cds-1011-health-data-analysis/activity_sleep.ipynb
Dario Hollbach 32df40b0e9 cleanup
2025-10-21 22:49:41 +02:00

490 lines
608 KiB
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{
"cells": [
{
"cell_type": "markdown",
"id": "c2188cd7",
"metadata": {},
"source": [
"# Read data"
]
},
{
"cell_type": "code",
"execution_count": 262,
"id": "5b2b0060",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import datetime\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 263,
"id": "52f55dde",
"metadata": {},
"outputs": [],
"source": [
"activity_cols = {\n",
" \"Datum\": \"date\",\n",
" \"Ø Pace\": \"activity_pace_average\",\n",
" \"Kalorien\": \"activity_calories\",\n",
" \"Zeit\": \"activity_duration\",\n",
" \"Ø Herzfrequenz\": \"activity_heart_rate_average\",\n",
" \"Ø Atemfrequenz\": \"activity_breathing_rate_average\",\n",
"}\n",
"df_activities = pd.read_csv(\n",
" \"data/raw/all_activities.csv\",\n",
" usecols=list(activity_cols.keys())\n",
")\n",
"df_activities.rename(columns=activity_cols, inplace=True)\n",
"\n",
"sleep_cols = {\n",
" \"Sleep Score 7 Tage\": \"date\",\n",
" \"Score\": \"sleep_score\",\n",
" \"Dauer\": \"sleep_duration\",\n",
" \"Schlafenszeit\": \"sleep_bedtime\",\n",
" \"Ruheherzfrequenz\": \"sleep_resting_heart_rate\",\n",
" \"HFV-Status\": \"sleep_hrv_status\",\n",
" \"Atmung\": \"sleep_breathing_rate\",\n",
" \"Schlafbedürfnis\": \"sleep_duration_needed\",\n",
"}\n",
"df_sleep = pd.read_csv(\n",
" \"data/raw/sleep.csv\",\n",
" usecols=list(sleep_cols.keys())\n",
")\n",
"df_sleep.rename(columns=sleep_cols, inplace=True)"
]
},
{
"cell_type": "markdown",
"id": "91f04fe7",
"metadata": {},
"source": [
"# Clean data/time features"
]
},
{
"cell_type": "markdown",
"id": "97252627",
"metadata": {},
"source": [
"## Activities"
]
},
{
"cell_type": "code",
"execution_count": 264,
"id": "826e5af0",
"metadata": {},
"outputs": [],
"source": [
"def pace_to_seconds(pace_str):\n",
" try:\n",
" if isinstance(pace_str, str) and \":\" in pace_str:\n",
" parts = pace_str.split(\":\")\n",
" if len(parts) == 2:\n",
" minutes, seconds = int(parts[0]), int(parts[1])\n",
" return minutes * 60 + seconds\n",
" elif len(parts) == 3: # If format is HH:MM:SS\n",
" hours, minutes, seconds = int(\n",
" parts[0]), int(parts[1]), int(parts[2])\n",
" return hours * 3600 + minutes * 60 + seconds\n",
" return float(pace_str)\n",
" except Exception:\n",
" return 0\n",
"\n",
"\n",
"df_activities[\"date\"] = pd.to_datetime(df_activities[\"date\"], errors=\"coerce\")\n",
"df_activities[\"activity_starting_time\"] = df_activities[\"date\"] - df_activities[\"date\"].dt.normalize()\n",
"df_activities[\"date\"] = df_activities[\"date\"].dt.normalize()\n",
"\n",
"df_activities[\"activity_pace_average\"] = df_activities[\"activity_pace_average\"].apply(pace_to_seconds)\n",
"df_activities[\"activity_duration\"] = pd.to_timedelta(df_activities[\"activity_duration\"], errors=\"coerce\")\n",
"df_activities[\"activity_duration_seconds\"] = df_activities[\"activity_duration\"].dt.total_seconds().fillna(0).astype(int)\n",
"\n",
"df_activities[\"activity_ending_time\"] = df_activities[\"activity_starting_time\"] + df_activities[\"activity_duration\"]\n"
]
},
{
"cell_type": "code",
"execution_count": 265,
"id": "2cbef16d",
"metadata": {},
"outputs": [],
"source": [
"numeric_columns = [\n",
" \"activity_calories\",\n",
" \"activity_heart_rate_average\",\n",
" \"activity_pace_average\",\n",
" \"activity_breathing_rate_average\",\n",
"]\n",
"\n",
"for col in numeric_columns:\n",
" if df_activities[col].dtype == \"object\":\n",
" df_activities[col] = pd.to_numeric(df_activities[col].str.replace(',', '').replace('--', '0'), errors='coerce')\n",
" else:\n",
" df_activities[col] = pd.to_numeric(df_activities[col], errors='coerce')"
]
},
{
"cell_type": "markdown",
"id": "708414b6",
"metadata": {},
"source": [
"## Sleep"
]
},
{
"cell_type": "code",
"execution_count": 266,
"id": "d3ec20f3",
"metadata": {},
"outputs": [],
"source": [
"df_sleep[\"date\"] = pd.to_datetime(df_sleep[\"date\"], errors=\"coerce\")\n",
"\n",
"df_sleep = df_sleep[df_sleep[\"sleep_bedtime\"] != \"--\"]\n",
"\n",
"df_sleep[\"sleep_bedtime\"] = pd.to_timedelta(\n",
" pd.to_datetime(df_sleep[\"sleep_bedtime\"].astype(str), format=\"%I:%M %p\").dt.hour * 3600 +\n",
" pd.to_datetime(df_sleep[\"sleep_bedtime\"].astype(str), format=\"%I:%M %p\").dt.minute * 60,\n",
" unit=\"s\"\n",
")\n",
"\n",
"# Handle AM times by adding 24 hours to times before noon\n",
"mask = df_sleep[\"sleep_bedtime\"].dt.components['hours'] < 12\n",
"df_sleep.loc[mask, \"sleep_bedtime\"] = df_sleep.loc[mask, \"sleep_bedtime\"] + pd.Timedelta(days=1)\n",
"\n",
"df_sleep[\"sleep_duration\"] = pd.to_timedelta(df_sleep[\"sleep_duration\"], errors=\"coerce\")\n",
"df_sleep[\"sleep_duration_seconds\"] = (df_sleep[\"sleep_duration\"]).dt.total_seconds()\n",
"df_sleep[\"sleep_duration_needed\"] = pd.to_timedelta(df_sleep[\"sleep_duration_needed\"], errors=\"coerce\")\n",
"df_sleep[\"sleep_duration_needed_seconds\"] = (df_sleep[\"sleep_duration_needed\"]).dt.total_seconds() \n",
"\n",
"df_sleep[\"sleep_duration_needed_delta\"] = df_sleep[\"sleep_duration\"] - df_sleep[\"sleep_duration_needed\"]\n",
"df_sleep[\"sleep_duration_needed_delta_seconds\"] = (df_sleep[\"sleep_duration_needed_delta\"]).dt.total_seconds()"
]
},
{
"cell_type": "code",
"execution_count": 267,
"id": "845cc713",
"metadata": {},
"outputs": [],
"source": [
"numeric_columns = [\n",
" \"sleep_score\",\n",
" \"sleep_resting_heart_rate\",\n",
" \"sleep_hrv_status\",\n",
" \"sleep_breathing_rate\",\n",
"]\n",
"\n",
"for col in numeric_columns:\n",
" if df_sleep[col].dtype == \"object\":\n",
" df_sleep[col] = pd.to_numeric(df_sleep[col].str.replace(',', '').replace('--', '0'), errors='coerce')\n",
" else:\n",
" df_sleep[col] = pd.to_numeric(df_sleep[col], errors='coerce')"
]
},
{
"cell_type": "markdown",
"id": "fabceba5",
"metadata": {},
"source": [
"## Combined"
]
},
{
"cell_type": "code",
"execution_count": 268,
"id": "05da5fe7",
"metadata": {},
"outputs": [],
"source": [
"df_latest_activity = df_activities.sort_values('activity_ending_time').groupby('date', as_index=False).last()\n",
"\n",
"df_combined = pd.merge(df_latest_activity, df_sleep, on='date', how='right')\n",
"\n",
"if \"activity_ending_time\" in df_combined.columns and \"sleep_bedtime\" in df_combined.columns:\n",
