWZE+bvbxbEci7wMEW07WOvD9d5vQ0uOF2xsQEXaKnlNb7IltudPCCOYzK3ISx4/Lf3MdZN50k+zdIz1bo0lQxAOMwgwm6EcN0GFG3Pn7CJopt17+edJrsa8PDU8/LWCfjEHm5w/RrCWbmOLue5/6MVr2HZDXp/V5EdJoETJbkFxUAON9j+OypTg6Vvax7bnCNFNBEJGgaX9VlbAWuTeSxazAk+SlS0WGYCT5goRg97W2RoEiYfdFTJjig/eB+4SYTeTmYU+bAZX9emFzM5+4bVV6dI1wn3rxaLs0VxjUq6Ru5WSBOU/EjZTAH0drVWTaDbhrTQZuWJYmjc252gfY9Pj1sQ5hRCkW1ONbs0UP8FzDgLgC9zivgSNc0pSb4HVjM5UGC9QgVEHggtMVmxbRaXV63NDZjKZhDlmcMr7Ne+1yoa3XE71PBFNpkGKzGEQ7UOkI8mM48D2+AUAncWq8jZd9P9fBse3Pffcc+voGcUvTe1jVfQFGv0fGgUPQwG0wo8+UirfzbkZDRjmK0If/Hgzvc0GjGX1rdkm9EBu8RDSPyVDAYAQcpPbtRJvu8ymYQ1E/nE7giiBAcJsTSKwL7tuQJY0/7sEtMQZJWWNoRF5pdeKNl4/AVHUWhr5OlGZbpPHN/YhTRtQJZP0TG2cbBvDm6U7Jk7nn3Ls+c0RDRjaYrzz1lIwec72LNE1Pj5id8NygjrQpolnIxhJd4Nd997tIxEj0OnwhFmKmYgEAnMNI9I3navsgnvinM2jt8crGnosBLOmphMXngldnQKO9BDXGHARCYae4v3iiHE9uy7nu55Ap9Oyhtmgytyw/SQ4Xb0PdsIwkjh6xKGCBpIpxFjVkA8YK4U4kxInwjTdEbFz9noJxiLCziPzlobaobsd9GzKxsnDi41rR1xEKiRbIiat0xBs6HkymxBq7B3lXj8Pf3Bj9uui8WSxh90mNZlwF5ke58B8u2Al95USHjBgRYGFRSuHjmQoWhNRGYeImelwx47YKNAhEinkmdby/shYj95P3lYmVU2vB0bcPI6DRC0vk5q98GkXLRmbZxgYZd/U//jG6Dx6Mfo0FSuEnPiHg30TGyfkcfHd3I/Zf7hEWCXXVmLwyUpL0yE0xSff6Tx4uGzI+wnHj1tdfj44Z5z3yyKyuWXbXyWTmM6fYJBynG0kHbiragsp9eCJsQV7Dnx9olbEqXtewYYVVCqFbV829G/GHYR+gmcpf/uqKyDL4g2FjIJtJL7qAX7q1YNoYwWTKEexWTG778uXIuv32EWUsxITq4EFh7Cpgmc8HGwHSLKivD4/KDhMEFgj2CcuvsHBajbM44lv/9NNwXrkioBxHuPjayDwhyPiDd5uw53wPeju6kVJzBiZXP/xaPQZyStGTVQqNRoudS1NFN5c6abHadtwXqTXoamqS/+YeR9Zf/7lzMn6srh3PuJS1a5G2deucakdJ86a3N8rsE4fZiPHNcMHnnbmKAEAEgnJzpSBmvHu+G8ciTQiO3T6yOTs61kvw76VjHahqDY+g8trx7ycDfjDfOlHjwNvnulHZMhjdp8l8vX9jJu5fnwm71TCn+wBH9cl0VAAewQ6yjmLHQ3mNa9pdOFbjQF3HUICVzyyBQLK32diJ1VXjNeMo85bylGlvnMSuh0una3D2RDV0jh4YdJCJjngmfHQ9REBBngkc6eS5GGX/PvrodcB/Isf+y734X/91GQ1d4WtuD7ixuOcS7N5+Yf+1pRTgqq1U6gKy13dV2PFX5c1oP3FGZEOo6+goqEBL2QZ4Mfr9IejL2iIr2YgMBQwmG0Unci7Nr6Y73BGwnvsDgXG6YdMkhyzdP3+8XPICrrnmGJfotM2bpVaKz6doYEhWLWsLrSaEO3O9yGy8IKy92OAoMYFAnh/qZ1xpG5R9yBfZM5iDEICMD+7V1f/0TwIE8nwjI5yNEdaJ8pOotRzjCJ+2cSPWfOc7SMRI9Dp8IRZipmIBAJzDSPSNh4DJv7zZIN1YikNT9J9uvTR44wGh9FooXksw5fFtOfijB8NjPyrYKf3V4XY5+Bl0reShog4cFtwsnIbTJEtetUpGY9mBVUU2nUMnCnzxEBLtoojGIJMxjjeNt2gie/G/3m+Wz3y/n74hb3rEn+mIx/Hg+gE4I5pkDE5CLNd2oaj+FEyDfdGvkwHJ8VBt5HWPVWB+1Av/+OA6ZmLEdUsg6OM7cqflPqp1TDaLAvzIEIkfHRLX2kjhSGYB72Msq5VFLzW6xLm3vFyYAYxLRy/g8H/8Qtx39BYT7vidzyO7bORRoVjNTb4GgleDV66IQQhHb1mUUO9vIs8RmSm/ONgqBSUVv8nWSDJpJVntGvAL0MaidXmBDX/zicUCsrArLLp/HAtJSkIR3UVnsZgng/m1U50RUwigIN2EBzZkTaoojGoLTiNbkC7V3F/3Xe6Fzx+SJJ+u4TsrUkXkfj4wH+bLPkBzJjpYE1BgEc+Ci49iYboJv/dACRZlT8+65NpoeeklYdIxeL/zHnxQmjjDBV8LtfXa335b/g3HqMjKpZt3bPCsorO3Av1G+nlTDQJwPIubnnsu3HCiHuC2bVj0W78l+wb3T17HytZBaQpQ/8xm5j4QEs26XqdPWH/5aWY8/ZWVSLdd21+5DzU//3xUo5QFKI2KFEBGFjQBUY6VKYCNf0cxe7Jd1PfNZCjGV6xZRKymVmxw7xTGlwL7RmB8Mchmo/Yeg7nSJ3bmRkceeR1fOdEpa1QZhj26OXvcBhdRLb0uN47X9ONcQz+qW13R0UICfzcsS8WnduVOO/A3mX2Aa+TZw+1RV1mynO9bnzXqfkdWFK/h+cbwSKMKjklSA5B7J0ETxSZk8AwiM2/rkpRxGxtMNM7W9+PNYy3Q9XbC1t+JnRkemB0dwzJCmYdS5obsWsq48Kwv/NSnwkY8c9TInUiuSpCVoN/7F3vx+ulOAW95jQleM1gbqPWs0WrA20lA9PbV6fjn31gm+Tc1itXzJE2MW+5EvzVdnKg7+73o7PfJuoi9x8MF1wrvuQIEFWuQTONEv5ZjXecDlX3Yc57yFc5rzYIt2QJoa/p70fzcc9Faicw6auspxjddvd87f22U96FN2VEDQ55NdA4mCSI2NyVAzT2WeSd/DuUzOJGg8iZOS9y4fOi+Rt3WE7/xGzJNxbyW/47NohBfRyiEkM8neZ8mFJLJE+Z+Fb//+0jESPQ6fCEWYqZiAQCcw0j0jYeC9Ez2yVQz6rQC+lFYnZ8DgZAc/tzv9VqNjJXcuToTf/nkNbt36thwxIOjKAweIjxMhjugR3IltS1dKok/qebq0GLiRKe0sTST1M+lULvqflFjhW5a49VqUdHY5cbPDzLJhSQen7khb1LC08MFkx1eYwrWK6ZS+MUHUeKoRWnrOaTpfHI9/E6n6NSw8OB7IJMx74EHZqwgnO+F/3AJuxJZpuAxdR3ZWZ5MCLAWAfz4MdIYGNcv127Q7ZbRiCF/ZzBIIUzATwT1RwClT+w9iTPPvAgNQjDbrLjr976A1Pzs65+hYVy3qReTumVLmGVD/a5IcU2dMHmOxlg7BPm+9qPLMqLK7n1FblgvKsT/seOr0chYO5lWFJn+vftKsL7Igsaf/UyKff59wRNPzNrY+kgjv9Pt8jsVtqDLmopXa4K44rFg0JoqQNHdWwtxx+p0pM5QsfpR3ge4Tl863iFMYK5VnmM0W1GM4N+8rRC3rEibFlaJjAi+8Ub0zOEznXvvvaKnF903IiO9HO/lGC0BJ/632hPsq1ZJQcazThlkzLQhDZ/Vttdek89c2wOXLsEYAa3JljcVFQvzhwYr1LalfibPfl5bSgIMeILSyHJ6A9hYZsfv3FMsTEBVMErhGnEm5p6Uc+edw8p60DCIkwHOmpro19g4SN++HfbVq6ftOoxX800F76Ni9SnDjvHkEWxEUEuYa40s/0/fkBtlihEsefXkNSdOMuEe2zJ+8E+kRZoGcKymH+19HskfGrrCTByCXgTXyMIsmyaAe6r7AFnOzCtVw5PgHcegx/vcsZF8pr5fdJX7XTFN08gYbmG6WZpUiknJYLrJUUa61BMsmu7g6OQbkcYiGYyPbc1GFgaHsEbZEGSjmyC3vF67PZzb6vWytinNQSDQpFijc9DUHQnw43pSYC2D9+6ts12y3nwBRQIIEwIiWKA4W9N8KcOmx7YlqfjWxxZLs5X5K1nSam/ks0yWL2V+1HPNZ6J30B8GBAUY9IlpDZmtIzya0SDoNWSMOPJnjoTPJ2Cw0+HF3/z6qgD5XNvcTwl2b69Ixap0oP3XL8iEB4P5Y8599+H9qoFozsMGN03vhhvx5x7MWos66EpvXQGyZOrRwb3bHcKzh9rhcIWbCMOZhxx66CEMXL4sea/OZoPOaJQ9QJYA18PgoICA/LnlX/kKSr/8ZSRiJHodvhALMVOxAADOYST6xrP7TBe+/06TUMopEk2NCh7CHN8gG5CsQB40ZADxgOXo2mduyEdFvlVAg91nuqUY57lOzZnVxWObV8Szl1TBzNEjKa4jCRRFk7NuvXVUDTMePmRjqMKKxRTZGJNlEnAUhY5ZDCbWD27Mmvakgl3V41cdIlyvOqsanxeZTedR2lWFnCQtdAgKo4sMMgKa7CZLgTkBI4ePSuE/XJB1+daZcPLEdUsmIEHdsYIAG7X0FOinmCyxwfXA5J6FLUciBAyKWyNk0tDpTxX44032P3j1EGpeei38utPsuOf3vwBrZvqEnH1ZjFBQWhmP8Hdn3nijmPCMtJbZVf6/r9YLg7I0y4xUq0ESfu4DrFPprMrkn3+fn27Cnasz8ClTlTgcMjJ27BAW0WyEY9AvQI8C0gnu3D/KyO9MxGhsQTZO6jpdON/glOvHYGJPgDI3P/06w5HZdiL+MO8DvN7/sadJzjEWVWSyc5RVMdlvWZUuzKvp0EXj2SXjvYcPC/OH5xYBcAJGBLiGi8DgoIz8UjTdTImKJ56YFUMM7h8c6erety/KaCUYkbZ9uzTPWCQSpOi5+VH8/e42nKsfQFGGWfZMFvksVvvd/jAjTqeR4p0aqzevSMM3Hi4T8KPlxRejDqssMsnkH+vs5JgwZUCU/i2DEiCULxC2ygTPXnF9JbsvBpgZyfVV3kt6+lA9Nz6LE/ydNIz42f5WaZqyYfjJnddY57zubEZx32SQjcopivGYIRCgIQjGs4zrmaBMdRvNboLCyuSILBseBGBnw1xhPPsAASUCoaohTFYiQbnJ5FDMjQj0UY9uSNM0wqCkdAKv/aXmQUW6l2Aeu31JypgupxMN5sivnQyDgLzP1DIsSA8385gD0FxHNDz7+4XdS6McNe4eH9zvuffL2ot8cE+YSQCL64lAnwB+ne4hbsuxQYCTuql7L3QLaE22WFaySUyrmPPzJfJ7yD51+YIyuss1mJtqFP3G7RUEYQ1wnD6Nzvffj14DkQKgxM8oup8Eu7udPtlv+PrC4KBX9psRJvKHvG6lKxgLDE7G8Xq2gmz1/3yvScbf2ThQplVkOe4oNSP12Nuyj3EfqQ6k4PyiGxAymuTvaXY3Vk5L4M5x5ozUWgRmVXCvp/yCdukqPH/GIdeZsSjHIjUP9xMCuOe/8Q1pKPOm84zjuhUGIIOswMh6ZT5M9+IVf/mXSMRI9Dp8IRZipmIBAJzDSPSNh2Df7/zosiRa7PSz+OemTuYPu3RuXwjNvR6093mRZTdga3mKJAcEsSg6zVGg3BSjsOWWT1A3j+NQXQcORLVSFFjBAoodLFUU25YsEffAeK0tFi3Uy6BTYnTc6P77p9RZ5UH78vFrozq3rEyTUb2ZCI4bn6nrF4Fg/pmhdTlhrzqBQkc9clP00HW0wNveLoUlGSIEcqjpMRudzvlU+A8XLBzojKgAGDIB45lXyt1xiHnHMEk71x4BG7anWcST7RIfhuTk8Gjv4sUC2k4G1OHrefNXe9H2zrvy3+k56bjhidvgOHVqQs6+LIS7DxyQoj/KBiSr9o47hmUDkqHyw3ebxEyFIusE//nMh2UAQiLaTiCVLAE2BDZlA//N9UH051LgfDZALOrX8LVOx8jvdAeBlfMXmnDwSA1qqxrh7eiE1dWLEmtAiqKRGD/XaQsSIMzMnBEn4o/CPsCilZqQitVAQsOP9jYLiGLQa7CmKBlbl9jFIGGyxSGfCQJ5ZPd1R5w+Zfw/osFJti8bBCy06PSuWH5s5BA0p+MufwabXHx2WBzPVBCQYEOAjEQGn1MC9nKOaLUyLkb5DMYJy2L8ylUi7pXMBficschX75kOrARPyZbnrrJ5kR3fusksTTglXs99idpV4w3+XGd1tVzDWLd0ApRsbozkmirsPodjiFEH78lI7D4xPImAfRYx7Midsq4iQZCn97UIOMftj4wc5azJ18cmFMdWGQTsWLSPNVWgGoTMQfhWmIc1dIcBG+qwcryY4OvdazOmzeBjOvYBnh0ccyZwx/SEDeE1JWM3hMcTBAB5nsdrKlMnjkYqZApWtg79O4IZBAIVSDcdQYb8q3EgYJbGNYT5qkY2eRGoc01wWxmMxK7v+OBeETtqzjN+KrnsRAG/ogwTijPMAl6TrVnTNohvPn9V/j3XJM9/5lHMCXqdfhkHJhBLqRBODChmIO+9AgJT/ANoe/31axI/bEbedFOY5TuBHJYmWnz9Hf1DwUHFXhstuMcTCMyKAQfJIIzVopyr4B7B5kFjt1v2kPx08xDH4OwkLVbXH0Tj2ctyzf3JadDddh8ev2XRdVqUowVzWrK9aUgVuwbJTjUtW4EPgkVo8Jqi+xTN3jxnTogJCMFD3ivu77LHc/Hr9fJveX4xyA5MWb16wQRkIRYiwWIBAJzDSHQAkEGNKupREARMseilk0dWjWh/9ftkpINJFA+Gx7dm4Z1zPUPc0Th6wU5UWZZFmIHlOdYJHa5MDsgCUAUKg90mjlOKThIZV1arjDKSVRUVGif4F2EO2MrLhSI/EdODkYLd66c/aJEkg0k9zSTIhpipUJ1u6t9wZI1BF+Xki0eR4WxHlmYQxpZaOWxZTHKUgmLtM62XNN8K/+EiVi+FXVOCgElavwB9UfOOSOJ+netmfr4U7FyLLCwpDB4fZJDYIqCfjPBNAzDLgu/XP3kLA+/uhrGzGSmGIMq2rhVgfKLOvmTYcBxHAZZcM8IGjEvA6Qz3vXeaBDzhc66Yaww1AswgAGjShrDO34ivZtYhPTMFJZ/9TFTLcDZHfrcsDoM40znyO9kgS4H6X/WdLlS1ugQ8ZXFKZsSnt6Qh1Ns9aW3BuWYLzrd9QI0Ck2HNYJFOc6ofv9+Mxi5qWoWBQZ5ZNy1Pw+pi27ieJe4TYvoTMe+I1Y3jnzkqRUYw9wxq+dGIh82r4X42dZWoC8jXyqKYerUzMT7PkUSCjUougPsVDTnIToqN9nfeQdvRE9jTbcWvAsvQ4DEKEBCr2WYxaJCbapbnjcwVvQ5YnxnCV3wHBHTjuiTwQQBkMsGf4Th7VliVsaw9nvkEFcmQ4j4cHblsbh7CaomPIey+vDwBZqezcUYm3jP7W6LsmXvWXZuA4H1l84lGYAyCdh/bkTtiXsQ9n5qLBLlUDsAgGMAmLdlB3E/ocL2jIgVbFqfM+r432j5AJ27uf4IN6DTSlKET93QHx9LJijxdF2ZFqiAYR8CP7GuuzVh9ObKqCEYR3JqO+88z8tWTHQI2Wpxd2NV8ADZNeA1QZ42g9Ui/h/tEvLt07IjmdSzB7OxrLMFIPjLSz54q4DdcsEH91BsN6B0MA24ub0AAPo6ep9kMYsTytbuLBRQ8XN2Hs/UD16ZaIkDgtnIbdBdOyNSPakbymWY+P1W9YD6DXRFdQQKDAhD2+6J65KMFn6mo6YjdKABhhs0wIV3O6QiyZmkSxthSbpfXsu9Sr4CblLG42NiPouojWDRQJ6zGVctyUfLk45MyS5RmS02N6K7Hsq55yy7pc3ElvQL+lExkaj3Y1XkU7T/9sZx5utRUhDwe0ScXJiCJGlYrkoqLwxMwwSBS1qxZMAFZiIVIsFgAAOcw5gMAyMSBnT5qqpDuP+Ai1Vv2dEkW8lJNAgr+4YOlklwxKehz+SUBYyc6PnVgYkr2wNL8JOnOjgcM5MFEQIZAoBq7ZNeK7CwWSMpBLWXVKtETaX3llWhXMbmiQoqa4bSGplLQEwSk8HmSWYfP3ZgvHdCZDhqqHL/aL91/vz8IY3sDki8dg7WvDZnd9UjS+GBOTUHK+vUo+tSnRh2n+KgV/iPFwcoeHDx0BaaORqQ6WrDO5oJxmFvJa8nCnWPXTHRknGcYrTeO7CnQb7KO1WMxY9s+2Iejz7yEQEs4SUvLTce6r/43pG3ZMmGQm13brn37RDswygYsKQmzASMam2TW/cHTlaJ1ZDboZK2zw59u04smodMTFJYqmwE5gT6sDzRhm6YZg7vuQdnqxTJ2VZJpmRFTi0QY+R0p2CQ5UNkr0gEs4qnnw3ElNkNWFSXhye25wzJ+ps2JeAbZgmQKsGjrZGNGp4N1yRKUjlLcJuooMNfyF24pwPmG8Ajf1Q6XnHkEAbnWCXhTlzF+ZJBgHgF0pf85EnuH15/PE4t0mlso7SuC7ZRtUE2r4cA56ghyLfCZznvooWmTeGCDrGPPniHs+tT168VRUrGKuBewWK5qGURlkwP+15/HQJ8TL2Apmo1ZMJkNKDC4saTrEuwBJ7R6A/qyS9GRUYbzTYMosgawM1iLJ9Pa5fWTfT/Se51IEBAhc1kYgV1d8kzwQxhSBQXDavLxPcUCJdyjZ5JBS5CDOnfKuZag3K5ladHryrFz7gkMMqSo0Uf2ZHwQUCFDkABarN6d+h0EOGjwocaH71qbOWk925nIB/heaXB0sDJsiMNcj+whAkwzGWSEEYg7dvXa+CKDW1Nhmgk6nUaAVOV0yuBzTiCQo8NT3cOYn725+wzsR96GIegTY6xFd90yIeYrg88+13h0ZL21dXSWYFJSdFw9mJ6FNm0KGvv80wb4DRcEoCmLw/vM/UKnCWFpvk2MP6hbF/uzCFiPBARuTHbCt++dqHlSfFN/uvd/khc6Y8BBfubzNFrwtaZa9eHxYXsYECQgx88zCbjTfI17CWUqvnxbodyzfZd78MM9zZL/EFlf3nUOO/21wrq0pdhE53wqzHECgDQMoRM8n2OC07XVzdLkDZqs0JuNyLl8CP7uLjH8kMYjp8PEelgrWtc6g0H2azLes2+9FeW/8ztIxJgPdfhCLMRMxAIAOIcxXzYeFkQ8bN463SVC/yxsyZQgS4IjsF+4OV+EwRXzj4fjE1tzJDlt7PagssWJyy2DQ5xuGTw0eWBRO5Bg4HBJcGwM5xjMBInsKyb1GqMRg1evyvgOwQsRGr/rrhlhxXDcgyMtDDIAmcRPh4D8eBOYs0oI2+mDpaEStotHYW28jGRvv9D/U4oLUPqlL0nnbSZiPgOAIsIfKdz5UdvQI51xBkdYV7L4t5rFJMNcWCgFAbWjWLzHG31wbXEMjYAfgT924Wci4rUxvb4ALp2oks/e9BwsX78Ym770qQmb26jgqHzbW29FmYzCBrzpJuiWLJcE/7u7GwVkYyGan2YU5oQYgTA5DIb1atwDg8j19uD+4EXolqyAs2L9UBZGtkXAQLrSTYcuVaKO/PKakLX77vnuSOEewtV2t4ybsthisTka42dUbcEYUHAu2IJkVTX85CfoOXo0zFghQ1arhS4pCSmlpeL2Z1+xAvNtFPje9ZlRRnDPgA8tvR5hq3PdsvBbV5yEzWleBJsbwi7fLS3DjpOycBWn3tJSYWTHsl+5LvgMc/xege00tqA+5nCgw0BVlYzfCgio0yH3wQdFymIqMdjQgPY33oien3x9PCP5esWRuM8rZzWBv1jQQDfQh/R9v8Y7oVI0hOxY3nAYK/oqofO6ofd7EaSrtcmCXlMaDhXfJA2Tr+Q0osyuQd7DD8vI7mRDsawVECLjkj09smdxX1YCYMKKysuT9Sd7dwQMEXbfLDFjeQ3fON0lIAdjRWES7lufGZZOCYWw92IPjlQ7onkSJwgUiKeCwATZgQSlY0EqgtWUWmnu8UZ19Lg+aa62rmRk9tdMBUEcTibsv9yLhrY+yQkX55jwyI4yAUU44sy8kMHxUI5AK/3D2Qheb0rR8FryrIjViaM8jVlP/WrfkGtMQJajwTynJns96XZ7/ucv4nKjA8GQBoPrduH+J26IarhNJWTPVQzBCCjIJh5zcoJBbL7zM5sb1GPz2zPgTcuGjx+p2TDak6cE+I0WzAcDgQD0+tGdeEcCApdlGbCs9RRQczn6vcxfOZUw0xMtXCtsYnbGAoP9PmEQstE/WnBrIeuReodhxiDBQaOwcqfj2jLvIuGAsWmRXVjpbDCQuU5SBtd1SaYZSbUXYL94WBjFxTnJKH5k8ucFrwdrKzZbOvfsEWYg9+Hw+gogaLJA7x6AraMeoUEnQhwDpgmMRivOv5oQawOaRGoFAFz1d383Y7XIR6UOX4iFmO5YAADnMObLxkP9ln9+s0FElTkm5fEFpPgnw48HX2FG+LPqRNOyPh7MIwOmqceDyuYwGKh07WIP0eIMC5blh8HA0fSX4h2D2WVyVlbC1dIiDC0yDqhjVPbbvy3OVDMV75ztEkaeGjm8ecX0M75GC15TMjOZ4Da2OpBUfRopx9+FqbNRxNhtVgNK7rkTpZ//3JT1jOJjPgGAYt5Bl01l3hGjlycRKRRqA8nwZubDWpiPe5bZEGyslX8Tr/unTGk4wscO9UyySUZz9tWs3YRXfvwmdFcvSwK9dnMFVn/2Y5PWBuJzRGYNQUZeE47MVCIDnct3oNVnwKGqPknYg91dWOGoQkpwEG6NHjWWQnTaC1AQ7MH2pD58arUJ7l33oLLVLcCgKlZVsJNNEJBjYBOVBEj0kV92yDnuRgf0cIQZknxV3NNGY/xMJmaTLcjRy8pvfxsDlZVihsPfEeTC44gnnwkyrHJysOgrXxFG2XwbBSZr9FBVL96/2Ct7q7OrBxnONli6WmDsaoEp6EVJlgXZdkPU2IdnDcdzuR8Q+BvPKCkbCdS+Us0EcXG8555h92gWXmLEERFZJ5OOjYbJ7COi+xnjAs79K+u229Dm1kZBv1iNKRUErCnfUdhXj/OvvoPj756Aubcd6c52JPnUmG0Ifq0ePeYMuK0p8K3dgcc2Z6LgsUdlXU0kuK5ijToI8o0EcpN9wvFrsrLZfCHYTdF5SmHQ2Gg6ZD8mEgcre/HBpXAThYAPQS/FfN53qQcHImw4AmRsAqjJAd6Tq+0ucfO9tneEg1p+KwqsknvxPqkoz7HgjtUZc9LwIPDwj6/WC1BOwLzf5YE2IqWRYjPLZAjBED4LZCWyITyXjRky1U7UOITFHgvo0DXWatSJiQ0bWSr4mmlQsjw/aUIgjuPcObTv3h0G+weDOJy7Ba7sYjnzmBcrDciphhrpre8YRHNNCwaammDo6YChpx36wWvnIrW7ed3tFl343mSmwVIQ0RKk1mV29pSnY9g0ZEOIrrQEguxLlwrYMxboPiIQGGhD6dUjMIfCDQg2E2gQMpNaqCMF7yNfpwIEFThIBqF6zSMFn3uSJJTpCMF7fua9mCi4/NzhNiFYcHyZDQP1m8kuXltiw8Eqh7hjGxuuwH76ffA7CjIsWPuxB5GxZuX4tWvZ6K6uluZTrJY1c0OCzdxnHRozGnwWmOsvw1J7CRq/R0C/gFaHgJZTIYAu4IM2FJRx4KSCfGx6+mnRuk3EmC91+EIsxHTHAgA4hzEfNh6K/X7rhasyMsFOFBMKi0kLry+IQW9QWC1knPEQunttJu7fkDmmTgYPGv4sJrOVzYPXifUybyCrjqMBBAniO+TxrCg6LVI8neMR/r4+YW2lbtgAS26uFFZMcmYimABQpFeNHz68OQsVeTOrdzZScPzyJMXBq9tgO/gWUk7vhSZAoBawFeRh+W9+AQU7tkwbEyKRAUAx7+jtDQN+NO9obIyK0I/E1tGnp+PA/su4cvyCFPtJZAIWJkXXMjUWrYsWiZ4kv39WOtKXLsl47nXOvrt2Rdd0U5cLr3/3lzA0XhHwa+POFVj68cemVPi2V9bi4NMvorctPG4UNBiRdfPNsJWW4PBTP0BK3XmE3C5o/V5hGYSMFgwarAit3ICHVtlQ9plPSyHO8Edcb8mIq24dHKLNFMsCplD4WMA/g+yGl090RLWwOPJLhg2BxLkMjp0dqu4Tdo8qDFjc84Mi6Uz4R2L8zETMBFuw7kc/Em06FgcEW8i09rPzT+ZHby+CHR0CJBLQWvUP/zBlDaeZDjah6LKoRoE/tyMDoZYmHD9wEdWnKqWQZhFHVrAawQxBg+T8HKzdthz5y8uFYTaZZ437E80xlKQFi1w6JQ4HlnEPEyMNOitqtXKmJS9dOu7fxd9BwFE1PliUBTbsRJ2tGNVtHHkeuiZYm/L8JQtqSa4VyZZr7+/QH/wJzr5zSCQnBPTTkO0T+XehEPRBPxyWNGHk3//M98Zk/gm7r6NjCOA3nO6qCpoURY06+JGVJdeExaloBTc0XPveCWqiTocT7KuRqQACfJ/clRsF+g9c7pUxSQaZQZ/YSfBPL8wtugCzicfmgQoe0xW5SdhQZhOB/3cv9ESZztwjb1uVLs3SuRi5Z67xl89eEX0yfvAlmPQhcGtxejkdEjaFYi5097oMGfudrobHVINjnuHr7ZDrGhsEA9msir2mZArSoX1loW1MCQuCYJ0fhM2vmB9wbL/ZkIFfH+uQM4H//tFJgoAT0vBLCiE/0IMMdzfMjk5421pHdBxmI4j6xLEGI+PV7GUDo+GZZ6SxQPMzaWhQk9tmC7uYf/zj4vg9VgwHBOo8g1jacBRFnnZZ73zGCepT4me2dW6HCzaIyMC7xhYMfybQPILP0JB1RqORMDB4DRxkXjDS80z5n//7Wr0Y3dDlm7kSx6zXl4ZlWhgEJTkafPVUJVJOvAttwC9rrvye27Hp3l3Drl/mmdx3eaYT+Btu7+UenrRkieS+1F0nyH159/toeO4F+Dl95XXCpzVAHwoI6McgEMjc0Bj0IVi2FOs+8zhKPv95JGLMhzp8IRZiJmIBAJzDmA8bz5//6gqOXumTRI8MPep+scVDFmB9p0cOPY7zlWWb8cxXV1/npDpW8ABq6fUKy7ByGAaCKkaW5rMYSbpOa4+aIfU/+YnoK7HAJQOD3SoWwBzNZELDIoD6KzOROFB4WrlIchyHjsfs+s1VsEPILvfZ/WdhfelHMHaHtRBDRhMsGzZj+RMPomzdUgHuPkwAIDW5WPwpx16lJTOceQdBNDJ2ZGSc3c7qaik8EWFhcD0yLCk27Lh1HdKWLpHu5XTqSI4WfP0sJMbr7FvV1I893/sFTK31klxuvXkdyh59cMKvl88ix8rJrvO5vbBdOoa0pssioJ5iDMFx+jQ8bi8cDc3wOZ0IaLTQkv2FEExJFiQlW1HxjW/ISOFISXN9lzusK9Z6vSRALPDAj3gnu0Qc+eU1o7Yfx33V3sVHa0OZXQCRozX9wzJ+5uS1xrAFY8HB8bAFdcnJaH3pJQFauK6s5eXydY/HI2wElhZat1vWLkcwiz/3ubDbZQIHwadzp2rw/p6zYqhTEOzDklxLlBGsQGZTqh1laxbjvC8NXbYchIzm6D3eWZE6pnPrSMFzqv3tt0XWgkHmLnWvhgP3uLfR2IqNDBaJZMSQBTwme+XkSQHG/D6/rM9uSwaulG+HU590HRBPxhqfOxaXw4HUPFOfffJLMJ4/JsUlb7ouFBRQlGAgv8A9QRcKoC+rDBv/6H/KeRPPIhWgL5bdNxI4QRfKWHAiL29UcGI4reDo3rlrlzRuZiqYH/3qUJsAGAQsPr3rmqs8wY29F3qigNLHt+fK1SIIRdAjVnuMDY21xclYX5os3/Pm6a4hjEDKU9yyYvIO1dMRT71RL7IQnD4oSDPJGKnX65FmT1OPT5hvXKNFmWb84MvLUZYAeqzDnUVkVNFRmfcu9usMbyAIk57j/5roCPOW8hQxtohvcHPdcc3RRZXBxkfeI49EzXR4br149BoI+MjmbGHAjxbTadohIHtn5zWDHILsw+RHscB57DMnIHtcLsG9q+rv/k7ybjZY6SZO3TcxgYiwy9kEoAwN8+/xxHVAYCgEa/0llDWdQmGKXtY8Xw/3vpnUt55K8Bnodl7TFVTgIN9b7Aj6cMFnPzOiK6iAQX7m+6bkz3der0eHwyd79R8/XIpN5SnD/hwSEt7fdxmut16G1hsxDVq5DhsfuUOAbL4QGt0x73VWVQ0xVWJwzZPVLrI2S5ZEm7mx0XvqFN743T+Hrr4a7ZYsmII+JPsGpAFETWCv0YI+Ywqs7j4YjXoUbd+End/9DhIx5kMdvhALMROxAADOYST6xsPxvf/vl9W40OgUUItjHQyXLyCHDA80drDJjqAGzWdvysP9G7Im/fuYSLG7zLEsdrriO7Qi4pweLlIICBpd/Wh+9tkoQ4qHFbuQdGH0tLTIZ3ZiqQfEcaCZShyYoDP55/Ugy+fTu/KmReNsyuPBDb04/4Mfw39knyQC7Mh5ckpgWLEGS++7FavWlE3amGGuAUAZV2hvj7L8RtLkokFMVJOroEASXwobM/HhyMp135+Sgsu6bFzQhDVz8tLNeGJbzoTHVCcTfD8E/ghiTpTFcrK6B0f/8xcwdTbDatJi2+2bUHj/veMGvdk9ptsvNTtVbChLxqakfvS++zY63nsPgzU1MhZCcxPqm3Fk0d3eLkV8YGBACm06CK/++78fcyya948AC4HAkUYPCfCRAbw4xyrOjok28tvr9Imbp9I+ZRDAvG11OqpbBodl/CRijIctyIKBDBe6FRvS02VfZaFH7TdBw1j46vVSZBKkSV62DPmPPYZECtGrdDrD75EfXV0CqCltSwblLJKTTDBkZqIpmISrPquInqckGbB1sV2AwaoWF4KRas5iCGuGcq1Oho0loNXVq+i/cOHaaG55efh5j3t2yXAn2z1EJiCdKtesGdEYRNjxJ06iu6lNGH4DniCcuWXw5BSxEyLfw2eHbBKOmOalGsdk7rdcrMbFH/0U9r5wUykYGfkKaXVSVGpDAegDPvlzwGBG4MZ7cO+3vy5nMeU5uDamCjyM95rS4CRWK5jBa0X2dLzL8VSDBf4z+1oFyOOo58d35Mo1ZdDsg2CZApHoLM1GJ8GzWECAI6c0TSDrnPflRG0/PmAjJqJPx/HNO9ZkiI7qXAb3vN/58WXJ0dhsorkTo3/QhdY+jtGG2DFAz4AfqwqT8PCWbHz+psnrP85GMOckGEtdUOUQzOebTV0BdI1acVhmEIyhDhsBWgL/zDk48ksgTK1h7nvxeSYnaV481iE/nznXw5uzh9zLmXDpHUvLNdYxe7Qx+yFAfOT5bHvtNTS/8ILIQZAVJsY6Vqv8DLLC+HOZS5ENvvJv/3ZChmjxQKBuoBcpp99HXqBP3rvNZkbmzTfDvmrVvDCdYrBOIsNXnIij4KD3OnOf+BBwecAna1Sn0YiMEpm/t65Kx0ObskdvTFY24eR//AKu3j6R6fClpCMpLwdLAp1I0bGBc+3a8azh/qi0rMfK35o+OIi3/vRvYWuuRnNyETQ6DTQRt3eDxSQ/m//TdrcjCT4YlyzDY8//CIkYiV6HL8RCzFQsAIBzGIm+8VAk/T/faxZ2HoVnDTqtJEZ0pPJzs9dowqLU3V6k2fQylvL1h6YmUq4iVpCcCXPseAyDSUHZmbeRYfAJuyb/xp1I27ZN/k6xAJz19QL0cDyBRSnFaPMefFAKp+lOHJR2VLzw91wHr2Pt3kO4/NNfYKC2DqB7cnoOPBn5CJZVoPyOm7B+Rd6EWVRzAQCyU+mqq4OTY7104Y3rXCoWDd16FcuPSaiMOLDbOcKIAwtNlfiwc82IFXJncU8tp8kyfcYKFsUcoyETSIEABNc47pKydu24RwzfP9eOyz/9lbA+WTBuvXsbcu+8Y9R1yASbDN/9l8P6fgw+T3etzYi6NZI9cOKLXxSggqFPTZXniUwHYSlGdOBYVNhXrkTJF76ArFtumTDwXznMs86RLJoI8aXJc55uEkB2Lkd+WcQdqe6TkV9VMLIwvHlFmhTwh6sdwqKMZfzMtTHJVNmCdI3t2L1bQGpjTk50Tflj2FsEALmW+Td0ZKW+3FwHAT7KQvgiH2QKxwfXfbNbD68lGbpkO1Yvy4XBoLuOEUxW3MqiJAFlrraFHZ1V8Hkjq2eyzCxpTFRVRaUKuG+xocVx3dggW5PgFkFAeU1lZTKKHX0vgRA6GlvhqK6B2+UVkCloNMOTW4Kg2SqSENTrTU82yOeJAOinzzVC+/4bMHmcovfEsS959mlwwbuugYyAmXwu0QPsSC1C0s6bhv9hOh38qVkIpGXBn54Df1oWQpZpls8I+GG6ehHmylPQKCYMi/HCcriXb0Qw6dr43GTD4wsbYSgWH929ldEFmylsboigvj8k2l+eOEMB7mkEndPJFtSEx9Ivx8miFKWbUJZjmXN9U0ZdhwvvX+pFS49XtDBVo9PjI8Mp/N6yUszSvDXoNdiyOAV/96kKzIegudqZun4BXxU7XWnA+YIhef6pF6jYWhuKLCi6tA/euvC5aMrIEPBvOMaUaqi/eLRdzgx/MIRNi2gYppkVwG9CRjsKrI8Bz+O/l8YQbKDw+jB3okSK/B0NIDQayQW4n7ERVPDkk8h/5JEJv6YhQKDfj6SqU7BdOYNMm16uSdbyJcKYTnSpidGC+0ZXjBuxAIT9PpnkEV3QDrdIiDAIuDMHJWjIbZcNUMqnxLIFuZ+oRo44pp89h3M//Am6qq8i4AsgYEuBO7cUKTYjSnOTkbO8XM4Za1nZhHTCj759FKe/+TdIbq6GMzUXA8YkhAJBec1Gg06ctikFYGmvh19ngGfRSvzmi99DIkai1+ELsRAzFfOrKlmIWQ2PP9wB5YFO8I+h5fhRqlEOJQraJ5v16NSHBXHjxf6nEjLmlGqSjxuWpYYNCWgg0jyI3pZ2pB1+A/0eF5iinE1biVR/KSpqHKIbmFJWJt0sFkrUUHNcvCii9dQJJCuQjKqCxx8fMVGbTFAnhowmsoHImCRoFKvPMVfB61h283bklBeKZkfTmUtwNDRB6x6EO+jH1YYaXChfhfwdW7B+SaYkmqMBRgIodrhxtdkNvTaEkozJuc6OJ5houmLNO9rbh/0+Ms+iLL/8fHmNZCz1Hj0qIvrDjTiwi610TcgSjI+71mQI6EQnRt7X54+047Gt2dPK7FQaljT5UN13jlWmrF8vI+sTNRe5YWUW+h95BC3PPou+vk6c2H0YW0xhN9/h7ilNfQh0EmiX360Nr+PtS1KHMEP5HBnobsx9wG6Xz6L5E7muMlpdXCwJP1lKfE8TAQD52mgolBt51pkAs3DeX9mLU3X9UZCNdQ8LoPcu9Mj+syQvSYrQ2QTayeQg64/6P+HXDmGD7FqWJsUawVQF/tktetH8m2/gn7qnlFPgB4s4xsDlywJAkc1B4D/g9SLINUDmrUYTBqpZAJpMYY3ACZo/TNeeQZCf69DX1SWjaQpyIZuMLBUGny2+D35Q41DvDImIOqMuYMLKvPDZsDQLCDU5hZnD