" df_combined[\"bedtime_activity_ending_delta\"] = df_combined[\"sleep_bedtime\"] - df_combined[\"activity_ending_time\"]\n"
]
},
{
"cell_type": "markdown",
"id": "427af06c",
"metadata": {},
"source": [
"## Save cleaned data"
]
},
{
"cell_type": "code",
"execution_count": 261,
"id": "6a8888ce",
"metadata": {},
"outputs": [],
"source": [
"df_combined.to_csv(\"data/cleaned/combined_activities_sleep.csv\", index=False)"
]
},
{
"cell_type": "markdown",
"id": "4c848335",
"metadata": {},
"source": [
"# Visualizations"
]
},
{
"cell_type": "markdown",
"id": "e228914c",
"metadata": {},
"source": [
"## Corelation Matrix sleep after all trainings"
]
},
{
"cell_type": "code",
"execution_count": 269,
"id": "41080d47",
"metadata": {},
"outputs": [
{
"data": {
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atbRo0eKTjk9Iahh78eIFx48fV5vTKbUGutTO58/ZrkIIIb4d0ogkhBBC/MdNmDABLS0txo8fj1KpxNPTEyMjIypUqMD27duZNWuWalLcxMRE1q1bR968eSlcuPAnv2eTJk2YOnUqlpaWaTYkaKJQKNDT01P7MRsQEKCxESOjvRuKFClCnjx58PT0ZPjw4ap1R0dHs23bNtUT2z6Vvr4+bm5umJmZceDAAa5cuZIpjUjvyvl+DxelUsmyZcs0liGzenr079+fJ0+e8Pfff3P79m3atGnD77//zpAhQ9LMV65cuQy/h6enJ2/evOHXX39NMak5QNu2bVm5cuVHNSI1adKEjRs3kpCQQIUKFTKcD5J653l5eVGlShUmT56cYvny5ctZv349N27cwNnZWZVuYGDA9u3b6dy5M82aNWPTpk00b95ctfzDHmzpMTc3p0WLFqxZs4ZKlSoREBCQoaFsqb2PpmMIYMmSJRkqD3zedhVCCPFtkUYkIYQQQjBu3Di0tLQYO3as6ilb06ZNo27dutSsWZPhw4ejp6fHokWLuHHjBhs2bPjoJ2O978cff2Tbtm1Ur16dIUOGUKpUKRITE3ny5AkHDx5k2LBhqf4YbdKkCdu3b2fAgAG0adOGp0+f8uuvv2Jra8u9e/fUYkuWLMnx48fZvXs3tra25MyZkyJFiqRYp5aWFjNnzqRTp040adKEfv36ERsby2+//UZ4eDjTp0//6DqOGzeOZ8+eUbt2bfLmzUt4eDjz5s1Tm2/mc9WtWxc9PT06dOjAiBEjiImJYfHixSmG3kHStti+fTuLFy+mbNmyaGlpfVSjzjvLly9n3bp1eHh4UKJECUqUKMHAgQMZOXIkVapU4bvvvsuMqrFixQrMzc0ZPnw4BgYGKZZ37dqVOXPmcPXqVUqXLp2hdbZv357169fTqFEjBg8ezHfffYeuri7Pnj3j2LFjNG/enJYtW2rMu379emJiYhg0aBA1atRIsdzS0pL169ezYsUKfv/9d7Vlurq6bNiwgd69e9OmTRvWrFmjGn5WsmRJAObNm0e3bt3Q1dWlSJEiafbe6dmzJ5s2bWLgwIHkzZuXOnXqpFv31N6ncuXKmJub079/f8aPH4+uri7r16/n6tWr6a7znc/ZrkIIIb4tMieSEEIIIQAYM2YMU6ZMYevWrbi7u1O5cmWOHj2KkZER3bt3p3379kRERLBr1y7c3d0/672MjIw4deoU3bt3Z+nSpTRu3Jh27doxf/588ubNi5OTU6p5e/TowfTp0/nrr79o1KgRM2bMYNSoUXTs2DFF7Lx58yhUqBDt27enfPnyKYYava9jx47s2LGDly9f4u7uTo8ePTAxMeHYsWMae8Kkp0KFCgQEBDBy5Ejq1atH3759yZEjB0ePHqVEiRIfvT5NihYtyrZt2wgLC6NVq1b88MMPlClThvnz56eIHTx4MG3atOHnn3+mYsWKqQ4RS8v169cZNGgQ3bp1o3v37qr0WbNmUapUKdzd3T96niJNrl27xqVLl+jWrZvGBiSAvn37AslDzDJCW1ubXbt28fPPP7N9+3ZatmxJixYtmD59OgYGBqqGFk1WrFiBlZUVLVq00Li8ZMmSVKxYkXXr1vH27dsUy7W0tFixYgUDBgygc+fOLF++HIAaNWowevRodu/eTdWqVSlfvjyXLl1Ksx516tTB3t6eZ8+e0a1bN7XJ4FOT2vtYWlqyd+9eDA0N6dy5Mz179sTY2JhNmzalu853Pme7CiGE+LYolOk9FkMIIYQQQgghhBBC/OdJTyQhhBBCCCGEEEIIkS5pRBJCCCGEEEIIIYQQ6ZJGJCGEEEIIIYQQQgiRLmlEEkIIIYQQQgghhMhGJ0+epGnTptjZ2aFQKNixY0e6eU6cOEHZsmUxMDAgf/78/Pnnn1leTmlEEkIIIYQQQgghhMhG0dHRlC5dmj/++CND8Q8fPqRRo0ZUq1aNK1eu8PPPPzNo0CC2bduWpeWUp7MJIYQQQgghhBBCfCUUCgVeXl60aNEi1ZiRI0eya9cufH19VWn9+/fn6tWrnDt3LsvKJj2RhBBCCCGEEEIIITJZbGwskZGRan+xsbGZsu5z585Rr149tbT69etz8eJF4uLiMuU9NNHJsjULIUQa9uoWye4iZIvau3/K7iJki7sFmmV3EbKFU9TV7C5CtrjkPjy7i5AtnPZnbffxr5V2YtZ9Uf2ahSitsrsI2cJSKyS7i5AtDN9GZHcRsoVB9H9zf4dYFM7uImSLfAUKZncRPtnX+tvC+5cOTJw4US1t/PjxTJgw4bPXHRAQgLW1tVqatbU18fHxhISEYGtr+9nvoYk0IgkhhBBCCCGEEEJkstGjRzN06FC1NH19/Uxbv0KhUHv9braiD9MzkzQiCSGEEEIIIYQQQmQyfX39TG00ep+NjQ0BAQFqaUFBQejo6GBpaZkl7wkyJ5IQQgghhBBCCCHEN6VSpUocOnRILe3gwYOUK1cOXV3dLHtfaUQSQgghhBBCCCGEyEavXr3Cx8cHHx8fAB4+fIiPjw9PnjwBkobGde3aVRXfv39/Hj9+zNChQ/H19WXlypWsWLGC4cOzdm5KGc4mhBBCCCGEEEIIkY0uXrxIzZo1Va/fzaXUrVs3Vq1ahb+/v6pBCSBfvnzs27ePIUOGsHDhQuzs7Jg/fz6tW7fO0nJKI5IQQgghhBBCCCG+WQrdrJtI+kupUaOGamJsTVatWpUizc3NjcuXL2dhqVKS4WxCCCGEEEIIIYQQIl3SiCSEEEIIIYQQQggh0iXD2YQQQgghhBBCCPHN0tL59oezfSukJ5IQQgghhBBCCCGESJc0IgkhhBBCCCGEEEKIdMlwNiGEEEIIIYQQQnyzFLrSP+ZLkS0thBBCCCGEEEIIIdIljUhCCCGEEEIIIYQQIl3SiCSEEEIIIYQQQggh0iWNSEIIIYQQQgghhBAiXdKIJIQQQgghhBBCCCHSJU9nE0IIIYQQQgghxDdLS0eR3UX4z5CeSEIIIYQQQgghhBAiXdKIJIQQQgghhBBCCCHSJcPZhBBCCCGEEEII8c1S6Mpwti9FeiIJIYQQQgghhBBCiHRJI5IQQgghhBBCCCGESJcMZxNCCCGEEEIIIcQ3S57O9uVITyTxn6JQKNixY0eG452cnJg7d26WlSczfGydUvMt1FUIIYQQQgghRPaRnkjiX2nChAns2LEDHx8ftXR/f3/Mzc0zvB5vb2+MjIxUrxUKBV5eXrRo0SKTSvr1+LCu/zYWVcuRf1gvTF2dMbCz4mLrAQTuOpLdxfpkm05dYdVRb0IiX1HAJhcjWtXCtUBejbGX/Z4xb/cJHgaGEhMXj625CW0ql6ZLzXIa4/+67Muo1XuoWbIgc3u3zMpqfBKlUskWTw8OH9jFq1dRFCpcnN7fD8XeMV+a+c6fOc7GdcsJ9H+Bta0dHbr0pULl6qrlb16/ZuO65fx97iQREWHky1+YHn0HUbBwsayuUrq2HDzJuj1HCAmPIH9eW4Z2bY1L0YIaY0PCIpi7bju+D5/yNCAY9/puDOvWRi0mPj4Bj50H2XvyAsFh4TjaWjOwQ3Mqlyn+JaqTYXYd2+HQuzt6Vrl4fc+Pe1NmEnHxSqrxeTq5k6dLewzy2BH7IoBHi5cRuGOPxlirxg0oMXcGwYeOcmPAkKyqgka79+xh67bthIaG4ujoQP++fXF2dk41/tr16yxdtozHj59gaWlB29ZtaNy4kVrM6dNnWLN2Lf7+/tja2tKtW1eqVK6sWp6QkMDades5dvw4YWFhWFiYU7dOHTq0b4+Wlhbx8fGsXrMGb++L+AcEYGRkhEuZMvTs0R1LS8ss2Q679u5jy/YdvAwNw8nBnu/79KKkc4lU469ev8GS5St59OQplhYWtGvdkqaNGmiMPXbiFFN/m03lit8xcczPqvRrN26yZZsXd/38CA0NY8Ivo6hSqWKm1+1jKZVKtm1YwZEDu4h+FUnBwiXo0X8Y9o75U83z9PEDtq5fzgO/24QEBdCl92AaNXdXi/G9cYU92z154HeH8NAQhv48jfKV3LK6Ohrt2rOPLdu3ExoahqODA9/37Z3m/r52/QZ/LlvB4ydPkvZ3m1Y0adRQtXzf/gMcPnqMR48eA1CoYEF6dOtC0SKFVTGvX79m9br1nDl7nvCICArmz8/3/fpQpHChrKtoOrb/dZgNO/byMiwCJ/s8DO7VmdLFi2iMDQkN549Vntzxe8gz/0DaNK7H4F6d1WIePHnGig3buOP3iIDgEAb17ES7pprPi+y05dBp1u47Rkh4JPnz2DCscwtcihbQGHvU+xpbj5zh7uPnxMXFkz+vDX1bNaBSqaKqGL9n/vy5bT+3Hz7FPySMoZ1b0LFB9hzb78vs6/ujx49Zu3Yd9+7fJygoiH59+9BSw++QkJAQVnh4cPHiJd6+fUuePHYMGTyYQoWy71gX/17SE0n8p9jY2KCvr5/h+Ny5c2NoaJiFJcp+b9++Bf79ddU2MiTy2h1uDp6U3UX5bPsv32am11H61KvIpp+64VogLwP+3Ip/aKTG+Bz6urSv5srKQR3wGt2TPvUq8se+02w9ezVF7IvQCObsOJ5qg9TXYOc2T/bs2ESv/kOYPmcZZuYW/Dp2CG9ev041zx3fG/w+YwJuNesza4EHbjXr8/uMcdy7c1MVs3jBDK75ePPDsDHM/mM1pV3KM2nMEF6GBH+JaqXq4LlLzFmzjR4t6rNu2ijKFCnA4OmLCAgJ1Rj/Nj4eM5Oc9GxRn0IOeTTGLN68G68jp/mpe1s2/TaGVnWqMmLOMu48fJqVVfkoVo3qU+iXETxevIyLzd0Jv3iZUssXoW9rozHermNb8g8fxKP5f/J3o1Y8nL+YwuN/xrJWyh8V+na2FBg1lHDvS1ldjRROnDjJkqXLaO/uzsIF83Eu4cyYceMJCgrSGB8QEMDYceNxLuHMwgXzcW/nzuIlSzh9+owq5pavL1OnT6dWrVosWvgHtWrVYuq06dy+fVsVs3nLFvb99RcDvu/P0iV/0qtnT7Zu286uXbsBiI2N5f59Pzp26MAfC+YzdswvPH/+nAkTs+aaefzkaRYvW0mHdm1ZPH8OziWK8/OEXwkK0ny++QcEMmbCrziXKM7i+XPo0K4Ni5Yu59SZsyliA4OCWLpyFSVLpGwUjYmJIX/+fAzs3zfT6/Q5dm9bx74dG+nRbyhT5qzAzNyCqeN+5M3r6FTzvI2NwcrGjg7dvsfMXHNDX2xMDA75CtKj39CsKnqGHD95ij+XLaejezsWz59LSefi/DJ+Yhr7O4Bfxk+kpHNxFs+fSwf3tixaskxtf1+9foMa1avz27QpzJ39G1ZWuRg9djwhIS9VMb/P/4PLV3wYMXwISxbOx9W1DCN/GasW8yUdOX2e+SvX0bVNc1bO/pXSxYsw/NffCAgO0RgfFx+HmUlOurZpTkEnB40xsbFvsbO2on+Xdliam2Zl8T/ZwfNXmL1uBz2b1WX95OG4FMnPoN+WEhASpjH+ym0/KjgXZt7wvqydPIxyxQoxZPZybj96poqJiY0jb25LBro3wdI055eqSpqy4voeGxuLja0NPXt0T/VGeFRUFEOH/4SOtg6TJ01kyZ+L6dO7N0bGxllSTyGkEUl8tfbv30/VqlUxMzPD0tKSJk2a4Ofnp1r+7Nkz2rdvj4WFBUZGRpQrV44LFy6watUqJk6cyNWrV1EoFCgUClatWgWoD/2qVKkSo0aNUnvP4OBgdHV1OXbsGKA+xMvJyQmAli1bolAocHJy4tGjR2hpaXHx4kW19SxYsABHR0eUSmW69bx58yaNGzfGxMSEnDlzUq1aNVU9vb29qVu3Lrly5cLU1BQ3NzcuX76c5vquX79OrVq1yJEjB5aWlvTt25dXr16plnfv3p0WLVowbdo07OzsKFy4cIq6AkRERNC3b1+srKwwMTGhVq1aXL2a3Ohw9epVatasSc6cOTExMaFs2bIptsPXJPjASe6On0vAjkPZXZTPtvb4RVpWLEmrSqXIb2PJiFa1sDHPyeYzPhrji+W1pmHZYhS0zUUeS1OalC9B5aJOXPZ7phaXkJjI6DV7+b5hFfJafp1fRJVKJXt3bqaVe1cqVHbDwSk/A4f+QmxsLKdPpL5v9+7aQimXcrRs14U89o60bNcF59Jl2btzC5D0Je3CmRN07vE9xZ3LYGuXl3ademJlbcvBv3Z8odpp5rn3KM1rVqJFrcrky2PDsG5tsLY0Z+uhUxrj7XJbMrxbGxpXr4CxoYHGmH2n/qZ7i3pUcSlBXutctKlbjYqli7Fu79GsrMpHse/ZBf+tXvhv8eK130PuT/mN2IAA8nRspzHepnkTXmzcStC+A8Q8fU7Q3v34b/XCoU8P9UAtLYrPnsajeYt58/SZxnVlpe1eXtSvV4+GDerj4OBA/359yZ07F3v27tMYv3ffPqysctO/X18cHBxo2KA+9erWZev27aqYHTt24uriQnv3dtjb29PevR1lypTGa+dOVYyv720qVqxAhe++w8bammpVq+Lq4sLde/cAMDIyYtrUKVSvXg37vHkpVrQo33/fX3X3O7Nt27GTBnXr0Kh+XRzt7RnQtze5c+Vi9779GuP3/LWf3LlzM6Bvbxzt7WlUvy7169Rmy/adanEJCQlMm/U7XTu1x8bGOsV6vitXlh5dOlGtcqVMr9OnUiqV/LVrMy3adeO7yjWwdyzA90PG8jY2hjNpXNcKFC5Op54DqVy9Ljq6uhpjypSrhHuXfnxXuUYWlT5jtnntpEG9OjSsXw8HB3u+79vnn/2d2nG/H6vcufm+bx8cHOxpWL8e9evWYet2L1XM6J+G0axJIwoUyI+DfV5+/GEgysRErvzzXSU2NpZTZ87Su0d3Sjk7k8fOjq6dOmJjbc3ufX99kXp/aOOuv2hS242mdWuoeiFZWVqyY7/mntG2Vrn5sXcXGtasipFhDo0xxQrl53/dO1CnWiV0dTQfB9lt/V/HaV6jAi1qViRfHmuGdWmJtaUZW4+c0Rg/rEtLujWpTYkCDjjY5OZ/7o1xsMnFqSvJN35KFHBgcMdm1K/kip7u1zG4Jiuu70UKF6ZPr17UcHNDN5XzfMvWreTOnZthQ4dQpEgRbKytcSlTBjtb2yyppxDSiCS+WtHR0QwdOhRvb2+OHDmClpYWLVu2JDExkVevXuHm5saLFy/YtWsXV69eZcSIESQmJuLu7s6wYcMoUaIE/v7++Pv74+7unmL9nTp1YsOGDWoNPZs2bcLa2ho3t5R3rr29vQHw8PDA398fb29vnJycqFOnDh4eHmqxHh4edO/eHYUi7Qnenj9/TvXq1TEwMODo0aNcunSJnj17Eh8fDyTdWejWrRunTp3i/PnzFCpUiEaNGhEVFaVxfa9fv6ZBgwaYm5vj7e3Nli1bOHz4MAMHDlSLO3LkCL6+vhw6dIg9e1IO9VAqlTRu3JiAgAD27dvHpUuXcHV1pXbt2oSGhqq2X968efH29ubSpUuMGjUq1Q83kXni4hPwfRpApSJOaumVijhx9eHzDK3D91kgVx8+p1xBe7X0JfvPYm6cg1aVSmVWcTNdUKA/4WGhlHYpr0rT1dWjuHMZ7vjeSDXf3ds31PIAlHH9TpUnMSGBxMQE9HT11GL09PS5ffNaJtbg48TFx3P74VMqlFIfUlehVDGu3X34WevV/+B81dfV5eodv1RyfFkKXR2MSxQj9PQ5tfTQ0+cwdS2tMY+Wnh6JsW/V0hJjYjEp5YxCJ/kHhtPAfsSFhuG/1evDVWS5uLg47t2/j6uri1q6q4srvr6+GvP4+t7G1cVVLa1sWVfu3bun+qzwvX07xTrLurrieyt5nSVKFMfH5yrPniVdJx48eMDNW7coX17zsFZI+hxWKBSZfjc7Li6Ou/f9KOtSRr3MLmW4+V7vqff53r6TIr6cqwt3799XbQeAdRs3Y2ZiQsN6dTO1zFkpKPAF4WEvKenynSpNV1ePYs5luHv7ejaWLHOojnuXD49RF275at7ft27fpmyKY9qFu/fU9/f7YmNjiU9IIGfOpF4pCQkJJCYmoqenfl3X19fj5q1bn1qdTxYXF89dv0eUL1NSLb18GWdu3L73xcvzpSR9jj2jorP6kL2KzkW4du9RhtaRmJhIdEwsJkZfb4/5rLq+Z8T58xcoXKggk6dOxb1DR/438Af+2q+5QV6IzPB1NNsKoUHr1q3VXq9YsQIrKytu3brF2bNnCQ4OxtvbGwsLCwAKFkyeH8TY2BgdHR1sbDQPewBwd3dnyJAhnD59mmrVqgHg6elJx44d0dJK2b6aO3duAMzMzNTW27t3b/r378+cOXPQ19fn6tWr+Pj4sP29uwipWbhwIaampmzcuFHVAPOuZxBArVq11OKXLFmCubk5J06coEmTJinWt379et68ecOaNWtU8xv98ccfNG3alBkzZmBtnXRX1sjIiOXLl6f4YvXOsWPHuH79OkFBQarhf7NmzWLHjh1s3bqVvn378uTJE3766SeKFk0any5jrr+MsOg3JCQqsTRRn7/KMqcRIVGpD3sAqDtuMWGv3pCQmEj/hpXVGouuPHiG1/nrbB7RLUvKnVnCw5KGIJiaWailm5qZExIUkEa+UA15LAgPS2oUzWFoSOGizmzduJo89k6Ymplz5uRh7t+9hY1d9g3tC498RUJiIhYfdNW3NM3JywjNwxczomKpYqzfexSXogXJa50L7xt3OHHpGomJ6fee/BJ0zc3R0tHh7QdDTuJCXqKXK5fGPKGnzmLbtiXBh47y6qYvOZ2LY9umBVp6uuiam/E2OART1zLYtm3JxWaaezNltcjISBITEzE3M1NLNzc3IzRM87COsLAwzM0/iDczIyEhgYjISCwtLJJizMw/iDEn7L11tmvblujo1/Tp1w8tLS0SExPp1rUrNWvU0Pi+b9++xcNjFTVquGGUyUOdIyKjkrbDh/UyNyXssubtEBoWTrkPhuqYm6tvhxu3fNl/8DB/zv89U8ub1SL+uQ5pukaldV37VqR63JuZEhYWrjFPWFg45mYf7O8PjvsPrVi1hlyWFriWSWpoNjQ0pHjRoqzfuAkH+7yYmZlx7MRJbt+5Sx47u0yp28eIiIpKup6bmailW5iZ8jI84ouX50sJj4rW+DlmYZqTkPCMfY6t23ecmNi31K1QJgtKmDmy6vqeEf4BAezZu49WLVvS3t2dO3fusvjPJejq6lKndu1Pqc43SaErT2f7UqQRSXy1/Pz8GDt2LOfPnyckJITExEQAnjx5go+PDy4uLqoGpE+RO3du6taty/r166lWrRoPHz7k3LlzLF68+KPW06JFCwYOHIiXlxft27dn5cqV1KxZUzX8LS0+Pj5Uq1Yt1R48QUFBjBs3jqNHjxIYGEhCQgKvX7/myZMnGuN9fX0pXbq02gTZVapUITExkTt37qgakUqWLJlqAxLApUuXePXqVYrJVN+8eaMaajd06FB69+7N2rVrqVOnDm3btqVAAc0TJMbGxhIbG6uWFqdMRFchnSE/1Ycfk0qUKFKkqvMY3IE3sXFce/SCebtP4pDLnIZlixEd85af1+5jfPv6mBt/XXf5Th07yJKFs1SvR4+fAUCKTn5KpYZEdSl6BiqVamk/DBvDonnT6NetJVpa2uQrUJiqbnV44Hf3s+qQGVJWV5luT8e0DOvWhinLNtB22K8oFAryWOeiqVtFdp84/3kFzWwfDglWKFIdJvxo4VL0cuei7Ja1oFAQFxKK//ZdOPbtgTIhEW0jQ4rNmsqdXyYSl8oP1y/mg32X/v78MF5D6oeHN+rnxImTJzl67BgjR/yEo4Mjfg8esGTpUiwtLahbp45a3vj4eKZNn0GiUsnA//0vg5X6eJpP49S3w4fXuHfHgkKh4PXrN8yY/TtDfhiAqamJpuxfjdPHD7B84UzV6xHjkq5xH9ZdmYHr2rckZf1IeRCoZ/gg4Z/9rSHT5q3bOH7iJL9Nn6L2/WbE8CHMnjufDl17oKWlRaGCBajpVp37fg8+sRafT9Nx/DnX829Fiv2vIU2T/Wcvs9TrALOH9EzREPVVyorrezqUSiWFChWkR/ekG4EFCxTg8ZPH7Nm77z/ViCS+HGlEEl+tpk2bYm9vz7Jly7CzsyMxMRFnZ2fevn1Ljhyax4V/rE6dOjF48GAWLFiAp6cnJUqUoHRpzUMlUqOnp0eXLl3w8PCgVatWeHp6qs0tlJb06tG9e3eCg4OZO3cujo6O6OvrU6lSJdVk2B9K64Pq/fT0nsKWmJiIra0tx48fT7HM7J87LBMmTKBjx47s3buXv/76i/Hjx7Nx40Zatkz5NK9p06YxceJEtbQOCgs6aWvuUSBSZ26UA20tBSGR6r2OQqNeY5kz7QagvJZmABSyy83LqNcs3n+GhmWL8TQkjBehEQxaltx7LvGfbzGuQ2ax85de2OfK+FMNM1O5ClUpWCR5ctz4uDggqWeRuUXy8RMREY6ZWeqNymbmFqpeTMl5wjB9r/eGjW0eJk3/g5iYN7x5HY25RS7mzBiPlXX2zSlgZmKMtpYWLyPUh7CGRr7CwuTTv0ybm+Rk1rC+xL6NI+JVNLnNTfljw07scmfNU7g+VlxYGInx8ejlVr9G6FpaEPdS84S4ibGx3B49njtjf0UvlwWxQSHYtW9N/KtXxIWFYVy0MDns81ByyXxVHsU/vU7dfC9xoX5zYp5k7RxJJiYmaGlpqfUQAggPj0hx9/odc3PzlPER4Whra2NiYpJ6THi42jqXr1hJu7ZtqfHPcO18+ZwICgpi0+Ytao1I8fHxTJ02nYDAQGZMm5rpvZAATE1yoqWlRegHjXnh4RGqz5gPWZibaYzX1tbGJGdOHj15QkBgEGMnTVEtf9fIVL9ZKzyWLPxq5gcp+11VChZOfipZXFzSZ3p42Eu161pkRFiK3knfonfH/Ye9McIj0jruzVL0Ugp7t78/uPZt2ebFhs1bmTFlEvnzqT+l087WltkzpvEmJobXr19jaWHBlOkzsbFOOV9WVjPNmTPpev5Br6OwiEgsvvKGz89hltPon3qr9zoKi4hKd0Lsg+ev8Ovyjcz4oRsVnDU/we5rkVXX94ywMDfHwV594nUHe3vOaHjwgBCZQboBiK/Sy5cv8fX1ZcyYMdSuXZtixYqpXWRLlSqFj4+Pan6eD+np6ZGQkJDu+7Ro0YKYmBj279+Pp6cnnTt3TjNeV1dX43p79+7N4cOHWbRoEXFxcbRq1Srd935Xj1OnThH3zw/jD506dYpBgwbRqFEjSpQogb6+PiEhmp/gAVC8eHF8fHyIjk5uYDhz5gxaWlpqw+TS4+rqSkBAADo6OhQsWFDtL9d7Q0kKFy7MkCFDOHjwIK1atUoxN9Q7o0ePJiIiQu2vnda3/8U4O+jqaFPM3obzdx6rpZ+/85jS+TQ/iUsTJUri4pOO5XzWlmwd2Z1NP3VT/dVwLkj5gg5s+qkbNmbZ9+U2h6EhtnZ5VX95HZwwM7fg2hVvVUxcXBy3bvhQpFjqj9AtXNSZa1fUJ36/esVbYx4DgxyYW+Ti1asorl7+m/IVq2VehT6Sro4ORfPZc+Ga+rwhf1+/TanC+VLJlXH6erpYWZiRkJDI0b99cCv3dcyHpYyL59VNXyyqqD963aJKRSIup3yqoFre+HhiA4IgMRHrxg14eewkKJW89nvI341ac7GZu+ov5Mhxws97c7GZO7H+WT9sSFdXl0IFC3LlyhW19CtXrlCsWDGNeYoVK5oi/vLlKxQqVAidf+Z6Kla0KFeu+KSIKVY8eZ2xsbFoaanfZNDS0kL5Ty9fSG5Aev7iBdOmTvmoHzEfQ1dXl8IFC3DZ54My+/hQomhRjXmKFS2SIv7SFR8KFyyIjo4ODnnzsvSPefw5/3fVX6UK5Sld0pk/5/9O7lSGQWaHHIZG2NjlVf3ldciHmbkl132Sr2vxcXH43vChcNGSaazp2/