9s65fr2M/q7L10QaVE4ZSefAaXc3GVFmAWuolTuR4LUiQ9lx9qy8fgKB3LvYrJJnL+b7CDTQqIff46YLbpIN/al5aO8aFDMsfS/3SS1gNMObkYdAQamAMnSHpDvlRNUffIGgFOOOfhdSKOweMfwgo5xj7oIyyhSwBkFow8PAoRBM3sGo4ULAkiSM6rAbaRZ8KRnCFBsSY7BhJh4a9BesgCarHElXzsBaewGaYACorYapvgaDxcvhXLJWRrony7I/1zgQZfEQADYbdPLfbX0eyVUIKrm8AZmgcESIwkylmDtxokJp49Fds7ErPHauvAXI5OY4NnOsQc/05VZTCYcrAJ8/JGdsKLI2CGZRE5pLIDtZL2uMr5dfV3IN8yEI8G2vSBXQ8lKzE8drHGjt9cooN99vt9MvwCY1QdN9AVx8+mXU9rbJuVW6YhEKHn94xDObDD/mx1nJBjlzCfQere7D0vykIZIxswX4xQf3RsW8HWLGE3Hd9rS2ivwDG0Nkh/PvqGPKZiBzaw90COhN0BkNwtAzWC3Q2WwCEpI5PhkAkE2VO9dkSE4iQKB+E7xZhfCffh+dtf3I7DqL4tpGLHrwXjFjm4/B+12QbpaP2GAD4NlDbbL+clPDDQUyRgkYUqaFW+6FxjBDsiZmAkHr9yDT0YL0nkYkdTfBqgvBnpcNy2Af+jp70OcegM7Zh/q196MqfxGW5qdiV1EqdOaJyRb5C8rgNtugM9pgc/XAb7XBFeTeHxKSiCYIGANuaQb1WTPQXbBimq7YQizEQkxXzL/KZCFmLVKt+vCYA8eUvIFo95MJUHGmScYi5O88ATmsJ6r/N95ggc9RJX5sSvWg6vQ+dNhC6IIWbeWbMVi2EoM9YZOS9873yPiNjAmXVqCkokIAFmotOS5ckKSl9dVXRRup6LOfHZdI8Xhf473rM/GTD1rCot3nepCbYoqOAs11cAx60Rc+D+srr8B5tRYd1bXoa61CT0YJrJWn0FV3Gb+u2ADbipXYUJ6CFQXXDDAYvM8EPt480yXgi8tFYwOOx+hwx3oNHto4PVpsHDGNsvwaGkY071Cum/wgG43MHv6btjfeEJdNdj9jQ0YcioulW00m6FhC10y671mbIUXexQgAICDgluwxR+XG7exLF+uIE6g4+y5bhvSdO8Mg2ySCP+PuTXl4bvAh9L/yPDr7e3Dqjf3YYDSKK3asYQXBNY7UqjE0Jpl3rc0UkCA+xO2V2mO8hmVl8BFciWEHEIAl+CMjQF7vmJpyY70HFkTUYOJro+YS2REE05LNYZFsjisf6O8TR00y7MKagUkyxjhTYCDNR6jzR4ZirDvqHavTpUnBIBNoz/kw+Eetv4/tyJF98cMQZHaS5cHnhuPexqKicPIQowGoDwSkOCSoPlnWx0RD2FVdXXDV10uTgHsGQUAy6Pihgq+dzGDuFxxfjx/RK6EWbcQVmAObSyOuwIziUCjKCObfeSOM4BKDFmv9QRyo7JVRT+KgBAKrLHrcuipNDDQmuh65N3S++y76zp0Lf8HvR+qmTaKrGBs9Te04/18/Q2d7HxwtfgwGdTA63NClZAi4pktKQtadd6JiwzLR9hsve0yAjgE/mnvCYBRHzvi8IQMIlARgP/m+sP3I9AtqjQII8Cern04IUENMUKtByGpD/gP3AVm50Finr9k28UgGlt6KkHMzQmeOATWXw2y13ipoTtVBs3I9sGw1NPrx5y+81wQlbCa9fCzOtWBtSbI0BKjXxQYG9YHJhKGTrMmgQ5JZK2uqLMsibB4VbHhQi84fAHJSTALQLstPko8E8DsYEswJaebEUWCyTZ3+oIw38pxkz6ip1wdPwIV+T0BYjfz++RZ8VqiVxhyIOeXxmn5UtjqFXSXj5T39CO59E15XD/QmHWp0WTiTsgVrqwexZbFBTHNGG+kla+tSk1Nch6kPWJyZjs3l9lkF/MYTbJDbKirkQ+1NlE5ofeMNaUBwsTu1ZnR5zAL+hMMHbZcPdl0PMrxuBN1u2ZPJIheH9Eks6KFAoA3nUtJhPXcInY1V6LzYjvrGn6Lixs0ov/vWGTdnm40gUPz6qU7ZF1g/MCd7bGsOkkxaAY6fP9ouuQZBduYZXucgtM11MLfUwtjVLKO4zEKUh2/QYIJ30Y1IzeqAxe+E1xuCtvIsPKl5uNikl7VN3VGC3+PVKE61W9BatglZ3d2wOhph7miEy5IBv84oDVubdwBWdxecRhv8JisGV4WnsxZiIRYicWL+nc4LMWtBrRMCWkxo2IkqyzJHCxpVUPCQYsea40TblgwvSjtdwdGE5uefhznkE4HpjR+7D75Fy8VJmKPCHY4w6EOAih8U3ubhuTR/CRZ/eSlSTx0JC9lTk6i5GVV/+7cyZlnyxS/COAwLbKLBbj6BsJ/ub5VDkO5vn70xb04Fu2ODwBIL84533oHOYkbmwAD6aurQGwqg0wfozu6Hv/YC9izbhL0FxVhTQjFyuwAv393diP2Xe4X10jnghdcbHkPgWJPzaDtO1fbjGw+XyijCRIKAEQXuFehHgDY+hGGWlycMPxbw1KORMZPBwbCeX3W1AADxGjYcB+a/4WjvREcc5N9rw6Auu6wEfigW/sLRDnHym4x24nidfacSfC4f2lmEn3segP/NF9Hc44Dp9b1YbTAIq5DvgVp/isHG97FzaSo2L7KPWHjwuiktLgKBdHolwECmEkE/xaoiCKu32yd8nUdz+U2zGfDpG/Jk5Jd/pzQDG7vdAhASbKfzLj+osUU3YTIDC9NN01JIqRHpg5V9UT0uNkCo5UVZBLUfUqPw7bNhra8kgn/bc2VP/LAEmXIpGzbIuuUzx9FUjs6rdU0moLe1Vdh0XBtknc60FIAY/lAKwOkcfs/IzY0yg2XPGKX45H28bVWGPB/U/iLg94VbzMLQ4N+REcy1QHZ3PCP45hXpWFVkk/vPf0/2BkX/yQijLMZETKEIpGfdcYe8Xo5dc09jU4MMHMPmnahqD5voEJjTltyMtOZXYWmvQ2blSSArD/bSYuSvXYGlD90NQ9LYo3EEb1p6PWiOgH0EPEZibSXnZMFrtonroy7oh4YOj7owKCKvPRSEzu9DiPpPOj2y16zEHfdvReJEBrCtVCQNRCIkImmAlrPQO2qQvmOHAN3jASnYDGBzlAZJZOk9uCETNR0uvHy8Ex9c6o3IoxhFH5JA3sZFyaJlGrsnsdD/4FKPgERZdAJNDstNUH5houfobIV3eVDASuaDzP30eo0wAgMR/V2eJ95ej0yPUA91W8XU86q5Ct5Dxc5yDKYJ8+rsxSZknn4L+lA/3DotriYVorNkBzJcIWmOPnukHUlGneRF5mGcj7mfbFqUgu0VKTh1tV/2DzbXCXKpRlKiBvcm5mGpa9fKCLCjuR2dsGJAa4I3GAaBGTpNCL6ABhpXEKmGoDxvNOojOMc9OarzSd3ACUw5DAECy9Nx+fA52M7sQ2e/B52vHkDlySqs++RDKFhSjPkaZAw/dzjM/FNg8cObsqPyM6zFHtmUje72PugddSg82YzlRgfcHj8GjUEMppN9G4BTY0JPehFcOSXwpucI27ovGIT97H5YGqtg9fZhcM9LOLnoBmjs6bjUNIg3TnfKteV5Rmmn0ZpXbLr2b7oFviuX4Q8EkTnYgdzeBgS0WmiFHayBw2xHlzkdtavuxp0b5ydDcyEW4sMcCxqAcxjzQXvg33Y3SGHDooMFNjvUFqNGCoeuAb9od7FzSQbOP362YsZ0alxNTSI6TMBIGIF33CEiwLFB7TDqhZHFwdcVHxy7qUj2I/XobjjffzfKEiOAUfjkk8i+665x662NFmQAvH4qbDBRmmXB41uzE6ary2DB5jhzRgpMsmXIuqNLZI8+GW19Phkz8GTmY2DZZgRSM+S6svDtbO3C4ubTWN5bCYunH16tAXXJRTiXswEp5WUCiHzzyfIxR4jZRVZjvbyvw5p3pKREi3eyF7URjRmCTk7l3Mt/G2etxoSS4yBk+pHxRxBwqsHCn2AumQ+M8hyLiHhPZK0P6+yblRV29p0Bd0oyEH76ZjUMe16CzjWA8lwLBlbtwBnTNdMAMoNYbI4FVPE1n/+jP0L/5cvyrNAhTsV1mj/Ll6PwE59A3gMPTPg1T8Tll51w3g8BZrtcwsiJDYLudHQlGMixzMnsSzT3eedsd5S9wWVNRiK1d2JBfbpuv3GqUwBJfv3jO3IStoCfSrCQu/ytb4mMAlkdfMMhoxEhn08+zBkZwrLj/R/JCXoyIaOuTU3ye0UKIOYZigcp+cwLO7iwMLpnTCTI9qX2LYP72T3rro0xs8Dl+uT3qOcnlhHMZ4F/t+dCT1RDjOuO5iEsrCbKHGaTqua5X6O9tUf24G5LJvo23CJafvKz+3uQf2o30quOwwo/TCY9cu+/H4Wf+tSwLu+y77sCaOp2C9BHILOj33vds6OCa5kur9TdJNs1Ay688/n/gdCFE3JucOArPPmrRoGD8Gt00IcCcGYUYvMffAWLPvExJGqw8UQgkKONsWso44Yb5AwZ6RzjaCjZ8IyMZD2W59tkD+D+xf2Il4IMP7q9EgAeDtihlMBbZ7qjWn/8fu4rlBNIpFxhuPiLZ6/g5wdao8ZNBLW4tIn/UBORo7/8GvfAt/5kPdJtH469kPtOw7PPoaWlR8a16zKW4GrherQ7fNJ8DkUAGpNeEwaAk40CEHPMd7iRXjYLnj/SJmPyfFx51vF7Ez141u/50lfQfeGSaFp2JueKYzLBX+6RnDBgM7Covx7OlBxUrCxBxtrVw/4sPm8CBubni3wLDabGy5rm+jt4ugkNr70BY3tT+ItaDTK2bceWh25GdurkG5FzEWTV0kxQNWfZOGADWjWbqROrnHsvnLoS1QZcU2ITgzFKRYiszZIlck25O/Nn0WxEmY509nnhPXEI1uoz8m89WiNOl92ARs018gaNjNi8YlOLNZPSGCQoyDF5dX/+6vka/HxvHdZd2o1lXRdgCXphCnIiQINBnQUOQzIOldyMztLV+PXvr0NJ1twaGM3nOnwhFmImYgEAnMOYDxsPC+2/eqFGElsyBDjWwmCSSyYMdWxIU//GQ6XRkamZSNRbXnwxOobI4pJAw2jR4/QJEEhAUHXTYiPb1YaiD56FqakmWpgx6S/61KfEyXSqo4QEBM5ETCR2VKSIRliiBQvM1pdfDjNogmEBXwJm3Q6P6MN1OwMYKFiMX/mWwFJ/CTddfgUZWg9sHgc0Po8Ufh5LMpw6K87krIfz5ofw9YcXYXXxNc2qIYydCOg3rHmHXh8e0SPgV1oquny8B3xNHDkdqKqS5Gc4HUBJfDjau3ix6GhNZsxkrCCj84Wj7WIKwOB434ObssYElqbi7DvVYML387cqgd2/Rn+3Q0aY3BtvQmjRUjGsIJg13t9f/U//JMxFsr9MdOjMzAy7wLLz73QKOCP3YdEirPq7vxtWV3E0gJVMGLL4JuPyS42t6jaXNCkI2inNQBUsRstzrcIOLM0yjwnEcI/jKC91oFRwRPqO1RnXjfSfbxzAayfD4B+F4ekASqmCD2uQPV3z3e8KAMiCxMNxb61WmJ/W9HRhGGdP0fwj2iTgnlFfD3dj47AOlQT7BfArLpZmwWRH5+N/N8F+NerN5k3suca1SoBQ/T0bPPGMYDK7yJY+URseC1bsFYJBZIuN9fupd8u1TH1BMj1STuyBsSfsvBswWaG98Q6UafuRWn1CNJ7YyGIjhUU02bep69eLSyZHDKlFR7BPAX48z4cLbgMs8goiYB8/c3wzfn+o+tfv4tTPX4K5sRoBjRYBjgNHXjfdhQ1BH7xWO9LXrsaOp/4hyhJN1ODrZkHdtX+/NMJUEIzIuPFG+RwbbDrwHCDLhuBddopJQFA2CWiWxuKZzLffurNo2HtNhs+e893SUFPBYpvMpvkgF8Dr9bv/VYm3znTJ++f+TMAvygLVaKJf41jh1x8ulX18vkdnTT2qf/EcenudwkRvL12H5rwVaO71RgEbNsV5f6mXXRgB/AgILs23YtuS1GHlNcj+JONLgYD3rc/C8oLEBgF5r5/6yt/BfOw9pHU3wGdLg9ueIW7g/DuDzw1Ldwu80MOVU4TSP/g6ti+yCdAujsMdHcM2fZVUgziA5+XBEtEkHKuRQ+Ds0GsH0LbnPbogydd8aVnIufsebNtQHDXlSeQgYeHZw23RxtGGsmQ5L2jEJblvVdWQ3Jdr7USNQ/batGUVuPfBLdHJmLGC+VH9vsNo3fOe7GOUj7i69AYcd6VEQX0G85kwaM0GsSb6NQLbGTY9nt7XgqNX+qXZbA84UdZ+EcmePjGIarMVoCFzMbxBDVYU2vDVu4rwwMbEPAvmQx2+EAsxE7EAAM5hzJeNh0nN0x+04GBVnxwYPHxYl5MhwGTlszfmS9I7E0HQqOXXv5YCkMBO7r33RjVJxhtMEDg6yFFhFkLRCIVgO38IeYdfQZLfKSO85iQLMrZvR+4DD0hxOdlgF/SZ/a1RJmJ8IZkoQb221ldeETCQwWSLRQ9Hap0uL95rN2Fvixabq95GtqcLye5e+Awm+AxmGIN+mLxO+I0WNFty0LjsBpR+6hP47dvzBSiQAr62VhKXeKYegyCSAvxYvCr2Jb+XI2/KuTe2MIvtHNsioN94E5+pBu8p9Vfogq06tPdvyByWsTGis++WLUhZt25amKZjBYt9dpTf+qAKFeffhjHgwbJ8G3Z96QnkrB4dQI8P3sNL3/qWAD+uxkZ5drQWi4APZH/xfpAZWPSZz0wIAIof+WWCSQftybr8Enyh2yIBlJr2ayYEKsi0WZTNMWGriGrHOjsT3OF424HLvdF/R/DwhuWpUszG32cChASDBPwzaPGx7TkJP8Y1HSE6WBcvonPvXnRfvSqmH0mrVmHx/fePqa052j6kAL+RHL65/xPgV4DfTD33fG7+870mGQUm6/03bi6Q+ztRRnC7w4u3z3SJG6wKgkK3rkwbopfL68kmVdgF2xkFFKIRDKC4/gRy2qqQZgwi2FgnGoby/nU60fdkM+HqL55Fd3O7mFD05C9BQ9kWxGHh0eC6J9AX+zEel3Oaq1z4399E/blqBBprofN5EVQMQA0QSMlA5pIyVHz2k3JWz5cgo5EGLN2HDg1ZezxjKM/A/a2lx41/290ozK1+dwCri2ySA5GdSUkCmkHkp5pE+zNe1J/3+EKTE++e65Z1xWAD9dZV6aI1N5tGRlMJMly/9XyNMB7J+uK0AAEFLwUMQ2EjKY6+Ui6BQAENc750WwHmW7g8AbT2edHW60FP5RVYj74LbcAv4+2dy7ahv6Aiep4Q5Bv0+tHnJPinkfFnsgL73X5puokzawQUZNMtK2XoGdHe68Hb57pllJrPEI2wEjFXVMH1/5+vXsKqt76PPFcr0gfaoQ0GJCfUhQLQ+33wWGxoNWWhZtmNSH/gYfzF4+XRf89GvqetTcBA5To83H7P4HMhLEE1NkyWYFrasM9LZ2M7jv30BbRf5WQIENTpMbByK0q3rpdR9EQFAsPSMu1hE8VQCLtyA6jwt2GQDe+u8CRRfN5Mpt+ZUCaOduile/PJnbliHjOR4Bne9uabYR1XrRZpt92BKnMBdp/tFnahgIPeoDS3OEWRlsScNXzd2fCgxBIbTGHmpzz+8rP43zwLbWaDmARlJBuwuTwFf/vJJUjEmC91+EIsxHTHAgA4hzHfNh4W60eu9IldvcUIbFiUiqKMmaN10wWx5aWXogcUQTkKzE/1PZBZIYzGSGGmHRxAxt7nYbtySkAti0mHlJIiFNx6I7JuumnSLAYCj//1foskyQQ2PndjfkJ2+Vn8sJjvPXVK/luSgS1bRI/v14db0LX3PaR31iHD3YVuey7cJnsU1DKE/MgaaIUvpEFXSgFabv8kvpTTfp0JR5SxE2veEePCLI6/jY1h0O/KlWGNJKgZQwMPjjgwKZyLIAj43JF2SdoYBMAJWClwSJx9jx4Vk5npcPadTPDenG90ik6VOJT2e9Fa04ytde8hwxTCmtIUlDz28ISd8wgSX/3XfxW2EQFOMTDR6UQ/k+y/go99DFk33zwjI7+TvVd0rCb4f6V1UJ7D2GCiSgYX9WwIfpCF2Om4JtbOEZibVqTJ2Et8EGD89fF2SXz5b5/clpMwhj8zHRwFb9+9W9a42+WSxN+YnY2S++5D5o03jmv0VrHW2CBgs2G4QodBx1tl+EPwb7ZE3kcbBZ4II5jP4rlGpxRLLKjUuuNYcEGaWcBqnkVqFFQF61uO3xKoprwGz43W115Dw9NPSwHNn6srLgM+9iW0GdKlseXociDtyJvQ94cbJq7CJXCs3imoDHUIFbNPxnlthkmPmrIZQBZof00tetu74Xe5ZfTOlpmO5HQ7Ch57THQM5wuoFb8ue44fR++xY1EDKtqctKSV4ie9Bej002gIWFmYJCAuWZI0e7CZtQLyPL4t57pmKHOOt852DXHr5LlB8G+4vSWRg+v4X99sEObzsnwrBjwEu7zweP1yXQiAmY10PPaLGyjX2t1rZ98NfKLBpjZfs7hdD/oF+GCkd15F2ZVDAnDT9bquYieChYuQYtUhxaIXAFitc2qhtTm8aO3xhoHRYEjY5Gyg0yyNWspkn/NZ5khwOBcM/1t+HwFi7iv8cdxPEhmwOlLdB2dHJx6pfxVZjmaYvYMwBMLjn15zMmC24FTJTpwr3o61pcn47hdHbjjKlEdvrzR9mWMQECQDfLimsWqkKsdipSWozhzmkQ3v7ceFtz5Ae59HgEB3TjH61+zE0rJM0V5MJHkOsoZfOd4BbXc7zG11WKvtQJY2nFvGBt+jNLyZ+0YMrHiefO+dRmlWUo6CDciJ7rnUQeUUEA1eGMzf7OvWy1rcd6lXngmCeGxa0IiNOvBsKlEGYe/FHtEE5zrlr3UM+uCnzqBZhzSrHrnpFrT0eOHyBaVZ8r3fTEwn4PlWhy/EQkxXLACAcxjzaeNhsc6xDzqHMlni4by8wIbbV1OU1z7tyT4p73TrJfhHACX3wQeRVFY2rb+DSVeYdTGIxi4XzFcvIP3gqzB2NkMTCIjema1iCYpv2IZFt984qREzXrfnDrdHxwg/uTNvUgYSsxGO8+fR8fbbUeAqZdUq7G8BWv7tKaR2NcBnsWHQZJeCyC/jHtxAgjD4Pch0NKPDng/n4nV4ZHv+UCH+WPOOmPFcFlhk/XAEi4mIcsSNZ/yQ5cfkR588dLR4roLr/9lDbVFmD4Giu1alwHH69LQ7+040WMC8ebpLRmFV8PVRlPzo4UqkHX4TNn0Iq8tSUPTYoxNmuQr76/x5Ycp4e3uh0etFOD9z165xg5tTHfmdTPB31nXSQMGJqlZXFIzhveS1okYOCzICIwRcyOwcqaPOZ5omD/yZZIA8se16xs+HNbgnNz37rIwm0X3XR+YGR4BTUpBEgH7JEiz53d+97lnlPk7gSBl3kP0x3BjYEIfv4uIhTYLZjLFGgSfKCOaY+vsXerD3Uo+46pI1xrXO8U+lwcmtkeARAWkCANR1YnA/adr9DlpPnoOj2wFXdSUGTclwp+fDl56N3g23ImgJXyeN142Mo28izdMn7MXM1Suw+JH7YbNMryFN1NDo4EGRaAhxH1i2TPaBubpn0xmUxWjcux/V+46jpdsl8ieekBZtucuQtmUzbl+fK4UvcyKCNjzTaQpTkmkZco1oHPH+xZ4oo5hF9B1r0ifNcJ7r4L79dy/X4ULjgKxblcv4IwACQ6/XS/OT4BYBQOrMzhfALzZyWi6hpOGEMB2NZiMGttwOXX7RmLmuOGk7fQJ+8OfznGCuOeAJiOkHgUCyP7kWeMYoZhUZgxwNVyAg2cKJKCdB/cND1X0C/mQm65E30IyylrNIcjsQ0OjQkVaEq3mr0RkIs4q3lKfg3760fMJAvIwMkyFIULC1VZqrI7IEMzOjDEF+5vNb//LrqL3aJgA1p1Qca3bBl1Mk+/RcA4E8+04cqcSR907B1FILg2dQ8o70ZEP0PfG9sNnN/Hek/HHfpR4cqOyTPz+5PUcampMyV3zxxej1Td+yRXJWSkicrHXI5FesMRSvHwHw777ViNP1/cKOpxkb9zjRhNYCeua+Vj2sRq04oNMh/V+/sAyJGPOpDl+IhZjOWAAA5zDmy8ZDJsQvDoZFn1m8cMRBp9GIQycL5k3ldnzlriJJbqYjODZJ50MB//R65D388JTGcccT1LFgsVdV1YKB3a/BeuUsDL2d8nfezDxocwuQtWUTlt2+C/k5yRMCPJk000WUsbbEhrsSuCPubmsTp2TlUlvX2IOGQydga69DW2oRjAjA5B2EJhhAMKSBS2+CT29C6kA7AjojBnLLsOyTT2DF5uXIXXq98y6L2cGrVwXgJftHdR5VEOwlACCJz6JFs8KYm0xwXIPjtc3dbpibr6Ci4zzKk/xh6g4F9EtKxOBjOpx9xxMU32axybWmik0CWnesyZBRVwa1p04fviQmOGlmDVaWpaHg8ceu07kabzDZY+HHgm+8z8N0j/xO9lqRxfD66U68f7F3CDOLAAyLVgXE8IMjXirI2HrhSLsUdWS7DMf4+bBG98GDuPq97wkzOzAwIILtQZqA+P3w9/SI+x+fWbJdK/7oj+Dv7w8b/URGe+MBfvW8mwsLo6xgFnKJwhwbaxR4PIxgFvMEmHm2VLcNCnuea4hjugx+27KCJDy4MUuKJDKKBEAY8KO5x42mS1fR+85b8PQ6ohqA/cs3i5OjqTMs20C33+Tb70H+srIwu88URNuLL0TNLbiXchxXOXlPd0xmH0jU4Hshm/J4TT8qW51AXy96Dh2EufmqPO8EZdZWZCG4agNe68+GL6QVIJc6kARzVZB1zUaM2ud4WWjwwSbHeEatEy24zmWE+Xw3fnmwTUwv+Cxwb6R0ikUfhEm2SQ30BqMAWUWZJmkQ//fbr5lGzVVQW41j2mzaNXW5o8ZO8cH3ROZtXv0pJF05I8w9ndWC7IcekQbmRIMstJO1A8L0cnsjY8V9Xui1GmkIE0TmM7u53C5ri3/H84UMQq6ZO1anY2VRYjQ+VfDef+Nn1SJXwCYFXz+DjE+e7xyPJ2uso88Hu1Un7+sLNxdgY1nypCUyFEswOjbc3CwNqBFZghaLnCVkFfa3dqDVo0P7QADOoqUYWL4FMBhmHQiUKZeGBvRXVuLCofOobwoztbkWeAak2Iyig62kbcYjp8F18r23G+Uz78OnduVOag+mtEPzc89F8342dWm0yCY8fzYZn2T9cbSfwftLhiDPNbpYy8h1zK3gK5Bef4hAtgVPbM/F1+5OTHfm+VKHL8RCTHcsAIBzGPNh42H3+v+93YirHeGihd1Kq0krAAiLFCa/POBvWZmG/3FH0bSw0NrfeitsSGE0Iv+RR4QFNpvRP+jDxd370Pz2u3DX10Hv6EHAYoMntxiBJDuwciOKd2zAskK7HLpjHbgEHH51uC3KFLlnfaZQ4hM12Akk04dFO8f9zh+vgqW3DQMmO5J9/dCSIRgKyikfhA4ug0W0S9hlDazegq6P/478HBZETPqKrAEMXrmCgStXJAGKZ/5Q+Nm6aJGMd5MtOFtjflONniu12P3jV+Bqu8bwXL6yWMYgZ8LZd6RgsfnGqa6oviWX4wYWm8vThoDyfKZeOdGJmhMXkXL8HeQkG1BRkoqCJ56AeRLFzUQL/5ke+R1v0AWVOjdkMAiTyR1Aklkn43hKnys2ONpLIJCsDTqij8T4+TCHaJj98R+LTAALLxYpHLvyeDj2FdZTDba1SZHG/Tp9x44RR4EpqaAAPzPHemdBD3OmRoGHYwRzNJKju9WtLlnz8TqUYY0kFtI+ARj46Hh8ARRnWgRQaen1wO3ywlZ5Etaac9CErzDcuaUYWLsD2VkpyE8xIP3KCRgqzwigxEKN7rWpGzbIs0gXzuYXXohquxKYpUPwTFzrDwMASECfmp4nrvZH3TVZvZItTPCrROPAloGLqND2CsBBBpzHnAzXsk24+6EtWJybFP05h6v6hDXDPzPYJCULbqIaXYkQbPqeuOoQzT+1b7PJRBaY0xMUp3W6/Lo9bin2CQK19odkH11RmIQ/frhMTABmO7in02BDPjpHB/x4X5RLb6ZNj64976Lv7Fn5e0pb5D/22JQlR/h6Ttf1S5OOIBmfca4zXi86rdJMj69j25IUGZ98liCgNwwC3rUmA2tKEgsE/NuXaoXRTFZ9ebZFzvAQ/8dzIAhUtbnkfVJ6YOfSawYohekmrC+zy3k6VbY/9zhlLKLYgsM1mXhesekc0BnQGzKi3ZSBni13wZNbCg3BtxkEAtnglimXykppnPndbmkAtUWMCQ1GPTZsX4H8tcsn3fA+VNUrjUwGc5LJNlPZsGt+/vmoHIecGffdJ8aAiiRBcyvuBbzHLx5pR02HKwr88XbK9h8BA/llTaTJ+7OvrsKOpYlpBjQf6vCFWIiZiAUAcA4j0TceJrB0fDvb0C9gH100WWxED/oQcLXdLd/HQ/Tbn1w8pVG4vjNn0PHOO2F9I5MJ+Y8+KnT+uQqOrNW//BpaLlaj70otPP398GQWwG/PgD/JjoGlG2FctBhL822S0BDQGKkAog7Mf73fLCAqC8BP7cob1hUuUYIgHV1fWUQ2HDyGYGsT/FqDiD1T6FkFBeD9Wr1oJ3pzi2G4+S5c2vlxaAccMLXWwtxah2RnF3LTTDLOokaGOOonzr0E/YqLZ4ydMhMR6+xL3Z/zDU44tGZZDyt3rRdtp9kohIctNpMNuHttxojPIcErus21nbmAlJN7UZRhRFlROgqffBLGjIwZKfznYuR3pGeQDY2zEXdudb3o7ksNHb4fireT2cDONtnOKjguxqKfAvcUt//MjXkCbs9XwGOiQcHwyr/9WzguXBCwmOwKhsvhQNDlQtDthsbnE+0mOgLzuabmJYMjoXzGRceP2p/W+TP+OJ5RYAWUsFF2qcmJnkGf7HU0B1EaXzw3ycStyAsDJmTRUD+QOkr82YrIwubaUqsbhZcPwODolv0y2W5B+k23oHjzGgEKYl2sRY/xrbeienWUHCBzg0Ubx+hooDXY0CB/l1RaKjq6qqCbzms0XwFA7glnIsBMrEMy2X50tO1x+oSVyf2B977xbBX2/ux1oLdbit2leUnIX1woRiG99ly8cbozqiNKBsy2xSniAJuosh8j3U8COyev9gtrNZZkxQZwpt0oLDUC3jTJIGht0oXNQPpcARj0emkKb11ix+/dVzIra2K8gB+fQ4JQRZlmAfz4nCq2LsGattdfl+kEBkE/6llOp/QIr9FFAs01DmnYtfaGHbrZJEiz6cVEpoS6tLlWnG7oh9cXvvgEkMkQTpSoaRvEN5+/KtebQKbNrBOWNBliHAfls1Oea5G6gKDm5ebBaI7C4PevK0kWYJN/no4QlmB397Wx4ZaWKJjFvZDa0mxQ8R4QxO9KLcBA+Vr40nPgT8tG+fJibF+ROWUgUH7X1atRaZuolmgwJNrBna4QPFmFMJcvxoMPbkRa6tRcn9mA4tlD0J01xWdvzJv0M8fmP88M1TjidEjeQw8NASaZF+292I0/+Xm11IWhWNZf5NfGmk+xcfrbdxbiDx+cXgmnj0odvhALMVOxAADOYST6xsPO79+/UodzDQMoSjdLN4/BriU/WLzTuYyC0Ez4Htuag8/cMDnArvfkSXTs2SN/5tgou66TYSVNdzAppJtrz7FjcHV2o6v6KgaCOvSmFiCoM8CXkon+ZZvgy8yXRCY8NpgkSWa8FhQTvZ/tb5VEiIn0Z27Mv26kLNGi98wZnPiN34C7u4dCP/DrjfBpDQhqdcL6MQR9MPi9UuyY0tOx6CtfgSegQX1NszCsmGxFw5aMvNXLsGrHauQtmZ3CYDrD53Cge//+65x9Les34fXBHHQ6Q1Fw66blwzvVTVcw6X59ksUmRzqe2d+CgfPnkXJmnwAVBQXpKPzYx2BITZ3Wwj9RRn7P1A/g/Us9URYLtft2LE3FxjL7iCAkmZVM2Gl8RPF7auKokU3qX5HZEzZpsEriPd/W80Si/Z13UPv974vuG9mtLHJYLPhizH64DlhgkY1GIGrJH/yBgH4cFZ7P12akUWCCRzSXudwyKCPAlMY43zAQBZJKs8y4fXW6AMZEi+iYyOcgFmhiUPuLBhFOtx/FXdUobTqNPHv4LMleXILcu+8e9bn0dHaKWRavvWJY5j3wgPwbFp8UeXfW1srfWYuKpKCbTpb1fAQAqQvGkTYyPGPPKOqyrS9LlrG8d851R5sEdNnkXvaLg21we/ywNF/BlsHLSNd65Tzn/a/TZ6J/6Sb4UzKENUzQJhE13EYDEpjLkQUZ2/xgLMqxCKucrH7eY+aGNAPpHfSLfqrT5RVANMWiQ3aaVcCdr91TPGP5zXQAfvFsMj5DCixn4zn/4YdnTIKEzwwBVK5BjgdzNJh7Aydr2ATgZAnHg6mlmGI1yBlF7cj1pbOjJTyeIHD+1BtcAz7JQ6hzyjXAs5HyQHQ85tgnAXTer7P11wPtfF88T7m2ZsJEi4xAAQRpMNLUhL4TJwQIZINbgECNGR0pBQgaTOLwzGc3t7wYazeVy2c2s8azp/EsVKCfSNtEdLRVBPVGnAukozGpAJ6sAuRlJuGxLdlybaYjjl7pw57z4ZHihzZlYWn+5EFFOTNeeUXejzLiYj0Wq+1KJuAX/9959AyEJXz4SElmFbrGBORVI/mdGpo8y97+041IxEj0OnwhFmKmYgEAnMNI9I3nxaPt+NHeZlS1DkpCx64eg4UP9YnoescRQ7IZCH7dsCwVf/FEuWjCTCTomkpGFYPsEB42k3XenamgQy11Cel+6unowGBzC9xpOejV2SQJdmcWYmDZJvjt4VERjhSyi1uRbxXwVCWdTJw5RsggaPrI5qyELpoIeh1+7LFw0uT3I6jRwac3IqjVy2iaPuiD3h8GAXRJSci+886oXiOBl26DHTXGXLQlF8CfnBbVyCvJMgv4QlbMZN0oZyvG4+zLpPYXB1qjhciOihTsWpY2I0Xavsu9UjgoZsZkik0Ws0/va0Hg0lnYzx8S7bLs/AwBAcfLeBir8E+EkV8yLCjU3xoZuWGQlUDJglhtv9GA1l8eakOf0yfMrqJ0i7g7xgf1FgUMzB2dCTzfgmufY/stL78szABPW5s4/iozHyX+z3Ffc3IyPN3dwt5O37oVK/7qr/BhCTUKzAKdTB2yRAg+xEtQaTRkebjg9gdkTCrVakBxJgtbzbDgBBl9XC/Zei9a3ngDDeeuyPpiMepdsRHr770RGxeljLlHstAle0kVbWxM5NxzjxhnsYklBV1NTZTVQWmN8bg1f5gAQJ5HV9pcOH7VEdVsVMF7sHGRXZ7fhm43nj0U1vlkgc6mJsHdnx9ojY5lsomxLMeEi3sO48zr78M7GP55vE9lW9dg80O3wZQ2/mbKXAZZjgRmztUPDHFK5/pcVZgkI5uq+RsbBAn3XOgWLbDmrgHoNUB5jgkPbSuednb0dAN+seEfHETLCy+I/jGDTQsC6LMlRaLGrDkiTEdpSlSw2cBGHl2m2SDgPpGTYsLd6zKwocyeUGvn3XPdkpMQCNZpQjIRw8YH87v4a89nioznk1cdUckEFQQ9N5QlC3g1U5MBIvlRXY2W558PT3AMDMDrcsORkod2nV1cjFVkJhtQUpyBjLKiqMEINZ2VjALXjbO6Wj4ol3OdtI3FIrI2mpJFeLXZhPb+cO5IEJ0g3XRppjMoU/D9d5vkOWHD4jduyp9SXk29wvbdu4Xxz6AJCSeyyIrlPfy33Q34zuv1cAwGYDJopDmqGJ6GiMSF2aCTWpFfZoP0xLe3IREj0evwhViImYoFAHAOI9E3nuePtOPHe5ulkCcAqBI6FsIUM1f/TUdDbvp0oLpxeZokzTw8yZBh4pgR+TNBwvikkMLydBJkUPS24PHHJzyKOFvBLnHn3r3oO3dODkgKDLNbZsgrQI87hC6nH61ppXAsXo+g5VoHjteDWjlkBhZnmPDaqS4pKBm8XhyRSNToeO891H7ve+g9flyo/gQB+d7DFsDhVp+M7wYCMKSliTYYEwW6gTL5IQtFdbuZ5BJMjs2TUpP0WFeaLJqIEwWOZzpYOPedOjW8s++OHTCkDL1v1Eghw7PHGQZFdi1NFZbZdAXNBAhmccSGwWdu17Iwi20yyR5ZMHy9uounkFJ5TNyC0/OzUPDkk+MSoOb4czDgh8FgGPJcJ8LIL9kIH1zqlaJKgTTci25blT5ErH+04HibMH4iguwPbMwS8JCOjlzHLGSGA4G4zy0ZBvyfD8Fnm4wJceutr5c9js8vWWbd+/ZJ84NMABYEdEn363QCJHEPMOr16L9wQYTMOYa66Ld+Cx+GIAuHY+G/PNgu951BfTMW54OeIIIIiX5kuEEWkjE4sub5dwpcIhuQo78scuUj3YRMm0HWBsd4KX3BPYYAf53HjEul2+BPCY9ZkwlEM4CxNOTEPOTQITlTGXwmuU+lbdlC9Autr70WHW+kOztBwOlgOCU6AEjQlrpVPH/U3sngXrQ034pNi+zIjZgTkPX7zL5Weea5v358Ry4Meg1+fqBNzIL49u5elym6Z3su9AjjU+P1IOnKaeR3VKE80ygyAQTIU9kg2rIlIY2seM+udnDM1yGaZLF7GHM1siBXFtrGbVjS2NQsDUGdTofc3NyEBvxigw1d6p55e8LsqeSlS5Fz991zIknCZ5/7xrEahzDPmTNxzfGcpYNwslkv+8gnd+ZNa14xXREMBhEIBMa9D/B8PX61X7Q3Y1m4bJ6z3qBhnnJCn4lzjvskG7tksxMIDJhtaNKnoq2+TaZdVLCW4d4rBk38eiiEgMcj9QDPwthGCvMm5dxrKSxEz2BAzOII8qpzgzqyM5EH0bF395kwueC+DZny/E4lqEtbv/s9dBw5KuvQpTGic8Pt6DKnScOAwD+BapOegJ9GgD7uAXT+ZWi1WvS5/LK3UB/7+N8sAIALsRCJFAsA4BxGogOAByt78dQb9TjX4ERZlkVYLiqhdnr8UugwUW7s8sjfMZkerTvJZE2Bguk2PayXjkNz/oR83cgOE8G/tMQUio0NMimou8QOYIi6V2S9WCwyLhAIhNDjDqIjfzmuZFTApx3aRaYeRlmWGReaqK0TkmT1ye05CWsmQOZP/X/9l3Q5jTk58LS0iN4Xkz0GEz0CASx4mAzRAGPFt741KvPsVF2/ADOxhgsstpgccf2w4J3LkC7xpUvo2r9fGJAqxuPsy/f384Ot0ULzphVp2Lo4Zcpg1nsXhmrXUZOKWn+pSVPT86rrdAnbxXzxGNKunhGjg5T8HDEGGa5wJSNu99kuHKjsE8CTeSwTTbo9sntPjcv4kd9712UK23W27h2LKF4vtb64tijyvWlRyri1uAiOxjN+hhOzjx8DjdU5Us873/vSPKuYPCSaFpjoJvX0hAG/2lphOivNotjQGAzo2b8fLgqtO52wVVRcZwISam8XIfHklStl/Ne+YgXma6jxb4K8dOZksAjiqBXND3gfafbBsyysYTX0vlIig6ZPfD7INCUjhs9IbBDw69yzB46LF6NfS123Tsw8mhwBYYqTXa+CAD0bRmNpZtFsiWxAFrYMNmVy7rpL7iFZ7JQwYHAfo8bZVAGqRAUAyU6i1tq5RqfkLLHPJB152XiKBRgIOv10X4sU63wbD2/Klublzw60ioss48416TAZdDIerNzDucfdsjIdS5P96Dl4cKhEhMkkLHGyxadbe3EyweugxnzZuFXB90s2Ps9fgkzjuY/cI985G2Z/tfcMyFpflEUGYBE2l6dMCOSYLcAv3hyi6bnnBPxhpKxdi6xbbomym+cUnG134egVB07U9ovhCtcy9wJeU7KKH96cJRIybDwkSkx2H+AZqsaDlTs6g7eBGpvMK8ZjtjeZ4FiwmuxRE0jmXbfgdCdQff4q9F3tMLU3wNRej1T/AOwh9xANVgabYbalS2X92FevFukiAsicPnj2cHt0n6DT880rZk4ahiDqD/c0yf5FiaEv3FIwrmeQ+SXZvNwPOgd80T8r0JJGVMkXj8ifgzo9+jbehmZzlriBu3xBMKWxSAMsnAdQPkFCNFT9sj8S0H3x99chESPR6/CFWIiZigUAcA4j0TcediS/9qPLIn7PQ7oiN0kKH2UCwuDIAgV1WeD+9zsKpUvJw4MJHEcC1OE3JEIh2C4dRVLNufB/JiUDtz2IjNz0MEAYYQxSSyTRCubY0bj2t9+OMipEBJ+jAYoRxzCa4VyyFnWpi1DT6RXAVMWgl06CTgFO6UBHrZSpgjkzEQQ6a//zPwUQS16xQooYsoHcnZ0U/YI+NRXWjAwBCAmAZt10Eyq+/vUJiWGrAjsW3GLStzjHOuvsKQIhHEen0YcKjqMT+Buvsy8TJzLraBzBoCkIWSaTCTKP6FirClBqKnF8lWDAdCWSLAhfPd4B24UjyGi6KCBgcmG+gAOx3W3q4P3He+EEk0kiwX+OeijNHxaQLJipC8pg0v7gxtkb+eU6evtsVxR8ZJCJx+uvmhfjBX8U42cirt28HmRLVzYPimv6EP3LGCMINkrYUIkvJGZz7xLAr64Orvp6+Pr7r/seFsFkidG0gyP9/HP3kSPCBmYDJDAwINp+QaNRWBH+nh5oQyFxDkxZt072gEQCg8aKeAMYMtxZ3LAgJeOTZxzfDc8jrg+CyhzJU8A2tQEL0szC7Cug4VGKUQqrWEYwJTK2V6QOlZSINBhYeGbfdZeM7KogmEzWGsF2BWDx+SfrVyQ5RtkbyWjiyDabUwyObuU9+KAwsrmnq9EuU2ZmWN9pHIzf+QAA8rXUd7lxvKZfnsVYZhsbS5sWJWN5ge26vIK5DgF/JRXAPYPaqPyaAiXYRKBzc3WEBcogI5jfGwvKkiVLAy01js1gcyxjxw45Q+cCYGJORrZfPBjK9bSq2CaAKPfx8QZ1Uf/trUY5C/g8DLh8AgDYLTrkplnlfPqf94b13xIF8IsNspxpcKaY/enbtyN927Y5X7/xwWtLuQ+yrSpbB8V8g+OWir1KNiD3lfHIWcx0THUfEJOM1kEBp7kuYoMMMoLTfN6muyYgk4/642pPZHAf9iWn4eLRi2iva5FGv849CJ3biRS4kWbRIikzXc5A2Ttj3i/lYRyWNBx1WOCyZ8GXmo0bNxZgS/nMT/oQSH39VNj4hA1i5R7Ne8MajjWZAvi6Ih8qtxwtklquIPvCflgNGlgsBmTecSe+cVAjNQzPOepWcuRXjUGzD+r0khEaQqpNjz95eBE+PUl9+I96Hb4QCzFTsQAAzmHMh43npWMd0gHnwcyCNivZIJs9NXF4kHj8ISmCNpXZ8Y2HS687+K/rLjm8GDzwPlAZBv/optuz9Z4hI7MqmCez2xk/Ssw/j3c0ZTaYYh3vvisjAQyCgHqLZUhRzVFR+7YdaE8tQlWrSwoTur4xuaM7GoPv6dEt2aLFxlHqRAE+Wahe+LM/k/dJgI86KAzF/OGr1Pn9In6cvHw5Cj/xCdHPmcg1pDkKk77LLc4h48EUZCdLg2LS0yWWPFIQ8JOiLSKWzzAkJ4u7o23ZsgkntOzYs/hXgtdkAE1Eu4f/7p1zXdH1waCQMn/OTIzFHKrqw/sXumE/ux9ZHVewssgGW1GhjHMT9CUQ8X9fq0ddh0uSRo4/8p6wcCbAwb2BbARqOzLRZbebbKXZGPkl8Lb/Uo+wJVTBz9FyjvtO1GyEexUZnCopnqz7Iq8LWRwEk9TzHhsEkDiKzHvK1ziT+xlH2emKqEA/OvWqBs6Q10Qwn4Af3XoLC0VHLj5aX30VTc8+K6xBMmh8g4OyUetTUpCUmyujT0t+7/em1TlzpoLXoKWXe7BTJBkIHCuwj5/ZsCGwlxE5e1jgcMSX95TMUBbdFHLfsjhlRJA7nhF849JkLG47H5ZUiNwDMvQ4Mj0SE49MWwq8K9kIBjWV7liTISD7aIVt21tvRZtU1DTjeCMdmjly3HfmzDW308cfHyLyPt8AQGpg8fpwpDCWNcmXw0YS9f3YaBvu9RF4oNOzGu+mft2m8pRoE4fvryjDjA7mOxHwjIDfnWsyRmU2c4S+64MPotpySlCfDE9rWdmMXyvFJOM14efYyLQbsKHULqz7iWqRcWTzb168KoxnGn1x7dMFmMV+rysInS7MeiYL8A8fCJt98Txr7A6DfQRo401GZhrwiw0CszTG4b7I15Z5880yrp3IwTz6dN0AXjvZifcudEfzCjK9qD1768p0WY9z2USezn2AzTwC1nymYxvnzDk4GswGyHSCniKfcPiwaAPSMIRNMp5/lLIJmKzCwmyCDe6cUrhzSxC0pWCZ1Y3VVifMjk45XxWLkM0j7iVKJYfne0FRpuTOoiWYlydN5ZkYM/f7g/jX3Y3CPmTsqEgNN2wHru1dowWfP6m1Yuotfk6x6OGqq40+N4yL5bvwZwcCYgTCfEeHIGxBN3waHQY1JqkNbBad7L8v/P66hDU8nA91+EIsxEzEAgA4hzEfNh4ejD/c04x3z3eL01fngBdeX1CSsvQkgzAdWMT+0YOlYx7I/Fkdu3eLhh7ZDf6kFIRufQA9QWO4I9UfFtqP09IdNggO8aCiPkcsODjTQNFwQRYHWRVM+CU0Gimi/Q5HlIHB4GgAk39DfqEwhAjucJySo2IMFnMEBRRTiN1OjuPMFVNIReW3vy3JEcEDc0GBaDR6vV4BAIODgwi0tIgBCNk/q//+7yfkJBtf6J6q7cepOupnXetKEgxdURAWI2fhO+POvhzb2rpVmExK8HkyMRkwSY2wsuBXguzUxLl9VfqUnN3GCv5ejrWduNKHlFN7kedoEHc+W1kZch54AH/yq1oBAcmQYXFHsI9MYBbedDDk1/lM8/789ccX46YVYTOcmQy+5gtNThn3VdeYa4Uj11vK7RN+bqYK2o4UBEc5as3nvbotDB7FBkFSPucKDJzqHsbrQnBOGH784FhvjKZR9PeaTLAUF4dBv+LicT+3fFYoEE5THLfbLfuAMSsLJffdh8ybbpo2c4mZCII9ZJdQhoAjZ1y3BPvIjlAFG8+W2EYTR0YL0s2yP1PPj+DP0x+0XOcKPBYj2NneIc/WErNLfhYBOY4cCitsHAUz19DbZ7qHsKXYHFG6uyOthd6jR0XOQO1vNGhJ27YNXe+/j96TJ+VrvPcEATnONp8AQJ4ZvI88N2IlJXjfyNolk3wsUIQmBtRdY3Bvu3Vlmhj/ELQlU59gPQ3PVLApxWs+noJWmoSXL4flJCIAAcNSUCByGQQDpjt4bvAMIYCi2KexYOiGRckCrk32Xn3r+Rrsr+wV6ReyJDn14fa4xQGUepitDo51+qWRef+GTPk9cwn4xe9dZN6SqUQmJgFxavrOl+AZy7X61Bt1qG0Pm4WQ3c49i02vG5el4YGNmchOmf09eCb2AQKfZ+oH5PlWI6mKHMCJJD7fkzXd4uslE3SgslImWJgLUjaBhnfKUZ2NLJ5pbGq7zHYcquoVPVFVo/DXMk8nOzhV68OxI1U4caQKht52mBydWJZjlumI+GBeacrJuQYK5ucLC3wiOQXzFZ4F3f3XJq74Ncq0sEnFYB0xnLuy0mmPB/uG02kfjTn7btom/PyEAyW1R1Hefj5qCNhrzUBV/np412zFd//bGpE/SdSYD3X4QizETMQCADiHMV82Hh6UHEOiAUFNmys6ApyRbBSWzV1rM8dMhplwtb/5ZlTviB0wGT2KO/SY4MjBpliDkc/8iO0EjhQs1ujQSI1Bvj453GwGKdRmsjjh9aBhBIsq5RRLjSWCYo5z56I6M2q8gEAgx6/YlaOj1vlGp7xHJtR8/SqMeo2AAgQHeJjPBRg42NCAyr/+a9FLYadTsi+jUbTCQm63sBoIIJD9R62pqQaTG7IByQpkMhMbZGJQoJyjnVNhlw3n7DsTwu2x46RKQH6kcVKaDbx55hogzOA4LnVjZsMgJcqEae5H6ok9KPa0ith9W+5S/Ft3iYwKc+xRuQ0TNGnr88i4B59bPrNksD66NRtfuLlgRl8rWT4ELGPdPBflWGQ/msgo20hj2xyzJoNluoPXia+ZDAF+xI/f8NHiGufzzjU+Xran3+mUcV7q+LERwf8edqw3Ly/K8mMBMpVxRD5DzXQH1+kEQMqbATBjOoLsBO4l1O8jYMxGFr+mgs8li+hwIaSMOozITzfLOC9ZNvFnh3IFVs8ohd1HOxsaDhzFvp+/AZ83vL4Wr16ELZ9+eMLNEq4faoNRn1edh9RYuml5moCBI51xXBc0AVGFG8+g7LvvRu+xY7IPMgj+CQg4wdc0FwAgzwUCIfGscd4rgvYcQR0Pq5Y/gwCgGjMkYPXc4XYpqJu7PXLGqAKaxTKbOHw+J2M6QMZlz+HDoh2sgoYBZJlPh/Yxz5qTV/tln45lHHN9cG2sL7VPSAphuKBD7defqcaFpgGZzlAMVKfLLcCj2xeCL6RBY5cXKVad5C6xGrizDfjFBsHuzvfeC2sv6/XIfeCBISP38ymYI3/vnUacrXeKORhBaoKAKgfeuiQFj2/Jkes8WzGT+8BoDt4kIZC1SyBurPyYdQgbYgT8yIyOPyf5uk35+cJe4zmqWHp0TqdEA59T5grxQCDRb/ZXKBthNerkmXtsUyYy/A4BzZg383OspnR8cFKIQKCFDMEIS9AbwLVx3ZjR3d5RiBK8D6qJzjVBQxBeo4wYsG8q+SSbizTO4ZQTr2XrxWp0DAQQ7OmCzueRA9VrtsGel42ytUux6ut/MGlSwGzEfKnDF2IhpjsWAMA5jPm48bDw7hv0Qa8JoTDTCn1MZ3y05FfExy9fjjLhOFo4EZBFALZBf3SUWHW9lBbZWEEgLcwUHHoQcpRxOhNQMv74XjlGoPRA0rZvF91D5TgWdZNdsUJ0gdwGC360t0XYDARVaKrA0Zr498UkT8DA/DAYONHRnakEdb9q/vVfRf+P43+egQFJjjj6Z01LE9OI7DvvnPbfGx4Pdgh7KtZggYAudYtWFydPSAhbnH1Pn5ZCbDzOvtMR8YYS964f6tDG5JaJLXV+VFHPbj5HesiimM0go4/sl6YOJ1KPvY0l6MZVYw6e95ShxmMWgJrFJTvzfK18Lnn9+ByxKGFiSY2ybz65eEZeHwHzA5W9cr1UAswkl8Df4lzLpAqPmTBuGU/wvjf1eKJmEwp8VMG3QgCKI150EI8t3gm+M/kW0K+uTp7L4YLjnbFjvWSdTWe00gk9SEa4dlrcP6cjRF+s0yUj4WSP1Awzgq3kJQj6ECzic0Ywg2DPeJldBMsV0+LxrdlYNMy4OU1ROIYrbExPAOeaBtG9aB0GF63GXeuzJjVertbsngvdQyQC+NrpFqwcbeODrBaaOlGjjsGiLPf++4XxopyDOQbMvXwigNRsAYDc/3m9eR7E6nwyKD1AnVWei+N9DXzuXjzWLoU7n62HN2fjleMdwrSsbnMhPUkvzBWuFcoacJxuqtIcHMvuOX5cgFfFyiUIT/MAatBNVIuRewhdfLkfxjaOlOYhgRE2ZaarcbjvUg+eeqNB3I9pimQyhIX+O3rZGA4H1wGbWRQIKcww4b/fXjgngN9I7tgc7aQD9kywL2czeI3ZXCTwS2mOvsEAvIFgVAaDa5X7yxPbKC0zNUfYRNoHWIOQ9cs1GEsKIPC5pjhZ8sJYSQbWHwTzKFNDgyQ2rmKDzx8b2JSv4IciJRDoan399ageNKVQOC5uX7VK3p8CAs/U96OqxSVjy3zbbBB89e4iObPjg0SAWEDQ09YmDWjmXWRzknHMzzwrBoNaDFjT4UvLhjctWz6HjNcDutyf0iiVFDMN1ef0Y+/FHmlg3Lwybdr1B3mu1Xz3u3J9/H19YUfkrGx4DSZomA8M9EEbDAoBgnXOsj/7szlx1v6w1uELsRDTEQsA4BzGfN14JnLQM8lte/VVOXhVJy3v4YeH1Zea7GuhK2PXgDc6RqxYg2qUb7TgAZlm0yPTdo01qGjxk032mXD0HDkiY7NKFNdaVISMm25C//nzAkCprxMgTN24Ef1lq/GrEz2SvPEA/+TOXNGnqmx2ivhz/NjgbGqIxd5LalcRPOttbobGaIR16VKUP/DApEbHJhK8l2c4tlfXP4Q1FXbjDI+CjFT4juXsSwYGQemZjLZeD35xsE1AXT4yD2zMktfNZPbN010CdDL4d9Sr2rU0dVYB3thg5/iZ/a1o6xyA5cAb6PRqsTdQiGZNCnIykmDz9KG47SIs3gEEdQb4ihbDU7gENR1uWZc7l6birz4+vQAg7x+ddsnWUc81n11qDW5bkjLpa0XQfSSjhtkMvj+OoxLgoBFF7Ohe5BuQj36UBjqRPdgBXVdrlLkaG2yqqJFefp5pLb65BgAJgFCbrbnHLQAIWRm17S4BoymWHxvsVRVmmAV8Z5FYmm1Bps0waUCC6/A/32sacRSYDS9q7alGA8FYww234flqjIsRPJ4g+PPO2a7oeuHPpD4WQfjhWB4Ejmle1R9h4pMJxcYNx1O5NzJYAOc//rgw1BOh8Oe1IpB7stYxxCVUSUNsWGSPspInwiBkU4YAAu8ZXVXJviaDjnsxgXeCimQ88x5Nt/QEmUcEpDgdEM0FDAakbtqEtA0bxhyjZwOGa52jkapxIT9DGzY+IguSTLvpvh80gvrXNzmxMCDAYrfTL6+F919+v0YDm9UoADX35y2L7Xjq83M3Ysu1Saft3lOnrgHcjz0mMiYfhiAIxXXMzwTIyYDlnkBwW/VLuQSYJz6yJRtby+2yV89EzDYTmOtORt3jngH+6iWZBqzU9SC5s16a16rxroJ5N03dqPFHkGqkeoS5PJ9TNu+jmq3l5ci64w7ZJwnc/fxgmwDjBAC553JPIgNQjQariR7+e+5fynyjq9+L7j43ehtbEehog6GnHYaeNjEbGS54TJky0mHNz0NKcSEySguRVZyD9GTTddMw/F3/9X5L5DVp8Zu3FU57jXD5b/4Gra+8IkCpIS0tXAOwccT1FQohRLJAb68AgOW//dsyWZOIMV/r8IVYiKnGAgA4hzFfN57xHvQEjCgaq9zwqHuT//DDs6YRRbBFDtmYUWIevEyWhtHAHxJ8W2Q1xeoLKvbgeA9SsgDJBlQ6gKL5dOut0nlmUkE9mtjCvaVgFfYH85mdSHKt9HPU2KByqIzVOlKFEF1FyQwkGDgbYrtzVfjzWlC0n0lfPAuEWjAsfJjsxiZE0+HsOx3BopPsurAYc0jYJXwPitlIYfa712aOKuw/k0EtNOXMyHXGDnLQ7UHa5SO4rM9FT0CPO5v3oLS/AeaAG8aABxqdHn6LDYO2DLyadwt05UtFEuB37imettdFUP/tc0NHo1mc374qQ57NyQYBnF8caI1qqjFZv2HZ1EfxphqildrvQ2V1O2rOVGKwrh6mzmZovdfeP42YRAM11YKMsiIkkeHHsd7s7FnVYZvtfYB7OgGa5m63sCe5L7LI4RqJH4sSZkSSQbQsN5QmY/MiO1KmWSR/uFFgAn4EHZTcBSN13TqRfSDIE88Ivm99prCppiKZwPHmg1V9UedpajyRybqqMOm69aDkKjr37o2CT2kbN0JrtYpphTqPCJRwPc1V4c/mCNl+dJqMZfpQp4oNH7J9JqOXSebU0/taBVjkOXH/xky8crwTR6r7ZH3lR1i3BFFpbjaTjDXmBjSfGqiujn6NwIJo0K5Zcx1rZqRrwiKfbC+CvzPpuk4DkG8+V4PTdf3CKlS5hhYBpCfpYNZrYTKZRNIkK8WIm5en4Y8fmZsx2/jJE7JaOXkyEyz/uQzms7+IYbBvW2KXs+GFox0CaMdOTjBHYl5JTWGjmBpNX8yVFiibQNTUPn65C63nK2FqrYOpoxGagF/2h7xUo7Bh9SajgH3C9CsrmxAbnvI3ba+/PsS13X7L7XizIwmNkTyU1zwnxSDPyKCHbL4g3N6AfJ2/n7IT8Uz04cLqdyHT04UUVzeS+jtgGegGTcblWYu7rnwP5tzcqI4g/6wmq8h8f/Zw+4w0NmlsdP7rXxd9U54hqqYLarUw0OBEr4fRaET/hQtR7fOKP/xDJGLM1zp8IRZiqrEAAM5hzNeNZzwHPZkGLb/+ddQYg4yUvIcekgJoroNdO3auFTioBHSZQMUmSyMFCxACD2SPpAs4GGYNJpm0110PXgcm+EpsXf794sXIuv12MQlhwUWNPYlQCBf7dLiavwaevDLctjpD2GDXidh3u2X0iyBNrFnGEEOB/CQszrHMmHbcXDN/5DX0ht2DWYTH3jfeHxZCy5LccB85MG3OvtMR1FD64Z4mXGwiqzMg4AQ7xNuXpIhuz2y45g4H+DV0eeRZiGfHnWtwQutzobeyGrsq30BuXwNyXe0w+OkCzdcaQkirg8OSjpbkfNTf+ml84TfvFKH8qQYTZroTU/NM3V/e21tpiJJnndL946g9iybqwTHIVKGO2ly5mDLIUuBYb9StN9I4iHVSJ2jpS06DN6sA3ox8eDNykWY3C2CxNC9JRlo/LACgjO4N+NHcew3wE+d5X3DYZg4bM8lmnRRbdIqkkytHQmfymYofBX6o2AfTsb1DCkVqR8VrjcUygglU3r8hzAieShDYevd8D6ojbrYMssBuX5MxLENO9JteeSWqSUeWuqWoCF0HDlwblXz0USkqZ6vw58+SkdaaftE2iw0CcwT+aIY02XvKZ4nsZmVKwcL4haPt0VFqggUcmWMTYzJaopMNV3Oz6AfzswqOaGfs3Anr4iW40u6Ssy5e/4zMRDIgl+cnTXk8eTzBZ/1z3z0vDTg2IpkH8TolG4NyGvD/9bo1wmbmaP1v31mIXXPQVOFeynF37qMMghB5jzwyIaOF+RTxMhaUsLhxeao0SwgC7b/cO8QFlkxB6lkSDEy2GOYtAMhxXkoYUM9Pzk2XDy29HgHKyQAPGkzw5BQhVFSGpRuWYkN52qSdkjnm2sHGzoULYoRI9mFz1mK0lm1Aqt2Mpfk2aUK19HhR3xkeCVZnEy8HTTfIQKdGoMplrjcyNF5XR5BIwea1Ghvm5+E0flWQaS5Ow7m5eK1Rj0a/FWajDl++rWDa6gHKGFz5p38SBrNt6VIZbeZYcID3PysLOqtVGgE8Y0I+n0gcrP3nf0YixnytwxdiIaYaCwDgHMZ83XjGOuh5UDa/+KJ0zRgsfii4PBVH1dkIggxMoMLFpXeIAcl4Onek/QsoGMcatFt0cDU0iAkKhXMZTEQ5RsCOJAXamfx7urqEwcFR135rOpwrN+PxB9aLA+VwQTCQ3UcyAzkeGW8owCKJTKml0+QummgAYCyYw2tGZ0+OWGhdA7BVnoC16Qoyk/UyGpyamjQtzr5TBbSo87fnfLeMUDFBpfbU1+4pFv2quQb8YtdxUbpZdJu4xt6/2IPAsz9C7tHXkT7QjqCGnWj5PwkCgdpQQISfB8vX4OO/+j4MSdYp7S/VrS4x+VC6eARJNpbZRYdrqqMsBAEIvlBnk8FrT9OP2Qb/2DmnBpAC/JjcK0ZWbHCvkLHe0lL4MvNR068RaQACYvFMZuohioFInlXGGGeKvXS13SVGFHWtPeDtqMg14+4tpVMaW2djhrIHHOclM5bFq2I7s3gVx8MBX3RN2Ew62Cx6Af3y001YU2TDkrwkAb1mU2dMRoHfrYfu3HGk1Z+T5gPBGDZ6su+4Y0St21hGMNf3Qxuz5b5NNQgA8tlRrpn82RtK7TKaH//ssGhreeUVWXuqQcKxOJojiVmC0SggIKU7ZrLw597IgpogV+y+xNdOYJuNsKkyo3m+/+pQWxREy081Ys+FHjnnGUUZJimSySyci0aAyJnU1EhTkOA/nweCCE2aFHSUb4AvI2/INSEYymsyW6+V5+yrJzrx3oVuuU8cs9drNfIajDqOAYfQ4wpg0AsZr+dr/JtPLJ51KQsxJ3rxxeiaJrCd9+CDCe1OPl3nO5nFSg4gtqnF5gCBbkpoOGLG6AlCUW7kwY1ZKJiEuc1cAIAEv0TPr7o6DDDFnZk8L42l5WhKysMZjx3dg0MNn5gL89kpyRyfE7Y6e9TYbsPJC2h64y34XW45fw3paTDsuh2BtKzr/l1jtxt9Lr8wY5l/84OSD7evTh8xrx/XdXZEzEUigCB1XYfLHajXfrbVB19KJirWLMKWrRUCDE5Vgqnn2DFc+c53wgDgsmXy87hn+Xlm2GySGwoA2NSEkNcruolr/+VfkIgxX+vwhViIqcYCADiHMV83ntEOeo4/tRD8i3SyqZeRc999CQ/+jRZKu4PmI1HWILUGB3zXafMNF9RFE1DQFIT9wmEYG6qiTmGpq1cj86aboDEYRJeJOkx9XX04W9cvGi6awhI88MX7kZafM+ZrZNF8OaIZGKuVpIqG4gwLluaH3UWnCgYmEgCowjvowvk3P0DtvqNwDITHMkJaLQZLVyB502ZsWJolRclsMCWGA0zooq2KcoIGZG9m2Q0ySvXY1myUZFrmHPCjgHW23TDkuT59oRmVv/VlmOsuy1gNAT+/VoegRscDBPqQH9oIH9BaWICV//svkX3bbZN6zSwqCV7QbVwFXxMTZjK7phpkXP3yYKswVBjUguPPnq0impo4ZEWLKURDQ1QfLja4V9KwgyO9ZE4bM8NSAPFBhiadhMk+4z2Oz//5jCs34eJM87Qw4bjv0bWcY07cYwYGPaJNRA287LQkfPaGPOxYmjruPZUgpmL3cTQ29j24fYFoE4b7bDLBPosOyWZ9lIXN90ZGGJlbc8XepAbSqWdexMVzYbZRdkYSdn7qftE+Gus1kRFMUIoNJt4fatGxQJ1qEDw6XN2Hw9XX2LNJZh1uWZEm8hLxDBOOLPedPXtNH2vRInHKFBDQYBDdXgIp0134E5igWcu5+oEhplfckwik8vnkfZ9q8DW+dqpLjAMINvJ30ThBgSFkLP/+/cXTxoaaSrT2uHHynaNo27cfGtc1NmcovxiL7rwZG9aXjtsdfLqC+wtH3Xlu8VrWdbrR4QgzcGlC4fL4BVyxE4zPsMqo6TceLpt1OQsC2k3PPRdlT9NlOeeee+Z1/jnRM5/NLXXWbyq3yzOvnktOHbx+qlOeBdUAUyPkfAbIROb+MJmzYiYBQGqUCtOvsjLcKIvrfEnjYvFiud8chVXu9vy+qx1uGZuPzSkYPD8IBFITljk6tcRV858mg+F8f6iWOK8vneQ1LidKaw6jyNuOFIte9kzNmk2wb9yEdLsp2vynkRBHgeNdg3l54jUCpxKcNGIzMdZgRDG7uefxOaUGLiVyOPqtWIIyNpyfLxp+E7lnBF4v/NmfSc3Cf0utYV93N7w0WNFopOllycnBYHW16G3S7HDpn/wJEjHmax2+EAsx1VgAAOcw5uvGM9JBL53X558XfQhGckWFJF+J6v40HdeBh7sazyM42DXglwQiHoCLDVNrLexn90Pn84iuhyUtFfbb7kBWeQnSTYCu+jyq3t2Pqvpe+X671YDtd21B5s4d4xL15+sie4aswMrm691FmRsRVCEYtjjXKsX0RN4zf/aVhjYYtCFh2xQVzK2b3nDOvmRDtqQW43LWSnhNtiGgyLoSmyS7s1FEkW2253yPsFtU0HGU4zfsKL9wpF0KdCagj2/Lkfsy14BffHS8/z6Ofe13EezuRFCjgUtnRogsQBUhwBz0wBD0iY5Y4cMPYdW3vz1hwOLIFYeAFkrHjIDFzSvSRFR7OgoKduQJtijDFY6J0ml5Rp1L3e4hY70EAIcLaq0pt14m5BMtWAkmX2kLg4G1He7rpAx4zxfTQTzPKutvMiA4wZq/fK5GwGyyqAik6LUhuV/8dbmpZmHiffnWQtGfG3IdgqEwm6nbLSNSTT3uYfbIkGgnCeAXMcsh2EfQj/sk7xOLNr4HOiyOtW5nOpSWHtnb3IM4RtpiSIdj3Y145JbyYV2Bhws+r88eahNNNxbeFOvn6PJ0BK8lAXXeMxUEgwl6xxeeBABpWqKYJCzcCG4yuB4p4cH1OdXCn9/P/YlFOQHs2FqeOqhk+q6YRudaBkcglVA/GVL+QFDAP6Neg9tXZ+DLtxbMujtt/PPBa3GixhHVFAM1zK5eQG7zeeTbNAIq6HRaJC9fHnasn2HjLXWvuCd/cKk3ep+4b966Mh3Hr/YLmERgxSXnbkhGDG9fm4sHN2XN6gg1g6Bf83PPRacsUlavRtZtt0XBoI9KsDH0iwNtUW3b4RjuPG/fv9QjoC7BXAVMkSG8JM+Ce9ZmCTg2kUbxdAOA3p6eMNOvqipaU8QGR+RtEdCPrLaxfif3wpNXHThW0y+juszNeN7w/OIZwyb9aCOyPQM+VLcNCqOV12VXhR3r/Q3QnDwEk5bnlUaY0pR8GM5FXbkGzyQQOORe9PUJENh4uQ7791+Gvr8bBalGYefGBxl8AghSTzCiJTgWY/bSt74lhIXBq1eFKc7fGXU25xoIBsUZPHXDBpT95m+K5nYixnytwxdiIaYaCwDgHMZ83XiGO+jZbWLyRSo6w758uRyEH7XkS4XSqWIXkd1ENT7QG9Gs0roHYT93AKa2sEYi+VODi1ZioGKDHJ4pWj+cx49AU30eBg0NI8xYUpiCrM0bxSlwvBR+5S5Kxg7BAcVAU8HbRxAoXFQTDNSP+HPev9grLDYW/0z4eedtZi3u3piP+9ZnTQhInI4Y0dm3uFhEh6n7oxwk6ZYYC4TO9BiVcq19+2x3VKeRIMwtK9OHCPMTtHnxaIcUgCxGn9iWM+7RkJkC/OLj6ve/j/P/8E/QOvvh0lsQ0BmgDYUBGhXE7JJ8ToR0BqSvW4MdLzw/7p/Pa0CQQukX8efStGHnsrRpM7QhWEWQRRXX1Ke6Z930g38Unqf5D1l+Lo71trYOO5pDxoIl4tTLz9OpTcW9h9eUgAKL81izAAbXGVlmHDcl0DTeEb3vvtUg65n7CHWLqDcY8HsRCobg8ATR5ggiNUmPRdlW/PXHFwtzgkBfc7cHrX3eKLA7NELCfuOeyIKM30HQLxagpM6ZGmueziJpKkHNo7Y334xqjPGcs2zciuf788BtZjhX4NGCenfPH2mXa8T3Pp2MYO5FXAvvnusZMlJPYIAj9bH3nwUjtdP4/uR96XQi6cEziSyX3AcfjOoZcl87ftUhDTCdJoiVRfZRQU++t4vNThyvcQxhHzHKcywy5jvesbyJBAvu5w+34UqbCx5/UJotBJ+5ru5akyGA61yBf/HyFSoIBJOtT8ZOjjmI7sOHBWyOOgbrdEhZvx5pmzePOGI+XSO/SouR+wYbJvGGNRxlr6prAR/ZwnQjSopGHhefqeA+2/zCC9KEZqRv3Sog6Vw2COYy4g2uNpYli3budRM7wRCO1Tjw62Pt4hyspG54r4szzLhlVRq2LUkddd/lvs2RcDJBtQhiWUGyNJYneu25T3k7O2W011lZKZI48WHKyBCJAoJ+IzHj1ftiPsFmfFc0/w436ikr0dHvlXUba6injP/y0kxytmXR9C+iz/f/s/cf4HGd6Xk3/kwfYDDoHSBAsPcqSqLaSlpJu9Jqq9fbvM2Jk9ixP8cl6+RL/nFL/HeLk6yT+IrLusde73q92ipp1RspUWxirwCJ3ssAmF6+6/ecOcMBCIDoGJDn3ussKRIEZs6c8573uZ/7uW+8aAla4rw47HZ5am+5KiUBTZLuZ5/NhMyhmK545BHxb98+5etbTiLQxD++0yMtHQHxjg7IJ9YlxTbQq2u9eb9MBq+bBpCSgWmlIIRr9vvBK/b0L/2Svn9NWbbZ9Hmh6sxEQv+b1G0aFgf+7/+dU+jKcmK11uEWLCwUFgG4glhtCw/FztC776ocX1wu7bAW796tD5GOb34zM3ZRtGOHhlzcqeTfTKAIGhw3NiMQgkOnzkjo7TckHDT8ROL+EhnZ/aDEi8rVf+3i5S4pvnJCSvuv67goCX95BT7x7b9byvbtlvJiryoDfB7HLTdcPJhRQKBUudg1niFcTPDP60tvkIHm6BX/7k9f7pBXzw5J70hEegIxCadHfkoLHFJf7pOmyjz5Dx9rWrau/1yTfTmXdG+Xw0idDvwLpwa16DbB5o4N+FQkKRvv7xzr1c0gHfhP3Vulm9B5E34uuxJ98yX8JuO93/o9ufaXfyGu8LgEXfkGe8B4utI1HHxvm3hiQUnxcypr5eG/+Zr6W8606WMjjCdR9nlidAxFDp/JYgG1w7eO9GY+dzbuJK8uRtHPvaFjvdeuSYjR3rY2YzM8CRQFjPVybUL6zXXkZiHvnYRESDslQLLGLLMTxCHXKNqmI6xQ//2bv7qoawcESlWxWxsLwXBMR4BpBDicTk1qJnCCc8xo7lSAJOTnQMZgXs+aOPlccB3wmjZV58/btH2pwBha74svZtTGjFNVffCDqpqYKhV4tiD8YjEVwVOR4Icvjci7zSOZwhOiEjUX632mmTc+ruEgpodvMhxWYtvh8+kzvfTJD8kPegvkncMXpfDqe2IfH5Gk3SWh2ibx79krX3jfmglehpARJ68F5OT1sQmhVRTT+GHtbTJSS5cCLb1B+eqzrapycthsur5yftdV5cmBdUWqVFvO4KXsACsUdBcmBVihet7b6Jddjf6bnhXsuyi6GbszQSOw5O67F93bNnvkF2C/gE/c5NR1iLfBw4dlACLc4ZC89etl3eOPL2vYG3uBru9+V8cg9bU+/LCqju50KAl4+EbgzUx2F+yPGG397tFe/dUko3k+0CC9d0ORklPs8zLrRMLw1Hzz7cviPX9M7KPDknI4JV6zVvz79stn37fmlunmPD8j3d1K+qH0m0ohTyPXHO9lrb0p0M/050uTfPyKlcgUfbebfnYcojAYl7FQQsegUQDme+z6DIN8p1EIOf/auaHMmvWxA5Wqop/wvRIJvQ+oj8zxZOyPKp94YlqCfjmJQNabv37d8MSk6c0ey9y7ZI8NQ8BOHq82wfvIKARraqTv5Zel/e/+TsauXr0xcm2+Ebtd7WGwNireu1e2//ZvT6kezwWstjrcgoXFgkUAriBWy8IT6e+Xa3/2Zxr5jjJAC1zi3gsLVerO+Jo9rUgr3rNHyh955I7tvM4HbOy7n3tehlqua0cSkUZw014ZWLNdOoejOhrpHumXxvb3ZKNtUJyYebABy/fL2Ob9mhhMylcmfMQMIClwacjEVJ8FD/neQMzwDOwKTkkmUYRTxF/tDqqBNBsVRmvZFEL+KGGZZGzNrgU/Co5f/+S6Jf3sUZhikj452bf0/vu10zibn43XGKMg59rHJ6ij2ADubvSr9xRE61zBOT3dOiavnhvK+FlRxD2+s+yW5v4oNCm4OKeQI58+WKXFIKTVXAm/Cr9rweQWXkr4eLIxfOPvnxXbS98VdzQocYdL4g6P0n7AIAFFbMmEeOJh/fuBwlop37xBkv4iSa7bKvFNuyRZ24BsJVNsMJJ4pSeUKX7ZWLPxrS+D+Fy86yeZVjiYRv81JW79fBd0jUbDYu/pEHtvhzi628UWvDHebQJFb6q0QpJVdZKoqpdUWWXm/a8UOBcURxB3PSORm4KN7OkRW9QPELDZyjCChlD/GQrKlERiKf1+2d8B0oq1gWZEQ3mejm/z39VFbqkp9ghT4xSWrQPhmwKLspXI+Pothu/bYgPCD6+8QBYBw/MOtbFJeExOBYbEm8s470IUwbMFSh0+y+xGCAUt5IBJxFHQ9r/+eia9HtN5lIBSViF/3VUq/ubTUtjTLLZwUNyJiCRsDol6fJIqKJLOu5+WL/7MU0oaTUVyQQBDRuxs8C+awncqnO8Yk9/5zjVtdLEc5nkcqvAxr7OP3lW5rH6wnAOetyTo4tc7+VnLOZlNwjHjkANvvplRn2aegffdZzwDF9B4nWnkN3skm33g9a99TYZPnlTCOIwC324XZ2Gh+KuqpO4zn5GygwdlOcj47h/+UIkH3jeES+G2bUv+c1cLJqfdY33y+Ayet6Za+Ln3BlSZynOT60DX8WK3+uXdu7FI93v/65kLMvwPfyvFbefFGWEdiKpFSNhdoHvTnruflM//7EdvCjjjs2JfAeGHz6g5sm2C1wbBpEq/DRvEVVSkKkPTezub7EPRPA1fdZOyTz35CoxfzbA+MxSJBhf35ekJXqRGyF40lpLqErcScp+8p1JD5aYDTZOeZ5+9ZQp8NvjZb18ekTPtS0sEPvNurz6XWF9+6tE6rQ0mgzUeUj8TMIJKcAqfYkZ9+55/Xse0+QAYF6ZRlEwZewIUypC1sYEBJW+rP/QhafzylyUXsVrqcAsWFhsWAbiCWA0LD/JuvB4wrMfLCvIPVY/ZbaXrbM/L0y509VNPGYEWFvk3Z7DxGj5+XAbffFOSyOchdmpqdPNwacwlXz/UI8FwXIoCXbKj/4x26kzyKlZcLqNbDmRSArPBxk2JQfNIjzRwmIUGP7tvNKbJoih8zLERs2h59kSftA9FVUHictjVP4kHvVn0m4TNgQ2F8ms/tl67posNNlSDafWD2aF0eDwLSvZlUwmpeaJldMJoNPUTJAQdYDwOZ3M903F+/j1jPNoEhdP7tpXOusg92jwi3zjco68Fb0mIA8iUpSb82JBzPbEpN0m/7JHqt5rHxf3SM1I4zkhOShJOj8TtznTsR0rsyYS44hENAgk7vHKhZo9s9mSZ19sdkigoklDdeump2yanPGtlPGV8XpxayCZG/0xie7HANQqxOjRmfLZc/4zVzXl94v0N9Yqnr0PcA53iHB7IEJ/ZoOiJltcaR1mtpNy5mzrJPUTxZBZUk8lANfTPc2bWDK7rd5sDOjbF7TdVzaUrgc1Itj64qVj+86fW6z2G8pCicnJgEusP1gaaUl6dP+W1nivg2dfz3HOzKuxQ3vz5qx3p4JK5jQKbZOt3j/XdUhG80M//QmdQE8lNlRefB8mhqH1Msof1tveFF7TggwT8QadHUhdPi2+wU6qCPeJJQGQZ6wDp4MPeEhkurpNTez8qax973wQSmc8afz/GfZdy5BZV0Etnh+QvX+1Ij/iltIiGZMPiArLzE3cvH/nH+X0vPeabTXxzviFSUOTMRCrMSQVfXq6ENErjua5zsx35xe7l0m//tiaAklqcGB831gMWBodDvJWVWvRT8KPGWyqMnDpleFZCQDidUv3006o6t3Dz58q+oi9gKNN3NRSoB/FM14cZnvHKGRKfAxkLB65Zntfx4LhUf/dPpbzvitSMdYk3fmPfwzow4i6S3sI66bnvI/KffufLUuixaQ2h471XrmQCKkxA3nrr6sTRuE6ClQ0ykvJMIPsmN4ymAq+tdNI+V3/1uWZ9r7PHpTGMTcHhy8MadGPaqDy5u1we3Fqs+7KZzh0kWh+NonPnMn9WtHu3lD/00IzK2KUmAml8/9VrnXqbcg18cBbqdFUJDg1lFIL8yqSXqfwleIRpBvULTOKnmBAXKcMej3i8Xp2M4LPl/e/8b/9NchGroQ63YGEpYBGAK4jVsPBc+R//Qz3WSODCc0PVfi6XxMNhNX+NDw/raBDy/H1/8RfiXCI/mjsFqC0pNDN+Ik6nbhxOexvl0KUR/bOd9flyv7tXul9/S0YHRwwz42hSxsvqpW/dXhl23docHJKrJD9rk1TgUl8vfoWAolPImDDeeS+dHjTUZzaj1IOowfwfHSAKQHhINhX823/1WJ383AcaFu180H0cOnJERk6cyBCjbCgYK4B0Xgz/I5RMjN/hZ8UIYzYqGQ9e69dCbSpTelWYtQTkrQvDGUK2xOeUJ3aX3dLDi1HhyQo/vLHMkViX0yY76gv0vC4m4Wd2eU2yj43dVGOrgHv9hKNeur/+d1Lbfkq7/OaFwEZfxzySCQ0F4d33FK2R0wc/I+/3dou9u01sgWEl0DhPjP9BNCWcLhktrZfQ2q1StXuH+BrqRfILjN3uIpJ/x5tHVelmfo6QD7M6b7ynwLDYetrFztHXJRKfQn3p8kiyslaS1fWSrKwT8RfJqkQqJUPBuHQNR1QdGMoa0zSBKoJEWYpJE5xKg/qRCaSg0yHy0OYSObi5eNqR4021+epDuJQKsMUASjjGLoePHr0x2rVhg1Q+/viMa8+59jH5/vH+eY0CT6cIrpoHSXQr8Pm8dWlYi3yz6ITAff+OUh0J16/p7VVfwLGhgPzjqy2ypvldqRzvNu5X1gDzGuCJkExIyOmV9srN0vzZfy9N66plWz0kV+GijvVPB9bTH57oUwUbxBvXKOO+qBFRuEJC/tjdlYsaMDIdCBvivNJUy1ZAQgrvSY/5LpT0zvjgHjpkWLOkgd0Adhg0ERdz5Be0/s3fSPvf/72q73TUz2Yzns16PdjU/8vp8+kYLkX/5LHNhYL3TOAX7xlANpBSnVdXt6g/53YCz95vvN2T8d5kTfrgLUjA7MAeAnTYH3FNQ8YVvfV9uffqi7JmtE1tP4zdoHGN83s8giMOj7SVbZCSz35R3uftu6EkS6X0ecKUcaSsVsYqGmWgqE4GY44JSeDTAWIaFR9EX/a+FZXfYjQWIAFRy0HY8zxkjWT/ZzYz2N/tmYWCeSariJmwlEQg9zg2Fez//9nDdfOyXuD99D7/vLT82Z8ZdWFZWUZ1nHQ4lADkU/B4PLq/5OsLt2+XPX/0R5KLWA11uAULS4Hcm7OxkDNg4x84dUoXcR5e5gbLjJxn4yVFRZIMBpUoGH73XSWrLMwfdPDXfPazMvj220p8obzoffllaWpslK6SPdIy5pDT7UGp290oO/7FZiXGBvk6JXAGxNb6kuRt2Sayc78MpbyZsQl+HQre8EXhV7O7erl74mtQ5Y/fJWvL89TAn00Z9QtNVBR/usfX72MY1jvEpiQk5MDZ9vElS/YFjDiVkYBYtHhkC5tGil0OxuNQBJ5tH1Oyig0z4zCvnh/SrunetYWZ0Qk6qs+d7NdNIuC8MO7ywObiKQvMqQi/yYCo4hzj1ah+j26HfPb+ai3I5gP1uQkEMkQfIyoz+bwwSqYeL+kDX8XSUEJ+98qQ2ELjUjdwVZzJmKQo/Njya9FHJ0mk118tw+v3ylM//Un54N4KVUuNXW+VUy8els4jJ8TZ2yH5jqTY7UlpSHSKr71HnINHdAOJYgXPHFQAFK00GuY7ykaxzUbXHIefjeIHRQKhHZrW29qaCUEQ6vNqiBdGWO26ede03rVrxVNVddv5nKo1AD6hXUH1pjTVwBQlr583fJAAp9IottJFH77fSeO/WFs6hyMZ8s8MHWHssmkOoSMrjbmau2eDgpEmCgdjZYx2zmUUmGKP6/iHJ/p1/f2Ht3vkM/dVqzfVYgKFIeOdqLZfPDWgI280gAgkQakHEVhcWSlrPvc5ef4vvid1nd+XsmCfEv986Em7TRLp0XZHMq4kQH4sKFVDrTJ65aj89L/66WVRdnKOXjs3qA0rlI0QWYV5DiX/fB5jvaZ58oklJv9QSUHeMk6IWjYb/Py9TX5Vly+W7yDXIc9ExiXZqxEWgiczitW2v/978W/apPYYU6WSzmXk1wTfmwYlyj/T7F8TP10u47/TkyGsnxAgfa++KnWf+MSivFfz9fa/+mpmNB2isfYTn9DnlIXpQWotTQSUgOwtWJP4uCABZyLNbGnS/HMP1MjD20vl8KVheeFop6xve1tqxzqNBmAqpWtAwsZ9lhIn60AqJd54SCqH2+Tkq0elcYcxxhtM2mWkqEaClY0SqayXlCvd1NCeZ/Km1zxBzZcm+7BVWaopI4hS/IK5d4vzXbKrwa/BbdgJECaHqpsU8VfODmmyOCPR3NNTkXIFmzbpHqr3Rz9SyxqUc+1f/7qU3nuvNq+n2zvgeYs6j1HrbCIQ4o61ZSFE4P2bi/V78P0OXRqWp/fN/b7Bd5T3RiBLpKtLaxZHfr42lqPp+z97vUAd6PT75/xzLFiwsLSwCEAL04LUORbwRDB4w8A17d8hxL2nvTp4CGAmywirRQAuHCRpld1/v46zsNnGZwNiYmd7pwQKd8pA2Vp58cygVBZVS/Xdd0vhzp1KGEKYMc4ZPH9W7JcvSs2+fbJVE4ONzT8FJaTTZC8V/js7oZPRQA582hiFiCWSWthTtGi3P634A6jeTD9Avj+E4VIn+y4l2FQ9vqtMHtxaImd0PDigGz42fkeuBOTdqwFVMEF6YTCfShkbUQg6UmWzR7lmQ/hNN9JL9xmfLoDRNiTgbAJW+PwhLHRco6NDVX4ZMmuqpLeKCiX2M0lvhTerR0t8dql/4jFpGx6QyBmXlIf7pTA0JPZETJV/IW+h9OZXSqCsQdof/pz8zFZD8dEVdcsL/SUysP5xkfWPiz00LttHL0lD70WJXmvWz9csVjkgs1EZczBiab4m03R6NsnXyTRpYnqwUbx8/EDFTeQfBDPnRwm/69cz6eWTQeGsSb2QfvX1xqjLbQyuCZRmHA9tLVFC/FJnUP7q9c500WXc+KwBSQ3vuLEWmOC/CfeAVGLkGiXscnqtLRSsQTz7Bl5/PaM6zqutVfUGSYizAecKo3X8Dlk7nn+vf86jwBSXnOdnIQGjSS3eP3Nf1ZKkREIsssbQwMHDlEKY0e3r/Z06EoziZcztE39wUBsALIBRh1uSSv6lQwHsDnEno0oE+iIBqTn9qoz8sFZu6NKWBhjcs1ZzjuKBqFSE4rK1wKVje55uo1FRUuCSu9cXSv/3lob8C0cTGjTCEU0T31wpkCuMHtOEKEo4RXpFemTpQDOFyYzxlhZVrzLCTUAGSeMoV7PXLwh6iMr+QFRop3GP7mgokPqEV/qap/7+fN/Rs2d13eYat/H9HA7dF+rqgBVHIiGpeFyfQ61/9VeLRtbwbAucPp0Jp1GV4YED6odoYXZ4Xxwl94iMjMel/YjIc696ZXdDgdhmSUjj6thzrV0KxrvFpeuASMjhTa8DBuI2p7iSUXEnYuKLjUtl53m5tP8TElm7ViIV9SIO55QN58lkHwTgcoLGxz++3ZNpevHs+tBeY+9QVVQq928qVhLu+LVRbZLRIOb+4Wis8Mq+tTfbG5CCW/Pxj094nqBcZTT2Vs+T2RCBpLhPpdKdDpxbnssQwHyfezYUzau5TMOBJjyvn/uc/3a63ZKIRDKTANSNeEkX1NZKyV13zflnWLBgYWlhEYAWpgXmzur1Z7ff2Dja7VoUUzCz2eQhgEcECjS8YCwsHiA91vzET+gGF7NtRyIm+zqPyNG2azK87aCazX/xoRrJy8tTZQpjsRBnoxcvKsGBMnDk9GntOBbt2iUOh0Mf9pMf+JAm6geWnaSWVg06Mh5/kHxG4iv7m2T636kSkP9OGaMTjBFCmq2tzJOivLmNZKC8wnh+tsm+SwkKddR8+5v8BhHaMqq/skn81js9OnLNBpXi7iP7y+X+zSXa4Wb0bzFCOxiZg1Cl06xpfocMEnCycTPqyEyKmznOCzk/BfDuhMjIEGs1NTOm9Gbj8w/WyK/3fESO+eqk4txhqR5pzYz+jbv90ta4VxJ3vU9+9qkN+qffP96nXjrZysbHH6iWutLtGcUdRO/wsWMyevmybhQ5TEIOIpJCD+Ux6hIlK0tLDYVg+rWz+cwuLrken31vQDe2kxU/XLvRvj69xvj+YfxM0+RONiAZIZuV8GtoWFSl6WoD5wwFan2ZV8kUBEExJv0yNODN5B/gI2HdQOmEimIFQlbnDcjynuefzwQsaOrtwYNScuDAnNWeKFUe21Gqo8CEn7x6dnBWvkvZICWX6xp/UUi5fzjcI5+9r3pJUnO5lygOKWKfPTmgah+eC4TocC1sPnNedsYiYie50+lWH9Csf60ffNTulrxkXH1BCwbaJwSmLIXXH4Sbuc7GQ3HJjyelJt8p8b6Uqht5TygQN3t8ErrcJYa73SIhlZLRcELJgMFxIyyBK4Q2hcdhl4oityawO4N2kesiN9pZSw9PdbXh19XXp/dquK9PVXOqrq6qkrFoSsO9oomUvl7u841VeeLtcUhgBoZSg+DY58FE4GeG6X+cIIashSDdFeA5xHq7GNcAZCbjhuaYM4ojb339hCAUC7PD9kRKLg6M68RGf6fIyRaXKmVnTdS29UlePCS2VFKiBILZHROfCel1wMU6kEpIaWhAhvc/rM+ChiksZ3JBEc40B+SfOQJPw4O1O3tfxj6CsX3Gp1FKM96PXQu3AtYxHOzPUASybnNPAc4re3P2E6ainMYso/SzUZQvNhHI17I3Y3+JCpAwpLlCrYkeflhV8qOXLkmwudmwG3A4lKhPBAJGjVhaqiQoX2vBgoXcgkUAWpgWeBxRfPO0McM/9KIpLNTOLyPAbPyQfiPxZlNmYXHBOa949FFDDfijH0mBjMmW4S65/Pq3JbDrAfmB36WeRmwgIERI2yrev1+JNFRVdOoxJEadWfbAAyrdn7zZYJPDJoNjfZbAjs+2tsSdTss1xoCNf2rTEQ8UgXamfkx/o5QxQvEb32pWRcnaCq/UlHhvaco8Y7Lvli0rOmbJuVpXla9JnD840ScvnBrUoskAaaiGwTZFfoHHoWnMixXacWB9kZ7z184NaSH+D4e65JPb88U51GOQfYzzDg5OP85bVKRkWR6EX13dBK+WuYKNLWOMhwvXyzs7GsQxPire6KjE7W4JFZSIL88t+/O9Eool5WuvdGbGPynCGYkm4XJCZzw/Xz2iOCjqKCxHL1wwFItpMpCNMp1yZ1GRjplQUEYGBtT83fweSgamFYyvdjnkbIdR4isxuy1fwhfPy2Brq473TjYeBzrWW1trjPU2Ni5o9Hi1wggESaTJ/2hGIdw/FssEd0BoZ0JfOD0oAPUfG9/DtP+iMOFXPn+SwwHrRAnpi2llh7EOuKXU51wWL7bZYr6eTbMdBWaEbNMcR4EByeQUayiC8d8i1ZNx4NkogmcD1mxUdPh7dQ5F9feM1JKK3jWcyBjwx0YCmQ88obPxN0fh4Atq+oF5Y0E1/F8KmAE2nBdakzSi/MmUlDltEhlJSp7DrsQz6w9rQaTFJgvTpt8Ayy3E30gwdmPMPf13+W6HFPmcxtjzoEiEQ1YO+DPzjDCbsxr2dPK0BFwFYvMWiMdm07UdVWmiTeRWLVyaMpBxgEIftZ/xH0b6p7E9SK/z7BuDC78G+Hl41pIyqu8pL89oEFnk37zRkJK0vUtCmA9o6XDO2qOzcHDU8MnV+/0G9Wd86uk1Ie0LyGrgSUalqtAtd28o0qbQUgYAzQc0bL99pDfjP8h+hRHb6Ug5/lz3c2VeVbozrUHID4FDNIhfZTz4wrB6n+5tKszYNrD/Unufw4dl6N13VVzBnp5x+lt5yi4mEcj9jp0NykX8SXuGI/Pyl6XWQGzA/oFag+enXg+8KLtd8qqq9Nm55vOft0b0LVjIQVgEoIVpQXITihiIPUiabJNlkwzEXwxyEFUgaawWlgYo4Bq+8AUl8+T8eRkNhcTx7o+kr+e6HC54Qu7bfsPLg4du3Y//uJInjB1AmkCydP/gB+I9dsxICVyz5pY/k43O9jV+9e0abY3T2tWRXzzqKOoJWiAEREt4u0ieyyH+PKcWSPjM0FWtKAzLmjKPeF03iDH2CBg2l9kjUnz1pHjar0i+y6YdU3e+V/1RivbunVey71KguScoPzo1qOOQqHpSKZe+CXzRWvsjE94XRTmJtmywGiryFhTaQeGz2xeUSOKanD95VZxDvfLCMxEd05rcNYe0grxSwi89NkvndbHwwulBeePCkG7uvU67uMtLxGkvERfekImUqnEudATl9797Xd631VDmsQF+eFupnrOZAFHJZ85BCI5JBnLNcg5QnLDORJubdd2h+OPfqIrwyhUZu3xZrvaGpGc4KhVOl16D2ytd0v5WYsrUPbxrGInjnmJNm60KcrUDJRnj7ANjBsnXn1b5Dk6RAjwZTeVeVfZq8IfNJvluu5IvrAFm+i/fIRRlfbCr4tMEX9cfiOmRDTMxONvMXYlBxjeXMRxkqtTG4j17dJ2cKbVxuUaBJyuCURNOpwi+FYzPIqoejZB9eF1Np1QmMffAen6uQRaUrm8UOW4QfI5kTH2/slc1JYBSyYwnWEFRgRTu2CGLPWrLaPKIKy5SeCNUIxxChSbSG04ocZly2FWhval+6vCm+QCyD3KUZ1vcncr8fO4JVPXVJZ6cTbJWP9aWa9LbPZQh9R2phFRtWidVDVWzVn9BUoRaW1X1xw2s/n/p0CXzO/D567VAIEBJyYKuAfaWjDGrNQXrfmmpBs7daU2apYA/kZJzHWO6nkCtpvwu2ViTf8trodHbKt1Xz6bXgYQk7BPXSP3XqaQGgTAOnPD6pK83IN8Zjk6pkFtJ4HP7veN9aoHD2358Z5mq/2YLfJqxyoB4O985LsebA7o+sE9+7/qYHtiQkPS9oSpf7Nj7PPCA7j3MVHn2MDR0p0uVXwoikH97um1M3/ebF4flx+6Zu7UO+6aNv/iL6jXKlBIjv+FAQBWgNB4K6+qk/tOf1n2dBQsWcg+5UWFbyEmgqiG9CTUOXSqTZGBjp/Hww8M6SseYJgpARk0tLB3YfFc/9ZT41q8XeeFFGb/UL9J6US58rUvKv/wJ2bRrXeZrdfSpqUlVTaPnzqnvCONtdNI7vvlN/TsKXJRVM2FLbb6OhaEM6hiMaOFKQQjxp0lfTpskUjYlhe5aXyhf+UijnL4+ppsLlCWMyp7vCGqRVlfiMTZ90YjEzh+VQMtZGU2m1QR2uwTXbhP72n1SGvdL2fmRDBnARmYlCqu+QES+9U6vdkrp7NLhJQEORSDnIZXyynDQUKJwPvCyYYNLAQrRsrbSIDpnS/6h1jSDOtgQRlA9JBJCjmMsFpJ20ntF5GzbmOzaUC6FDelxWI7q6gWTFbcK1UAhxIYRAhKShzIvnkjq++8YMghfgCL0Sw/VKPk5V3A9cpTed5++f4hAHTtLexOq4jgUktjoaMZ4+npLj4z0DkpBaFy4vCjGA9dtmXuG7+fbvFmKdu7UYnQqn8PbCZCxgxB9o9GMxydk3/B4fEIa6XSAsOWeK4eYU28m4z5k3OlM+7je11zvXOeq/NFGgMh4NKnKXsIXfv9zG6W+PC+tJjReB8fQ2I3XAGHDa+KA1Jn8Gm6QgqYvlFt8HmOsc7GANy926gAAw3FJREFUcsEsxExV6WwLseUcBTYVway9hLGoIhgl4MFqLUKnw2gonlb2RZTs64a8yvJ7zQacCmqVmmKP1JR4pLbEo+sd55vP/PUf9knf9wrFHQmKMxWXVCIqcYc7owyFUHLHI/SJJOlwiX33Aal5+mlZLPL6LP5bzQGJlxiv3+91amDF0ZZRTa6m8OZcJ70OLZLft6dcieqFgGubc0Zxfb0/JMksyy5+/tZ6n6qacj3NGmuO984OSryzXfJbzkpBPKi+hIz22+12Kb7rrln569JUJGxElYBp3z+b261j4boWoPqLRAzbGK9X94TzvQa4J3tfeEETjQEehozjW+Tf4qEynpQfnRrQe2eYZ31lnrxva8mMITXFbW3S8867kuwPiSMVF1ciKjGHK70OiI79esx1gEZAsV/cr3xdxgsrJVzdKK8PNMpbF/y6r6SxMRcPu8XEqeuj8vypAX0O8X4/vL9cNtX45vW9eO5Bau6o96XTv0flYpcRtoEPNAf7Q8hFmsP4CZsNfRpPNDM7v/1tFV3goz6bvdxCiEB/+rUcvRrQZ2/HYFinXOYKrKEav/xlDeIhsK+vuVnHgL1NTbLu4Ye1VrRgwUJuwpaabn7MwpJjNcSPM4Z38bd+S0JtbbrpYwyP0V/k62z2VHVUUyPrfuZn1CfJwvIAMq/5e8/KkdfPaEHtdNjlwR97RNY8/MCUD10+L8aAdfRAE4MNkhCCl031TCldJ64F5L/9oFU9gyiGWDIY8DC5BH+eS9VeT+wqk3/+iKEShRR6+8qIeuKxwqAQiISj0jDULDXtZyQZCUswkjTSg2vXy9imfZLMn/41QDZMHCV2K0EBsbhYhIAZ2tHaH5KjzaM62hFLK6PY4DG6ByEBiTl5pHckFFei8AxJcelREsAI2o70KEi2b5cS6ENDGe8+Rl8Z1ZoOjHdfTRbKubBfoiWVUlJbIZ++r2ZZiFE+/9//3nV9b3SzUTnyeZq+kebn2xeIqdrzx+6ukp9/smHRfj7rDOsPZGDgzBldk1AHcgyNhCQQSUnSnSfuPLfU+u1ii4RV/WiaVKs1ge0GIch6pcEnpBxXVeWM0nSu4DozR3ZNNR+fB2T1rZ7qpgrXJNi5n0wl3nRkxtuXh+VnvnZBhhgNjhnFP6SRBoKkRJx2g/x7ck+5/Lcvbp6WyDFJc5SIA2MGUTkbFSLgtZmG8ZCTrAG89sI5rgMoS2mKDB89mhmhh2CYzSjWfMDPwLPVDKf55L1Vcx4FNnHo4rCqNgAEHUpA1HoQv6zPFKDmSC+E43Rg7YTkU7KP4BcSyGdQy51tG5WX//nPSc2VI+KJh41RX1tKkkLQRjoMSsd/RQbKGmX8i78oP/sLH5GFgsYCHohmqi4f8/60P+s/vt2r1zzrNs8IyH+uYcJSOCfzBeeSQhrv1750Y8MEhv/7mwr188u1ccbZpPzuWpMvB6RLAkfeNvz80sBmBHXSTE1Bvt+Zr3xFk03135opQOavaoRoVxVgwebNsuU//SfdX8wV4Z4e6fr2tzO2DYQI0LBcqvTXOxkoW0n9ZhQWQGh/5K6KaUlAroG3f+Er6mfnjAQlmcIXOmsdoEmHCkxSEiqulk0P3yPeNWv0GcU9jPdgrKhcIlUNSgg2bqhVIrCpwrssn6++/svGPWHu0T5+oFL3NosJ9pOkkr/XOpaxUTD3klhD7Fvr19HbxbKeYCIlmwgEnM7piEA+hz95sV3Viqxpnz44f6sLE900rZNJbSpUL8A6YzmxGupwCxaWAhYBuIJYLQsPqqSWP/5jNVxmFC8RjWoXlgKbh1XDF7+oXl4Wlhe6GX/5iBz71vNiS8RV/bB/X5PUPPXktJ4bqMyyE4MBBAi+gWyyp0s5Zfzzz17u0IKSgn0sHBOHXaQ4zyGVJfly/+Zi+Zfvr79p0zg0HpPDF4fl6runxHf+mDhCRiItRNr63Rtl7eMPS6Sw/IZKKE1kZPuPzQS306YFX0YtlFYrURjfqjibKqWXzXBzb2jCWBxFMmMeG6rzpAHCr9A97fcmCAXPxGMtAX0vN058XNa7xmWLKyAloQG9p/gspoL60lVXG2EdaaIKZRKfNyOAmPIDxiw/fbBqyUdpSNXls6erTNGLzx/ErVHvMTpj02uP8+lxOvRa+K3PEAaycKAmCZISTDhIa6uOCEOc4mXV19EngXHjHDt8+dKwtkoKmxpVzUJjIoHiNU2uzvVc5wo4v+ORpEGWmfdG+lfTsHwmmP575XpfkLbontKHc7ZALfKr37iqxQYkIApQGB+P0y4+j1Pev7NUfvdzG+ds7M77ZG3hvjdVg4NjcR27R3l7K2BLMGEdSDcKIKsnr0kYl5tm7AC1xWzM2BcKPq8/f7VD1zXIt/mMApt4/fygMQ4cTijhRtEeCMczhd9U54eE8poSQ+HHmoYKZC54+cygfOdPn5F1b31LGoeuiiMelQSef+n5b4dSACIDhdXSXr1NBn/il+QPvrRV5guUiocvDyuBZb4v1t4P7i7TX//xnR5dv9sHICON0B/WffwR5/reTECe0/DArzH7+cNzhlRmxheXIoV5KUCBz9pNeJX5Hki4530AGoHaFDx6dEJT0L9tm5Tdd9+0TUGCxpr/6I90D4EvH2PAJomuqsBUSicPGP3b+pu/OWdlerCtTbq+853MayIEzGouLy3Yt0ACcj+BDZCA+40E3Kkw+M47cvL3/ruMnjoljlhY4rj9pUlg1gDWglhFrTQ9dK9s+oV/o89vRl1Ze/GbRZFq7o/iviKJVDdK3vr1smffetm+5maLk8UCDaiXzw6qQg/4vA755D1Vs/Y/nO86hhqQn2k2MUzUl3pk37pCaSpISv8LP5oYPnXvvXoPzVXxOhciEDU5Xws+fV+VNJYvrPllEYAWLKweWATgCmK1EICZQvTyZU2WRXnD2Efxzp1abK9WBc3tglfebpErz/xA3EO9Ul3slvU1BVJ2//1K6k23eWB820wMNoHyxUwMnkpFyJgIRSBFWc+gMW65ucYrH7+vUbbV+aYsniFtCPgYbuvUEWLUHNGCEhnbckCiFXWyuc4nBzcVZ4ySJxMfhqopKoPpUAI2jbMlPop9mJvfCB5AITKa3nxOTunl5/H+SJUEjGvUFLt1E4x59VyVHrHxcWk+2yIXTl6VvuY2cY70iy29G+N10PnlPbPB5rybvn23UqXxOgkDQG0I+Lw/dbB6SUbQ+FkkXP7dW93yzbd7VFFUVewWe9bn7LLbNO0S8/srPUHtpj+4uVj+86fnRwBSQEZ6enTUTNN6u7szRHU22oMOuRinQLVJYTIke/xhybKZVEDsESLj27hRPavM4JTZqC2zPw8NT1liZQLnGvLBJL9Nso9fsxWl04HiPjMybx5+15xG0GcLSLm/f6tbVVn9AeO8b632yr/64DpVciz2uYLIMM+FSYCyJsykbjPB8leSbxKCTiloPS+Ok++I10GYiU0/Z9QWfObLARTRjAIDRsFmOwoM4d41bHj2GSO9YTVwZ00F+N1tr/dlCmeuA2OM163qvvJC94xjfbPBK2cH5Y+ebxPfm9+X+weOiS/QL97Rfk2np/gPuQtkpLBKBgqq5M27Pifbd62V//r5TfP6WZB6XF80hQCv/b5NRcZabBP5wYl+bbQwuobNxMbqPCnKd2lC8kwj0dPde3g0Hm8e1TUsWz0LoYh6m3HFXB/zzQZNLWwbzGclhCnPsqnGAVHZMb43oSnocEjRvn1KvOEDPRkd3/qWdH/ve8aa2t0tCcZ+UX35/VKA9ciaNbLxK1+Zs4oJkqjnBz9Q6wvWERS5i+0jaWF2JCBp4CTETkcCdj7zjLR+69syeK1d4r3dYovHjDFgn1/yGxukckOjXgOssZmfMTiooTB8ziNtnboX6x2OqqUESHjzJVW/Vpr2bZP9d2+WIv/cwylmIuIgxGlkmvf2j99bpaO0ywXWb5rDrN3Zdhw0hHY3FEjT8FUJvv2WXv9gIc+n2RCBPFf+5KUObXxDRqImX8jz2yIALVhYPbAIwBXEaiIAs6GeT/G4ODGAtkYyVhx0Nb9xqEv6jxyVgsvHZVOVoVKbzeYBJVr/G2+oF5YJvh4CcarEYAi9oSNHZJCvdzolf/NmWffoozcRhprs++abMt7ScuP7+v3i3n+PnLJVa1pr9gZoU02+EoGz6cRCiJjjjqocTBMDjBZmF29saCFVGFU1PfxsabUSBTNEHOo5fAz5OwbYivKc+ncUfaj+ZlP06Tjv4GDGuw+CCYI183qjpGwaHnlsQuMFxRIrqZRUeZVs2LlO9u5cowX6bMHPozhGpQJQ87CRhXxbKHh9jEBf6QnJ1Z6gkiyMwDEuw+tH6QepVGSLSImExel2S7SgWD3gzrSNy7qqPC00f+rRG4FBt0J0aEiN5SH8GPXVYnISIETz1qxRZcm5RLG82WnEzkLyUvTnpaLqFcjB+c8G1zA+UgVbtuiYJ4Sr6beon1dHR8ZvcSpQAKtCcBH8FrnmUcVOJLPwxovpKM6twDWLAimj5kuTfYs5Cr9aNvyRCeuA8Sv/zfmdPAJtDwel8L3XxdNvXBuqVtl5lxTsu0tKCz2G32GaNF1KRe1sRoFZz/vSQR1d6aAOkwib/L2u9YX1vvR7HWpJ8Nn7a3SUbineA8roX/3GFTnbPi67xq/Krq6jUjTQptd0JJ6UsDNPmqt3yGsld0lJZbFaAfzy041z/kxRpZgNDkBh+sTusozy7s0LQ3Lo0ogRYDIe0+YTpB/rwFyKeVOtffxa4KaAGoKvGDHm19W0x5lq5BefxEe3l94yDEWbgocOqdVC9tpXcs896k02uSmFepAU09GzZyUcDOo95SwslDVPPCFVTz6pEyJzAfYOeP7xHiAgqz70IV2vLSwfGH3/p3d75XqfQQLyPP/YDCTg8IkTOg5uXjN8dijoGSXHr3qmvSfe4koEXrosreeapWswPEHtnXJ7pGzLRtl2z3ZZu2ujOBYQ1mWm0pvkJo1Tgi9WKrQHYh4PQmxmshvaNDq2FESk8dJb4hkbWhSF+q2IwIud4xlLiYVYUwCLALRgYfXAIgBXEBYBaGGxwCbir1/vlHBPr5ScfkP2lcSUyGLzUP7ww9pFn27zwKYtOzHYBESHmRhM5/ban/6pbvTw/omMjqrZr6OgQNO+GAOnSMC4e5Ai4vz5zFgQnpGa7LtnT4Y4CQTjWqhAYmUTgYyeoPRgXG2uGBqPKgnFhgZjY9RrqEMg4LKzD4ygAqcU5tl1w4l3HX+Pigoi7qEtxbK51pf2Grs5eAA/RVQPpn+fjvOm/Vsmg0LGU12tnnPOymppSRXKia74Tb5SGLLvX+eXporZ+Upxbp89OSBn2sYyRTKbt/mMznDttPQG5Up3SK71haYgolJacKOQLOy8LA8F3pOq/ubM6wj5SuRE2W45W71HNjUUy29+asOMm0jOFUQfhB8HiuLJ4Hwzxgvhl9fYqAQcBeiRqyPy6lljY0zgCuN+k5NQ+X5mkjAjwxO+r92uAQ+QgXhemdcjnnCMhEIemkpB03/qptdmJi5neQlOTlyGXBiaQs03FIxNO6aZDa5Pc5w149NX4NJ7OpeQixt+SGwlWc1zf/6ihN58RSJj+FUZI2cje94n8eKp1XeMhZnEqnnu+RwoFheDDJo8Cgx5z/VhBHVE1b9vOjIYRWOF362kP6mzNUVuJbBOXhtbFkXwr37zqrxzJSDdQxEdOy6NB8QdCkjc5pBOV4lcHUhosU0DiuCTT9xTKXsa/bNa02g4MGJuKjtZj9+3rUT/vXneCZd69kS/niPUQzsb/NqQYB3I9li9VUF8fAa/1j1rVy6YYClHfmcLnm0072j2mSA4SZuCW7ZkPgvWV8gfGoLhsTElAN1VVdLw1FNz9tLEm5hGpJkuWvPRj+q+w8LKkIDffrdP9wIAEvxjd1XMSCDznGW8N2m3S8GaNVOqRmcCDbmxq1el5fh5uX76kgwHJjYBfT6PNO7aKBsP7BD/+nVz+v6st996p0f3L+Ze66N3VSxKw3ShYO9LM+h4SyCj5lYkE9LYeUYa+i5IWYEhtFioR+10RCBKT14Dkx08P77wYM28n3O5uB+4XetwCxYWCosAXEGs1oXHUgDmJhib+vrhbknG4lLTdkoORK+pTx+A9Kh84glx+qZPOWP8Jzsx2ARkB76BjGaiFMSXLUUSdDyuO4j86mr9GshCfNdMJRVECaRf6T33TLtpIaXSJAKz0ynZlNCdZIxtLh5+UwGFX0mBS9VreekUYza3R64GVBmor9UmmlJcX+a9aVQuLxGSisigFI/3S/5Yv+SNDojXaTOK7EkbJbrfppccCkwzNXvCeU6l9PWy6SNZNVuthKJt71q/Fra3KuJRCjEKh1k9wMT6x+6uvKXSg5/fNxqT5h6D9KOQnqyYwjOMjTK+h6Qen2kble//wV9JxXuviDsYkMJoQFyJmCRtdhl3F8iYp0iitWvF/cV/LT//Y9sm/rxEQklSCkoIP9R2U2VPoRA1Cb/8hoabrpljzQF56YwxugtxMhvFD4XJ2IULOuo+mWiE/PNt2KBjwvy87M9J17iRkQmpzBQ4k183HniE2UQ8PgkWVsiIr1wG88pkyOE32JoZwKWDR1020WT+PheKk9W+4WedMlMWM+qULTsksfteGQzLBNUgpNWtwGcymRTk96iGZztmTXFNIXro0rA8996AFqcQWDQ+pgJrViaoo8QI6phM8i+lIngy3rs+Kv/1+9flep/hk8rYbYHXru+L5HOWcEbr+PP7NxUZY5xFbg2I4nVNR1xhLWGuY+b6//jOsgnjvKzZ+P5BkqJS3tXg13WddeBWhJ2plmTNRcmYfRvzmeLtB1G2Wu67hYz8zgba2Ll+XUk51Pwm8BZG3cV62vEP/2D4sQ4MqOUF652jsFB8NTW6njL+iUf0rX4OjcehY8cyz8+aj398VonEFpYO7MVQzJlkMnuBjx+YmQRcrLoA78eOs5fl/NtnpfvcJUmlvSCBy2mTmhKvNO7YIGVbN4lv/fqbmm/ZoBH0j2/36NoECN94am/5gu0QlgI9w4wHj+qIsrkXdg10S8W5N6XWFVX7lfzCggWn1E9FBHYMhTWoBB/Vz91fIxtr8m+7/cDtVodbsLBQWATgCmK1LjwWAZi7ePfqiJrDg82uEdnd8a6q8gCESuX736+jvTNhcmIwHX4NgBkdVVUgirZYMqkP+iRprB0d2rVn5KfiAx9QpZZ/61Y1Ep/tGBBk3pErAR2JyCYC6T4TKkHxOFvCD+IMIo9E2smhHRSqqNnebcZYPiWRWEpVVTsbCvS6HgxEZairVxI9XeIa6hX3YE8muGQy+J4kJubX1UpxY72UNq2RitoyKS2Yvd8WSkjG3U61jk4Yf4GAwwwbMpDXPx14D9873qeeMoA0t08cuJkEpNPMuVPSryeUIT6zAam2vipfNlTlSUN53oSxn/7XXpOjX/1jCVy5KvZoWMY8hRJyeMWZjIsfMjCVkGRto2x/9F7Z8v/+O4kPD2cUfqj9uKZuOn9ut6o88hoaJH/tWh0Xmq5wIE0PdZBJisxF8QP4bCEeUa2gDpys7uPeKNi4UclACNzs18G/pbDuGxiT/uY2Gb7eIaPt7RLu6pZ4ZKKS00TS6ZJYcYXESqskWVYlBXW1Ul7qy6TX8mvJPIM4cgm5uuGnUdHz3HOZtQ9iYbrCyfx8J48SM54djNzaZ5DPMNt70fx8IfYI6YBgN737GNc1iq6UXOgIZkZ7SVHnPq8ucmfIvrkEdSymIvhWeO3ckHztlQ61VkA9HY4l1JdPyWy/W9/Lj99bKW9dHJkQhITnIbYKpoqV18w4Mab8ZuAGI+7v31GqhXr2PYhiGi9S1v7mnpDsWGOcL9aBmdZHiN2z7WNyomV0whg13xqV8t5lTB9dypFfRvjMYn62I7+z/f40UPALNu8lmiGB06clEQzq4Sork6TbrY2exNCQ2OJxyW9qksJt22TLr/7qlH7C+r2TSVUQmgQ9e4XaT3xC3CUlC37dFhYO9mHPHO3V+202DcalqAuCoaicPHJRLh85K4m2FnFEjNfCesO0BmRgeVO9NvIgA7OvHQi1fzzSm0ngZaT/0R2lOX+v0xA53Tqq+0LU0LZYRPxn35H8ziv6XOH5UH/vfil/6KF5W5FMJgJj8ZQ2R1Ces+f+jx9rmpMtTa7vB27HOtyChYXCIgBXEKt14bEIwNz+bL577AYh9PBGn6xtPykjp09nvgZyDk+RW41RMJaBx8/V//7fVUlF2p+7uFiJmoTXK8lQSBLDw5IKh5XwcVdUSNUHPiBr/+W/nHcHX4nAqwF579qoboRMDz8INYpsRiPnQvhlg+IRpYxJHFK4H2zyyY78MYmh9EqP80J6QhRCyAWjCf01FElIMGmXMV+ZREsqJVZSJbGSCkm5PLcIHkirhSB8ClzTFuT8PDq/JMWZoyom2HjvbypUVcxU7wty77tH+1RNCNjAffxApY6htvSF5Gp3SH+dSuWkoTFp0g+lzlSbYwq1M7/yK1r0hQaGZLSiQQizY5yS663A45DS8R5xBUd1LBbi1z6F4pPvrWOzEH6M9VZXT1scZoPNMOQGgDyYjeJnJvB+8BxUMvDKlUzapJKEsaRE3D4J1zZJoLJJBp2FMjAen1ohlkyKc3RQXIM9GsCTF+iTgkRI/dfyPHYNRoHQQFXEhpj7IztchLG61Y5c2/BDQgwePqzNC1OtWbB+vaqf5zM6hUm6SQpmp5RPRaBjZD8WiivpNxqOa+HJumVeB3keh+SnfUf5c0aKIafwJK0uccvPfaBhQZ5U81UEz1dt/sLpQXnr4rASgJzrDdU+eWxnqSq3eX+sSySWH740LNG48Vl43XZ5aEuJrK3w6r83FUYA4hDiavKYO8+Ev32jW0eEWePwrqot9cinD1ZP6xnLZ3SiJSBn2scn3Ls8K3Y0GI0VCMvVjMUa+Z0NkvG4hoQwCdD73HNGsnowqL6sPOujiYQmMSOtTKEIHBrSNOH1P//zUrJ//83fLxaT7h/8QMabDSsJGmmQfzOpuSysDAnIfvJKem/BmvKJuyun3McsZV3A2napa1xOHr0igxcuiaf7ujiDhk8oFiAkm5N2762oUDJwuLRevt+MN6mx7tB4uGfD4gdULSV4z6x37AnZu3q6WqTw9CGxxyLaBK1bWy07P/0R8dXWLOjnmETgj04P6F4RbK7Nlwe3lNyUGrza9gO3cx1uwcJCYRGAK4jVuvBYBGBug4Lnb9/o0oIVMopCqXSkU7vtpvKJjTZkHUTMTOh7+WVp/j//R0bPnBFnSUnGCDzBht/0+HM4dMNPIYDKZtNXvjKv102hh7KPzQ4bTtQseD0xsmuiKD0uRyrjrQi/qYzl7aExVfbVxodkh3dMXKODU46jmufI9HiDuGKcN5owistsMmBgmuCBqcDrzyYFJwcP8FrwgmHTd6l7fIJfHP92z1q/Kmkmm/yzUf/O0V71yMJ7jqJ/crKyvieHTRrLvUr6QSjORmEEeXzlD/5AAmfPGqm4paVa7MWCIUli/h4JK1kc7esTZ1GRetWQQA0gi7nGGAnLm4c3ENfAsyf79dxCotxK8TNXj7j+4ZAMXbqqqsBYa4uk4hMVXwS2QAaGa9dLwld4S484VLKmN6SmDff1ze76Yly8omLa1O5cRS5t+BlF7H72WfVyXAzz9JmAr+jl7pBc7h5XhQxrFsQ9nnJTfdzcdxRthHVwz1Gw4nM6HonL6dYxvZ/vXl8oHz1QuaDXNZUimDCOpVKaGmntCbGlEpLvnbqBgM0DKj9eE19PmjH3H+tQgRcvVqeGfEzlG0oTg8Rpwjoudo1rcwOf1E8drLrJJ5bvDRnGGF02sQi4R2miQDIuhSpypUd+ywtd8tH9lUvuXRg4f17O/rt/p0mu9vz8G5YieXk6/qtNQpdLrUR4ZuI/vPGXfukmD9iu73xHrRX0n9bWqufffL3NLCwtJjcYGRP9sXtuJgGXqy5gT3j06ohcudghrs5r4um5Lq7AoJL7NDRpPjDmH8vzS6ymQe55eI/suWvjqnu2ZoNnCw2NC1f7JP/4a5kwK6fLIXXvu1/2PfWQFPoWti/qD0TlP/9Ts1zvD+u5pEnCvho19sGNsyMCc2k/cLvX4RYsLBSzmy+xcMfD7OYzboL6gSb9zsZC7RJR2FjIHaA4+shdFUoCxtId3C891CgNX/qS9L74ooxdvqwefx3f+pYU792rnj7TjRKoFyCpfB6P5Dc0ykDPkAyFEhJLpsQmKfE5U1JdUaJhF2ywUAXMh/Br6w/flHSJ70xdqUfHzCiUfR6KRSO1l8IQxdp0qjVT6XXpfKu89cYFiXV3SflQj7ijIS2KGbWTKO/AAN8jo9Ai8bWubkqFlscuOoIx2Zswm1QaTCuGGCHkz7JHmrl3OCYXqKheIJFMUmlXY4Hctd6vROip1nEdReTfMX6H6obky33rCpVE7BiK6Nfx8/i+w2m/G8jJzTX54vM6VeEH6cd7n2sBTCAGBB+ej4xpUcDFBgaMtF7YDptNP3tGelOxmKr6Kh97TEm/mVIAbwWUTCb5h3KIcIO5kH/TpcQOTw7isFeJbK0S24Z7VVng7WoWd3+n+jyWpMbE23dO8kcuSGF9rVTt3iZl27dOq1ThmuFglNj0oTMDY7IVpua9hZcWh74Ml0tVkeohyTVYUzNnwnS5MR25udyvYeTkSfUSM/1HZ5OAPhewVuE9p0EdwxEtQk1VG6gr9eqRTKtIuV7zXA5xOGz6+vja7HUAotAw2U/p/UpoEWT3ydYx2VSdf0M9PMeUZwq2p/dVSDJpFOykeTLGN1OS50LAa1LiO+tcTAaE50fvqlQPzz95qV0T0cFIcEzu31Qsn7mvakovTyUzj/XpOgD5x5rLM4HR5mzyj3Op5+7a6ARbCE7Xhqp89feDbFxN6p+5jPzSEGJseimUnpPBuu/0+3Wtd5eX6xQAoPHBwRpmKyxUMs9shmSDALHOf/qnjK8gI/nVTz+9oFFGC0sLCDX2k9yLhEWwX8NXjxTdbM/M5XoWcO8/vb9SxraXyslra+Xk9TEZGRrWZ3db8xWJdHVpcFthIiB7w9ek4M0OuXY8X0eEUQfSiJycaJ3rQOn8wT3lqmQ8tatGzr30jtjfe1visYRcf/F1uXLiolQ+8UHZt7NO98zzWesY+f1nj9RpI7l9IKIBZgRO0XxhDZ6OCORzP9cxLm9eGJZrXUPqO95U4ZGP+cpWZZiSBQt3CiwF4ApitXQe8A37w+fa1L8IQiMaS6oHB15nkH+ff7BGHtk+s9mzheXHufYx+f7x/kzX9tMHq7QowtMHZZ8SOIwOlZaqGhDCYTJ6X3pJrn/tazJ89rz0lDRISFwSjcUlEYurEYvb5dTCoy7QLoXV5VJBx38aBeCtCL+ZRnop8iCgUfFlj3Txvg5uKtICT8mWri49Rq63yfn3WqR/6AYhiTk9gRY6kul2GyRLOqwD4gWSc7FBETsSit8YI8xSDc42eAAvMcaQe0Yi+iujXvzKvcgYrkkcsunj57EZg2woLXDKgfVF8vkHqsVhpsHMAz3PPy/X//zPdWQW/8fkpMRjSCoKPsbEHfn5OgK89dd/XRYCxn0grilyuR6mUvyYQIFkpuya3m0DY9FMmuhMmG5c22+LSrT5iioDIe6ywXmmiCjYvFnVjnNRrkBKo1SDVA1xrXZ0ZLy1JkNJ6bIy4xpNk4IoLFeayMCPjTAWgiy6B8cF3mFTlUc+drBR/ceW8/VBoqJsHr92Tf8bIrr03ns1dXy+ig/uHe41M5WXX7EhmA4oQmuLbwR1oEKZSh0DgT84RTI035t1jZ/rcdk0hdY5SdHMOsD1mU0Kcq2yNkylfp7s34VqmuTLpTC/v5Xyh9cCacWYGVYHNCxYu1DyQQ6i7H14W4mqus1/z/fkGnvp9KBaI2CfsHNNgYab8GwA/aOoYkZ1jDqbjIV85WtRsNwqJGg1YTlHfqcDXoDNf/RHqvBjxBdEBwclkrWGcR2YgUuM32/8lV9RFTjP185vf1tiw8P6d4Vbt+po/mxsICzkhgjg+1nqYogmiGcakhDSPHcdtpRsri1QKwAUt7MNR1oIWF/OdYzJNw73qJraGQ1JeaBTtqd6ZW1yUGqKnLpOmoFt7P1869YZhGBTk/73agP7vIsX2uX8N78ro509xp85nDK6/aAUbd+mzWGsEubaFOAzxt+VphTrC82oc503JlE4hdlEIGvwV59tzTSeR4NGTUGjvsSfJx/aVy6furcqp5svq6UOt2BhsWERgCuI1bDwXO8PyX/5pxb1/GE0kXWcDTsKLPw1IB8gYegc4d9jIbfw4ukBHScFd28olIe3GZ8R3XmIHZJZAcUyRTOJvdkbcjr1R3/pK9L13jkJ2dzS5y0XsYmwrYB8QvHiT4WkMtAteVu2yr6f+ympfPzxBRN+020c8eRCScIRDwTENdSjHmwV0UFpdIWkKM+RUcKZihuUL+vXVUrj1rWSnx65RL2wkiMhk4MHTFJwuuABRg75mk4NFIiqNyEkAal4LoddVTiMBz+xs1S21hfIi6cH9bwDwkSe3F0278344JEjcuHXf13GW1pU+ZbK80kg6RLJ94kzz6ujJ/mOlJq5+9aulaonn5S1P/VT8z43qBkhL9h0QnxQ9NcUu5XQu+HFFpXBsbhuQLPDU6YDoSomgWKmt7KBxQfsVqQIxSxEIAQoJGc2uIYoIgq2bNGiYj5KFkgsVQiSNtzVpSOsEIVTYTYp00uJty8Pyx+/2JEmtaMyHorpM6E43yGVxfly17pC+dkPrFmWMcuxS5dU0YwiNdPI+OAHlcyfy304HIwryddNUMdwVHpHoloITQXWkqrsoI5iz6zVedP9fIiddy6PaLOGa5nrkuLaHO+cCVy7eF+VF7iV8CeEQ8nsNPH1T0d600pDkU01+fLh/YtHAhJgBLHHukThv22N/6bwjo7BsKYdm2Eg/Ox7NxZpcYotgzlWCHjPj+0s0/NLmNW3j/TK+c5xY21r9KsCmHATxvt4ppnvywTPjX1NflVHL4cabjnBWg75YjY1lmvkdzKC167J+d/4DRk9f16bE6w/IDw2ZqjEw2GxxWK6hvGsIAwEQh7lH2PDNEtQkRNgUPXUUzlNDFi4GayLPzjer6Q8KmgsR/xep64B7M30WeAznq+Q8P/myYabPD2Xggx74fSAJpSPBBPaXGAyBO9VAjQ8ve1SHmiXxmiflOfZJuyDmFzBk5gAMAjB1TaGjudtMwrAVw5J73BE9+Th6kYJ7LxfvAX5mpROIyQ7Tf1WQE1NowGQ3o5f6+TUYD5nmu4EDvLspE7EqsfjTEkikZJwLCXFBW5VbJO6/IUHF+ZTeKfX4RYsLAUsAnAFsRoWnt/8VrMcuTKim+36Uq9uOFn88XkYjyTlen9EivKN9NA//PJm9fSxkFsbNjyUeEiDjx2okE01vomjc2+8oSbfgA199ZNP6ubexJ//9K9L8sQ7UjjYLiFficQKyyRhXATiCo2JL9Ar4bxCCVeskb3/47/JcNK9aIRf9kaHokLHKDs7ZbStXdrbhzRdE/N9AOHHJtTpdIizokKixVXSsLVRHnpwqxSWzS6NOBfAe+gbicql7qCmZEKIQUqggsz+XPk6NmROp03Pqd1mE7igteV5sqXOp6R9MJqUPJddDmwolA/vq5hTwUVBR5gCidCQxaGeXhkfj0h/yRqJe/J1s8l3c5IAOtYjhfaolO7YLpv/439UZdx8cKVrXL5+uEeDFOKJpOxu9OufU2Bkq3ymA+eBNcpMYzV9FvFPXIxiEwIQBS1k4GTlHuQfI0aM/zL+PF9iDoN8c2zYPEy17mQwyuSpqprgVblURQyFwe9995qmSaMCxLvN7UjqfTcSSqgaGKUZY0o/94E1slRA6dv3yiuZ9FBQtHv3rFIRuYe6s1J5OWYikFENm2Qfvn0Ulkulonvm3Rs+W4y58jMNottUtd4IILnVtJ1ByhrKl7Md4zIWSmjjjnFYxoEXosxh3cFeAtUP547mBD+PZz/rOsUeZOMb54fk+LXRzGvl/Xxgd9mEMX6CPVD6mbYFfB8IQMbOGDekwUEB+7EDlaqUZMzX/Frz6zdW58u+pkJ9ntxuhNJKj/xO9Xou/OZv6nOBVHXWO1V/RyI3QkD6+lQVyJpUevCgJKJRXTN5hgMNDqmrE09pqSoD8/CIra9fEgW+haUh3P781Q75i1e7dC1iPeCZi+oLyxnuTx2/rzYaQv/uI2uX7L7k2cNosrlu8tynYUhjmrUHRWBm0iIRl8KRLtmU6JOa8U5xxqM3h5TV1WXIwNUU0kXqffsPfigdbf3SMxyVcbtHArselGhlvX4WrMd7185ujeTz/YtXO/V5w4TXv3i0Ttea7NRg1iJU63jgcg3wbKQ+jMWwhREJx5PSNZLSceCNNfnym5/aMKXHay5gNdThFiwsBSwCcAWR6wsPXZ3/39evytmOMR2TYwMPUvwvldIHCSoFHr6MoXz5fbXa7bGQW0Cp8Vevd2qxhqKKAg1SxASb9Z7nnlPSweyKlj34oBTt3asF8q/96VFZ/8P/I+XBXikd7xdbMi5xh0vsibhu+Me8xdLrLpEjuz4mRQfuls21aWPwBRB+kE86zptWRkV6ejIk5eQNYPd4Sk6M++RKvFACBeUy7iuVshKffP7Bannf1pJVUxSiqoVoxw+MY7ISENKPc8lnx8aMtzUQiMmV3qCqcyePvDKaOB42yALOwbqqPDm4sUjK/aiFboy9Tk4e1cTHkydl6MiRjLpquLVDzh+9KK6RfnFGgjLqLpCIM0+cybgURALitKVkvGKNbHz0Prnv1//9Lc85n5tJaJhqPsZ+D18e0b9j47i1rkCJu6nA+zfVfDf80tzq/bMcnzfrH9cnykAOM1zHBEVxwaZNSgZCzC3kNamHHGPDWeEi5hjdVEAJp2PtaVIQH7zFOCf/6RtX5N0rAR3hxFMSwiccCeuGP0G4w0hKYomkks9LteFnLeh59tkM+YoikuAhVJhTFTKM22aTfVxv05FnrI2M79ZmRnk9C0rlnSt4llJYh6NJVRX+5MN1er9PBmO0g+OGAtO8hyAIKbynUi7yZ3g4mcnF+ICS7ljBfaNkuaEaJKH4VtcJBOpvP9OiBB2qNNKOaTxwriHrqooMRSQKPzOxnVEyvIJNU/mp3g/J7xBdqHdQd/N+UDHuWVsg2+oLVEEIuWACMnM+6pbVhFwY+Z0KPBuufPWrErx+XdchV0mJpDwefW4khofFnkwqgVK4Y4fUf/az0vnMM+odiJKaZgUegpOBkhrlrkkIakL8Kg5tuN3xO99p0WAQ/FBR0XMPooa22agNqB0iun8hdOfff3St7Gy4+TNfKFiLUAmbkw6s2SQUZysOIf9oXB1vCchQVuPALknZ7AzIxniveLqvGV7Xk0CoHdcxhGB2QzxXwV6t/5VXZOTcOX2vqmiv2CijWw+IOJxzUkmj8OTzBY/uKFUi1wREIF7U//X716Vv1CBRuQYIuMp3JcXFGs+UkMOtDWzC5p7eVy7/4v31kovI9TrcgoWlgkUAriByfeFh5OTPX+2Uix3jKuc3HxhjkbgSDyr/SeGXFNOHLtHxj+/M/QflnQiKRDqifF6EQhxYVzjRFD6ZFPelk+K5cAKjMv2jRHmNHKu9V95qjUiou1c+2vZDqRhuF39wUBzxiCRtdhnNK5ExX5m81PB+6arequMCXANzIfwgOCgklODAG4301MHBab8eQiMvHdQRKqyQl9tScn3AMOfvHIwowdVQ7s2M61HsbqjOy0kikIRMyL4rPUFVVmUHBQBqIDqrbKJQ2WYTt9kFPoXzhY5xLaT5leKRzjxFM589Y8KQZnwmJGkaN++NYppzVpJvl+K+a+I6e1Q80aCGrcAyUpR917lNrj73itQe/5EUxMelMBoQVyKm18C4u0CGnX4JVDVJz4d+Uv7gp3ZniAs26SbJlz3uzNhlNhEDOXG+Y0zHSHjPjBKyqYQANINRDLLPIC+nIkZWCozrhlpbVRU4duVKJuTDhMvvV79AyECCZhbjOmSkTgny9Ngw5P2MY8Npv0tV3lRWztkEnbHLX/3GFSV+dEQ1PyVlXZfEFhiQhN0pwxWNEiqtlzNtS7PhRz00ePiwKo9Ms3n8xSoef1zfn0mgQfbpOjB0c1BHNvgIuOZrSwzCD5Wf6aOZK76tKL0wfp8tWAcgAfG/NElBfjXG85L6vQPpJgHrImti9jqAd152MrmOExcYyh7zvPzNG11aGELW88yn6M/z2FWty89r7Y8oUcUY4Ad3l2kziDGy6Yj8bFzrDcqvfqNZzraP6rrldTlkTblX9x5mUc/rpoCdj7/VagLq7e/lwMjvdECB2/o3fyOxoSEl5eOEgdhs4iwuFn9DgyoDGfEdPHRI1yXIvOqnnhLfxo0SGxxU8pAj1NY2ZWPP4fGoUlDT4xsbxV1SsiLv08LUibT/9m8u6Xg+SzH3O/A4aaC4xOmwq0IM4g17oMd3lcovPNW4qKcSe5lvvt2rSnRAc/Mj+yumtZ7gmcEzDB9pgpGyUVvslt2FYakKdEio+eqUe0+aakoGbtigPsgr/ZyYCYSK9b30khKCkLDdyXy5tO5eCfnKJqz1PF9QBU61NnO+/vK1Lj2/rL3/8v11E84tSuz//7db5MT1gI6Am2EweMHWFbu0GeT1eLV5walCef6HXzaC0XINuV6HW7CwVLg9W6cWFgUU7/g5QN5kb7Z5uEcTycxDkF/4b9Ojy0JuAgIFkikYjcq7zQHZOJkUq98pzoIaKXrvdXGODYt0dki8+7DEvJtl3JknAwVVUjHUKrZU0jjEJs5ETEZ95RL2l6uChFEDxv9mIvzY8DPOq+RFOhl1soJqsjIgQ2DU1orT59NiF5+ot86M6O8Zy9vd4JdffKpBegMxefdqQDc/bFa//W6vju7dt6lIx8VWcvPGxorXpKRfd1B/PxlsplBPsanl1zz3zCok3jtkxgNbOEqU/Dt1fVRHNPDI477EKJ8Ruqs9xsgmYxlm8R/iPLVflvELR6VndOjGay0pE+dd94m3vkGee71LOor3SdWBKrl/+KTYOi/qNaAeZsXVcqFmr7zh2SSNIyn538+3KgEM2TcbH7PxcEJa+0NKGkBSPr23XHavLZRSnxEwk+vgGs1fu1aPinhcgi0tSgYGm5s1lTY2OipDR4/qQSEBEQghuJCilnuAYsQctdZ7qqdngpcgKlrAvTV29aoeE+6p9P2k91SaRJsOLT1BfR7Ew1G5u+c1qbl2QmzhoNhiUUnZbJJweWS4rFH6Gx6W3kCdBtGgClsME3jUj93PPqtrBmDMt+ShhyW0ZqOc7I5K11CfEn6mwm0qUMTUKdFn+PdVF3kmJFjmCiC+MdlHVX+KROBa36yVlKwDBnF3c0ojxB/k6Dfe7la1cDCSVH9WGgLmOoDysH0wosdU/pko+759pEf/HcXgukqv2G12nQiAYAxFaS45ZEhHx5za+PnkPZWzWm9pVmDi3zEUFnogXDfFPqeuVe+1jmqY0Wfvq1JPqVwuvhdn5Dcgb14cyomR3+nAhAA+gF3f/a4mv5vdHFKB7V6v+HfulIE338zcrzUf/aiSeQA1FUfxvn1K7NPwC0EItrbqGsY5wPKAZgoHwDeQRpQSgmvWrDqvttsJLb1BVXqzb9hSly+joaQqgSNxY03h3uc5XuRzqlcse53FBA2Nb77dk1nv8Tim2TCTNQNrBg1UDkgtFIGo01hf8H3tHLaLP2+t7L1/p2wtiEmitVnGr17NTMVACnLQgMLbkucuhGBefX3Ohdj4N2/WCYCeH/1I5Pp1WScRaex8XYbW7ZEzBetlKIRtQ1KOXAnoPnmqpHR+fXBLsXrIso/GcxXvVhPhWEJsdhG3w67/DqsZ9pc0ZnlemHC77Lq28/MsWLCQW7AIQAvTogiPJyfdPMNvzCQi6O4U4vVn0+kvfSDTBUJ1tbNhZcdTLEyPHWt86uHRPWyQTiQwGmqwLPD5basTOfWuyMXTUhuNS2mwVx658KI0hTulODggnsi4DoIDjyQkb/CCeqscu/+LUlVUdVPRDwGR7Wc2k1qJjT1knznCyMjQZLUSyh6M5fHFAyjG7l5fpEo/VH9NlaKjYSevj+omhw0MX4vHFkUpqcGba5aPCGTErXUgnCH9piLFKHbZiEH60TVfiM8YY4sHNxXL3RuK1EfrREtAvz8deQp/0rwhCd6/s1QKQ0My8tabEmxt03ucM5rIK5CxzfslXLtO2f3rZwdVVYXCJ+Wvk++XrBHvuifFl4hIRBwy7siTRDIpkdGYFgCMh0BETgZKgewgDkYPaRz86NSA7PQyHijqT4Z30GoF1yojQxx04CkiIANRCOoo7+CgDBw6pAcknJKBmzZpUbHQn4vnFkfJgQOGqnZoaMLYsKlsUMVi+s9MQEYqyc73YGy4tHTC/YEn4+hoSN5/+h+kZuy6FI33izc6nin84w63eMNj8nhfuzy341NyxrtB/sezrariNFOqNWHZ79ZrcTbXt+lR2v/66xIKRfU1jBeUS8+GB6SnLU8S143ibDL43ijFTGUfv2ar2HIZvEbGPNsGw1o0Pf9e/7SjwHP5nqg8OL7y4bXyD4d7dD3k/DJOSvouI2OodBmZ5nmebSeAGo9GxfEWIwiMApp7uKU3rHsB/qcFoc2mqmHIVlTFkLKzOeeotn/ve9c0TZRmDqO/FKT6s+MpXbMJPGLNf2R76bKu3cuJXB35nQyaDVe/+lUZOXHCUDvzWWSN67Lmtfyv/6WhYjRFaj/+8WmDeSBP8lH6rVkj6JNoWkAEsl7qiHF61J/x4ZFTp/TQ64xx4YYGJQVZt3KNhLmdgUrfVO87bHapLHJoLcA0A/cvRBAH6zVWHhB1i9UMoonxj+/0ZHxbCbabq80L68kHdperLcGpVqNRynrH8fr5YTnksMn2+vWy7+m9Ui3GM5wAGxprPDsZFx4+eVIPh9drJApv2GAkXc8jBGwpwJh97Sc+YXh8v/66SCIh5S0n5IO1PRLe/z45OWDXdYbPkWYTB89n1NWsN9R9KPl5fnLOj1wd0ZA58zmEvQNrMs9ang+VhW71yw2HJzaP2Hvzb6g1LFiwkFuwRoBXELkuPUbB84t/fVEudo7rCGFDmUdGI4wVJoVnOaQfD822wYiO6aD8um9z8Uq/bAszAJKHMS5GxXh4f+7+an3IT4VgW5tc/f6P5BvPnpXKtjNSOdYl4smT0YJyCdtd4kwmpCAyInnjw9KfXyGxmkbZ8bu/I/fVOY2wjrQSKTp0Q1U2rV9Z+sBPaLrNHETaW5eGtWtpbkAp9BmT49fp/s17rWPqL4XSzASbHQhDisnF2JhOBiRfc09QST98/bL9qwBvEWLC6ErnKUmylEVtz3BEDl0alm++06vnwRMeld0j56Up1KHnDr+zPL9PfPsPSGztFhkKpzIjhK9fGJI3LwzreoBHGrt9uv1s6gFKKq4lvGF4D00VefITD1Tf8Obzu3W0cHJaKkQuqh+UZdSPhJRM9o+8XcDILqm1+AVmE2+Ac4KqBTJQTfW93iV5DRTXZogOByb+KBSnAq8hWVYlPe4SuZ4qlqMBr4Se/Y5svPyG1I51SMLplkB+qUScXl0HfJER8YeGpd9TKoNFtXLs6V+Ue7ZV3jK51lSsmWPe/B2+Te0dA9Lxw+dk5Oo1LSyp98Y37pXx9bsmkA0AQhETctO7TwmjbHuDVYiFjALfChRlXz/cLf3YeIjIgfWkw09cd/kMdIw4y6Pz0KUhefXcsPQHolJV7FbvPxOQiewROPesE5jw37W+UP77FzdP+RpYOwg5Ot4ckGdP9qtHIcsJCsIP7SmXp/dX6Jgv5MGLZwYmjO2hAkQRlyvjsHfCyG82Or/9ben81rdk7PJlsblcSu7FXS5JxeMSbWtTH0CHzyeeigrZ+6d/quTefGBag5A8rIQg48KT7BUApAtKLFVhNzbOuIewsHBc7grKb3zrqjYUUVJzz6MCZs/DWg05x/3P/gHRAA3NJ/eU6fQFimYUY/NpcDLC+92jvRlbh0e2l6gyeKGAtKRRiveoGZZnAr9U/O9QYSdp6DU363WPYnXys5MmHNcgzT/Sr5fqOT6f4DJ8cyN9hqef3e2WikcekVjDRh3lPdM+fiMoJe3ZvUPHg/1aJ6C2BPdvLtbDPGf/5q8uasgKzxMmf3gemJ7AEMLxlEutIvAE/vTBavnUwSrJReR6HW7BwlLBIgBXEKth4fmfz7XKS2cH5UzrmJIuKu9W7z/R9FUeBKjIMOr+71/YlFNjKhamJ4P+71vdOv5AJ++LD9VMME6evHl45tM/JYnOdommbNKTXyV22rpcBChAU6IkYEV4QEbL1si+h3aLr6piyu9FuAide5Psg/ib7SgPo8uoYUwjZwp8NiN4Gc6GwIMIPJUmArMVeBAP924qkq21vgURgRQrfaMxudptkH4o5iaHDaDooHiF8FtXlb+sAQMmurqG5G//+AcSPX9WkvGEkif+Aq+E1m2T+vvvlX2by5VEyS6gXjo9IH/0QruOzBTlOWQ4aCTyUsTrGLhTpCjfpSQn5xMy4dc+uX7G14Gi6B8Od6vKiR/19L4KHX+8E0BRi08PyZiRgYEJf8d4LoEWBZCB69YtqaJgQrJ2ehx/bHg049WYfZ8kEgkZPX1aigM9YkslpK+wTkd/TT8+rhZfdEzKxntluHq9lH3uS1L5yMP6fTiGgrHMSOOE15BK6fgQnk5jkQRCBSnouy6NzUfEk4zq88ZWWCyBve+TeHGFks2mus9U+K3EfbTUmCoVeDFDVVCbff1Qt342gPEuRr5mIk5Q6H312VYt+swinpChcBy/PpuSATz/ec14TBE49Nuf3XjTzz2dpbohRZLfYzsL6fVvn14rj+2cqD7V5NnOoLxydjBzTfKzIS75Gat5z7FaRn6zE8pP//Ivy+i5c9pQoGHBmhUJhyXW3y+JYFBs8bjEAwFN5m788pel6oMfXLT1iukBVQhevz7tJAGeq3lpdSCHNS68+Nfsr/zdZR0LHRyNaROVa9UMB2RXAKENmYbiGyIpe9KEtYFphy21+dJYkTcrMhALExoFfNz0f57cU74kylheM0TgxS4sLG78Oeo2ksZRS/MMgoiGmGZEHVJwMjHNPUFTzxwVXqjCfzHuHaYOho8eveGhu2GDVD7+uMSdHj2/J1qMZ78JlmA+ty4sI6IJ8bqNRGCzVnjm3V75+0PdcqkzqOeEvV8yETVSgBNJGRgTbfQ1VebLf/38Rr0WchGroQ63YGEpYOlyLcyIz9xXrR5qdHfGowkZi6RZDfXpIUDAoaTMp++tyskNq4WbUVXskcd3lsqzJwd0VAOlCV5NUxFgbPTXVOZLZ2tY+nw1GvpgbIxusFujzgIpSQ1KRWRQIi1XMwSghg+YZF86fGCuozqow147NyjvXb+R0saoOcbyUwViTAeuzf3rCmV3o19Ot43qKLTpWfmD4/1y+NKIFsGko82WCIT8hphE6XelJzSlBxmqNza7kH4N5Xkrpkxigzp87JgEjx6VJ/MicrrcLUPBhLQVrZXo1r1SVVMm5/vicr6vW1V+e5sKlRTl9e5oMEY/4omEdA0n9H1D/huXQErsCRKMo0oIEvpCOudMYITwG1nkH5v5O4X8M0NsSu+5Rw+68qgCGRNm3I2C1vTrg/xTn78tW3TcbbHH3Ph+jM8F/eVyvXC9XCwcl/6uAXEN9YprqEfcQ73iGB3WZOXS4JAM20YlERuTzvwaiaqidSLDPeLIlyK7U/yRgGwfuShbtnw883c0GwiqaR8Mq4KE8SPG4iGCGfME9nhMGq4flbK+FuFuH7eJDNdtlrHNd0lNfoGsLXKrIgPFiRlWcbs+c5ZiFDgbkKafPlglXz/Uo0o/1kMKcVPhMRVI9NRxLq9dvUV1TxBJ6FUQCGEFEtf1biQUk9qSggnrAGpfCAPSJc2gI3w/T7eOS4EHv0CX/NsPr5V7NhRNeS5YHyBAUTEfawnoGsRrJpQGsixXQ55mAsqZH6yCkd/J+wHGcVH1m55+kH7R/n5VSAFXYaESIHzd4DvvLBoByHpl2hzIwYNqsRBqb88EipjJ6Hiuxs6elcDZs3pNELxkkoHsReYagGRh0udgs6lan9H9sVBcLnQFpbLQ8O8lDGhgLK4hX6jCmHCANLrejwVKUBuHrGeoBzlYT9ZX5yuJSHN0qv0RXs+vnB3K3CMfuatySRLmgTaW9lfIw6ESbUy8d31UFY3UOC+dGZQ3Lw6rzdG+tX4p3rRJ7Tsg1yClzVFhLG94jpvXpe3ll/U560uTgSsRaMO9U/7gg9pc7HnuOd1rQF4yoVP5xBOyr6lJidprfWH1R0RtCU/Y3BPSGgHrGlT2hy4Oy2O7jDARmras5+x7+Xqe7fwjVneeDUx+MFnyzx+pzVnyz4KFOxnWk9DCjIAcKs536QOchzPePpQgcEBswjno/Hz3eJ8WD0sxTmlh8bGzwa9+TqjiGFE9fHlkyuKPTXz/wLh+rhFnnthTqH1uFP5KA9hs2kVEnOco8OuGnw0PRMdCijI2HfjDmaoPuoyoy1BIzPf7cg2TfLZzjV83oBSRbHAogvFfOnxp2CAC6wum7ExTtLHZYWPU0heaMDphAgLNJP0IH1nR0JFEQgJnzmiCqhm0wnk88L7d8pJjg5S4CrWIhxCIxpOq4sMj8tkT/fLq2UElTNkYcip08x6jvz8REMJhDWIRaRsIywNbpicRUBx94+0bHj6Yd9NVv1PBmBxH6f3362YcVSCjwnxWqG0C58/rgYqFYoMxYYrYhV5TfA6M51zsCma8NBW+Qkn4CqVo+zZNdd9Q6pS8QJ90f+97cvr8OV33I07TMuDGOmCIwm0StnskPxKSYHuHREMRGQgbqgoOVLGMFOnX22zSWJ6nhHEolpRkT6eUn3lTfQVtxW6Ju/MkuOdBcdc0iDlIDFmYHZrDKTBTok1/QUbpIQanS4NcTaCgfmxHqT6DaVZwPy7mKDBm/ZCAqDj4XFD4cQ/fu3Hq+xc/x/3r/Krw6+wPi8OBAtQY5+UCYL2E5MX4nXWWtZrRXgpKnjXZYN/Q0hdW4oD16P/5QMOU5F82+Do8AFkvXjw9qGsNazcNSrxTIQJ5jasBq2nk1wTKIQg3vEUh+yDcTF9RM8mXdQqCDr+0ZCSSIeWWAoxYZgch6bhw2juQkWGCRHjNqJw5CHBQr9T6ek0WhhAkjGS1Ece5ANTC3NPfP96nDT2mH8x7nDWZcV/U2f/2w426zu9q9OsUBnsmQo4yZGAsKWfbxvTg/mbPtLnGJ2srvLqGvHZ+SH2cAbXHJ++pmtayZjGBZ91DW0tUYcwadrQloJYJ7PeOXg2oSpA9Hk1lgpQg1jhSjz6qz3GIQAg29s9636Q9d/Gz9ZSXKxnIdQs5vZzXH9f+ms9/XvpfeUX3FViTMNJfvGePBvug+ONgHYcAZfILmoDPhn3vH7/ULuF4Uu1zeM5yDlBmqiCEOiBtC2N3GGs874zP34IFC7kHiwC0MC0Yy3rjwpB0j0Skwu9WD8CRkOEByMLO2B+eHz2BqHYDIZMwirWwOkDBZBbVKCtqit06mpqNmM2pqWG+ZEq8jpR4vW6JxuKSUNN3o+hL2R1iH09Jwu2VsYo1Urht24JeF4Tfy2cGtbtogmAIVIuLZSbM5pJrlW4um08IUDqZdHpRRvLf924o0oQ5iuMrPUEl/ehyTh7t5XsxEsdrZANLYb3S0HTeK1c0iTHbg5GxazZ6FGmlYzEdAwSQgJhpc2PjC8O5gKSDIOXaYNNuKrXSFi+mE0CGBoIIhEC80j2uKq3JgGRl7Nf0YkTFCRFtIe0DmB6LL3/4YS1gUQVSRKDeZNxu5L339GDEDVUgaX9zKSAo1PA6YrzJ9H+bTFxvqvEp8TeBSCkrkPwdu2TkWy+Jz2YTry0pCYdDkqn0CHDK2OjbbSlxJuMSjTvlzOlWOfNLvy3RghKJlVZJtKRSYiVVInmG0pN1A3K8xu+Q0pb3xD32nng2uEVsHilYv17K3v+YjInhJzcwFlU/KeP3sYyCjB/NvckxOWlSicG0t6CGkPjd+vtcTP5dqlTg2YD1FH+mv3+rW8k0TPBp9hCqNBXWlHp1reCSoximMcD6x71PAwF4baJJwNlm/eZnjh9UaYFT/tdzbWkTeZGfeqROHto2e1UMa8tn7qvSpOlXzw3pesLa3NrfqSQiR656QK6mkd9MsnhHh2ETQIPi8mUl/fD7g2AzLQpYg+w+n4YHcXHQvIBsW04fNBqORRy7dqkCi9duqrB47fwZ72n82jU9zDR1DRNZu1bHhvlvC7cGnzf3YFOlV1Ws13rDSviwG2BUFOLsYwcqJ+wDuL55vnCwhtN4pgFFo5e1hANFL4fTQahIQhuuPIuKfS758Xurlp0g5zVDXrJPRASBihnyMjs8g+fY/ia/bK0rEKfDnlGplj30kCpjdUz4ypWMBx+2OhyDb7+t6daoAvEN1DCbSf62SwHuyaonn5T8deuk76WXVElLoAnkOX/urarSc/7o9lJ5YHOxfh5YcbDWQtoyMcOf4fOIpQ5/xnOVMWlJJfTcsA+MJlP6Gf7B96/L7/7ExkVTr1uwYGFxYHkAriBy3Xvg5bOD8scvtMuZ9jHZVO1TRQIgAABykC02e1hGWHjQQ5h84u6pjd8t5Cb4HElXhNxBNfOB3WWZzxmcO3ZRwv/7d6W4r0VieYU6LgiyvXdciYgU97dKf1mjjD3wtDz4rz477+LIGEEYzRSTbCzuSndZl7JTmkil5HpvSH3uKIRJyx0Nx/VaJ+wGLxN7lvYNHxvGRepKPepJhgF+riDZ0yXxY4cl2XcjJdVWVCzOffeKfU3ThPMI0cdoi6lkvGdDoaytzFNCH5P+nuGoNgDeuRzQbr1+L+wfTfYvDd36p4wuPeqAf/3Empuus5fODOmGHuxb59dOv4WZkYrHJNneKomWy5LsuK5pftmwFZWIY91GcTRtFJu/6Kb7aZgx74GQpjNPNaIOObam3KtG7QUzeOldOnddxv/gN6Sw97okvPkyXlihoQ3JZFJSxm/EFY9K+Ui79BVUS3ftNtnQcIPU4T72ex1SWF4sZU1rpGpDo7gL8mXoyJEb5uQul5KfhTt2THuvozYbCZFYGzNIwXRIBf89OWhnKjCiSvo079sgBg3FoJlwn4ugIfLnr3bo6ByvfzFHgU0Q4IMS0FSkQUihbpl87n/5by+pAoZGiHphJQ2lB0sjhF44ykiwTZtJ92wskvpSrz5PUBFTSAeCMfn3f39FSVs+4i88WCM/ds/8zeFZk966MCTH8RFMf/z4mqKcnNzMyrWRX4pqRn5zRQGNGig7NRwCbbLHHo2I3hdekNjgoBIJpIaj+osx+mfDEVbEZbPJ6PnzSmzUPP20NHzpS7LSoImSPS5sKhcnA3UWykDIQNRSuZLqmuvoGAyrLYAtlZR11QVzaoJCBl7vN5SBkIE0GGhU0TAErHmMHO9e69fmx0qru1HHEV50um0sE0gC8Mbb01igjeWp3j8KVZMMVEJ6UicZyxzuGdSB+Acux6h6fHRUen70I70nAARk6cGDUnLgwAQyktf6py93yNuXRmQoGJe9jQVy6PKIqj4JFtxQlSelfrfEopFMh3g0Ypf2wYjsWOPTMfD37zRGh3MNuV6HW7CwVFh5qYqFnAUPYDbYbOvwgZqcEGgWaTzH+G+6QhWFSzfyYWFpAHmFagswpkeisznKfWGkQKp9NSKBYakc75OY3SlBjz9TbLniESkc65agu0DGbR45VLBN5MLcrwGuM7z0zJAPUFno1rRJOq8cSwnTowzlSvtQRK9nU2kkElH1CkQf/oMoiShq2fy19Ib1yAU4RofEf/GYeHpaM3+W8OTJ+KZ9EqrfKBK0i1wcuenfsXGlKIVAwZcNJSPnnuuipMAlp1pHVfXL2VBhTTr8xSQCGf3gzwkDgLhFqfRG1jXAesG4tUkgMt7TOxKT3hFrrZgdykRqysRWvlc83a3i7bwq7v4uYxS/v0vkapeIvC6x4goJ1zbJQFmj9EadSoplK7BMFEKCqTrOrSQOasCpFIHZuNrnkiL/WlkTCEh1sEdidpeMewvT64BNk4BLQn0Sdvsk5PVL854PyiO7XFIc7Je80X5VBhqIibRflc6jb6nKkQsIg3QUOBUf+Yj4N22akehnXUKdwLGhWiYUKAE8PUej6eTaNEE4Gp1QpEFwjYaMZO5scD/rGHE6tdpUD04XjnQ7jQIDFDYoAVEEQzjSFGDNy1b0o7hjXBwCFiUfBBbnOBRJSCSOBYBNQ4L6x+I61s1a+jOPr1EvMP5ucCwqv/rN5swY+McOVCyI/AMQoRSW+JS+eHpAC1K+/z++06tjiI/uKFU1aC6O/H5kf8WKeWNxv0QHBgzCD4VfV9eM47ru0lJVNamHnscjQ2+/rZ5nEGvOoiKRdAiChiN0diqZwX1d/uijkgsg+ZRQJQ6T+DDJQJRPEJvZ6qyhY8c0tAyC0yQE1cPYGheeEnWlXm2IxuNxcSLfmwNQ6+IVyEHT9c9e7tC1hT9n/cWL2NwD8ueMqJr+giuh6ObZw5pz/5YS3ddgccCaA8F/6NKIKnxR0dO4xgMvW6FactddekC2m56BXH8Q7dh+jJw+rUfmeoUQbGrS/14KOP1+qf3EJ2TkxAkZeOMNTTYeeOstCba0qJUPrxlw3X/0rkp9n+zjonEj8TmYto9hMmw0HBKPIyXF+XZx2GzaYGPqgGfEq+eHcpYAtGDhTsXK74ws5Cw8TrsWXGwW4UKcWXWZFv/p3yMFt9sM35/ZJHpZyC2g3uRBjqcSv7LRggQCbLiObnxcfMPd4rGnpHisT/zBQYk6PeJIxMUdD0vYUyD9eZVyovFB9Q+byzXAtdU1HJXrfSFVkvBP2dThLQL5tJRArYKCCNIRdZTZkc1zGeo+yJNoLKljaiiEuL75en5fmO9U4isXYA+Ni+/SCfG2XTK0eBB0TrcE1++UUNN2STldMtOWnCRoRlzOtGHQn9RxStQ8XBf8XWG+Sz9T/F0M0i/r5k83ABJZv4c4tae/Tsd6OsaVGOTPSP1DbWZhHvB4Jda4SQ97OCierhbxdDSLa7hXz2+ws0uC19rFkXhDfEVVEilrlHjpGkm43FKU58wQW6zrcwWjTSc2Pir+wTbx2pNSPN4v/tCgRJxecSQT4o2HJOopkCFflbRseEDW7t4sj37G8OaiuGEUCl+w8ZYW6X/1VVVAKCAACwtVRdT34ovS/9JL6stF4c04NIQDf3+rwpu/h+jhWJfFKXFPQ7r0ZykFzZRjk5AGkF4c1/smkvkUoNlqQUhTfs1325eVDFjqUWCAEvJT6WAQngP4r7L2mWP6kFiskygROUYTpH6ihnaIx8XaYMv4MkLMVRZ5MuE+FIu/9s3mjN8kCsMvPVS7aK+d5szn7q/WgpxRNdZuzhVE78FNRXLXupUZC86VkV9GcknN1bTvri4l/hjhnQoojzzV1Zn7j9HE7CRdd3m5pvAyBoyqThW8Ho/6zSbHx8VdWCj5TU2aMJq/ZqISPFcA8YHSmMP0CeQ9QcZwjiBCONRTkEZFWqGl6cLphGG+h4XFQyAYl2++06PTKOw/P1CVp/cK3nMoArmnaVLyew7u56aKPNlUa5CByz1iys+D5CMQhD0T4USEwrGPNUeZ60s9sm9doWyqzp/gj86oOaPqHIzgQrihDiRZmHsVIh0LEA6IaK47xoQhBBc71Zp1u3jfPv0ZPc8+q/czCuDWv/1bqXjkEfFv26Zfwxq7pdan1jw0cxh9htwryHMYXrApVM5JKck3Pgf+DftkEoQn+AxbsGAhJ2ARgBamBV02lH9I7gdHY7rgm5L8Aq+RukchQFFAx+tz99dYI8CrFIx3sfkyC+AndpepEhC/k1+LJOT1xGfkAxe/o6OknmBAHPGIpNxuCXirJObOl2OVByV69yPy+fuqVUkyGzAy8vx7A7pxYHNB8chm6sGtJUsy5sF7ROF4pTskV3uD0h9IaYc2u0vLCCujY4w0kEoHAcqGB09ASAMTdD3v3lAkuxsKVsy7Sb1bjh6V4ebjksyLi2wq0rGNot27peSee7RgmQtI6vzG4R4lRpj+eHpfuWyu9UlFkUsudY5LLBHX0We3w64bccPzxwC/48/Y5EKamJ4wbIJR/KFienhb6YwpoxZmD4rW7uF1crHrXrl8pVsiVy6Lr7NZikZNv8dhKYqNSVn4itRv3CzlO7aKb13TvEfaGPH698G4vJ74nDxx/hmxFxaLJxQQRywsKZtbhr0VEnfny9HyAzK6+/1yT+2Na49rEvUMhuiMFaL2M/2OGHciUICiA6JQi/G0Cge/Q7NYMpPE+XdzSRM3ixCObMJMPTIjiYy3IGuR/orqPUs1CRHWyjFJgcw6UZ6lFDRCSFy6LiwFMbjUqcAmeE8Eg/zdW116Pv7ytU7ZWO0Tl9OmShf8YiGbxyIJbRKYoBgnLIyGAecK4tCcIBuPxOW//FNz5hzes7FQfu4D9Yt+nvh+kJWQByiQSfBkTcLXkObGYztLdU1fLnDt/PBkv/oTLvfIb3xsTAl3c6TXvL+mgnl/6T1WW3vL+wuPsI2/8ivS/Id/qOo/QkEio6Nic7nEXVUlecXFUvWBD0jdpz4lqwFcN7wn9T67+24lYCA2USijEGQtAii0TFLGVEWa6cI6LrxEKq07ASjF8Aw1FbK7Gwvk8Z1lup/YWOOTx3emdO2jCQL5x71Fo9H04aNByT6Dxgh7t+W0dDBeY74erI+skwSH8PoYgW0f7NN1cW+TXwnNya+NUXr/1q16cO1povDlyzLe3Kx7PIhoGmcceq3W1WXIQBK3FwuMv9d/9rMaGMe+EhKy5/nn9XVUPvaYEo/3bS5SD2E6wCjueQZUF7n1HIyMx9UOJLsxbrhD2KxwSAsWchCWB+AKIte9ByiS/sPXr6gnGymO6yrytJAi6F1HSOIp7c6Ziq3/8aXNqiKwsDpBQfzXr3fqJoyC7iceqNGUxl/95lX1ferqG5eDsavS1HteHMERSThc0lvaKEeKdkusoEhHrv7gC5umDIDIBsTRO5dHlFQzSSQKaBJhGSVZTFCsogKB9ONaNT3oskEBv746T69hlH9TJVlzvWNYTSBG9rikz+uQu9cXalrucnnTYGQOOTL0zju6QTRBQmzZffdlxjbmA+7zbxzu1nubAv5jd1Wq8u8L/+uM/h3nAX8bilk+OT4//p4xwETS9Gz0q38Yahw6wqC+zKPniPNbU+zRJD/GjHPVrD8XwbnnM+A6vNQZVK/KbLDvbnSOS+N4uxT3XRd7iAS/G6BAJWCDABGK1rkajv/Wt5vl0MURaesdlYOxa7K+96yxDtid0l/aIEeK90gov0hN3n/ncxsy9zJpoH2vviqBs2cz3wuSuvzBBzNFM8WGKpTSYQOzVihBClZXL5oqwiAGkxo8omrBtGIQonCqtWMyIMiNMeIbwSMQgxDgi0F4nWsf01FgQDG5GKPAvGeaeCixaZB0DUVU0QKBRhHLy6YZSLH38tkh6RuN6hh5hd+j79fjtOl6wLrJGsB931jhlSf3lMs/e7hWfv971+RY86j+LMivX/uxJnG7lr5A5328cHpAU81NoGB5ZHvJooVJ5cLIr6mwNb37+DUWMJJTJ4NrUBW2WYQ6JN58rk19Dh0/LgOHDslwe7sISqX162X9Rz+qZNrtAsY1lQy8dk0JQYjAyWAt5VyahKCnqmpZAh1yCawjxgiwc07XE82lbx3pzTRe7ttUpI3CmXxgIdbMFHszVMwEZCDrz+b0mPBK2Diwlz51fVS9SbNfH+skwXL7mvy3XAu4ryGiGRUmfAdSfzK4z8wQEe7rxUKwrU16n3tOYqOjmSZB5RNP6DgyPqZHrozIC6cGtFmM4huvVxCOhDMegG6XR/3j2fOR3v4rH1kruYhcr8MtWFgqWATgCmI1LDxn28fk9757TcdD6W7lux2S77HraN9oOKEBCSgrfuyeygX7+VhYeUAwkAgJsYOC6wsP1SqB9tvPtOimC5UYHUyPPSnRRErGImwA3OrLgqfTrdR/FGWEjtDxBeyRCY+5d2PxopFBjJuR2ksRi+rkhpefZH4mGxYSe9kgzoW0ZpNLBxqvF/M9ADaZB9YXqtn9UhGB/OyxCxfUoyW7wGMkqeyBB5QIWazi9Ztv96h6hs30x+4ql9//fqu8dGZAyRGoP6fdLg5N/0wZ/oBYBDjsmob8b59ulDcvDkvHUERJEzaAdOcnzA1nJ8EWu1WFyddxzVk+SxM/c3zNzPRek1DIvpYbyvJUgY3yCQWa+e80tZMk4UuXbipa1XB840YljSEDZnPOIdBRcnF98NmiPiMZnOtkNEJAhUvvqQ/uLpcvvc8Y70SF1EMhMTKS+bmVH/iAFhKz8ihLq5jm4lHGAQm+2NcRRR3eoBm1YJocnFyATgWIcVMpmO01CJE2l9fJeXnm3T5VvQCSMVl75wJM2yHFWIuV8BuOTkluEtxDKBL9EBp/NGhY9862jeu/o2ECsWk2BFkDrvcbpvDb6n3ylQ+v1THity4O69/RZPnNH1+/rCnprE+MTL9+YShDMLidNrlvc7Hsb5qbXUWujPxCqEOWm2Qf9zkE+lRA8QsxZY7y6jjvEiTzdnd3ayCQ3W6X6kV6DuUidF3q71eVFiPDEDQQoZPBOSbIwSQESXu93TEfApAJk+8e7dNnCP+E+2RfU+Gcn48XO8c1tGym5yMN6uUmA9lHM0FyrDkwoREBWLdJD+bXW50vVcZ3dxtk4JUrU4bY8AxUMnDDBm2QLfT5R3O5/5VXJHD+fObPivfuFfvee+Qv3uyVNy8Ma03IOee5j8rRJAB5JvSOifrFbq8vkF/6UKOOS+ciVkMdbsHCUsAiAFcQq2XhQdL+Rz9qV8UJhQ/JqHA1eLRBAD69v1w+dW+VVbjfJuDzfvG0scGAVPj4gQp57/qY/O8ftalSRIveUFSvgaJ8h5QV5stTe8vlM/dNfw2gxIMUYiNkBoigAiN1GCXYQsDmiI0ICXKQfvx+MiAr2GixUeHXhY6I8DNRFaIIzP55jAYeWF+kROBiGlSjPuh/441MYirwVFQo8cdI5WKTHRCn38KPJ5FSYpZu+p+81JEJ8zBsAI0oYD5P1D8EpHCt0Nk2z8nuBp9srS+Q7pGodA9FlWCerFyb/DkZZKBbrw9+b5JadwqyFQ4Qf3jTTS5qGGWcrcIBJQHKlbGLF7V4mEwWuPx+VQVCBuLvNdO1hALtD59rk+GRkDhaL4sEhiTpcEqkplF8VTUauvClh2o0DXLw7bc15df01kR9WPH443MeTZ+cUqqjjV1dU6aUmuBnKOGRJgUZa1yqVEUIr2xvQYMYNAqjWwEyylQKmmPE/B5VxXSfQ3YqMEXXlx+unXYUmOYHjQoIO+49ilAzXXMqoFDhnqvh/ktbI/zwBAW6cd1RzNEgYn1ACYi3pBGIlNR0SJLSeWagAua+fensoBJhKIB/45PrpXyBa/1CyNvXzw/J6dYbKhpUeY/tKNN1K5dHfmn2mN59XPsQUJMTRLPvZZME1+u+omJZlGh3CgE4GZB/rElmoAheglOBhkT2uPBSkLCrjQA83Toqz58a0PUBIv5D+8pVobtUCnluA/yHN9f4dFx3OfcV5mtDCX2pezzTHACs9/vW+XVtnW3zGAIQVSCEIM2AySCAByIQQpDrbbaWGVNh9OJF6Xvppcy0CUTj+cZ75LUup7x+YVjIfBmgIRTpkOLYsPAUuOapltH8cn0WMPnxHz/elLP+8KulDrdgYbFhEYAriNW08KCqYrF/+/KwkkDwJ7saC7Vjt9hjmxZWFmxWGDPDxwQ8tLVE7t1YpIoQ/JQOXx6WnoFRLXC21Hjl4/etlfoZgh1QEKIEMdMf+XcPbDEUGFON284GsXhSE2tN0m8ySQKKfU5VqaA8QfG3FBsQzhU/HyIwu8PLaNyBdYWyt6lwQT5d4Z4eTWczjcjNIq/0/vvVM2Yp1XIkA3/73V4lEfjMuM+/c7RX1cBsZtXzj1S8ApcSUvdsLFIy11RGkiD6+M7Sm14jnxVKUr4HxATnDUXxdOBzhIyoLjZICfwiV8p3cSlJPzyOKFxQMkw11rQYHkfqMdTSoj5WePtMJtDY3EMEckw1So7R//VnvisXvvO8DHYPSCwUFpvDLnn5Hln34D2y/cuf05RQzMS5dk0VUvnDD6vh/mJer7wXSMBsUjB7JD4bGKkzlqfESDpgZLHN1CcDolwVgyQhpslBjpkIcBPcb6UTSEHDb7CY8CG7bcpRYNai4WDcIPr03ooqEZ/t1ZkNPgrIehS4qG+rSzyqTJy8Jk9WBHMdfvdYn76PrqGomrzTDML6ge+3fY1PSn1OeenskBr6c9/+h481aQDQSoNxwxdOD04wpUetiD8pROZKj/xyP0Ii6Rg86bydnVOO/mXGeSsqboR1oHxdRE+wueBOJQAnA6W16R2o48JTfHY6LoyFAYRgQ0PGD/VOIQBNlSyEPKBRyvRIY/nirQ9muJwqA7uCWrNkg5enZGBaGbicqmTCTk5cG5X3Wkcn+M2yTySMDQXkXJLLaRCYicI8Byc/0yGbNVF4wwYloOfjA0xqNn6A5j40mhB53blBLhdvlPDhV2Vz6xGxB4ZEYlFJ2exiczklWLdRko88Lf/PT96/rOf3dq7DLVhYTFgE4ApitS488/X6sLB6gKLjb94wjOD5iEmHzN6gzWbDjzKGRMZs1QVqC1R/Jb65b0Igjpp7gnKlJ6SpwRSk2eB1UsiiitpQnaed1eW6PrknIMzeujSio3U3JcWtmxsRyLgj3kqm4bi5kSPcA/+0pVIzTQbn+9vv9imJgG0XxBMql2t9xmi1LU0APrq9RNaUeWRo3CiA2cgyMjib88+5GxyLSydkYJoU7A1EJ3TJs0GtVAFxgZ+gegoaCqrVthZxTlFSofS73H2zPyXKS1X6LVHKIWQZRQMdforWyaoiClOIwIJNm9QDCPLv6v/8nzJ87JgSFFyjiVhMLX8cjBTX1ir5V7B5cyYhk+9R9cEPirukRJYavH4CCTLhB11dU45KmeA1ZcIP6urEVVKyLNdQxCQGJyUTmw2SmeBME4MQbKfaRqV9IKLX0Z5Gv7AcZheUk0F4lxJ9KPzShPpsFSfZimACPlAePnuyX5sfOr6Hr2O+U/31+BmEcJDaCXn5ix9qkB1r/DlFtlOAo0g3Gw+QEA9sLlbl9lyaUgsd+eUeND0vM+O8U4yUAvwylezLGunNleAJiwCcfj1SMvDaNWNcOHaz+pbPkLRkVQcyLrwE9gW5UhfwNa+cHZKjzYaFCer1H7+nUqqygtiW4nXRCCFABBuNyessL5UGMT6nHEvtD5q9xyYkjfTg7IA503OVBnldqWdO10IiFNLGHupARtQJEMkG+0YmRvAMJKl7LkpU9Yo9cUIb0nzf5u5xGbx0VWyjI5IfGpbE8JDuEfQ9eLziq6mW8sYa2fALvyCF27ZJrmK11uEWLCwUFgG4glitC49FAN4ZYFPyN290aiAEGzVG+8zN0a02/JAaKC1MJRPkxcPbSpQYmu2GhuusbzQmV7sN0i+bWMseoYMkWV+dr16UKz0uqkRgX1gOXxpWbxoTvH+MnwnHmEm9xQaO0UlCPsxOLuqlon37pOTAgRUZHUJl+e13e+Tdq6Oq/kOdhPonSvGMFYCSuTbxuGzy4OYSuXtjkTy520jwmy9QeEICajBBmhSciSChgEcZeCNkxJ2TXWfImuuQfp2QfkElSSYTPFzHFACQfos5Rn6r8Vq8AiGcISGywf2KnxUEBdcmagNbWlGXcLmUsIgPDEiir08cPp+qCDEMJ5AGwnol1S3cT+qVliYFUQxOLopMcG9Bqphegry/+aYmzwc6RjsW0zXvxkhxVFV9CfVbTWgTBCU2SjPGWlHSIvDjummq9EqBx6lrNWQcfpyMutWVeBflfqDB8U9HeuRo86hc6w1JUon7mL5uUOQzUpC5pkmGrC31yD9/pFbu37z05O98wLl89dygFuEm8CRFtTybqYa5jvzqvmlk5IZ3H+O8g4PTj/MWFRnkdHqUHZP/XFWKWQTgrQE5wtqqhGBrq3q6TfXZo+JUMrChQRWCS61UXq66gGffD0/cmCxB2Y+H6XyawQt5jah/dUy4KzilHQKk2+Zan2yqzlfv0+V4TTRUIQLNtcQEexr2jIxGz9UjG6sPiGdsPyAFJ1t/sJbwXDdHhRkbng1IxUbh33v4bel4+7g4xkfE7vZIyboGSbg9kkrEJTEyIsmhIVW6Qjju+N3fzTQFcw2rtQ63YGGhsAjAFcRqXXgsAvDOAQbGmDSD0gKnjqIduToi3QOj4lZvOGME2DSip6giLIJuqwnIjMd2MmLlnLUqCnNo1CWTRzdMJYsx2psvDWXenEyS5R6B6Dl0cVj93Ex4TCKwqXCCdxvKgOHjx2Xo3XczGzU20f5t25RIWenN0/95oU3+4rXOTKe6oTxPin0OJQHZvBIOwoYeX7q//dkd4lyCEV0Ij57M6LDhazaT4gmVEsSHGTDCZnq5kponX9OMwXNPEE4z+TVDHKyrQunnU/JvJV5jNlD2oQocPX8+o6CjeO390Y8kigelzZYpGCLRqCSCQYnzdaGQxAMBJSvo+td85COSa4Cs1BFLkxTs6poy1dMskHRsOIsURAm51JisiG0fDOtaQjMFVXUwmtTU7VAsqX8GUUgjBPJqY7VP/F6HepGyfsAXUWCb3oLqN+hHQeia17r5V691yv98vk2JR65rrlWT50cJiCqYP6sodMmvfWKdfPiuipxXM/G8efHMwIR0dxpVWF9M11Cazcgv9wzXWjYBPeO1Vlk58VqbZUGeC7AIwHk2J9ralAyEFDSDkrLBvcMaZBKCKEAX4ue2UnUBStvvHO3T5yDgWUxo4ELG7hcKs8FMM45nM+voZLBv2FSbr76BcxnLnS/YX+HBjddy9oSLz+tQlTd+evM5Z6xFXGfmqPDkdYjPi7WHMWGe7bdS7KP8P/FTPyX9J05JPBSWYX+FxL0FknI4jBF3r0sqXTGRjlbdw675/Oel+sknJRexWutwCxYWCosAXEGs1oXHIgDvLLx8dlBJQMY2PE67fv7j4ZgWfsWEgBTlqWoCz7fXzg2r95W5aXlsR6kSG7dSUpAwCukHmTSVHxzjaibpV1m4esY9OVd4FR6+NKKFpgkK9r1rC+WupgKJXz4vg4cPqwrLBCmpZQ8+KJ7ycllpoMb7+b+6KMebA7pJhkAgBRhybXA0KqFYSj1CUYoy7vxvP9w4pyS/hZzbofG44SM4FJHO4ah292/leaYBI8XTe54tBiBClPTrCqqC1bwnsj9/FH6Q4005QPrNlHiJKrDvxRel7+WXldBwlpSIw+PRjX7CZtNUUuBwOFThhOl4xcMPy8avfEVWxZje8HBmBFNDFmYYG0aVlfFcM1VZC1yLTE9MM6ijZzh60/WSDQpRClM897wum7x2flgud42r8o61FtJvuvF5E7xkiMEJycR+t44WTze6yn31r792XgOi8P1DvMT3cTns+ncc5p/x+r765c3y4JbcVP9NBq8dBQ4NG9Yx08f1oS0lOtJrrhFcL0euBuSNCzdGfiELec7ZY5FMUIeqTVHJT6c29XgmhHWglFlOteliwyIAF44o9gVpdSDEYCK9rmaDa4T1NZMuXHqzx26u1QU07rAPMD2SjbCwymVTt88WeBejCmRMOLsZkL0HZX2lyVm8xKpFGj2n28bkRMvohCY4Hqxb63yaHjzfsWkmS1inIAJRB05FPLPvhAxEHYjP6E0+zleuyMXf+i0ZOHFSumNufeB4o0Fd+/m/lMMlMX+J+GNjUlpZIqV3H5Bt/+W/SC5itdbhFiwsFLk3I2Uhp8FY3sh4TJy2pKypmLss3cLqQ4XfpYltQ+MxVZygrPK6MAJOyrWBhPSNJdWLak3ZkBZDgF8Z+Z1q3NVUuKCGghzpGIpkkoFNcF0xwkaKGMm9uTjOORuwccI7kQMCkLAQfkU5d/LNU9LyF8ekzhmSuhKPFt50YcsffFA3+bmCk9dHZWQ8rsojFJcojxj/Y8SZz5L3iPqI9NOhYEzNvZeDAOTnqh9agUsT9G6Veso1xt9xkGptEnHVWQEjEBd02OdTVEGUQmCjmoXQnkxkU/Cg8GOchyCFXA8yUfVJRYUeqFVGTp1SckzH0FMpLSRMvzJUKYwqRpxOJQRnItFyCRqkUFKiR+H27fpnvFeSFc0QBiVy0u+TYokjcP78DSLH9GQziZwZfNm4RkjENkhr49epVM6TU7Eh2w0Vq3F9ZmNDtW9CKvAXHqq5kUycHiXm3uQ+MMlx7gX+m+NyVogklz1BI5OTibnHMNRHmWJe16zRTpM8txvf0xStYBHw/HsDq4YApLC+e32RbK31qUcZ9zDnk/CqU62j8vjOMiVeMyO/qZR4w6PyQFlY6nsvSeffds5MHBcXZ4hj9ZvMIeLGQm7AXIeK9uwxSJruboMQvH5df6/rbSwm4y0tegBUoowJm/6B801YXyjYG2JXIKmkrCnHusJYo4bHY/KP7/RmnsE8+57aW56TdQMNFY77NxdL/2hULncF5UJnMBNqxl6C47VzQ6pgxJt3U41P18bFBvtm1qO7mgp1n0x6MPYrrN+swRyEmOxf59fG+FyamDr6SxBWXZ2UPfSQqvrHUAZevqzjvYBfObD8oOmFKhDfQDOwJjY4KKFQVMLjYfGlopJKJsSVjIk93QGKx6Nij0ckYRMZ6LdLwSrZD1iwcCdhdVbVFpYVFPmHLo3I86cGpKUnJCn+l0ppkfDo9lJNIFxsg3oLuQE+568f6hG7zaZKFQql0XBcIjGbFosQQRSXgVBCIvGk7G4s0NEOcyQ423idUVg2MxRQU3mvoBhcX5mnpB/kX64TJHMFne+G8mppPtsi7z3zggRa2/XPO0mnjHllzaMPyt2P7JW8ZTKhni16AzFVJPEZErrBdUAjwES+2yApIrGUhCJJ6Zuie75coLAww0H2NRl/BhnCyLAZMAIxaHrvofaBkM1WZ0KwmD6CfJ/qIs+0agUIHcg+lAMoWE31kAn+HdczqgG8KnOx8JkNILXwojKDCBgpIuEyMTqqwR/O0lINAknF42L3enMmnGA+4H2iwOXIHuXMVneZal1UOuPXrumRGeWsqDA8BGtqJFhYIX1xd2ZsncJyOnUeaytEOqE2ZlAHtgu3Ioq4Xgmd+MHxfiXe3rwwJB/YXX5TAi33L4rZgTEjeKQ/TQ6yFkOc63tNUczH9bgy6ee0DYT0PcR19BfPT7um/CrxlyScxyYup02bG3w/itTVBjxuP3JXhezqK5CXTg/q+aHo/6Nnr0msr0eq40NSPNInxcF+2VzmkPwOh4xMk/KqxLA5zrtCxIyF1QklaSCLa2ul9OBBbaoE29szhCBqQcAaHDh3Tg/A2mOqA7n2ljos7NT1USXFz7aNZ+oCmrXv21oiBzYUKYFu+kBjfUK9sBSK+8UGayfHwU3Fuj7iac2YMGEigF85Xj8/rKThljQZSMNkMcG54vtyYH9ytGVULnSMKxEIIchBY4Jzu7PBP+c6TJt8lZV6lB08qGp49Qy8ckWfd6qQHxlRexoO1jHIQGxqenuGxR0Li1PsYk8lJWl3StxhpxckzmRcnLG4JHl2BUZkJDr1VIYFCxZWDrlVaVrIOfAA+LOXO+SVc0PSH6CAMUy/eTCV+oyOGKOh/+4ja5ctPcvC8uFKd0iu94fkWn9IR34hPNh8hNkH2UT/jMIVY/rqdOFqkn+QRhjHEyLR0hea0q+NzROJvXQx+fe3syoChQgJaomrV2VHnshoQ4G0jtulrWa7hNZskt64Q957uUO9Xu7eUJgzqkd4WPNjgURAZcR2jo6/1+3QzxyCmL+zOQ3fsVwC3XSUdxyZNLtgfELACJt5kwSB4CSggwPw3unymwEjbPIhWriuIbMnp1F706QfRQFeiauV9MsGScAQfaj/uI4hNyD8pKhIrwXeIUVBfHRUPNXV+vW3C1A3KplTUyPF+/YZo26BgDEybIY5DAxIJJqQ0XBUxnquydjRq7omQowl8nwSLamSWEml2EuqJOkv0SjrEp8z408J0VxZ6J73tbKtzieXOo1rFnUrBePkJgzPbHPcV2pu/Dn37UgoPoEUNNOJs69tnvXcIyoiTPEsMH7P84B7BDUg9xpfw58NziLVOFdR70vJJ+uC8t6xy/LuO5fE1dkt7mRSgnaRqso82bXWLw7ikNOE8U3hMcuU0m7hzoCmq6PCWr9e/xtSRkeF0yPDpEmDSF+fHkNHj2p4mDdrXNhdXr6o+ytsYb7xdreuE3jphaOJtILYpc3eP3+1Uw5uLNK64MEtxXLvxqJVub/j2X/vRl5/sSoddUy4czwz0mxOFZB8jhcofoFYe7C3XUww8vuhvR4lV9+7PqpJ5tjnsJdBtfzWxWENIGL6Yr6qRJTKJXfdpQdNLohAfAO5xlCg4h04cvq0BlNFu7vFlbKJMxWXiMcnSbHrXoCawOZ0iTMWFVcsLFGHSzpZOC1YsJBTsHYpFmbEd4/1yctnh7SwIImQcaB8j13VXgOjcR2VQRHwP59rk//3Y2tX5QPewvS41B3ULiPKLogd1B4UknzKdHxRs1AkUvxRPJ5rH1NCGHIE8/rJahfIQkYXIP3wQFsOY+WVBl16PP4CZ8/eSPZ1uWTtwYOyZ/9+6R5PaWowoScUz5w/xm7xnrpng7GBXkmsq8zXUAF86hjdRqVUlOeUQq9DrwFueZoCKEOrikljzm21C2sUHj4c+OkACAsaHAQvdKVHM83AE655vAXpvEOOUARwBxAQgPqKg9CDnWsKZHNdgapXuc5vJ6BE8W/eLLGhIS0GID2cRUWZv2c0LdjZqSEZHOWPPCK3K7h+kvl+Gapokk5nrXQX7pTuvoCEu3rENdQjrmivuCK9Yk+vfY7QuPijLeIfaZWCbqf4/V4pb6qXwoo1klcGsVioBf5CX9Pju0qlbTCsjRbGb3/y4dpZ+WyxnuMHyLEhK9DdJMrNEWKuexKAlezlOZAu9uxp0tJQn0AK8jywqzJ4NUBVLoy0pdWdkLooYWh2DXcHpXg8JuISbXqxZgQ9hXLKVS8H7t0kdZvXatFs7XssLCcYyyzauVMP9hQolIPmuHBnpzEuTPBD+s8A6i3GhJUQbGhYUMjMO1dGlPxjz4LCr7zQLXUlbt0L4mEKAYiVwOHLI/I7n9sgd6278axYzWCNZE/GwdqIXyCNFxTeAO/A/sCwknE0WlD+b6r1qY3OYq0R7DcYU+Y1nO8cV29mGphMHxxvGdWDUDGC5rAame/P5TletHu3HhDMwZYWVQeSLNw5jrrPWO+BPR6XpB3rFEhAoz6wpZKSwg8wlZLA2M1+lhYsWFhZ3P7Vt4V5g6L+2ZMD0jEY1nUe/4786Ki4ImMStzulrLpM2gajqvJis49abGNNbhf/FuYGurqMdCbwekvZpDDfqeRvPE51axOP26YqF9R+BEEwKj7ZIBnyaF1VvmyoytMxyFwzf14qMLZDJ3742LEbXml2uxTt2iUl99yTSRStdYuOTRMEwPmDPIUIZCOHmsckAjn3KwHIWpRsvSMxJcZIL1YfMoMF1gYAKaWof/xep44jrjZA2NFh59i71vgzutzvXh3Rz4HxXjb8N0Z8UzpaTDOEFF9Iwqu9YfVJZFTH8G3z3FbWCHWf/rR6TynZd/26QVp5PHptJ8fGxIUf1bp1UvH+9ytheLsAhRwKF+5PY5TXIIcn+pY6RSrqJFpRpyq+ygKn1NjGpDQ0IP6xPnEM9qo60kS8s10GO9tv+BCWlxv+cGmfOGdh4ZwLNxTD2aPAr54b1FHgxSDK11cZf/bC6QGJxBNK/DsZ94IMTaX0/oEM5PrXs+Gw5exegOtXPR7TwS+MupkKKhOBYFzH/iJJuyQrqqWqrlY27lwnp8d9MhB3yoCIXO8T2edLyv0FKQ1jsWBhJZAZOa+ultJ77lElNmQ2RE2otVUiA1ytouotkt05gKesLEMI4jk82xAaCB0SfSGdSCPfUueTgkRI3KERGQmnZNjB9IJDn59ryr0Zu43bDTSv8enjCJhkYFdQvZEBz4hDoyO6p0ORhyqQEJHFCrFjjaXpuKPep4TrseaACjV4LjGZwAEJSTAbCvGFWOqg/Pdv3aoH6+e1v3xG+nzF4h/vl7jDLc5kTBzJmKRspM8b5J/Y7Pp3CbtTbFGLALRgIddgEYAWpgUPlJFgTIbGYnIwfk02v/GuFA206YYfIVPIVywVDfvlRe926Rl2yTff7pEfvzddKVi4LXAJhWd67MvhgOwz1H5Ue0m5kfzIwdeEYobfCxsPwjsY7WXEbTX4viwW8AwjMAEDZQIFTPg3bZLS++9Xo++pAGn0ibsrlUCic85mkvPLqMep1jENVoEIXG7VJJvVzxysUiUo5C+FMWPAPq9dmwTD4wn1/uKzfmBLsXodrlZA6l3pCel1T6CHjjeK6EglhY/TadekVEhQ7guUgeaYJOM4KCI4TBCkQNowvm6MD6OeXK3qQDzxNvzCL0jz//7feg3r2Ov4uNicTvFQSJaWSsUjj8iaz31OViv4jEdDibQS1AiRgfibPOadjezP2EznneozjqXHhk0vQRKWUerwM83RvZH33tOvRZ2TSRtmrJQkRsfNgUrzGQWeL2hEoO5F+Y86DqUhRSjvlXWA+8EYAbPpKNwTO0tzRoFtJjxz7lFLmUrsyWCsvcNeLKecBRJdUymxojLZubZIU34poPcnUqp+4uD9HsOTqyuoY3nb632WEtDCigP/1WwPUxoPqLZp2kAIQgQCiEEOvN3MYAglAxsadIx9OpKqpQ/P3JCq3bbHu2TXO+9KafcVicUTaguwx50vzXW75XjlfglH8zU0Y7WEAc0XNGcPrC/Sg0Y4ezcOpmDMwKW3L4/ogfUD6zIhIoSJLJQM5N8zVcNBk/J4S0BOt45pUx4SEjX4a+eHZHeDX70CFzpRAlFc2VAj1/J9EnF6db23MwCciBvEH00Wm12SDqdE7S6Jun13TNPfgoXVBIsAtDAt8MgKhhNy75Ufyd1Dp8QbGhFvcERssajExS4ej19cg73i8b0nL+78lBy6ZL8t/K4s3MDFrqCSPlR2mLun1O/JkPWbQAEIqHlJif0X76/TUYk7DZyTsYsXZeCtt9SjxwTddZJ98YmaDVChfexApXbY3748rObTEFEnlQgclR31BeqnM1lpuZTY1eiXn3msXv7k5Q4ld/EIgyhhLLy+zGOMxmwskn/28OpTfhnEXVCv9etp0i8bqBno3rNpry+dSGZnq8MgjDonqcPUT20sJmfbjP9WdVihEfRghpUwKrVaRghRAOz4/d/Xa1zH2ru6RFwuyd+wQdZ99KM6WraaQJHEZ2eo+4zRb9O0fipA/BpekO45qzxdhYV6+Lds0f9GqWOmDSsp2Nmpf2aSVqOXLukB8JTDW9H0mVMPRtKYF3EU+FZA4fv0vnIZHo/L+c4xsSs1bozPA4hA1MAUuKTpPrxt+QlAiD2IaU1w7upS4i97Lc6GKi9LSzNBHamyKnmhJSbNvYYaEGXvU7vK1FfLBPcv43eQfS+dGcyMQP7wRL8W3Y/tLF107y8LFhYCp9+vCecc7FFIfdXR4NZWCbe366gw902wrU0PgMUDazlkIKQg65YJnnMQfZuuvS33d7wunnBA8oLD4oxH1TA35CmQ8nhA1vWcl5f2flY6hxanAbFaAMG2f12hHvjAmmQgDVQzZMlsItDMZW/BdNVieGDz/R7ZXqprFCFMTC9APvIs4Oe92zyiHoUQgTzH5vvzNuxcJyc9brEx9huLSMrO00DNIdJfgUBAxB0NSdRfKpXrV9e+wIKFOwEWAWhhWlDnrms+LGs6j0tRsEvsybiE84sl4vNIIhoVX3hEfJGAJGJxefjC9+RizRets3mbgTEvCtwI5B8qlgTjXjzeUzoCmkzq7zQVEk+0bfW+O5L8Y0M98OabEu7pyfwZIzZlDz0k+Wvn541Jd/ijd1WqwTSdY/w2Ea6gBjzTPibb00Tgcp3v+zYXy4aafHn5zKAcujSsG1l4hR0NflXIoFBcLUQWpB8qKcjV1oHQTV6V/jxHxsy7rnT6jTJkIJ8Tx+5Gv/4Z9wrkLWSSGTICWQpQDTFGqp5BLaOZEXklA4tvEEsQTbkKisPKxx7To7u7W5JJ/EHtkl+dZSCXg4Co4l4yPhcjAAZydjpAAPG5ou4zA2AK8xyLdo2j1KHINknTDHllhotkkVeMWYdIAW1vn0heQQZCYNXUZLzoFnsUOBso/Llv8tw2VcqidjHJbhRya0u90lTplZ/9wJpl8S5VEjVN9Ok56+rKkKiTAYmqYS6msjKLRG0fCMv3jvdl7lOaHB+9q+KmJGUTNF9Qa2N78vLZQVXeUOD/1eudasJ//6ZiS/ViIeeQnfpacuCAMQ7PuHBaIYgKGTC5MHrxoh6AtQYyMFJWK+d7vGK/eEr2Xn1Z/KEe8cRCMu4tkkB+qTiSCSmMjYpr4LokCiLy0MlvSM+WX5A7FazFrAcchIth78KocGu/QQaybrx7NaAHUxWbavPVN3Ah5BzAr5mfuXetXy2a8G691mfsc853jOvBnmN/k1/Hkuc6lYA6vbKuTMLNcXEmo5JK2SXmdCsRyPtyJOLighi0ieRFxmT704/O+71YsGBhaWARgBamRUOxXTY2H5a8YL8WeYGKtZKyO4yRT29KxvzFUjDSLRXj3eL25cmWurB84pE664zeRiDUY3g8JsdaAmm/J0jAZCYJElsRj8sh4VhC1lbi8Zebvk9LBcbJIP7Gr13L/JnL75fS++5TtRSjNQsFipIP76+Qg5uK5PClG0QgipOz7WOyta5A0/bmm/w2F6Be+8x91XpoGmo8Lk7n6lCwZW/AKdYnk36LtQFHbcUYdPYoNERJhnhKK85MP0E8kkzPHhNmQiyb9NoFJsTeibhV0vNk8FFD+hgkrHHeCbxaznFt1gpGfTkwXp8wvpomBM3xVR0bTo/wkcpomvyb5Na62lrZWOGRy32RRR0FRgX4/360Sf7mjS5tAgQjSV37OX/4f9aWeuSLD9bIzgaDDF9sZMao0+cENVO2Gj0bmTHqNEE61Rg1//bI1YC8cWEosx7QyIBApYieCawP+BxitI9lA0U8JPPRqwENDEKJQxL4algbLdyZYJyTBiUHIPmVMWEzPCQ2Nqbr6FBvhwwdvaaK6bGUR7ZevChF4WFxRUPSV7pGxOUxnk82kVFbieQF+qV4pFsSnnwpC1wWkR1yp4NJgj1r/XqMR9J7kawGJM0a1g4OGpCbqg3PwJkakLcC/w7/bY7+0agqAs+2jWkjn+fi94ci8uq5ISUKmfKgiT9bVBd5pF0/c5vWAqylTAMZkgBjTUYVSCMoL3f7mRYs3LGwCEAL06Jh4IqciQclPzYmvb4qcYpdk/8yCzzJr95yqQm1SH48JHsCZ6XMf591Rm8j4On2zNE+GRyPScdAWNwuuySSdkmk5361Ptbi2S0Vfrc8uuP29noxgTJn4NAhGbtwIVOAOjweKbn7binas2fWhtpzAWoUiMD7NhXL21dGlJxl48iGjt+TaIsicDrVyp2IqUZwJo/M4MWD2m8xRnCmA5tgDogYc3QY9ZmODg9HVRHIBt0kIVBXctCpBxBRJA1DBioxWOyR0oLVQbwul3cj57E7PYZNcTOT+TzFmEn01ZS4tZjJRZ8iSKyCTZv0uFWABd5epDRygM0pm4wMeSRYWCkvDdfI5z62R/ILjetvIUCd+q8eq5dPH6xSZTIjZg5bSrav8cv2NYunAtZ0076+G4RfR4cSolPBDFLREem0yu9WQSqogH94sj9DvKP4fGxXmRrrzwUoHx/aWqKjwi+eHlSlDc2G7x3rk1OtXnlsR5mSyxYs5Do0xX39Jun3r5Hm8n3SerVLUt3t4o50iDvZrYOd5cE+KRjrEn90WIY9RUYjOBkTmzhU8YVr7oCrSCpsw1IQHpG65kMy3rJnpd9azmGDBqyJhEuTSgJiPUDgInsAIjNOXxc5nV5vUVU3VeSn9yjz+3m0f+73i9y1MSnnO4O6Z8S+AL30O60iRwluqsqTbWsK1Nd2JvAMinR1idfjkigp6imbOOIxVQPq+K/DISlvnriSMckvK5HBQ4fUH9iCBQu5A4sAtDAtot3dUp2XlHGbSMzjk1A4oZtkNvvxaEx9ANlgJ9x5UmyLiDfQb53N2wx8vp+8Bz+6iERiKVUD0iVUt49kSkKxlLhdDtlYnS93byiUxvLb2++F0ZjBd96RkZMnM0bydodDST/IP8YjlxoUkx/aW66qPwrwcx0GEXiu3RjtwE8GIvBO9aKayoQ7G4ttwj0fMDrM58OxM22PQ7ACKjUIrO60UhD1BUBZZARSsME2RocZzTdUgu4MmTWXDv5qhYavBG4o+zgnkFDTAXsCzhPFkznKuxzjqUum2FmzRg9A8yE2OGgoBNNegtGhIf07ly0lm5wBuXy1W+TqKXn9zCuydVu9EmSml6CrpGRe1z9jtomT78r6Q4dkDT/P4ZDCrVsl8sgjs/Y6nQyITB3n5eC9MF4ei007Pm0SfXn8WlNjpFLPEnMd+Z0NUGD/+L2V6iX6ytlB/d54iv7la52axImC+1aqQgsWVgKsn/jg4mnJMzOjjs8rEmkqkuiGHdJQ4pS1tlEpOP6qtLadkbGRuMTceRJO2sUZS4lDYoZNDCyg2CTu8kheOCDuS+9J57e/bX2wM4CWwy5CnBJJGRyLq8cyKcrm3qUzfRC2BjnHesXEwnz3LpVMlqSMJiTPUXMd7EkfNEbZT7BXmupnmA2ZZCQi3uIicUciEgunBIE9a7PH7RJfdZU+J/ga1nQLFizkFlbnLtjCsoCFnwdBwmXXwjKWFE37w+OKVp/blhSXJMWdjGqnDzUU5AimwTOliFlYXTi4qViJiL99s0sCISMAIhhO6UhwVaFTqkvyZW+TX/7l++vldgWF6MiJEzL07ruSiEQy9wdjvoz7ZptkLxcoOJ+CCNxUJO9cHlFfQNPjhTFhVG33birS8dHbHYFgXEd7If06Bo3PZ/K5gvCD+KssdOXk2oSSqL7Mq4cJlESGStAYH+b3jGEBfkVtxGFCN+6QXSVuqS32KMHJ912tgOBCCXnDTzGqycuTg1pM8LFC4tSmSVH8+8oLXLdtCrkq38rK9CjauTOjBDRVc96ODukfb5ahgDECXdbWI8WDgxI4e1a/loaFEoLpUVme23jlzYTxlha5+od/qH6F0cFBSaJAtNs1AKn3hRek8oknpP7Tn57R/kDtA0ZGMonIvFa+33TjvKyvSvalR5xR+83HXmEhI7+z/TxowKyrzNMR6aPNxlgwBvysyyjkaZbl4vpj4c4BzduOoYhB+nWHpvRCRXm2vipPNlTlS2OFN3N/DNqGZezwm5Ia7BOf1yn2FCnghgrMbDy4bEnx2JJSZDcaWBZm77ldWeTWg0bX0HhMQ8VovKv9TvxGIxAxRmmaDOS5P9c1ha/nWckxlrYo6U8HmLHf59AmY4lHqki2n2xBkv55NqdTXHl5kkiIxJM2sZeViiffI558b8azdt6yRQsWLCwZLALQwrTA9NeBr5DHKRt8MRm0+/SBlEzYJBVPSL49LsWJkHgSIXF4SnWRJx2SY6YUMQurDx/cUy6ban3y4ukBVZ2NjodUBbi+0iMfvbdB7l5feFsW2aj8Rs+d03Hf7PEzX1OTlD3wgPpKrTQIAeHzQfVHoXmmbVyLTkhADoIsIHEhg24njJikX2fQCNWYhDKT9Kv1SYU/N0m/W4FR1Q3V+XqYBAYKgeyAEdRwJplhbtz53AEciUGI3QgY4bws5F7lNeA/eejSiLT3DovTnpJN1V75SHG5mp4vBHgjmYnK6t8H4TnDKC8qCB3hLTa8ErnG73SVFV6ABRs26AGKPxyWv/nOKUn2dsuF8QG5xx0SWzScUTSPNzfrkfEhrKrKEG06Suu7MTaM0vDy7/++EUjS0aFkocPnU5UHfnyMLPdQCaZSsuZzn8v8u1Qiof6FppchB35jM3khmj+f10KS6ULByO+zJ/tV5bSQkd/ZgGuQFGSCmkgLxvQfj69n3u2TdVV5SjjeiWFZFlYONO5b+kJ6/UP8TbWulhe6lPDjecPzYqpnJnt6m8slnoJ8WVeQkOG8YiWp1BYmldJQq3KfTdztPeKprJWy++6Thi98YZne5e2JKM2+fuOzu94flkTay7Y7/fdet13WVeTJuup8qS/1zMu7dps+f+O6fyRB2Lw+OljPXHZNdt/Z4JOifJdhzdDVJaloVCJOr/S5SiUkSUlIUmwjKbEFIlJWkJLioWHJr6mWvLRi3YIFC7kDiwC0MC2Kdu3S9C/UBbG+blmzcaM0lvuVXDBE/ikJtoxKoqjIMC7ft09S8fi0KWJKCDY2Sn59/ZzGdSzkBlA1oPL7qUfq5Fp7lzhtxvhvdXWR3G6A5Ai2tMjAG2+o0b4Jb3W1En9mcmcugWRK0j7v3VgsR66MaFow96o5Dovy5L5NRVJVvHrvPRoQGGdf6hpPj8PeXMCY6b234wg0BRkdfw48xwBKAUb0zcALCDRUcwBiEMUcx8n098DrDqLMGBs2yMHZEnd8/68+26p+ihCNo8GI+oCebA3Lixcvqi/cbBNnGXmGvIS87U6TfcPp1z0VeN2M8d4I6nAvmHC8E+Av8Mr73rdNfnC8UoIi0tzgk0cbncaYrRmmMTiYaXiYY7hy7Jj+GenCOmZbVydd3/uejuZCAObV14urtFSvSdZLisHgtWu6bvY8/7wRLJBMKlEY6enRJOOpgHeqmcqrv1ZX6xjZYgJvre8eW9yR39mANYh7AvXfK+eG1HMLz8HW/k5tmt2zoWhVK3Qt5DZYowmbgDhizZ6snKZBtKbMq6Qfaj/2ELcChDyepJpY3tEh1RuKpb60IP29jckQ/jxmt4u3slKqP/ShnGiUrmawY9tZK4LGmyms5t6QXOwc17WEQA9a06dGORLidYf186T5iSXPXMLD+DkP1YscPJDUJiLpwX2BqLByHxsSOT4clfVVTtm/rkmDqnq6BiXa2SnBIo+M2TyqLOUacNpE8kc6xB6NictXJBUPP7yk58eCBQtzh7V7tjAtSMyr/djH5PrQkPrzjF64IO6SElUFJqJR9R5i81+wcaOUP/igNP30T9+UImZ2+SkwOIZPntQOP5t8lIEUCTouvAhpqRaWB6iH8t12TYa+HUHx2//661q4mqAILrv/ft345rqSjHGQx3eVaXF55OqIpoCyOb/cHdSDjT5BIni8rBZ/Igg/iD/GGCeDcRmSexnvvRPN9tng15V69chWO2UHjGQr6VCCoEjiMEHqYCYUI+2XN1lJx7n/z//ULK0DYWnrN7wV3Y6UEpDdgbiUh0T++vUuTQJkND0bKdNvyAzqGIpIX1boyWTwOCBUSENP0upFlIu5fu/lKrbV+fT+gQw41Toum2urpGnHDincsSPTsMsex43gv4eSD6J2eFiPwaNHpe/FF/W5b8/P12c2yj/IOsg9CECUesHWVv3vlj/5E20iTkaGUEyPHdNgXKrPdalHfmcD3tu2+gJN4jx0cViOtQT0nkFBe65jXF/L+ipD4WvBwkKvd9ZYk/SDvJkMVYtV5qnKb21Fno55zhXUBeOXLxsK4suXxVVUpPc+VimxoSFV/PrWrRPfhg2ZRHMLiwPWLWwGOCADW3pD2uBF1ckoNs95FHwcfLbrSRPWtPLZk4E0JUhyp8nI8/5Y86h+f575XFsccc9eKY4fkTy3X0oG28Tn9UvMkye2RFLcoYDYE3HpL62Tznip7N9hhcBYsJBrsKWmM12xsOT4gz/4AxkdHRW/3y+//Mu/nLNnvOu731UTX5JP6fqx6YccxEBcvYd275b1P/uzN6n6uLT4eohASMFQW9uUKgAUAEjElRBkXLi4eBnfnYX5oJsCMZkUu90u1dXVt8VJxDx/4M03Zezy5QnjdCX33KOFLNf8ag3FQBH4XuuYFp4m1qWJQEiW+UB9vOJxcToXP42WkSJIvwudwSmLGBRspqcfPjgWbv1ZYSquarv0eG3PLLz0IN4gBRmx/bs3u+TVc0NypSeoJCHekrFYRFLJlARjKekaSWZ8o/7Lpzco0aijyumgDvWOnQbFvrR3YTqog+9tKaMWPxH7z1/t1AKR0emffLh22uTjCSO7aVIwcOGCDB89qqO+rvLyiV6BbCPTawAEAGsl5F7lY4/NOFK8lFjOkd+5gPsOK41sr1LIGIhAmjerEbfjfmC1ABKIsBn18+sNqcp0MnhGqp9fdb7UlXgWxa5l4PBhuf61rxl1QX+/koF0biADPeXl4lu/Xjb84i/qf1tYeqCov9YXVuUeCsHJz1vWeohf9k1NFXlzfr4yfXGiZVRO63hwQl4+OySeiyflvgvfl7JUUPyRgDhiYUnZbBL1FMiYt0jaPZVy/QM/KV94aos8satMchGrpQ63YGGxYRGAK4jVtPBAivS99JIMHT2qxQEFJR5Dle9/vxIks1HwQf7pyFFaIUiBMRX/zIbBJAMhBh3eG8oWC7mB22nDj0p18O23JXD69I1kX5dLivfvl5L9+2+bcXUIANQw710b1bERE3SG799cNEFBthIEIEQfnWx8/foDN5uSQ0Qx2sth+WctHJDBnHODpDPGh6dL04VMeeH0gI4W4/HUUObVgiIRR8WXkmhCJJSwy7XekBKHW2rzVfU0FVCgGGO8N8jFOyG9OBdwtn1MfnC8X3+/u7Fg1uPa3Ovd3/++XPvTP5Xxq1fFU12dsfvIJgAh/vBKhRwkGX3XV7+qa+lyY6VGfmcLzueZ9nF57dyQ3lsmQYmP64H1RXMa28sF3E77gdXS1DO9/PCEy27sAR7H9aVeWV+dJ+sr85dMGY9imOCfoXfe0SkhrmusASoffVStUhZ7lN/C7MD1QDgYieSo9SaTgW6nTVXH7KUgBedCBvK9fnRqQH7ve9ekczAitYkh2dN7QtZ2n9FASLfDJuP+cunZeK+86t4sBYV5cnBjkTYFcxGrqQ63YGExsTrbjRaWHYz5cjTG40qYJB0O8fh8cyr8KQrwTuNgc0DHkHGhUHpcODY6ql9HR3Hk1Ck9+P4UGyYhyOjwalViWcgtoGQdOnZMho8d09EVAJHNWFzpwYPLplRZLuCX9uj2Url7fZG8e3VETqaJQDNJlqQ/FIF4Ai0HKBb6UPp1jutGFdXfZKAG21TLCAvm09bjajEByaAjv1kK0FCU0WGDDDSJQQgKiELGi/h9vscu3elRbJpBiXQTByIY/6fRcFxVTtvqRc3IGdE2yT6IvxLf4itGLcx9FBhrABS0TZV5t/x3fF7q+VdSInav98bIXzis66g4HBr8RSLk2IULxphvXd2yk39TjfwyxvbYzuUb+Z0NOJ8oETdU5cmbF4bl5HVjLX7jwrCcbTfGgmfzuVi4M8B1jY/rlTTpN5X/LQ0ZlF2QfvyKGnupwT3e+OUva8hHbGxMkuzX/X5rfc+BZ7sZHgYZ2Nof0mkK1v1wLKnPcnxJOWg8MA3CswCV6K3WSa4znum1xR7pYx9QUiVHSz8oxzY9Lq5oUKpKPJLyeMXr8Ur+YFhCkYReuxYsWMgtWBWVhTkBEo9EX5Q/CwUFg3/zZj3Y4DA6ZHoH6rhwjEj6VMaUHJUWHUUKkcy4cEmJtdmwMCdAWkAu07WOB7HFNwDBjc8fgTW3M0iWfQQicEORHL0akBPXArohZIzoel+3NJQbRCC/ToWxcEKONQdkOBjTIJgdDYXSWJE3p0IGwg+131SKM1LsSO7dVJ0vhRbpt6zIczuUeDDJBz6vQCgh33y7R/3KBsdsWjCYMMm/bGWBy2HXoJnPP1ijo7yrTc10OwPi6YldpdI+GNZR4OffG5hxFDgbhdu367PfXVysoR4QgPgBc3Cd8L2xUUhGo2oNUnrffbKcyNWR31vdb/i14kv4wunBjAqX+41RPRo2/jxrm34nwiRuTNLPVLNmg6YYJDI+bzTu5pP+uhhQS6BFqgssLC54/uI/yoHlB4pRmq6XIAOjSW080BTi0K+thAwkFCZ/2ucC1xlDX/xaUchIuREQFnLmSV/ULvm2pHg8KW3C8Fyw9gAWLOQerJ2FhZwADwlNHC4tleK9e5WkIW3QJAQxJafIoLgYb27WA7j8fmNUGGVhY6OSihYsTAWun7FLl2TgrbfU1D67i13+0EOaQnkngbHL920rkQPrC+VoM0TgaFZARLcWFAc3FUljuVfvTzrHf/9Wt6prxiMJ/VrqjXxPr3aPIXzYPE513lGEmem9ZkLt5HElc7zXKnhzB3zuFJkox/BdJLW3qsgjboddwvGkjAVT4rCLeJx28ed7tKhgPJvrYL7ekhaWXgmMwoxR4EAoLq+eG5zVKDDNt4pHHtFGHZYgOgpcVSXOggJ9LhMOEunrU58/FICl9967bB9lro/83gqMwX/+gWpNbn/t/JAW5qyXGPwf3FQsd60rXDFyx8Lygedqcw9KrZBc7w9pY27ysxIV9QZGe6vypdxvBSNZmD1YQ3g2czyehGAO656MZmwomlTSmd9zQNphD0MjgmstOyxGPQQddt1DNvcGleiLJ1MSiydkOJQQh80m+YGkBCNJaar0WiFHFizkICwC0EJOgo4ixAxH2X33qb8IqkCTEGRMGDA2PHLmjB46LlxZmSEEKUQmGJVbuGMRbGuTgTfeUFLZBGRz2YMPalrdnTySyKjQQ1sNIhBl37EWgwhsI+31cFgVefuaCuXvD3XLufZxLbZHQgaJhwAMT7ihsbhc7wvJr3xkrWyu9WXSCC/Sae4KykjwZtIPgpHN5cbqfCUlLOQudq/163UCGQiZu74yTzwup3jscRFqVJvIWCShJDFpvfdsKFzpl2xhCUaBqz/yERm/dk1/jyo/yO/Ts7Y037D3gBRc97M/uyzNuNUy8jsb8Aza3ejX9fD180NKBkIA4RNIoifvqbHcanDeTuD67R+NGQEePSENaZpsi+1KEzGQfk2VPCstCxwLi0MGmmr/x3empG0QZWBQm3gEyUAGmom/fO3aCq9OZqA4pcHCWsW6xPWL9Ucylcp4urObHoskM/tqGk4WLFjILVhVl4VVAYJATB9CgIIre1w4EWHjlJJwT48ecuSIkn+EiJjqQMaS7mSi504EihSSfcdbWjJ/hmIFUtm/bduswmvuFDCO9sCWEtm/rlCOt4wqGQih0z4Yke+faNZu8dBYTPx5DtlU7ZN8j02T5wYg//pDEkum5He+0yKfvb9amnvCqi7KBrceY8X4+eFNYxUyqwd0+h/YUqyfKUVCS19Yff1YTRkrGgolpH8sJtVFHiUJuY4s3H6jwDxT1//8z0vXM89I3yuvSHx0VD0AU3a7OL1e8W/ZIvWf/rTkr1275O9hNY78zgYQ7R/cUy67Gv3ywqkBJdzxR/2HQz2ytc4nj2wvsRomqxislzTXrnYbqb3DkxTxgGcsqivIlobyPGuE0sKSglRomgsckHXs+UxlIJYvXLNG6ExIx335unAsrvtDOL9oIqnrr8tpk1SS/2b8NyV5bps2fxvKrWkACxZyDRYBaGFVghGjIo7duzW5FU8i1AiEiqBM4M9IHYb4MckfQh00hGTtWiUFb7eQBws3EAsEZPDQIRk9fz7TlXR4PFJy4IAU7d27IsmUq4kIvH9zsRKBJ1oC8talYSX/+gNRFXtBEkDmQSIwBlLsc+lGkE7xyHhMvnO0L6NUYbPYUJanqbD4FFlpr6sXnzlYLVe7Q7rhhzjCQNwmSUkkDZ+h2tI8qS52y888UW99zrfzKLDTKXWf/KTUfPjD6qUaHRyUlMMhhVu3Sn5d3bK8dlTI3ztmvG6AIuUj+yukonB1jPzOBozQf+HBGg0IISiENZZ7rrk3pOvzvrV+Ldwt5D4IV+JzY/1s6QvdlMoKWDtN0o+QBatZbWElwJpCo5aD50OHkoFBudg1rhYLKK1RrL50ZkiJQfaCNHOTKZEEmwHdQ9rFabdLJJ7Ua/nVc8PyibsrrQ/UgoUcgkUAWlj1QMWFfxsH6a0oEoLt7RJqbVWFIAUKIL04cP68HsBTXn4jXXgFEgstLD5Ilh56910ZOXFCkolE5voo2rNHSu+5x/KInAPwfMF/isLzxdOD0jGYktICp46lkRBL4ANjImz8NARAC52kbhgJGdmcNpJejjRCC0sPPsf/8PEm+avXOuXtyyP6WY+Oh7UA8Hnssq7GL198qEZHMC3c3qPAwJ5uqHDvY/5PCvRS43Ya+Z1tMY79Ap8L3oBn28aUPHr5zKCcbh2Tx3eWSv0ypbZbmBsIc7nCaG93SDqGwpnr1QRNE0iWDVU8J/Ms71sLOQdIaNYXDpTHjKgT4Pbm+WH194vFjT1hKmVTkhtTaK/LpvuB6pI86RmOqOfz4csWAWjBQq7BIgAt3HagMClYv14PUw2mo8IQgq2tShKBSH+/HkPHjond4VAS0CQE3RUVVgd2FQG158jJkzJ05Ij6RZqbl4ItW3Tc11VUtNIvcVUbk6MKpKtbXeSW4WBC/V4gAs30TzxgfF6+xqEeVp+8p2qlX7aFJQAKzn/9xBr5zH3V8s6VEbneOSBOe0o21eTJg7sarDXzDkoFXm7criO/swEKmw/tLZddmhY8IP2BmPQFovJ3b3UrAUqYk6WuXlkw8tgxFFEynWt0qoR7miiQfZB+jRXe25K0tnD7PivqSr165LvtcvxaQAbGouLzODNrlC2VkNpip36t1+NSL8FQLCkjU4y5W7BgYWVhEYAWbnu4CgulaOdOPSAsGBc21YGhjg5jXDiRUHKQQ954Q5z5+RnvQMaGnX7/Sr8NC1OAz44xX8Z9CYQxwedW/uCDGgpjYeFKQJJeUfj5vE4d+SUEZIy0N7sxSgj5R+FD55ffW7i9UVrgkif3lEt3dVySyaTY7YyFW+OId9Io8HLiThj5nQ0ITvrSQ7VyHGuGi8PahMGIn7X3wa3FsrvBGgteTqCOv9YX0vPPiC8k+mRwjSrpV51v+KZa66SFVQ6vyyH5bocS2JWFLnE7HTIWiUsyzj7xxj4glkhpgIg7BxtKFizc6bAIQAt3FLQzVV2tR8ndd0syGlUSUMnA69clMjCgXxcPBmX0wgU9zMRYJQPxD2Rc2H1nFR65BohcPB9J9kXFaQLCD+KPz8rC4mBbfYHkuRyS53GoDyAd4JJ8lxTnOzMKQAofur0UqNYIqAULq3sUmCRvkkdXGqwv7zYHNBX3Thj5nQ0oqA+sL9JAkFfODqkvIETUC6cG5dT1MXl8V5n6B1pYGgyPk9ob0vHe9oGI+qBN/nx4DpqkH6FIFizcTuC69rrtUpTnlIHRuDRVusTrcks4khQ1ilbyLynDwbimB++ov/1V2hYsrDZYTyYLdzQg8nxNTXqA+NiYoQRME4IQgQAfQY7hEycMz8Ha2ow60FNVZaXJLiMIeel/4w0Jtbdn/owRX0Z9Gfm1OuyLC4rJbfU+GRqPqdqBbm55gcuQBKZH8671haXY59QxtEe2lS7yK7BgwcJyjgI/d3LlR4Hv5JHf/6+9O4GOsr7+P34zk5ns+wqEfV9VVoGCCLghomg91mqte/Xfaq1WqvbUurRarVhbaG1tz689VWtrLWJVbAtoQUBQcEH2fZEtZN8zmcn8z70w04AJRCTLPHm/PM/JQzJJHmcmM8985t7vlWZWbl4yIkuGdkuUxZ8WSWFFnU0MfnHZAWsVnjAgjfVXT1MIfaDEZ+G4hn7afn08DUN0vVsN/XpmxbXLFnrgdNF237F9U2x9v60HKuVAiUtyGlRj+/z1cqCw2rpHNADXN2wAtC8EgEDDP4jEREkeNMg2PfHzFRRYGKhbzWefWauwtp1q+KRb4fLl4o6NtSAw1DLMenMtw1dcLEXLl0v5li3hz7nj4my4R/KwYTadEi3j2gmdrMVJqx0+K6qVgyW69ovLTvR0MWhtC9Y1jXTSm7bnAYgs7akVmJbf5tNKzesndZYPtpfJe1tKrO1Oqzh1cuc5A9MsIORNsS9Gn9d2H645MsTjULWF0cfLSPRIr6NVfl3SYpjIjA7lijE5snZPhfgD9bK7oMbWJI2JDooOAq7y1UtynEd6ZcfZG8L6NwKgfeEVM9AEPWmOycqyLW3kSBs0UXO0XVirBGvz8+1yOnRCQ6lQMOVNS7Mg0ALBrl1tKAlOnVZhFq9cKaVr11r4qjTsSx0xwjYNYNGytKXpvkt7yC/f2iNpCR4pqqyzSqGYaJd0z/LYejA6+OOSEe1r7TAAkdMKTMvvqdG207P7ptjt986GIrsNdUr3vz4ptBfpOi04J5XzkBMpr/aHW3v3FNTYhPuGXC6RvPTYI6FfTrytgwp0VHr//+HMnvKLBXskOS7aOkTKqmqtMaRTSoykJcVZ5Z++eQyg/SEABJpJQ6fQlOBQMKVtwqGWYW0fDlWq6Vby8cdH2oVzcyXu6Pfpvn4OJ6frM5asWSPFq1dLfV1dOJRNHjJE0seOtWpNtB5tcZp9bT+rNFmxtURKKv2inU6DuyXJ5MHpvCACIlxbtgLT8vvlJcdHy6Ujs61ae/Gnhdait7+4Vv787gE5q0eSjO+fapPacSRszi/1yTYN/Q5WWfv08fR+r1VMGvrpR6474H9yU2Pk8a/1kY93l8u7m0pkz8EScUWJ9MqOkZnjetjXAbRPBIDAqf7xxMdL0sCBtunJZF1RUbhdWNuDNbSyduH9+20reu89ccfESFzXrkdahrVdODWV9pzjBAMBKfv0UylauTK8BqNK7N1bMr7yFfFmZHCfbSOeaJeM659qm97n/X6/REdHcx8GHKItWoFp+T29NKzqNqmLvL+tVFZuK7Vqtg93lsum/VVyzqA0GZKX0CEfs/V62FOgVX7Vsv1QlZRXf761V9ey1Qo/Df208l2rKwE0zuWKkuE9k207eNAr9fX14nK5CP+Ado4AEDgN9GRagyndUocPtxDLgr+j1YG1hw5ZYBKorZWKbdtsU7peoIaB1jLctautaddR6fVTuXWrrauoFZQhcZ07S8aECTZ9GQDgjFZgWn5bTrQ7yt6o0QFOi9cVhdeye+ujAvl0d7kNVMlusHC/U1XUBGRnvt6Xq22Ila6R2JDmoDroKjTEIzPJ0yHDUQBAx0EACLSAKLfb1v/TLWP8eAlUV0v13r3hCsG6sjK7XF1pqZR++qlttuZgTk64zTi2Uyf7OR2BVkzqZF+d8BviTU+3ir+E3r05IQeA1m4FLqyRmrqWaQWm5bd16IAmXbBfw1wNAkur/DbI6c9L98vwHsnWFuykqbUaKh8ur5Mdh46EfgdKaiV4bOYn3ugoC7Q18OuVE2/T6wEA6CgIAIFWoJV9if362WbtwiUlR9YP1G3vXlvvTj9fc/CgbUWrVonL45G4vDyJ79HjyHThtDTHBWG1BQVSuGyZVO7YEf5cdEKCrfGna/2xXiIAtE0r8OQh6bLgoyOtwEs2Fsv5w07P8gu0/LY+ncTZPTPWWoLf31ZmE91X7yiTTfsrZdKgNBnYJXLbgvX/RQd3WOh3qNpCzuMlxbmttVdDv26ZcVYhCQBAR0QACLRFu3Bamm0pZ55p6wRq6GdrB+7ebfv6OV1DsHLnTtvsjzUxMVwdqBOGdQ3CSOUvL5fCFSukfMMGCz6Vy+u1acvaQq37AIC2MzgvQbYcONIK/PGucunXKf5LtQI31vI7uGuiTan1RjunCq09r+E6YUCaDM5LtGrAnfnV1iL7xocFNi1Yp3ZmJkXGc69WkO48XC3bD1bbx9q6o3eoBnJTveHQLzvFG7EBJwAApxMBINDGtMpN17nTTcaOlUBNjbXEWiC4Z094PTydMly2fr1tKiY7+3/twp0725Ti9k7/34o/+EBKP/xQ6gOB8P9/yhlnSNqYMREdagKAk5zOVmBaftuP9ESPfHVMtoW7b68vsmEYWkH3pyX7ZWSvZBnXL7VdBrKF5XWyPb/KQj+dVH18a69W9WmVo1Y7auinVawAAOBYPDs2Q3FxscybN0/WrFkj+fn5Eh8fL71795aLLrpIRo8e3ZwfATSbOzZWEvv0sS20TmB4uvDevRaiqdr8fNs0UNPwT9uFdbKwDhXxZma2q3e76/1+Kf3kEyletSp8/CppwADJGDfOpiEDAJzXCkzLb/uj5wc63KVndpy8t6VUPthRalWZ2h68cV+lTB6cbhWfbXkeUV8ftPUKdWKvDjEpqqj73GUSYt3SOzvOQr9umbHtMrgEAKA9IQA8if3798sDDzwgRUVFNto8PT1dqqurLQzU7bLLLpMbb7yxdW4tdEg6KThl2DDbtDVYJwpbILhnj9Ts33+kXdjvl8pdu2xTWklnrcJHKwR1Xb22oC1fFZs22WTf0OATpSGlDviIzc1tk+MCALRsKzAtv+2fBmbnDEqTwV0TZNGnRVYJqBWBr60+bOHglCHpVjHYWrTSVFuTNfTbkV8tNb7Pt/ZmJXulT64O8YiXTqm09gIA8EUQAJ5AfX29PP744xb+9enTR2bNmiW5ubn2+XfeeUfmzp0r8+fPl759+8qECRO+0BUPnAptl9XpwLqln322DQ8JtQvr5isqssv5q6qkbONG21RMZmZ47UCtFNQBI6eq9vBhqdGg0eORmCYCPH3hV7Vrlw340MuHxGRlSeaECRZMtqcKRQDAF2sF1vXjiip84pJ66ZaVIJ7o/z2mV/sC8tbHhRYaKo87SqYOy5ChXRO5mtshXfvvqrE5Vv333w3FdttqEPfH/+6X0X2S5ew+KbaGYGNtuTsLfOKWoHRKO7X1A0sq62x4h4Z+ewtrwutDhrhdUdI1IzYc+qXE89IFAIBTxbPoCbz77ruye/du8Xq9cv/990tWVpZ9XisBp0yZIlu3bpUFCxbIX/7yFwJAtAkdlpHQq5dtoeEaoepAXT9Qg8DQtF3ditesEZfbLbFdulgVngZxupbgycI4DfS0fTd/4UKb2FtbWyu6/E50crIEL7xQci64wCYdKx1iosGfHkOIJzlZMsaPl8QBAwj+ACCCW4E376+U//d/G8VXFxT7LxiUlHiPVZJdfFamTWF9fc2RlmGVkeiRGSOzrHIL7ZeeBwzKS7SQbfmWEvlw55FpwdoivOGzSqsG1FZbpZWgel/QwLCmtkb0hCAh1iUXDo+SaWdmSvIJQjpt7T1QUivbDlbbmn4FZZ9v7Y3zuqRXTrz0yYmzatNTWXcSAAB8HgHgCSxfvtw+jhkzJhz+NXTuuedaALhv3z7ZtWuX9OjR40Q/Dmhx0UlJkjxkiG36okzXCNQgUEPBmn37bPCGbhrOWUC3bJkFdxoGhgaK6M9oSH/O3j//WfLfflt8hYXiKygQv67j53JJdEqK7Csvl5I1a6THLbdI2bp1Ur5p0zHrGepwDx3yEQlDSgAAjRvUJV7+vNQn720tlSpfQPR9o0AgKK6oKElNiJb8Mp9NlNVKrTiP276HKb+RR8M2XQNwSNdEWbS20Nbh01B33vv5NlxDB7r8e22hFJTX2VZVU2f3heQ4t1SsOiSrtpXKfZf2lJyU/wW+Pn+97DpcbaGftvbqzzieBsW9c+Nscm/ntBhxuegSAADgdOMVeRO0zXf90WmrQ4cObfQy2hbs8Xikrq5ONm/eTACIdvdufmxOjm1po0ZJfV2dhYChdmGtCFSB6mop37zZNuVNTw+Hgdo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"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"(\n",
" ggplot(df, aes(x=\"month\", y=\"rate\", group=\"plant\", color=\"group\"))\n",
" + geom_line(alpha=0.5)\n",
" + geom_point(size=1.5, alpha=0.7)\n",
" + scale_color_manual(values={\"training\": \"#1565C0\", \"control\": \"#B71C1C\"})\n",
" + labs(\n",
" x=\"Month\",\n",
" y=\"Incidents per 100 employees\",\n",
" title=\"Plant-level incident rates over time\",\n",
" color=\"Group\",\n",
" )\n",
" + theme_bw()\n",
")"
]
},
{
"cell_type": "markdown",
"id": "model-spec-13",
"metadata": {},
"source": [
"## Model specification\n",
"\n",
"```python\n",
"interlace.glmer(\n",
" formula=\"incidents ~ training\",\n",
" data=df,\n",
" family=\"poisson\",\n",
" groups=[\"plant\", \"month\"],\n",
" offset=np.log(df[\"employees\"].values),\n",
")\n",
"```\n",
"\n",
"- **Outcome**: `incidents` — non-negative integer counts.\n",
"- **Family**: Poisson with a log link. The model assumes\n",
" $\\text{incidents}_i \\sim \\text{Poisson}(\\mu_i)$ where\n",
" $\\log(\\mu_i) = \\mathbf{x}_i'\\boldsymbol{\\beta} + \\mathbf{z}_i'\\mathbf{u} + \\log(\\text{employees}_i)$.\n",
"- **Offset**: `log(employees)` converts the model from counts to rates. The fixed\n",
" effects estimate the log *rate* (incidents per employee per month), not the log count.\n",
"- **Fixed effect**: `training` (1 = trained, 0 = control). The coefficient is a\n",
" log rate ratio — exponentiate it to get the multiplicative effect on the incident rate.\n",
"- **Random intercept for `plant`**: plants differ in baseline safety culture,\n",
" equipment age, workforce experience, etc.\n",
"- **Random intercept for `month`**: some months may have systematically higher or\n",
" lower incident rates (seasonal patterns, holidays, reporting cycles).\n",
"\n",
"The two random effects are **crossed** because every plant is observed in every month."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "fit-14",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:06.109980Z",
"iopub.status.busy": "2026-04-27T09:22:06.109895Z",
"iopub.status.idle": "2026-04-27T09:22:06.641489Z",
"shell.execute_reply": "2026-04-27T09:22:06.641017Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Converged : True\n",
"Observations : 160\n",
"Groups : {'plant': 20, 'month': 8}\n",
"AIC / BIC : 715.5 / 727.8\n"
]
}
],
"source": [
"result = interlace.glmer(\n",
" formula=\"incidents ~ training\",\n",
" data=df,\n",
" family=\"poisson\",\n",
" groups=[\"plant\", \"month\"],\n",
" offset=np.log(df[\"employees\"].values),\n",
")\n",
"\n",
"print(f\"Converged : {result.converged}\")\n",
"print(f\"Observations : {result.nobs}\")\n",
"print(f\"Groups : {result.ngroups}\")\n",
"print(f\"AIC / BIC : {result.aic:.1f} / {result.bic:.1f}\")"
]
},
{
"cell_type": "markdown",
"id": "fe-intro-15",
"metadata": {},
"source": [
"## Fixed effects\n",
"\n",
"The coefficients are on the **log-rate scale** (log link). To interpret them\n",
"as multiplicative effects on the incident rate, exponentiate."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "fe-table-16",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:06.642961Z",
"iopub.status.busy": "2026-04-27T09:22:06.642862Z",
"iopub.status.idle": "2026-04-27T09:22:06.648241Z",
"shell.execute_reply": "2026-04-27T09:22:06.647688Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" estimate | \n",
" se | \n",
" rate_ratio | \n",
" z | \n",
" p | \n",
"
\n",
" \n",
" \n",
" \n",
" | Intercept | \n",
" -3.5552 | \n",
" 0.1509 | \n",
" 0.0286 | \n",
" -23.5664 | \n",
" 0.0000 | \n",
"
\n",
" \n",
" | training | \n",
" -0.4170 | \n",
" 0.1949 | \n",
" 0.6590 | \n",
" -2.1399 | \n",
" 0.0324 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" estimate se rate_ratio z p\n",
"Intercept -3.5552 0.1509 0.0286 -23.5664 0.0000\n",
"training -0.4170 0.1949 0.6590 -2.1399 0.0324"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import scipy.stats\n",
"\n",
"fe = pd.DataFrame({\n",
" \"estimate\": result.fe_params,\n",
" \"se\": result.fe_bse,\n",
" \"rate_ratio\": np.exp(result.fe_params),\n",
" \"z\": result.fe_params / result.fe_bse,\n",
"})\n",
"fe[\"p\"] = 2 * scipy.stats.norm.sf(np.abs(fe[\"z\"]))\n",
"fe.round(4)"
]
},
{
"cell_type": "markdown",
"id": "fe-interp-17",
"metadata": {},
"source": [
"**Interpreting the training coefficient:**\n",
"\n",
"- The estimate on the log scale should be near the true value of −0.45.\n",
"- The rate ratio (≈ 0.64) means trained plants experience roughly 36% fewer\n",
" incidents per employee-month than control plants, after adjusting for\n",
" plant-to-plant and month-to-month variation.\n",
"- The intercept (≈ −3.5) is the log baseline rate for control plants at an\n",