DuuL/84TF6xYfixTTv7+JFi2qIv0LhQgVVxz3A5m3bWb9xE1MnjadwGsPqcxgYYGlhQVTUKy5evkKlit+lGptVdHV1KFzACe+r6vP3Xbx6A+ei/94pAZI+x/Jy4YZ6r94LN+5SqpBTqvn2n73MxCUbmDKgC1VdSqQa97XIqut7RhQvXpxnz9XnxXz+/DlWVrkzvI5/Ay0dxVf5928kjUjiq2Rubo6lpSVLly7l/v37HD16lKFDkx9P26FDB2xsbGjRogVnzpzhwYMHbNu2jXPnkiZhdXJy4uHDh/j4+BASEpJiKNU7RkZGNG/enLFjx+Lr60vHjh3TLJeTkxNHjhwhICBArVGrWLFiVKxYkZEjR9KhQ4cM95QaOHAgkZGRtG/fnosXL3Lv3j3Wrl3LnTt3gKR5ntauXYuvry8XLlygU6dOaa67U6dOGBgY0K1bN27cuMGxY8f44Ycf6NKli2ooW0bUqVOHSpUq0aJFCw4cOMCjR484e/YsY8aM4eLFi7x584aBAwdy/PhxHj9+zJkzZ/D29k71Q1JfXx8TExO1vy89lE3byBCT0kUxKZ30hdUwX15MShfFwP7ruDP9MbrUKMf289fwOn+dBwEv+W37UfzDImlbJakX3bzdJ/ll3V5V/MZTlzl+4z6Pg8J4HBTGjvPXWXPUm8blknr46OvqUMgut9pfzhz6GBnoUcguN7o62tlST00UCgWNm7dj+5Z1XDh7kiePHrBw7lT09fWp6pY8ke6C2ZNZv+pP1evGzdpw9Yo3O7au5/nTx+zYup7rPhdp3LytKsbn0gWuXLpAYMALrl7xZsLoQdjlsadmnUZftI4f6ti4FjuPnWXXsXM8fB7AnDXbCAgJpXWdpMatPzbsZPyiNWp57jx6xp1Hz3gTE0tY1CvuPHrGg2f+quU37j/i6N8+PAsM4crt+/wwfSGJSiVdm6oPa8pOT1euxbZtK2zatMCwQD4K/jwcfVtbnm9IeqJe/mGDKDZzsio+h5Mj1s0ak8PRgZylnCn++wyMChXkwewFACS+fUv0vftqf/FRUcRHRxN97z7KuIxPYvo5WrVsyf4DBzlw8CBPnjxhydKlBAUH07hR0nG20mMVv82arYpv3KgRgUFBLFm6jCdPnnDgYFLeNu/drGjRvBmXLl9m85YtPH36lM1btnDFx4eWzZurYipU+I6NGzdx4e+/CQgM5MzZs3h5eVH5n6eUJSQkMHnqVO7eu8fIn4aTmJBAaGgooaGhqd7o+BytWzTnr4OH2X/wMI+fPmXxshUEBYfQpFF9AFasWsuM2XNV8U0aNiAoKJg/l63k8dOn7D94mP2HDtO2VVId9fT0yOfkqPZnZGSEoWEO8jk5qoaNv3nzhvsPHnD/QdJwpoDAIO4/eJDqo+a/BIVCQcNm7di5ZQ3e507w9LEfi+dORk/fgCrvXdcWzZnEhtXJQ+7j4+J49OAujx7cJT4+nrCXwTx6cJeAF+89Bv3Na1UMQHCgP48e3P3icy21btmc/QcPsf/gIZ48ecripcsJCg6mSaOGAKxYtZqZs5PnsmrcqAGBQUH8uWwFT548/SfvYdq0Su7tvHnrNlavWcewHwdhbWVNaGgYoaFhvHnzRhVz8dJlvC9ewj8ggEtXrvDT6F/ImycP9etmz7WufbOG7Dl8nD2HT/Do6XPmr1xHYMhLWtRPGnL059pN/DrvT7U89x4+5t7Dx7yJiSU8MpJ7Dx/z8Glyg0FcXLwqJi4+nuCXYdx7+Jhn/oFftG5p6dSwBjuOn2fniQs8fB7I7HVeBLwMo3XtygD8sWkP4/5cr4rff/Yy45es58eOzXAu6EhIeCQh4ZG8ep28b+Pi47nz+Dl3Hj8nLj6B4NAI7jx+ztOA7DuXs+L6HhcXh5+fH35+fsTHxxPy8iV+fn68ePFCFdOyZQtu377Nxk2bePHiBceOHWffX/tpqmH+VCEygwxnE18lLS0tNm7cyKBBg3B2dqZIkSLMnz+fGv9MAKqnp8fBgwcZNmwYjRo1Ij4+nuLFi7Nw4UIgaVLu7du3U7NmTcLDw1VPS9OkU6dONG7cmOrVq+Pg4KAx5p3Zs2czdOhQli1bRp48eXj06JFqWa9evTh79iw9e/bMcD0tLS05evQoP/30E25ubmhra1OmTBmqVKkCwMqVK+nbty8uLi44ODgwdepUhg8fnur6DA0NOXDgAIMHD6Z8+fIYGhrSunVr5syZk+EyQdIX2n379vHLL7/Qs2dPgoODsbGxoXr16lhbW6Otrc3Lly/p2rUrgYGB5MqVi1atWqUYsvY1MS3rTKUja1Wvi8/6GYCna7Zzrdfo7CrWJ2ngWpSI6DcsPXCW4IhoCtrmYmG/1thZJE1CGhL5ioCw5OFPiUqYv/sUz0Mj0NFSkDeXGYObVqdN5TLZVIPP07x1R97GxrJ88WyiX72iYJFijJk0hxzvDbsJCQ5E8V6viyLFSvLjiPFsXLecjeuWY2OThyEjJ1KoSPLdzdevo/FcvYSXIcEY58xJhco16NC1z0fdDcwK9SqVJSIqmuXb/yIkPJIC9rbMHTkA29xJvflCwiMJCFHvldl59HTV/74Pn3LgzEVsc1mwa8EkAGLfxvHn5j08Dwohh74+VVxKMGlAV3J+RU++Cdp3AB0zU5z+1xd9q9xE373PtT7/I/ZFUmOYnlUu9O2SH3Kg0NbCvldXDPM5ooyPJ+y8N5fcuxLz/EVqb5Et3NyqExkVyXrPDYSFhuLo5MivEydibW0FQGhYKEHByT+CbGxs+HXSRJYsXcaePXuwsLTk+379qFq1iiqmePHijB41ktVr1rJm7TpsbW0YPWqk6sEHAAP692fN2nUsXLiI8IgILC0saNiwIZ06dgAgOCSE8+cvJMUO/EGtzDOmT6N0qcztpVajelUioyJZt3EToaFhODk6MGXCWKytkrbDyw+2g62NNZMnjOXP5SvZtXcflpYWDOjbm2pVKn/U+969d5/hP49Vvf5z+UoA6tauyYghgzOhZp+maevOvH0by8rFs4h+FUWBwsX5edLv5DBMHn4eEhyI4r0bMGGhIYwe3F31eo+XJ3u8PCnm7MK4aUnfhx7cv82vPyc/oXXtiqThnNVrNeL7IWOyuFbJalSvRmRkFOs3bCI0NBRHR0cmTxyn2t+hoWEf7G8bpkwcz5/LlrN7z14sLC0Y0K+P2v7evfcv4uLj+XXqdLX36tyxPV07Jd0UjH79mpWr1hASEkLOnDmpWqUSPbp2ybbreu2qFYmIesWqzTt4GRZOPoe8/DZmODZWST3lXoaFExisPmS3x9Dk/XTH7yGHTp7DJncuti5NanQLCQtTi9mwcx8bdu6jTImi/DH5ly9Qq/TVq+iS9DnmdSDpcyyvLfN+6ottrvc/x5Jvzm4/epaEhERmrN7GjNXbVOlNqpVnQr+kfRscFkmnX5LnTFy77xhr9x3DtWgBlo5Rfyrxl5IV1/eXoaH874dBqtfbtm1n27btlCxZkt9mJB37RQoXZtyYMXisWsV6zw3Y2FjTv19fatWs+YVqLv5rFMrUZqgUQnyUKVOmsHHjRq5f//Yfx/sl7NX9use2Z5Xau3/K7iJki7sFmmV3EbKFU1TaQ6/+rS65p97Y/W/mtH9b+kH/QtqJmd9T6VsQorTK7iJkC0ut1IfV/5sZvv33PkEtLQbR/839HWKR8Wkg/k3yFSiYftBX6qSzS3YXQaPqN66kH/SNkeFsQnymV69e4e3tzYIFCxg0aFD6GYQQQgghhBBCiG+QNCIJ8ZkGDhxI1apVcXNzSzGUrX///hgbG2v869+/fzaVWAghhBBCCCGE+HgyJ5IQn2nVqlWsWrVK47JJkyalOodRVj31RgghhBBCCCGEyArSiCREFrKyssLK6r85Z4IQQgghhBBCiH8XGc4mhBBCCCGEEEIIIdIlPZGEEEIIIYQQQgjxzdLSVmR3Ef4zpCeSEEIIIYQQQgghhEiXNCIJIYQQQgghhBBCiHTJcDYhhBBCCCGEEEJ8sxRaMpztS5GeSEIIIYQQQgghhBAiXdKIJIQQQgghhBBCCCHSJcPZhBBCCCGEEEII8c1SaEv/mC9FtrQQQgghhBBCCCGESJc0IgkhhBBCCCGEEEKIdEkjkhBCCCGEEEIIIYRIlzQiCSGEEEIIIYQQQoh0SSOSEEIIIYQQQgghhEiXPJ1NCCGEEEIIIYQQ3ywtbUV2F+E/Q3oiCSGEEEIIIYQQQoh0SSOSEEIIIYQQQgghhEiXDGcTQgghhBBCCCHEN0uhJcPZvhTpiSSEEEIIIYQQQggh0iWNSEIIIYQQQgghhBAiXTKcTQghhBBCCCGEEN8seTrblyM9kYQQQgghhBBCCCFEuqQRSQghhBBCCCGEEEKkSxqRhBBCCCGEEEIIIUS6ZE4kIUS2qL37p+wuQrY40vS37C5Ctnhzumd2FyFbOBzfmd1FyBZFd6/O7iJkiwgMsrsI2UL/P3pL0lQRkd1FyBaGMf/Neofo58nuImQLcy3d7C5CtnilzJndRRDiq/Uf/dgXQgghhBBCCCGEEB9DeiIJIYQQQgghhBDim6WQp7N9MdITSQghhBBCCCGEEEKkSxqRhBBCCCGEEEIIIUS6ZDibEEIIIYQQQgghvlkKLekf86XIlhZCCCGEEEIIIYQQ6ZJGJCGEEEIIIYQQQgiRLhnOJoQQQgghhBBCiG+WQkuezvalSE8kIYQQQgghhBBCCJEuaUQSQgghhBBCCCGEEOmSRiQhhBBCCCGEEEIIkS5pRBJCCCGEEEIIIYQQ6ZJGJCGEEEIIIYQQQgiRLnk6mxBCCCGEEEIIIb5ZWtrydLYvRXoiCSGEEEIIIYQQQoh0SSOSEEIIIYQQQgghhEiXDGcTQgghhBBCCCHEN0uhJcPZvhTpiSSEEEIIIYQQQggh0iWNSEIIIYQQQgghhBAiXTKcTQghhBBCCCGEEN8shZb0j/lSZEsLIYQQQgghhBBCiHRJI5IQQgghhBBCCCGESJc0IgkhhBBCCCGEEEKIdEkjkhBCCCGEEEIIIYRIlzQiCSGEEEIIIYQQQoh0SSPSN0ChULBjx44Mxzs5OTF37twsK8/x48dRKBSEh4dn2XsIIYQQQgghhBAZodBSfJV//0Y62V0AkWzChAns2LEDHx8ftXR/f3/Mzc0zvB5vb2+MjIxUrxUKBV5eXrRo0SKTSpq9unfvTnh4+Ec1rH2qGjVqUKZMmSxtlBOfZ9OpK6w66k1I5CsK2ORiRKtauBbIqzH2st8z5u0+wcPAUGLi4rE1N6FN5dJ0qVlOY/xfl30ZtXoPNUsWZG7vlllZjSxjUbUc+Yf1wtTVGQM7Ky62HkDgriPZXazPolQqOeq1EO/jm3kTHYl9gVI07ToW67yFUs1z0/sgx3cvJTToCQnx8VjaOFK1YXdcqjRXxZzYvZSbFw8R7P8AXV0DHAq5UN99GLlt832JaqVJz6Ua+t/VRsvYlIQQf94c2UbCMz+NsTr2hTDuODhFeuSyX0kMDVS91i9XA70y1dAyMUf5Jpq3d64Qc2IXJMRnWT3Ss2PfATZ67eZlWDj5HPIysFc3SpUolmq8z41bLFq5hodPnpHLwpz2LZvRvGFd1fLBv0zk6o1bKfJVLOvC9HGjAPDYsIXVG7eqLTc3M8Vr9dJMqlX6lEolG9ev4cD+vUS/iqJwkWL0GzAIB0enNPOdPX2S9Ws9CPD3x8bWls7delGpclWNsVs3ebJ29QqaNm9F737/U6XPmzODo4cPqsUWLlKM337/47Pr9aHde/awddt2QkNDcXR0oH/fvjg7O6caf+36dZYuW8bjx0+wtLSgbes2NG7cSC3m9OkzrFm7Fn9/f2xtbenWrStVKldWLX/9+jVr1q7j7NmzhEdEUKBAfvr360eRwoVVMWFhYazw8ODy5StER0fj7FyCAf37kydPnkyp9549e9i2des/9Xakb79+adb7+rVrLFu2jMePH2NpaUnrNm1o3LjxB/U+zdo1a96rdzcqV6mSvI7r19m2dSv3798nNDSUMWPHUvm97QIwZ/ZsDh8+rJZWpEgRfs/G7zzb/zrMhh17eRkWgZN9Hgb36kzp4kU0xoaEhvPHKk/u+D3kmX8gbRrXY3Cvzl+4xOlLOr9Xc/Cf87uQ6vxO+7Pl7OmTeK71IMD/BTa2dnTu1pOKlatpjN26yZN1q5fTpHkrevcbqEpv0aiWxvhuPfvSsk37T69UBnjtO8hGr92EhoXj5JCXgb26Ujqd6/nClWt59OQZlhbmdGjZVO16DrBl1z52/nWIwJAQTHPmpEblCvTp2gF9PT0Art70ZYPXbu7ef8jLsDAmjx5GtYrls7SeH1IqlWz29ODw/t1Ev4qiYJHi9Pl+CPbp7O/zZ46zce0K1f7u0LUPFSpXVy1PSIhn83oPTh0/RHhYKGbmltSs05DW7bui9c+j7TetX8mZk0d5GRyEjo4O+QsWoUPXPhQuWjxL6yz+e6QR6RtgY2PzUfG5c+fOopJkr4SEBBSKzGnNjYuLQ1dXN1PW9S14t+3efcj8W+y/fJuZXkf5pW1dyuTLw9azVxnw51a8RvfE1sIkRXwOfV3aV3OlkF1ucujpcuXBM37dfIgc+rq0qVxaLfZFaARzdhxPtUHqW6FtZEjktTs8W72dslsy/0dhdji1dzln9q+idZ+p5LJ14tjOP/GY2YshM/5CP4eRxjw5jM2o0awfuW3zo62jyx2f42xf9gvGOS0pVCrpR/fD295UrNORPPmcSUxM4NCWuaya2YvB0/egp2/4JauoRreoKzlqt+bNwU3EP3+AfpmqGLcdQOTyySijwlLNF7l0Esq3b1Svla9fJa+zeDkM3Jrzet96Ep4/QMvCCsNGXQCIObo96yqThqOnzvLHitX82K8XJYsVYdeBw4yYNI3Vf8zBOneuFPH+gUGMmjSdxvVq8cuQgVz3vcPcJSswMzXBrXIFAH4dNYy4+ORGscioKHoNHoFblYpq63JyyMvsSWNVr7W/8LVy+9aN7PTayuChI7DLk5fNG9cx7pcRLFq6CkNDzcfebd+b/Db9Vzp16UHFylU5f/Y0v02bxLTf5lGkqPoPtXt3b3Ng/16c8uXXuC7XsuUZNGSE6rWObuZ/PTxx4iRLli7jfwMGUKJ4Mfb9tZ8x48az9M/FWFlZpYgPCAhg7LjxNGzQgBHDh3Pzli8LFy3C1NSUqlWTGktu+foydfp0unbpQpXKlThz9hxTp01n9m8zKVq0KABz583n0ePH/DR8OJaWFhw5eozRP//C0j8XkytXLpRKJRN/nYyOtjbjx43F0NCQ7V5eSTFL/sTAwOAz632CpUuWMOB//6N48eL8tW8f48aO5c8lS1Kt97hx42jQoAHDf/qJW7dusWjhwn/qnXSt8vX1Zfq0aXTp2pXKlStz9uxZpk2bxm+zZqnqHRMTQ778+albrx5TJk9OtXxly5VjyJAhqtfZ+d3oyOnzzF+5jmF9u1OyaCF2HjzG8F9/Y+386dhouAbExcdhZpKTrm2as3n3/mwoccZ4bd3ILq+tDBo6Ars89mzZuI7xv4xg0dLV5Ejj/J41fRIdu/T84PyeT2EN5/fB/Xs0nt8e69QbyC9fvMAf82ZRqUr1FLGZ6d31fEi/XjgXK8LuA4cZOWk6q/+Yner1fOSkGTT553p+w/cOv39wPT90/DRL12xgxA/9cC5amGcv/Jk2708ABvbuBsCbmBgKOjnSqHYNxk6fk6V1TM2OrZ7s8drM/4aMxi6PPVs3rWHSmKHMX7I+1f19x/cGc6ZPpH2XXlSoVI0L504xZ/p4fp25UNUAtGOLJwf/2sXAIT9j7+iE3707LJw7DUMjIxo3bwuAXR57evf/EWsbO96+jWXPjs1MHjuMBcs3YGpq9qU2gfgP+Hf9ovwK7N+/n6pVq2JmZoalpSVNmjTBzy/5bvGzZ89o3749FhYWGBkZUa5cOS5cuMCqVauYOHEiV69eRaFQoFAoWLVqFaA+nK1SpUqMGjVK7T2Dg4PR1dXl2LFjgPpwNicnJwBatmyJQqHAycmJR48eoaWlxcWLF9XWs2DBAhwdHVEqlRmq66VLlyhXrhyGhoZUrlyZO3fuqC3fvXs3ZcuWxcDAgPz58zNx4kTi3/syP2fOHEqWLImRkRH29vYMGDCAV6+Sf+SsWrUKMzMz9uzZQ/HixdHX16dHjx6sXr2anTt3qrbT8ePH0yzno0ePUCgUbN68mRo1amBgYMC6det4+fIlHTp0IG/evBgaGlKyZEk2bNigyte9e3dOnDjBvHnzVO/16NEjAG7dukWjRo0wNjbG2tqaLl26EBISkqHtlt4xkpF9/PbtW0aMGEGePHkwMjKiQoUKattB07Z7/Pgx3t7e1K1bl1y5cmFqaoqbmxuXL19We6/bt29TtWpVDAwMKF68OIcPH04xpPL58+e4u7tjbm6OpaUlzZs3V22bL2nt8Yu0rFiSVpVKkd/GkhGtamFjnpPNZ3w0xhfLa03DssUoaJuLPJamNClfgspFnbjs90wtLiExkdFr9vJ9wyrktTT9AjXJOsEHTnJ3/FwCdhzK7qJkCqVSyZkDa6jRrB8lytfDOm9h2vSdTtzbGK6e25NqvvzFvqNEubpY5SmApbUDlet3xdq+MI/uXlLFdP9pGa7VWmKdtxC2DkVp3Wcq4S/9ef7w5peoWqr0y9fi7bVzvL12jsSXgbw5so3EqDD0XTTfkX5H+ToKZXTyH+9d23Xs8hH/7AFxvhdJjAwl/tFt3vpeRMfGIaurk6otO/fSqE4tmtSrjaN9Xn7o3R2rXJbs/Ougxvhd+w9hlduSH3p3x9E+L03q1aZh7Zps2rFbFWOS0xhLczPV30Wfaxjo61Pjg0YkbW1ttTgz05SN0FlFqVSye8d22rbvSKUq1XB0ysePw0byNjaGk8dT7zW4a8d2yriUpY17R/LaO9DGvSOlyriye+c2tbg3b94wZ+ZU/jdoKMbGOTWuS1dXF3MLC9VfzpyZX//tXl7Ur1ePhg3q4+DgQP9+fcmdOxd79u7TGL933z6srHLTv19fHBwcaNigPvXq1mXr9uRGzh07duLq4kJ793bY29vT3r0dZcqUxmvnTgBiY2M5feYMvXr2oGRJZ+zs7OjSuRM2Ntaq933+/AW3b99m4MD/UaRwYezz5mXggAG8iYnh2PETn11vLy8v6tWrR4MGDXBwcKBf//7kzp2bvXv3aozft3cvVlZW9OvfHwcHBxo0aEDdevXYvi15v+7YsQMXV1fc3d2xt7fH3d2dMmXKsPO9z+ny5cvTrVs3qrzXO0kTXV1dLCwsVH85c2o+Rr6Ejbv+okltN5rWraHqhWRlacmO/ZrPA1ur3PzYuwsNa1bFyDDHFy5txiSd39to274TlapUx9EpH4OHjSQ2nfN7945tlHEpp+H8Vm8UevPmDb/PnMr/Bg3DSMP5/f55bW5hwYXzZ3EuVQYbW7tMr+v7Nu/cS6M6NWlSrxZO9nn4oXc3cueyZOdfmr+L7FRdz7vhZJ+HJvVq0ah2TTbuSP5cv3nnLs7FClPXrSq21laUdylN7eqVue33QBVTsawLvTu7U73Sd1lav9QolUr27txCK/cuVKzihoNTfn4Y+jOxsbGcOpH697C9O7dQyqUcrdp1Jo+9I63adaZk6bLs3blFFXPn9k3KV6hC2e8qYWVtS6WqNSjtUh6/e8m/v6rVqEspl3JY29ph75iPbn0G8vp1NI8fau65/G+jpa34Kv/+jaQRKZNFR0czdOhQvL29OXLkCFpaWrRs2ZLExERevXqFm5sbL168YNeuXVy9epURI0aQmJiIu7s7w4YNo0SJEvj7++Pv74+7u3uK9Xfq1IkNGzaoNfRs2rQJa2tr3NzcUsR7e3sD4OHhgb+/P97e3jg5OVGnTh08PDzUYj08POjevXuGe/v88ssvzJ49m4sXL6Kjo0PPnj1Vyw4cOEDnzp0ZNGgQt27dYsmSJaxatYopU6aoYrS0tJg/fz43btxg9erVHD16lBEjRqi9x+vXr5k2bRrLly/n5s2bzJ8/n3bt2tGgQQPVdvqwe3ZqRo4cyaBBg/D19aV+/frExMRQtmxZ9uzZw40bN+jbty9dunThwoULAMybN49KlSrRp08f1XvZ29vj7++Pm5sbZcqU4eLFi+zfv5/AwEDatWuXoXKkdYxAxvZxjx49OHPmDBs3buTatWu0bduWBg0acO/evVS3nZWVFVFRUXTr1o1Tp05x/vx5ChUqRKNGjYiKigIgMTGRFi1aYGhoyIULF1i6dCm//PJLin1Ss2ZNjI2NOXnyJKdPn8bY2JgGDRrw9u3bDG2DzBAXn4Dv0wAqFXFSS69UxImrD59naB2+zwK5+vA55Qraq6Uv2X8Wc+MctKpUKrOKKzJJWPAzXkWEUNA5+YeRjq4eTkXK8+TelQytQ6lU4nfzHCH+j8hXVPNQRoCYN0nnhaFxNjYkammjbWNP/ENfteT4h77o5Em7a7xx95GY/G8KRu4/oOOgPtQv/vkDdGzs0bZ1THobU0t0C5Qgzi97Gszi4uK54/eA8mXUz7nyZUpz8/ZdjXlu3r5L+TLqPQi/cynNnfsP1G5YvG/f4WPUqlaZHB/0Lnn+IoDW3fvTvs9AJv42lxcBgRrzZ4XAAH/CwkJxcU0+FnV19ShRsjS3fVPfH3du36KMq/rx6+Jajtu31PMsWTSPst9VpIxL2VTXdeP6Vbp2aM33vbvyx7zZhIen3sPtU8TFxXHv/n1cXV3U0l1dXPH19dWYx9f3Nq4urmppZcu6cu/ePdX+9b19O8U6y7q64nsraZ0JCQkkJiai989Ql3f09PS5eeuWqmxJackx2tra6OjocPPW550PcXFx3L93D1dX9Xq4uLrieyvlMMt3dXL5IL6sq3q9b/v6plina9my3EplW6bl+rVrdGjfnt69ezNv3rxsm+8yLi6eu36PKF+mpFp6+TLO3Lh9L5VcX79353eZD85v5wyd3+rnrKbze+mieZT9rgKl0zi/3wkPC+WS93nq1GuUbuznSNqXDzVcz0txI9Xr+b2U8S6l1K7nJYsV5a7fQ3zv3gfgRUAg5y9doVJZ1xTryy5BAf6Eh4VS2jV5CJ2urh7FnUtzx/dGqvnu3r5JaRf1YXelXb9Ty1OseEmuX73Mi+dPAXj04D63b13HtZz6TZF34uLiOPTXLgyNjHHKV+BzqiVECjKcLZO1bt1a7fWKFSuwsrLi1q1bnD17luDgYLy9vbGwsACgYMGCqlhjY2N0dHTSHL7m7u7OkCFDOH36NNWqJd2F9vT0pGPHjhqHKr0b2mZmZqa23t69e9O/f3/mzJmDvr4+V69excfHh+3bMz6MYcqUKapGjVGjRtG4cWNiYmIwMDBgypQpjBo1im7dkrqX5s+fn19//ZURI0Ywfvx4AH788UfVuvLly8evv/7K999/z6JFi1TpcXFxLFq0iNKlk38o5MiRg9jY2I8e5vfjjz/SqlUrtbThw4er/v/hhx/Yv38/W7ZsoUKFCpiamqKnp4ehoaHaey1evBhXV1emTp2qSlu5ciX29vbcvXuXwu/Ns6BJWseIs7NzuvvYz8+PDRs28OzZM+zs7FT12L9/Px4eHqpyadp2tWqpj41fsmQJ5ubmnDhxgiZNmnDw4EH8/Pw4fvy4qs5Tpkyhbt3kMekbN25ES0uL5cuXqxocPTw8MDMz4/jx49SrVy9FnWNjY4mNjVVLU76NQ1/v07vNh0W/ISFRiaWJ+vAly5xGhERFp5m37rjFhL16Q0JiIv0bVlZrLLry4Ble56+zeUS3Ty6byDpREUk9/oxN1bvDG5taEh7yIs28Ma+jmDG4BvHxb9HS0qJp13FqjVHvUyqV7POcgWPhsljnTfuczkoKQ2MUWtokvo5SS0+MjkLHSHNvkcToCF7v9yQh4Alo66JXojxG7X/glec81TxKcb6XeJPDGONOQwAFCm1tYi+fJPZC9vRYi4iMJDExEXMz9QY7czNTQsPCNeYJDY/QGJ+QkEBEZBSWFupzCfrevc/Dx08ZMbC/WnrxwgUZ/eP/sLezJTQ8nLVbvPjfyLGsWjAbU5Os75URFpbUYGNqpl5eMzNzgoJSb8wKDwvFTEOed+sDOHniKA/u32fWvEUfZldxLfsdVaq6kdvKmsBAfzzXrmLs6OHMmb8YXV29VPN9jEjV/jVTSzc3NyM0THODVVhYGObmH8Sbmf2zfyOxtLBIivlgG5i/tw0MDQ0pVqwonhs24mBvn/Q5deIEd+7cUX1+2tvnxcrKCg+PVQz6YSAGBgZs9/IiLCyM0NDPa0x7V28z8w/LaKa2n1LU+4PtZGZuTkJCApGRkVj8U2+zD2PMzAgLDf2o8pUtV46q1aphZWVFYEAAa9euZfSoUcyfPx9dvczZ9xkVERVFQmIiFmbq1zULM1Nehkd80bJkpvCwpH3y4blqamZOcDrnt6mZxQd5LNSOm1MnjuJ3/x6z5i3OUFmOHj5IjhyGVKqSdi/WzxURGfnPvvyY63l4iuu5xQfX89rVKxMeGcnA0eNRKpMaiZs3rEunNs01rjM7hIW9BMDsg31nZmZBcHBAqvmS5jj64Hpubq46fgBatO3E69fRDO7XGS0tLRITE+nQtQ9Va9RRy3fx77PMnTGR2NgYzC0sGTd5NiYylE1kMmlEymR+fn6MHTuW8+fPExISoupd8uTJE3x8fHBxcVE1IH2K3LlzU7duXdavX0+1atV4+PAh586dY/HijH2AvNOiRQsGDhyIl5cX7du3Z+XKldSsWVM1/C0jSpVK/uFta2sLQFBQEA4ODly6dAlvb2+1nkcJCQnExMTw+vVrDA0NOXbsGFOnTuXWrVtERkYSHx9PTEwM0dHRqonB9fT01N7nc5Qrp37HNiEhgenTp7Np0yaeP3+uauh4f1JyTS5dusSxY8cwNjZOsczPzy/dRqS0jhFnZ+d09/Hly5dRKpUp3ic2NhZLS0vVa03bLigoiHHjxnH06FECAwNJSEjg9evXPHnyBIA7d+5gb2+v1mj23XfqXYIvXbrE/fv3U3R5j4mJURuW975p06YxceJEtbRfOjVlTOdmaW6rjPiw35wSJYoUqeo8BnfgTWwc1x69YN7ukzjkMqdh2WJEx7zl57X7GN++PubG2TcHjkjmc3Y3Oz0mqF53HfbPtS7Fjlem24tSz8CIgZO3Exvzmge3zvPXhhlYWNmTv1jKbu+71/xKwNM79B2z/jNrkEk+HGWsUGhITJIYGsTb0CDV6zcvHqJlYo7Bd3WI/qcRSce+EAaV6ifNs/TiMdrmuchRpw2J0ZHEns2+uUU+3IdKpfKfuqYWr/5a+W6baMiz7/BR8jnaU6xwQbX0CmWTe7Lkx4ESRQvTsd8gDhw7QbvmTT6yBuk7fuwwixf8rno9duLUf4qcsu7pHdMp8qBUVT04OIjlSxYycfLMFD1x3lfNrabqf0enfBQsVIQ+3Tty8e8Lmf9j86Pr+GG8hlRNx8B76/xp+HB+/30unbokTT5bsGBBatRww+/+P+eCjg5jf/mZ3+fNo617e7S0tHBxKUP5cqn3UvxYH71vNZ0H6awzI9fAD73fg93JyYlChQvTvVs3/vb2TncYXFb58PM7I+fB1+TEscMsXpA8F8+YidOS/vmE/ZVyccrze0I65/f7jhz6i+o1a2c4/rOlvECnWeeU1zP19Vy5fpN1W7wY0q8XxQoX5Ll/AAuWr2a1uRnd3NVv0H4pJ48dZOkfs1WvR0+Y8X6RVTLy3TS9Y//MyaOcPHaQwT+Nw97RiUcP7uOxdAEWFpbUqNNQFedcyoXfFqwgKjKCw/t3M2f6eKbNWZLiRsW/0b/1SWhfI2lEymRNmzbF3t6eZcuWYWdnR2JiIs7Ozrx9+5YcOTJnvHanTp0YPHgwCxYswNPTkxIlSqj1NskIPT09unTpgoeHB61atcLT0/Ojn0D2/uSL7y5y7xpEEhMTmThxYoqePwAGBgY8fvyYRo0a0b9/f3799VcsLCw4ffo0vXr1UnUth6ReR5n15eHDxqHZs2fz+++/M3fuXNXcTD/++GO6Q7ISExNp2rQpM2bMSLHsXWNaWtI6Rt5Jax8nJiaira3NpUuX0NbWVlv3+w1bmrZd9+7dCQ4OZu7cuTg6OqKvr0+lSpVU752RL2uJiYmULVuW9etT/rhObVL30aNHM3ToULU05fHP+3FubpQDbS0FIZHqvY5Co15jmTPtBqC8lmYAFLLLzcuo1yzef4aGZYvxNCSMF6ERDFqW3CMv8Z8v765DZrHzl17Y5/r3fwh/TYq51MK+QHJjaHxc0rH6KjwEE7PkSWlfRYZibGKZIv/7tLS0sLROGr5l51iMoBd+nNi9NEUj0u41k7l95Ri9f1mLqcXH9XjMbMrXr1AmJqBllJOE99K1DI2T5jnKoPgXj9ArkdxV3qBaY97e/Ju3184BkBjyAnT1MWzQgdizB0itgSqrmJqYoKWlleIudXhEZIq72e9YmJkSGqbeQyE8PBJtbW1Mc6o38sfExnL01Fl6dEx/2HEOAwPyOzrw7EXqd40/x3cVKlOkSPLEuO8+88LDQrGwSD6GIyLCU/Q2eZ+ZuQVhYeo9TyLCw1U9Hvzu3SUiPJyhg5J7XiUmJnLzxjX27t7B1p37U3yGAFhYWJLbypoXL56lWPapTP7Zvx/2vgkPj0jR6+Ydc3PzlPER4Whra2NiYpJ6THi42jrtbG35beaMpJtUr19jaWHB1GnTsbaxVsUUKlSIRX/8QXR0NHHx8ZiZmjL4xyEUKpT6Ex8zQlXvD3oIhUdEpLpvNdUpIjwD9Y6ISNGT4WNZWFhgZWXFi+cZGxKemUxz5kRbSytFr6OwiEgsvuAcZZ/ruwqVKax2fid9Zmk+v1PfX2bmFmq9UAAiwsM+OL/DGDaon2p5YmIit25cY9/uHWzZeUDt/L554xrPnz1l+Khxn1fBDDA1MUFbw/U8LCJl79F3LMzMUsaHR6hdz1d4bqZejWo0qZfUq76AkwMxsbHMWriMLm1bZsvDY8pXqEqhIslPPov/53oeFhaKuUVyj+mI8DBM0zg/U7uev9/ws3blIlq07URVt9oAODoVIDgogO1b1qs1IhkY5MDWLi+2dnkpXLQEA/t04MjBvbRq9/U9uVB8u6QRKRO9fPkSX19flixZohqGdPr0adXyUqVKsXz5ckJDQzX2RtLT0yMhISFF+odatGhBv3792L9/P56ennTp0iXNeF1dXY3r7d27N87OzixatIi4uDiNDT6fytXVlTt37qgN13vfxYsXiY+PZ/bs2aqL/ubNmzO07oxup/ScOnWK5s2b07lz0kU1MTGRe/fuUaxY8oe/pvdydXVl27ZtODk5oaPzcadQesfIO2ntYxcXFxISEggKClKtI6NOnTrFokWLaNQoaTz806dP1SYEL1q0KE+ePCEwMBBr66Qv2O/m1XrH1dWVTZs2YWVlpfpCmx59fX309fXV0mI+YygbgK6ONsXsbTh/5zG1Syf3yjp/5zE1Smo+7jRRoiQuPmkf57O2ZOvI7mrLF+47TXTM26RJu82+nS+y/xb6OYzUnrimVCoxNs3F/ZtnsXNK+uIWH/+WR3e8qd9u2MetXKkkIf7tey+V7F47mVuXDtN79Goscn8FT+ZLTCAh4Ck6TkWJu3dNlZz0+nqGV6NtnZfEV+/9ONPVU5toGwBl0k0AUu/klGV0dXUoUiA/F69eo9p7E6Je9LlGlQqae4SUKFqYs39fUkvz9rlGkYL5U1ybj50+x9u4eOq6pX/NfBsXx+NnzylVvOgn1CR9hoaGak9cUyqVmJtb4HP5EvkLJDVaxMXFcfP6Vbr26JPqeooULc7VK5do3rKNKs3n8kWKFi8BQKkyrsxftFwtz/zffyNvXntatW2vsQEJIDIygpDgIMwt0m6U/Ri6uroUKliQK1euUOW9eQyvXLlCxYqa5/MoVqwoFy78rZZ2+fIVChUqpNq/xYoW5coVH1q1bKkWU6x4yseIGxgYYGBgQFRUFJcuX6ZXzx4pYt7dbHr+/Dn37t+na9e0v1+lR1dXl4KFCnHlyhUqv9ez58rly1SsVEljnmJFi6rmZnzn8uXLavUuWqwYVy5fpqVavS9TvFjqj0/PiMjISIKDgz+rx/yn0tXVoXABJ7yv3sCtYvI5f/HqDap+9/XMeZOeHIaGak/gSu38vnH9Kt169E11PUWKFsfnyiWatWyrSvO5fEl1fpcu48q8RSvU8iz4fSZ58trTqm2HFOf34YN/UaBgYfLlz/q5cZL2ZT4uXr2uNsH1RZ/rVE31el6Is3+rP+jlw+t5bOzbFD1NtLS0UKJM8XH2pWja32bmFly7cpH8BZK+m8bFxXHrxlU69+iX2mooXLQE13y8adoy+UbH1SveFCnmrHodGxuLlkK9oUxLSxvlPzfwU6VMbswUIrPIxNqZ6N2TqpYuXcr9+/c5evSoWu+LDh06YGNjQ4sWLThz5gwPHjxg27ZtnDuXdCfYycmJhw8f4uPjQ0hISIo5ZN4xMjKiefPmjB07Fl9fXzp27JhmuZycnDhy5AgBAQFqd66KFStGxYoVGTlyJB06dMi0nlIA48aNY82aNUyYMIGbN2/i6+vLpk2bGDNmDAAFChQgPj6eBQsW8ODBA9auXcuff/6ZoXU7OTlx7do17ty5Q0hIiFrPpY9RsGBBDh06xNmzZ/H19aVfv34EBKjfeXZycuLChQs8evRINfTsf//7H6GhoXTo0IG///6bBw8ecPDgQXr27Jlu41Z6x8g7ae3jwoUL06lTJ7p27cr27dt5+PAh3t7ezJgxg337ND/l5v06r127Fl9fXy5cuECnTp3U9nvdunUpUKAA3bp149q1a5w5c0Y1sfa7HkqdOnUiV65cNG/enFOnTvHw4UNOnDjB4MGDefYs8+5cZ0SXGuXYfv4aXuev8yDgJb9tP4p/WCRtqyT12pq3+yS/rEt+As7GU5c5fuM+j4PCeBwUxo7z11lz1JvG5ZIaI/R1dShkl1vtL2cOfYwM9ChklxtdHc0/ur5m2kaGmJQuiknppB/EhvnyYlK6KAb26fea+xopFAqq1O/Kid1LuXnxEIHP7rJt6c/o6hlQulLy0KMtS0ZyYHPykIITu5dy/8YZQoOeEvziAaf/WsWVM7soXbmpKmbX6klcPbsb9+9/Q9/AiKjwYKLCg4l7G/NF6/ihWO+j6JWujF7JimhZWmNQqxVaJhbE+pwCwKB6MwwbJ//Y1S9XA91CpdAyz41WLhsMqjdDr4gLby+fVMXE37+BvktVdIuVRcvUEh2nohhUa0Lc/espG5e+kLbNG7P30FH2HT7G46fP+GP5agJDQmjWIGlOtqVrPJn6+x+q+GYN6hIYHMLCFWt4/PQZ+w4fY9/ho7i3aJpi3fsOH6NqhXIa5zha5LEWnxu38A8M4tade4yfMYfXr99Qv1bKh1VkBYVCQdMWrdi62ZNzZ0/z+NFD5s+ZiZ6+AdVr1FbF/T5rOms8khuFmjZvxZXLF9m2ZQPPnj5h25YNXPW5TNPmScM6DA0NcXTKp/ZnYGBAThMTHJ2SJmV/8+YNHsv/5LbvTQIDA7h+zYfJE8dgYmJKxUpVM7WerVq2ZP+Bgxw4eJAnT56wZOlSgoKDafzPTY2VHqv4bVbysJDGjRoRGBTEkqXLePLkCQcOJuVt894NrxbNm3Hp8mU2b9nC06dP2bxlC1d8fGjZPHmOlIuXLnHx4kUCAgK4fPkKI0ePJm+ePNR7b66/k6dOcfXaNfz9/Tl37hyjfxlDpYoVKev6+Y0XLVu25MCBAxw8cIAnT56wdMkSgoODVTdzPDw8mDVrliq+UePGBAUFsXTpUp48ecLBAwc4ePAgrd6bT7F58+ZcvnyZLZs38/TpU7Zs3ozPlSs0b9FCFfPmzRv8/PxUw8wDAwPx8/MjKChItXz5smX4+voSGBjItWvXmDhhAiYmJlTK4ANLMlv7Zg3Zc/g4ew6f4NHT58xfuY7AkJe0qJ90Hvy5dhO/zlP/rnjv4WPuPXzMm5hYwiMjuffwMQ+ffvmeVKlJOr9bs3Xzes6fPfXP+T0D/Q/O77mzprHWY5nqddPmrfC5fJHt/5zf27ds4KrPJZo2T2o0zqHh/Nb/4Px+5/XraM6eOkHd+lk7ofb72v1zPd97+BiPnj7nj+WrCQoJoVmDpPl7lq7ZwJTfF6rim/9zPf9jxRoePX3O3sPH2Hf4GO1bJH+uVy7vys6/DnPk5Fn8A4Pw9rnGyvWbqVK+LNraST9pX7+J4d6DR9x78AgA/8Ag7j14RGBwxp6g/LkUCgWNm7dl++Z1XDh7kiePHrDw92no6+tTzS35mjN/9hTWr1qiet2oWRuuXr6I15b1PH/6GK8t67nuc5HGzZMbEct9V5ltm9Zy6e9zBAX6c+HsSfZ4beK7Skk3R2Ji3rB+9VLu3r5JcFAAD+7fYfG8GbwMCaZy1eRhy+LbsGjRIvLlS/rcLlu2LKdOnUozfv369ZQuXRpDQ0NsbW3p0aMHL1++zLLySU+kTKSlpcXGjRsZNGgQzs7OFClShPnz51OjRg0gqVfLwYMHGTZsGI0aNSI+Pp7ixYuzcGHSRbR169Zs376dmjVrEh4ernpamiadOnWicePGVK9eHQeHtB/JPHv2bIYOHcqyZcvIkyeP2qPYe/XqxdmzZ9WerJYZ6tevz549e5g0aRIzZ85EV1eXokWL0rt3bwDKlCnDnDlzmDFjBqNHj6Z69epMmzaNrl27prvuPn36cPz4ccqVK8erV684duyYaht/jLFjx/Lw4UPq16+PoaEhffv2pUWLFkREJN+tHz58ON26daN48eK8efOGhw8f4uTkxJkzZxg5ciT169cnNjYWR0dHGjRokG5X2vSOkfeltY89PDyYPHkyw4YN4/nz51haWlKpUiXVl9LUrFy5kr59++Li4oKDgwNTp05Vm1xcW1ubHTt20Lt3b8qXL0/+/Pn57bffaNq0KQb/PM3I0NCQkydPMnLkSFq1akVUVBR58uShdu3aGe6ZlFkauBYlIvoNSw+cJTgimoK2uVjYrzV2FkndpUMiXxEQljzkJ1EJ83ef4nloBDpaCvLmMmNw0+q0qVzmi5b7SzIt60ylI2tVr4vP+hmAp2u2