" average month: exp(−3.5) ≈ 0.03 incidents per employee per month, or about\n",
" 3 per 100 employees — matching the true data-generating parameter."
]
},
{
"cell_type": "markdown",
"id": "vc-intro-18",
"metadata": {},
"source": [
"## Variance components\n",
"\n",
"How much variation in incident rates comes from plant identity versus temporal\n",
"fluctuation?"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "vc-table-19",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:06.650028Z",
"iopub.status.busy": "2026-04-27T09:22:06.649869Z",
"iopub.status.idle": "2026-04-27T09:22:06.654366Z",
"shell.execute_reply": "2026-04-27T09:22:06.652841Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Source Variance SD True SD\n",
"----------------------------------------------\n",
"plant 0.1588 0.3984 0.4000\n",
"month 0.0338 0.1837 0.2000\n"
]
}
],
"source": [
"print(f\"{'Source':<10} {'Variance':>10} {'SD':>8} {'True SD':>10}\")\n",
"print(\"-\" * 46)\n",
"true_sds = {\"plant\": TRUE_SD_PLANT, \"month\": TRUE_SD_MONTH}\n",
"for g, v in result.variance_components.items():\n",
" sd = v ** 0.5\n",
" print(f\"{g:<10} {v:>10.4f} {sd:>8.4f} {true_sds[g]:>10.4f}\")"
]
},
{
"cell_type": "markdown",
"id": "vc-interp-20",
"metadata": {},
"source": [
"The recovered standard deviations should be close to the true values (0.40 for\n",
"plant, 0.20 for month). Plants vary more than months, which makes sense — structural\n",
"differences between facilities (equipment, culture, workforce) create more variation\n",
"than month-to-month fluctuation within a single plant."
]
},
{
"cell_type": "markdown",
"id": "blup-intro-21",
"metadata": {},
"source": [
"## Plant random effects (BLUPs)\n",
"\n",
"The BLUPs estimate each plant's baseline safety level relative to the population\n",
"mean, on the log-rate scale. Positive values indicate higher-than-average incident\n",
"rates; negative values indicate safer-than-average plants."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "blup-plot-22",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:06.656314Z",
"iopub.status.busy": "2026-04-27T09:22:06.656210Z",
"iopub.status.idle": "2026-04-27T09:22:06.780205Z",
"shell.execute_reply": "2026-04-27T09:22:06.779775Z"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"plant_blups = result.random_effects[\"plant\"]\n",
"\n",
"blup_df = pd.DataFrame({\n",
" \"plant\": plant_blups.index,\n",
" \"blup\": plant_blups.values,\n",
"})\n",
"blup_df[\"group\"] = blup_df[\"plant\"].map(\n",
" lambda p: \"training\" if treatment[p] else \"control\"\n",
")\n",
"\n",
"(\n",
" ggplot(blup_df, aes(x=\"plant\", y=\"blup\", color=\"group\"))\n",
" + geom_hline(yintercept=0, linetype=\"dashed\", color=\"grey\")\n",
" + geom_point(size=4)\n",
" + scale_color_manual(values={\"training\": \"#1565C0\", \"control\": \"#B71C1C\"})\n",
" + coord_flip()\n",
" + labs(\n",
" x=\"Plant\",\n",
" y=\"Random intercept (log-rate scale)\",\n",
" title=\"Plant BLUPs — deviation from population baseline\",\n",
" color=\"Group\",\n",
" )\n",
" + theme_bw()\n",
")"
]
},
{
"cell_type": "markdown",
"id": "devresid-intro-23",
"metadata": {},
"source": [
"## Deviance residuals\n",
"\n",
"Deviance residuals are the GLMM analogue of standardised residuals in a linear\n",
"model. For a well-fitting Poisson GLMM, they should:\n",
"\n",
"1. Show no systematic trend when plotted against fitted values.\n",
"2. Be approximately normally distributed (check with a Q–Q plot).\n",
"3. Have no values far beyond ±2–3 in magnitude."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "devresid-calc-24",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:06.781988Z",
"iopub.status.busy": "2026-04-27T09:22:06.781868Z",
"iopub.status.idle": "2026-04-27T09:22:06.785701Z",
"shell.execute_reply": "2026-04-27T09:22:06.784996Z"
}
},
"outputs": [],
"source": [
"# Compute deviance residuals from the family's dev_resids method\n",
"y = df[\"incidents\"].values.astype(float)\n",
"mu = result.fittedvalues\n",
"wt = np.ones_like(y)\n",
"\n",
"unit_dev = result.family.dev_resids(y, mu, wt)\n",
"dev_resid = np.sign(y - mu) * np.sqrt(np.abs(unit_dev))\n",
"\n",
"resid_df = pd.DataFrame({\n",
" \"fitted\": mu,\n",
" \"deviance_resid\": dev_resid,\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "devresid-vs-fitted-25",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:06.787530Z",
"iopub.status.busy": "2026-04-27T09:22:06.787410Z",
"iopub.status.idle": "2026-04-27T09:22:06.875878Z",
"shell.execute_reply": "2026-04-27T09:22:06.875447Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"(\n",
" ggplot(resid_df, aes(x=\"fitted\", y=\"deviance_resid\"))\n",
" + geom_hline(yintercept=0, linetype=\"dashed\", color=\"grey\")\n",
" + geom_point(alpha=0.6, size=2, color=\"#37474F\")\n",
" + labs(\n",
" x=\"Fitted value (expected count)\",\n",
" y=\"Deviance residual\",\n",
" title=\"Deviance residuals vs fitted values\",\n",
" )\n",
" + theme_bw()\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "devresid-qq-26",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:06.877466Z",
"iopub.status.busy": "2026-04-27T09:22:06.877360Z",
"iopub.status.idle": "2026-04-27T09:22:06.997229Z",
"shell.execute_reply": "2026-04-27T09:22:06.995919Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"(\n",
" ggplot(resid_df, aes(sample=\"deviance_resid\"))\n",
" + stat_qq(alpha=0.6, size=2, color=\"#37474F\")\n",
" + stat_qq_line(color=\"#D32F2F\")\n",
" + labs(\n",
" x=\"Theoretical quantiles\",\n",
" y=\"Deviance residuals\",\n",
" title=\"Q–Q plot of deviance residuals\",\n",
" )\n",
" + theme_bw()\n",
")"
]
},
{
"cell_type": "markdown",
"id": "devresid-interp-27",
"metadata": {},
"source": [
"If the residuals show no funnel pattern and the Q–Q plot is approximately linear,\n",
"the Poisson assumption is reasonable for these data."
]
},
{
"cell_type": "markdown",
"id": "overdisp-intro-28",
"metadata": {},
"source": [
"## Checking for overdispersion\n",
"\n",
"A Poisson model assumes that the conditional variance equals the conditional mean.\n",
"When variance exceeds the mean — *overdispersion* — standard errors are too narrow\n",
"and p-values too small. A quick diagnostic: the sum of squared Pearson residuals\n",
"divided by the residual degrees of freedom should be close to 1.0 for a\n",
"well-fitting Poisson model."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "overdisp-check-29",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:06.999150Z",
"iopub.status.busy": "2026-04-27T09:22:06.999044Z",
"iopub.status.idle": "2026-04-27T09:22:07.006126Z",
"shell.execute_reply": "2026-04-27T09:22:07.005355Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sum of squared Pearson residuals: 118.66\n",
"Residual df: 156\n",
"Overdispersion ratio: 0.761\n",
"\n",
"Ratio near 1 — no evidence of overdispersion. Poisson is adequate.\n"
]
}
],
"source": [
"# Pearson residuals: (y - mu) / sqrt(mu)\n",
"pearson_resid = (y - mu) / np.sqrt(mu)\n",
"n_params = len(result.fe_params) + len(result.variance_components)\n",
"resid_df_stat = len(y) - n_params\n",
"overdisp_ratio = np.sum(pearson_resid ** 2) / resid_df_stat\n",
"\n",
"print(f\"Sum of squared Pearson residuals: {np.sum(pearson_resid**2):.2f}\")\n",
"print(f\"Residual df: {resid_df_stat}\")\n",
"print(f\"Overdispersion ratio: {overdisp_ratio:.3f}\")\n",
"print()\n",
"if overdisp_ratio < 1.5:\n",
" print(\"Ratio near 1 — no evidence of overdispersion. Poisson is adequate.\")\n",
"else:\n",
" print(\"Ratio > 1.5 — consider a negative binomial model.\")"
]
},
{
"cell_type": "markdown",
"id": "overdisp-nb-intro-30",
"metadata": {},
"source": [
"### Comparison with negative binomial\n",
"\n",
"Even when the overdispersion ratio is near 1, it is good practice to fit a negative\n",
"binomial model and compare AIC. If the NB model does not improve fit, the simpler\n",
"Poisson model is preferred."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "nb-fit-31",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:07.007967Z",
"iopub.status.busy": "2026-04-27T09:22:07.007871Z",
"iopub.status.idle": "2026-04-27T09:22:07.706848Z",
"shell.execute_reply": "2026-04-27T09:22:07.706468Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model AIC BIC training β training SE\n",
"------------------------------------------------------------\n",
"Poisson 715.5 727.8 -0.4170 0.1949\n",
"NB2 729.5 741.8 -0.4190 0.1935\n"
]
}
],
"source": [
"from interlace import NegativeBinomial2Family\n",
"\n",
"result_nb = interlace.glmer(\n",
" formula=\"incidents ~ training\",\n",
" data=df,\n",
" family=NegativeBinomial2Family(theta=10.0), # large theta ≈ Poisson\n",
" groups=[\"plant\", \"month\"],\n",
" offset=np.log(df[\"employees\"].values),\n",
")\n",
"\n",
"print(f\"{'Model':<12} {'AIC':>8} {'BIC':>8} {'training β':>12} {'training SE':>12}\")\n",
"print(\"-\" * 60)\n",
"print(f\"{'Poisson':<12} {result.aic:>8.1f} {result.bic:>8.1f}\"\n",
" f\" {result.fe_params['training']:>12.4f} {result.fe_bse['training']:>12.4f}\")\n",
"print(f\"{'NB2':<12} {result_nb.aic:>8.1f} {result_nb.bic:>8.1f}\"\n",
" f\" {result_nb.fe_params['training']:>12.4f} {result_nb.fe_bse['training']:>12.4f}\")"
]
},
{
"cell_type": "markdown",
"id": "nb-interp-32",
"metadata": {},
"source": [
"Since the data were generated from a Poisson process (no overdispersion), the\n",
"Poisson model should have similar or lower AIC than the NB2 model, and the\n",
"treatment effect estimates should be nearly identical. In practice, always check\n",
"both — if the NB2 model has a substantially lower AIC, it indicates genuine\n",
"overdispersion that the Poisson model is missing."
]
},
{
"cell_type": "markdown",
"id": "agq-intro-33",
"metadata": {},
"source": [
"## Laplace vs adaptive Gauss-Hermite quadrature (AGQ)\n",
"\n",
"The default estimation method is the Laplace approximation (`nAGQ=1`). For models\n",
"with a single scalar random intercept, interlace also supports adaptive\n",
"Gauss-Hermite quadrature (`nAGQ > 1`), which provides a more accurate marginal\n",
"likelihood integral.\n",
"\n",
"**Restriction:** `nAGQ > 1` requires exactly one grouping factor with a random\n",
"intercept only — no crossed effects or random slopes. This matches lme4's\n",
"restriction.\n",
"\n",
"To demonstrate, we fit a simplified model with only the plant random intercept\n",
"(dropping the month random effect) and compare Laplace to AGQ with 25 quadrature\n",
"points."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "agq-fit-34",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:07.708421Z",
"iopub.status.busy": "2026-04-27T09:22:07.708314Z",
"iopub.status.idle": "2026-04-27T09:22:08.203444Z",
"shell.execute_reply": "2026-04-27T09:22:08.202975Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Laplace AGQ(25) Difference\n",
"------------------------------------------------------\n",
" Intercept -3.5428 -3.5429 -0.00007\n",
" training -0.4173 -0.4173 0.00005\n",
" σ(plant) 0.3949 0.3954\n",
" Log-lik -360.74 -360.72\n",
" AIC 727.5 727.4\n"
]
}
],
"source": [
"# Simplified model: single grouping factor (plant only)\n",
"r_laplace = interlace.glmer(\n",
" formula=\"incidents ~ training\",\n",
" data=df,\n",
" family=\"poisson\",\n",
" groups=\"plant\",\n",
" offset=np.log(df[\"employees\"].values),\n",
" nAGQ=1,\n",
")\n",
"\n",
"r_agq = interlace.glmer(\n",
" formula=\"incidents ~ training\",\n",
" data=df,\n",
" family=\"poisson\",\n",
" groups=\"plant\",\n",
" offset=np.log(df[\"employees\"].values),\n",
" nAGQ=25,\n",
")\n",
"\n",
"print(f\"{'':>16} {'Laplace':>10} {'AGQ(25)':>10} {'Difference':>12}\")\n",
"print(\"-\" * 54)\n",
"print(f\"{'Intercept':>16} {r_laplace.fe_params['Intercept']:>10.4f}\"\n",
" f\" {r_agq.fe_params['Intercept']:>10.4f}\"\n",
" f\" {r_agq.fe_params['Intercept'] - r_laplace.fe_params['Intercept']:>12.5f}\")\n",
"print(f\"{'training':>16} {r_laplace.fe_params['training']:>10.4f}\"\n",
" f\" {r_agq.fe_params['training']:>10.4f}\"\n",
" f\" {r_agq.fe_params['training'] - r_laplace.fe_params['training']:>12.5f}\")\n",
"print(f\"{'σ(plant)':>16} {r_laplace.variance_components['plant']**0.5:>10.4f}\"\n",
" f\" {r_agq.variance_components['plant']**0.5:>10.4f}\")\n",
"print(f\"{'Log-lik':>16} {r_laplace.llf:>10.2f} {r_agq.llf:>10.2f}\")\n",
"print(f\"{'AIC':>16} {r_laplace.aic:>10.1f} {r_agq.aic:>10.1f}\")"
]
},
{
"cell_type": "markdown",
"id": "agq-interp-35",
"metadata": {},
"source": [
"With Poisson data and moderate cluster sizes (8 observations per plant), the\n",
"Laplace approximation and AGQ typically agree closely. Larger differences appear\n",
"with binary outcomes and very small cluster sizes (2–5 observations per group),\n",
"where the conditional distribution is far from Gaussian and the Laplace\n",
"approximation is less accurate.\n",
"\n",
"For the full crossed model (plant × month), only `nAGQ=1` is available — use\n",
"the Laplace approximation."
]
},
{
"cell_type": "markdown",
"id": "predict-intro-36",
"metadata": {},
"source": [
"## Prediction\n",
"\n",
"Predictions can be made on the **response scale** (expected counts) or the\n",
"**link scale** (log rate). For new data with unknown group levels, set\n",
"`include_re=False` to get population-level predictions."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "predict-37",
"metadata": {
"execution": {
"iopub.execute_input": "2026-04-27T09:22:08.205027Z",
"iopub.status.busy": "2026-04-27T09:22:08.204926Z",
"iopub.status.idle": "2026-04-27T09:22:08.210440Z",
"shell.execute_reply": "2026-04-27T09:22:08.210108Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" scenario | \n",
" expected_incidents | \n",
" rate_per_100 | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" Control (200 employees) | \n",
" 5.71 | \n",
" 2.857 | \n",
"
\n",
" \n",
" | 1 | \n",
" Training (200 employees) | \n",
" 3.77 | \n",
" 1.883 | \n",
"
\n",
" \n",
"
\n",
"
"
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"text/plain": [
" scenario expected_incidents rate_per_100\n",
"0 Control (200 employees) 5.71 2.857\n",
"1 Training (200 employees) 3.77 1.883"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Predict for a hypothetical plant with 200 employees.\n",
"# The offset (log employees) was passed separately at fit time, so we\n",
"# add it manually to the link-scale prediction.\n",
"newdata = pd.DataFrame({\n",
" \"training\": [0, 1],\n",
" \"plant\": [\"NEW\", \"NEW\"],\n",
" \"month\": [1, 1],\n",
"})\n",
"\n",
"# Population-level log-rate (no RE contribution for unknown plant)\n",
"log_rate = result.predict(newdata, type=\"link\", include_re=False)\n",
"\n",
"# Add the offset and convert to expected counts for 200 employees\n",
"n_employees = 200\n",
"expected_counts = np.exp(log_rate + np.log(n_employees))\n",
"rates_per_100 = expected_counts / n_employees * 100\n",
"\n",
"pred_df = pd.DataFrame({\n",
" \"scenario\": [\"Control (200 employees)\", \"Training (200 employees)\"],\n",
" \"expected_incidents\": expected_counts.round(2),\n",
" \"rate_per_100\": rates_per_100.round(3),\n",
"})\n",
"pred_df"
]
},
{
"cell_type": "markdown",
"id": "predict-interp-38",
"metadata": {},
"source": [
"The population-level predictions reflect the fixed effects only. For a known\n",
"plant that appeared in the training data, `include_re=True` (the default) would\n",
"add that plant's BLUP to the linear predictor, giving a plant-specific prediction."
]
},
{
"cell_type": "markdown",
"id": "summary-39",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"| | |\n",
"|---|---|\n",
"| **Training effect** | ~34% reduction in incident rate (rate ratio ≈ 0.66), consistent with the true parameter (exp(−0.45) = 0.64) |\n",
"| **Plant variance** | SD ≈ 0.40 on log-rate scale — plants differ substantially in baseline safety |\n",
"| **Month variance** | SD ≈ 0.18 on log-rate scale — modest temporal fluctuation |\n",
"| **Overdispersion** | No evidence — Poisson model is adequate |\n",
"| **Laplace vs AGQ** | Negligible differences for these data; Laplace is sufficient |\n",
"\n",
"### GLMM workflow checklist\n",
"\n",
"1. **Choose the family** based on the outcome type (counts → Poisson, binary → binomial)\n",
"2. **Include an offset** if observations have different exposures (time, area, population)\n",
"3. **Fit the model** with `interlace.glmer()`\n",
"4. **Check deviance residuals** for patterns (trend, fanning, outliers)\n",
"5. **Test for overdispersion** by comparing Poisson to NB2 (AIC + Pearson ratio)\n",
"6. **Compare Laplace vs AGQ** for single-RE models with small clusters\n",
"7. **Interpret on the response scale** — exponentiate coefficients for rate ratios\n",
"\n",
"### Reporting\n",
"\n",
"```python\n",
"rr = np.exp(result.fe_params['training'])\n",
"print(f\"Training rate ratio: {rr:.2f} \"\n",
" f\"(95% CI: {np.exp(result.fe_params['training'] - 1.96*result.fe_bse['training']):.2f}\"\n",
" f\"–{np.exp(result.fe_params['training'] + 1.96*result.fe_bse['training']):.2f})\")\n",
"```"
]
},
{
"cell_type": "markdown",
"id": "next-40",
"metadata": {},
"source": [
"---\n",
"\n",
"## Where to go next\n",
"\n",
"- {doc}`glmm-quickstart` — API overview for binomial, Poisson, and NB GLMMs\n",
"- {doc}`api/glmer` — full `glmer()` parameter reference\n",
"- {doc}`api/glmm_families` — all available families (NB1, Beta, Gamma, ZIP, ZINB2, Hurdle, ZOIB)\n",
"- {doc}`case-study-politeness` — LMM case study with continuous outcomes\n",
"- {doc}`quickstart` — LMM quickstart for Gaussian data"
]
}
],
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