c63X6Owq1mep1rg3cW9j2bV6EjGvI8mbvxQ9RixX67EU8dIfxXt37N7GvmbX6klEhAaiq2dAbtt8tO03g1IVk8+Zv49uBGD5VPVJ1Vv3mYprtZZkl7jbl3mTwwiDKg1RGJmQEOLPqy2LUEYm3RTQMjZBy+S9ngNaOhjUbImWsSnK+DgS/4mPf5D8NKiYs/tRosSgWpOkuDeviLt/g5iTu7909VRqVatMZFQUqzdtIzQ0jHyO9swYNwobq6Rhsi/DwgkMSf5CZGttxfRxo1i4YjU79h3A0sKcH3r3wK1yBbX1Pn3+guu3bjNrovqTJt8JDnnJr7PmExEViZmJCcWLFGLRzMmq9/0SWrVpz9vYtyxZOI9Xr6IoXKQYEyfPUOuxFBIchNZ7d+GLFS/B8FFjWL/GA8+1q7CxteOnUWMpUjTjvVG0tLR49Oghx44cIjr6FebmFpQsXYafRo1Ve+/M4OZWncioSNZ7biAsNBRHJ0d+nTgRa+ukYamhYaEEBQer4m1sbPh10kSWLF3Gnj17sLC05Pt+/ahaNblHT/HixRk9aiSr16xlzdp12NraMHrUSIoWTe5F9jr6NR6rVhESEoJxzpxUrVKF7t26qvVWCw0NY+my5YSHh2Nhbk7t2rXp2KF9JtXbjaioKDw9PQkNDcXJyYmJkyapevuGhYYSHJQ8h5mNjQ2TJk1i6dKl7Nm9G0tLS/r170/VqsmNesWLF2fUqFGsWbOGtWvXYmtry6jRo9Xqfe/ePUaNHKl6vWzpUgDq1KnD0GHD/tn3jzhy5AjR0dGYW1hQulQpRo0enen7PqNqV61IRNQrVm3ewcuwcPI55OW3McOxsUoaFvQyLJzAYPUfRT2GjlH9f8fvIYdOnsMmdy62Lv2dr0XLNu2JjY1VO78nTJ6p1oMlODgIxXvfIYsWd2b4qLGsX7MSz7Ue2NjaMXzUWAp/xPn9zqkTx1CipFqNWukHZ5Ja1SoTEfWKNZu28TI0XMP1PIyg93rC21pbMWPcSP5YsYYd+w5iaWHOoN7d1a7nXdq1QqFQsGL9JoJDQzEzMaFy+bL07pz8NOs79/34ccyvqtcLVyZ9/2lQqzqjBw/I6moD0KJNR96+jWXZojlEv3pFoSLFGPvrbLX9HRIciNZ700cULV6SISPHs2HtcjatW4G1jR1DRk6gcNHkoXK9+v/IxnXLWbZoDpERYZhb5KJuw2a06dAdSLqeP3/6mBNH9hMZEUFOExMKFCrKrzMXYO+Y9tNcxddl06ZN/PjjjyxatIgqVaqwZMkSGjZsyK1btzT+7j99+jRdu3bl999/p2nTpjx//pz+/fvTu3dvvLy8sqSMCqWm2frEf8aUKVPYuHEj169nfFiE+G85c+YMVatW5f79+xQokHndoGP2L08/6F/oSNPfsrsI2eLN6Y9/9PS/QZ3jg7K7CNniTfPe2V2EbBGhmyv9oH8hfbK3t152SVT8Nzv0m8R8mV4dX5sQ/TzZXYRsYR4XlH7Qv1Cwjl12FyFblCxonX7QV+pWy9rpB2WD4l5HPiq+QoUKuLq6qj04q1ixYrRo0YJp06aliJ81axaLFy9We8DRggULmDlzJk+fPv30gqfhv/npJ3j16hXe3t4sWLCAQYP+mz9yhGZeXl4cOnSIR48ecfjwYfr27UuVKlUytQFJCCGEEEIIITKLQkvrq/yLjY0lMjJS7S+1aWvevn3LpUuXqFevnlp6vXr1OHv2rMY8lStX5tmzZ+zbtw+lUklgYCBbt26lcePGmb6N35FGpP+ogQMHUrVqVdzc3FIMZevfvz/GxsYa//r375/KGrPP1KlTUy1vw4YN019BJnry5EmqZTE2NubJkydftDyfIioqigEDBlC0aFG6d+9O+fLl2blzZ3YXSwghhBBCCCG+KdOmTcPU1FTtT1OPIoCQkBASEhJUQ57fsba2TjF37zuVK1dm/fr1uLu7o6enh42NDWZmZixYsCDT6/KODGcTKQQFBREZGalxmYmJCVZWVhqXZZfQ0FBCP3h87js5cuQgT54v1/04Pj5ebc6pD33KE93+rWQ423+LDGf7b5HhbP8tMpztv0WGs/23yHC2/5ZveTibb+u66Qdlg/yee1L0PNL05GqAFy9ekCdPHs6ePUul957iOWXKFNauXcvt27dT5Ll16xZ16tRhyJAh1K9fH39/f3766SfKly/PihUrUsRnBvk1K1KwsrL66hqK0mJhYZEtj6PVREdHh4IFM/54eSGEEEIIIYQQn0fx3sMnviapNRhpkitXLrS1tVP0OgoKCkrRO+mdadOmUaVKFX766ScASpUqhZGREdWqVWPy5MnY2mb+E5n/m7dQhBBCCCGEEEIIIb4Senp6lC1blkOHDqmlHzp0iMqVK2vM8/r16xRPCNfW1gYgqwadSSOSEEIIIYQQQgghRDYbOnQoy5cvZ+XKlfj6+jJkyBCePHmimpt49OjRdO3aVRXftGlTtm/fzuLFi3nw4AFnzpxh0KBBfPfdd9jZZc2wTBnOJoQQQgghhBBCiG/W1zqc7WO5u7vz8uVLJk2ahL+/P87Ozuzbtw9HR0cA/P391R7W1L17d6Kiovjjjz8YNmwYZmZm1KpVixkzZmRZGaURSQghhBBCCCGEEOIrMGDAAAYMGKBx2apVq1Kk/fDDD/zwww9ZXKpkMpxNCCGEEEIIIYQQQqRLGpGEEEIIIYQQQgghRLqkEUkIIYQQQgghhBBCpEsakYQQQgghhBBCCCFEumRibSGEEEIIIYQQQnyz/i1PZ/sWSE8kIYQQQgghhBBCCJEuaUQSQgghhBBCCCGEEOmS4WxCCCGEEEIIIYT4Zim0pH/MlyJbWgghhBBCCCGEEEKkSxqRhBBCCCGEEEIIIUS6ZDibEEIIIYQQQgghvlla2vJ0ti9FeiIJIYQQQgghhBBCiHRJI5IQQgghhBBCCCGESJc0IgkhhBBCCCGEEEKIdEkjkhBCCCGEEEIIIYRIlzQiCSGEEEIIIYQQQoh0ydPZhBBCCCGEEEII8c1SaMnT2b4U6YkkhBBCCCGEEEIIIdIlPZGEENniboFm2V2EbPHmdM/sLkK2yFG1WHYXIVvcuHo5u4uQLfLo+md3EbLFm0SD7C5CtjBWhmd3EbJFmFbu7C5CtkjU187uImSLuETd7C5CtgjWscvuImQLbRKyuwhCfLWkEUkIIYQQQgghhBDfLIWWDLL6UmRLCyGEEEIIIYQQQoh0SSOSEEIIIYQQQgghhEiXDGcTQgghhBBCCCHEN0uezvblSE8kIYQQQgghhBBCCJEuaUQSQgghhBBCCCGEEOmSRiQhhBBCCCGEEEIIkS5pRBJCCCGEEEIIIYQQ6ZJGJCGEEEIIIYQQQgiRLnk6mxBCCCGEEEIIIb5Z8nS2L0d6IgkhhBBCCCGEEEKIdEkjkhBCCCGEEEIIIYRIlwxnE0IIIYQQQgghxDdLoSX9Y74U2dJCCCGEEEIIIYQQIl3SiCSEEEIIIYQQQggh0iXD2YQQQgghhBBCCPHNkqezfTnSE0kIIYQQQgghhBBCpEsakYQQQgghhBBCCCFEuqQRSQghhBBCCCGEEEKkSxqRhBBCCCGEEEIIIUS6pBFJCCGEEEIIIYQQQqRLns4mhBBCCCGEEEKIb5ZCS/rHfCmypYUQQgghhBBCCCFEuqQRSQghhBBCCCGEEEKkS4azCSGEEEIIIYQQ4tulUGR3Cf4zpCeS+CwKhYIdO3ZkON7JyYm5c+dmWXmEEEIIIYQQQgiRNaQnksiQCRMmsGPHDnx8fNTS/f39MTc3z/B6vL29MTIyUr1WKBR4eXnRokWLTCqp+C9SKpVs8fTg8IFdvHoVRaHCxen9/VDsHfOlme/8meNsXLecQP8XWNva0aFLXypUrq5a/ub1azauW87f504SERFGvvyF6dF3EAULF8vqKmWIUqnkqNdCvI9v5k10JPYFStG061is8xZKNc9N74Mc372U0KAnJMTHY2njSNWG3XGp0lwVc2L3Um5ePESw/wN0dQ1wKORCffdh5LZNe3t+TSyqliP/sF6YujpjYGfFxdYDCNx1JLuL9VmUSiW7Ni3hxMHtvI6OIn8hZzr1HUUehwKp5nn+xI8dGxbz2M+Xl8H+tO85jLpNO6nFJCTEs3PjEi6c/IuI8JeYmueiSs2mNGnbG60vPEnl7j172LptO6GhoTg6OtC/b1+cnZ1Tjb92/TpLly3j8eMnWFpa0LZ1Gxo3bqRa/ujxY9auXce9+/cJCgqiX98+tPzg86Zr9x4EBQWlWHeTxo0Z+L8BmVa3z6VUKtnquZKjB3by6lUUBQuXoOf3Q7F3zJ9qnqePH7Bl/XIe3L9DSFAAXfsMolFz9y9Y6rTt3Lufzdt38jIsDCcHewb06UGpEsVTjb96/SaLV6zi0ZOn5LIwx711C5o2rK8x9ujJ00z57XcqVyjPr2NGqdJfv36Dx/oNnD53gfCISArmz8f/+vSkaOGCmV6/1CiVSjZ7enB4/26iX0VRsEhx+nw/JGOfWWtXEOD/AhtbOzp07aP2mZWQEM/m9R6cOn6I8LBQzMwtqVmnIa3bd1Wdy3/MmcrxI/vV1luoSHGmzfkz8yv6AaVSief6tRzYv49Xr15RuEhRvh8wEEdHpzTznTl9inVrV+Pv74+trS1dunWncuWqquWbN23g3NkzPHv2FD09PYoVK073nr3Jm9deFXP2zGn++msvfvfvERkZyfwFi8lfIPVrZ1b7L3xvyarj/Pse7QgOCkiRr37jFvQZMFT1+tmTR6zz+JNbN66SqEzE3iEfQ0dNJLeVdeZVUgOlUskmz9Uc3L+H6FdRFCpSjL7fD8YhnXqfO3MCz7Ueqnp36tqLipWrqZZvXL+KTZ6r1fKYmZnjsX67Wszpk0cJCQ5GR0eHAgUL06lrLwoXTf26KsSnkJ5I4rPY2Nigr6+f4fjcuXNjaGiYhSUSmiiVSuLj47O7GFlm5zZP9uzYRK/+Q5g+Zxlm5hb8OnYIb16/TjXPHd8b/D5jAm416zNrgQduNevz+4xx3LtzUxWzeMEMrvl488OwMcz+YzWlXcozacwQXoYEf4lqpevU3uWc2b+Kpl3GMGDiZoxNc+Exsxexb6JTzZPD2IwazfrRb+wGfpiyg7LVWrJ92S/cu3ZaFfPwtjcV63Sk/7iN9Bi5gsSEeFbN7MXb2NS359dG28iQyGt3uDl4UnYXJdP85bWag7vW06nPSMbMXIuJuSWzJ3zPmzT299vYGHJb56F1l0GYmufSvN7tqzhxYBsd+4xk8oJttO06mP071nBk78asqopGJ06cZMnSZbR3d2fhgvk4l3BmzLjxGht4AAICAhg7bjzOJZxZuGA+7u3cWbxkCadPn1HFxMbGYmNrQ88e3VO94TF/3lw8161V/U2dMhmAatWqaozPLru2rWffjo306D+UqXNWYGZuwdSxP/LmdVr7PxYrGzs6dvseM3PLL1ja9B07dYZFyz3o2K41S+bNomSJYoyeMIXAIM3XV/+AQH6eOIWSJYqxZN4sOrRtzR9LV3LyzLkUsYFBQSxZuZqSJVL+cJ69YBGXrlxl9NBBLF8wh3IupRkxdiLBL19meh1Ts2OrJ3u8NtOr/49M/30pZuYWTBozNN3PrDnTJ1K9Vn1m/7GS6rXqM2f6eO7evpW83i2eHPxrF736D2Hun2vp0vN7dm7fwF+7t6mtq0zZCixb66X6+3nizCyr6/u2bd3MDq/t9P9+IHPmLsDc3Jyxv4zidRr19vW9xYzpU6hZqzYLFi6mZq3azJg2hTu3fVUxN25cp3GTZsyaM49fp0wnISGRsb+MJibmjSomJiaG4sVL0K17ryytY0b9F763ZNVxPn3uUrXjd9zkOQBUqlpTFRPg/5wxIwaSx96RCdPnMXuBB23ad0NPTy/rKvwPr60b2eW1hT79BzHz9z8xN7dgwpif0qz3bd+bzJo+iRq16vL7H8upUasus6ZPVKs3gL2jEyvXblP9zV20Um25XZ689Ok/mLkLVzD1t/lYWdswcewIIiLCs6KqXx2FluKr/Ps3kkak/5D9+/dTtWpVzMzMsLS0pEmTJvj5+amWP3v2jPbt22NhYYGRkRHlypXjwoULrFq1iokTJ3L16lUUCgUKhYJVq1YB6sPZKlWqxKhRo9TeMzg4GF1dXY4dOwaoD2dzcnICoGXLligUCpycnHj06BFaWlpcvHhRbT0LFizA0dERpVKZZh2PHz+OQqFg7969lC5dGgMDAypUqMD169dVMS9fvqRDhw7kzZsXQ0NDSpYsyYYNG9TWk5iYyIwZMyhYsCD6+vo4ODgwZcoU1fLnz5/j7u6Oubk5lpaWNG/enEePHqVZtne8vb2pW7cuuXLlwtTUFDc3Ny5fvqxa3qFDB9q3b6+WJy4ujly5cuHh4QEkNQrNnDmT/PnzkyNHDkqXLs3WrVtTbIcDBw5Qrlw59PX1OXXqFH5+fjRv3hxra2uMjY0pX748hw8fVnsvf39/GjduTI4cOciXLx+enp4phiFGRETQt29frKysMDExoVatWly9ejVD9c9sSqWSvTs308q9KxUqu+HglJ+BQ38hNjaW0ycOpZpv764tlHIpR8t2Xchj70jLdl1wLl2WvTu3AEk/Pi+cOUHnHt9T3LkMtnZ5adepJ1bWthz8a8cXql3qlEolZw6soUazfpQoXw/rvIVp03c6cW9juHpuT6r58hf7jhLl6mKVpwCW1g5Urt8Va/vCPLp7SRXT/adluFZriXXeQtg6FKV1n6mEv/Tn+cObqa73axN84CR3x88lYEfqx8C3RKlUcniPJ43b9KJspdrkdSxIr0GTeBsbw4WTf6WaL1+hErTrPoQK1eqjo6OrMcbvzjXKfOdG6XLVyGVlR7nKdShRpiKP/G5pjM8q2728qF+vHg0b1MfBwYH+/fqSO3cu9uzdpzF+7759WFnlpn+/vjg4ONCwQX3q1a3L1u3Jd2WLFC5Mn169qOHmhq6u5vqbmZpiYWGh+vv7b29sbW0pVbJkltTzUyiVSv7auZkW7t34rnIN7J3yM2DoGGJjYzmTxnWuQOFidO45kMpuddBJpf7ZZeuO3TSsW4vG9evgaJ+X//XpiVUuS3b/dUBj/O79B7HKnYv/9emJo31eGtevQ4M6tdjstUstLiEhgamz5tGtozu21uo9DmJjYzl59jx9e3SllHMJ8tjZ0q2jOzbWVuzep/l9M1vSZ9YWWrl3oWKVpM+sH4b+TGxsLKfS+szamfSZ1apdZ/LYO9KqXWdKvveZBXDn9k3KV6hC2e8qYWVtS6WqNSjtUh6/e3fU1qWrq4u5haXqL2dOkyyr7ztKpZKdO7xwb9+BylWq4uSUj6HDfiI2NpYTx4+mmm/XDi9cXFxp594Be3sH2rl3oHQZF3bu9FLFTPp1KnXq1sPR0Yn8+Qvw49BhBAcHcf/ePVVMrdp16NCxM2VcXLK0nhnxX/jekpXHuampmdrxe8n7LDa2eShRsowqxnPNMlzLVaRLz+/JX6Aw1rZ2lP2uEqZmGR898SmUSiV7dm6ljXtnKlWpjqNTPgYNHUVsbAwnTxxONd+enVsp7VKO1u06kdfegdbtOlGqtCu7d6o3AGtraWNuYaH6MzU1U1tevUYdSruUxcbWDgfHfPToM4DXr6N5/NAPITKTNCL9h0RHRzN06FC8vb05cuQIWlpatGzZksTERF69eoWbmxsvXrxg165dXL16lREjRpCYmIi7uzvDhg2jRIkS+Pv74+/vj7t7yu7wnTp1YsOGDWoNPZs2bcLa2ho3N7cU8d7e3gB4eHjg7++Pt7c3Tk5O1KlTR9VY8o6Hhwfdu3dHkcEJ03766SdmzZqFt7c3VlZWNGvWjLi4OCDpblTZsmXZs2cPN27coG/fvnTp0oULFy6o8o8ePZoZM2YwduxYbt26haenJ9b/fBl9/fo1NWvWxNjYmJMnT3L69GmMjY1p0KABb9++TbdsUVFRdOvWjVOnTnH+/HkKFSpEo0aNiIqKUm3HXbt28erVK1WeAwcOEB0dTevWrQEYM2YMHh4eLF68mJs3bzJkyBA6d+7MiRMn1N5rxIgRTJs2DV9fX0qVKsWrV69o1KgRhw8f5sqVK9SvX5+mTZvy5MkTVZ6uXbvy4sULjh8/zrZt21i6dKlaTwClUknjxo0JCAhg3759XLp0CVdXV2rXrk1oaGiG9k9mCgr0JzwslNIu5VVpurp6FHcuwx3fG6nmu3v7hloegDKu36nyJCYkkJiYgJ6u+l0rPT19bt+8lok1+DRhwc94FRFCQecqqjQdXT2cipTnyb0rGVqHUqnE7+Y5Qvwfka9ouVTjYt4kHZuGxqafV2jxyUICnxMRFkKJMhVVabq6ehQpURa/2593PBYq5oLvtb8JeP4YgKcP73Lf14dSZb9cT5y4uDju3b+Pq6v6DzxXF1d8fX015vH1vY2ri6taWtmyrty7d++Te17GxcVx9Ngx6term+HPmy8hKPAF4WEvKeXynSpNV1ePYs5luOt7PY2cX6e4uDju3vejnEsZtfSyLqW56XtHY55bt+9Q1qW0Wlp51zLcve+ntr/XbtyCqakJjerVSbGOhIREEhMT0dNTb1DT09Pjxq3bn1ibjxMU8M9nluuHn1ml0/nMupniM6v0e59ZAMWKl+T61cu8eP4UgEcP7nP71nVcy1VUy3fzug89Ozbjhz4dWTx/JhHhYZlRtTQFBgQQFhaKi2tZVZqurh7OJUvh65t6g/Xt27fU8gC4upbF91bqeaKjk3rnGefM+Zmlzhr/he8tWXmcvy8uLo6Txw5Rs24j1TU7MTGRy97nsM1jz69jh9GzYzNGDenH3+dOZULN0hYY4E9YWChlXJO/U+nq6lHCuTS3fVO/EXfn9i3KuKh/DyvjWp47H+Txf/Gcnl3a0K9nB2bPmESA/4tU1xkXF8fBv/ZgaGSEU74vN1xX/DfInEj/Ie8aIN5ZsWIFVlZW3Lp1i7NnzxIcHIy3tzcWFhYAFCyYfMExNjZGR0cHGxubVNfv7u7OkCFDOH36NNWqJY3h9fT0pGPHjhrn1cidOzcAZmZmauvt3bs3/fv3Z86cOejr63P16tX/s3fXYVFlbwDHv4OSKqlIg4qStmt3rrVid6y9rutaP2PX1rXW7lqxu7u7ExM7MEBASlR6fn+ggwOD6AqMru/neebRuXPOnXPuvXPv5b0n8PHxYdMHT5fTMnz4cGrUqAHA0qVLsbOzY/PmzTRr1gxbW1v69++vSvvbb7+xZ88e1q9fT6lSpXj16hXTp09n1qxZtG/fHoB8+fJRvnziH1Rr1qxBR0eHRYsWqS5Y3t7emJqacuTIEWrWrPnRslWtWlXt/fz58zEzM+Po0aPUq1ePWrVqkS1bNjZv3kzbtm1V27F+/foYGxvz+vVrpkyZwqFDhyhTpgwAefPm5cSJE8yfP18tYDdq1CjVdgCwsLCgcOGkm/AxY8awefNmtm3bRs+ePbl16xYHDhzg/PnzlCiReDFbtGgR+fMnjbFz+PBhrl27RmBgoKor46RJk9iyZQsbNmyga9euKeocHR1NdHS02rKYmGj09D69K2RqwkITuyCYmJqrLTcxNSNYQ5/5pHwhGvKYExaaGAgzNDKigKsnG9YsxdbeCRNTM04eO8C9OzexsrH74nJ/qVfhwQBkN1HvopTdxIKw4NRvKgCi3rxiwu+ViYuLQUdHh/rthqkFoz6kVCrZtWoCjgWKk9uuQPoUXny28LDE49zYVL1LkrGpOS+D/L9o3bUbdeDtm0iG/NYIHZ0sJCTE07D1r5Sq8OMXrfdzREREkJCQgJmpqdpyMzNTQkI1/4EbGhqKmVmy9KamxMfHEx4RgYW5ucZ8H3P69BkiIyOpUT1lAEKb3p+Xkj9FNzE1/+h57msVHvHq3f5WD0ybmZoSEhamMU9IaFjK48PU5N3+foWFuRnXb95i9/6DLJg+WeM6jIwMcXd1YcWaDTjY2WFmasKhYye4decutjbW6VG1NIW+u2aZJrv+mJqaExT08WuWabIumaZmZqpjA8CraWvevHnN793aoKOjQ0JCAi3bdaF85aTjuWiJUpQpX4VclrkJfOHPmuX/MOKP3kycvhBd3Yzr6hP6rpymyY5hU1PTVLusJuYL1ZDHjNBUzgtKpZJFC+fj7uGJk9PXOY7f93DfkpHH+YfOnznO68hIqlSvrVoWHhZK1Nu3bFm/khZtO9OmQ3d8Lp7l77+GMGLcdLUWS+ktLNXj3IygoBcfzaep3qEf1Du/ixu/9xuEja09YaGhrF+7nMH9ezJ9rjfGxknn0vPnTjNlwiiio6MxM7dgxJhJGJvIQ0CRviSI9B25f/8+Q4cO5cyZMwQHB5OQkACAn58fPj4+FC1aVBVA+jdy5cpFjRo1WLlyJRUqVODhw4ecPn2auXPnftZ6vLy86NmzJ5s3b6ZFixYsXryYKlWqqLq/fYr3wRUAc3NzXFxcVE+z4+PjGT9+PGvXruXZs2eqAMf7Ab99fX2Jjo6mWrVqGtd98eJF7t27R45kT7iioqLUugemJjAwkGHDhnHo0CFevHhBfHw8b968UbUG0tXVpWnTpqxcuZK2bdvy+vVrtm7dyqpVqwC4efMmUVFRasEhgJiYGIoma6b9PhD03uvXrxk5ciQ7duzg+fPnxMXF8fbtW9V33759m6xZs1KsWNLTfWdnZ7WxRC5evEhkZCQWFup/zL59+zbV+o8bN46RI0eqLevesz+/9PpfmtsrueOH9zF/9iTV+8HDJwAaZvVUKtOc6jNFSwOlUm3Zb/2GMGf6OLq1b4iOThby5CtA+UrVeXD/zmeX+0v5nNrOVu8Rqvft+r37XWmod1otKPQMstFzzCaio97w4OYZdq+egLmlPXndSqZIu33ZaAKe3KbrkJVfWAPxOc4c3cWyeUldaH//cwagcXd/cYuZcyf2cfroLrr0GYutQ178Ht5mzT+TMTXLRbmq9b9o3Z8tWV2UaR7PydNrWvrp9uzbxw8lSqQ4v2W2E4f3snD236r3A4cn/j+tc9Y3R1N9Ppo8lf2tSBwwe9zk6fTt+QsmJql3zxrctxd/T59N8w5d0NHRIX++vFStVIG79x/8y0p83LHD+1gwKymoNXiE5muWEiWKNI7c5J8n/32cPHaIY4f38fv/hmHv6MSjB/fwXjATc3MLKr/7I7tcxaR7GwenvOTL78IvPzfj4rnTlC6XstX4v3X48EFmz5yuej98ZOJYYxp2eZrHcIr9jjLVy/u8ObN49PAhEydN+fxCZ5Dv4b4lM4/zDx3ct5OiJUphbpFTLT3AD6XLU79hMwDy5MvPbd/r7Nu1NV2DSEcP72ferKRj7c8R495VIvkxm7JeyWmud9L74iVKqf7v6AQubu780qk1hw/upcG7egIULFSEKTMXERERzv49O5g0fiQTpsxJEdgS4ktIEOk7Ur9+fezt7Vm4cCE2NjYkJCTg6elJTEwMhoaG6fIdrVu35vfff2fmzJmsWrUKDw8PtZYvn0JPT4+2bdvi7e1No0aNWLVqldp4PP/W+wvQ5MmTmTp1KtOmTaNgwYJky5aN3r17q7qipbUtEhISKF68OCtXpvyj+n3rqo/p0KEDQUFBTJs2DUdHR/T19SlTpoxaV7jWrVtTqVIlAgMD2b9/PwYGBtSuXVv1/QA7d+7E1tZWbd3JBzn/cCY8SOzmt3fvXiZNmoSzszOGhoY0adJE9d2pjTn14fKEhASsra05cuRIinSmyZ4Svzd48GD69u2rtuzOk3CNadNSolR5nF2SZpmIe9dNMSw0BDPzpJuI8PCwFE/A1MpqZq56GpiUJ1TtSb+VtS2jxs8iKuotb9+8xsw8J1MmDMcyd+Y8sf6QW9Gq2OcrpHofF5u4zyLDgjE2tVQtj4wIIbvxx/8A1tHRwSK3IwA2jm4EPr/P0e0LUgSRti8bw63Lh+n853JMzFNvhSjSX+GSlRheIGlWsvfHeXjYS0zNk84zr8JDMDb5soDH+qXTqNOoA6UqJM5yZeeYn5dBAeza5J1pQSRjY2N0dHRStC4ICwtP0frkPTOzlK0RwsLDyJIlC8bGnz/Gy4sXgfj4+DD0zz8+O296K16qPM4uHqr3se9+7ynPc6EZPsZHRjAxzvFuf4epLQ8NT31/m2tolRYWHp64v3Pk4JHfEwICAxkyepzq8/fXrhoNmrJ03kxsrK2wsbZi6vjRvI2K4s2bt1iYmzF6wmSsc1uSEX4oVZ78Gq5Zocn3ZVgoJh+Z7dbUzFytVUJinjC1/b988Ry8mramfKXEQJGjUz6CAgPYtH6lKoiUnJl5TnJa5sb/+dPPr9xHlCpVBhcXV9X7WFW9QzE3TzpnJV6rTVNdj1my1hiQWG9NfxDPmzubs2dPM37iZHLmTPt+LLN8D/ctmXmcvxcUGMA1n4v0/2O02vIcxiZkyZIFOwdHteW29o7cupm+3X9LlipHgQ/q/eG5Wu04/5f1/tjxYGBgiKNTXvyfP0ux3NrGFmsbW1xc3enRpQ0H9+2icbPWqaxJiM8nYyJ9J16+fImvry9DhgyhWrVquLm5qd18FypUCB8fn1THtNHT0yM+Pj7N7/Hy8iIqKoo9e/awatUq2rRp89H0urq6GtfbuXNnDhw4wJw5c4iNjaVRo0ZpfveHzpw5o/p/aGgod+7cwdU18Wbm+PHjNGjQgDZt2lC4cGHy5s3L3Q8GX8yfPz+GhoYcPKh5OvBixRLH3LC0tMTZ2VntZfIJzUWPHz9Or169qFOnDh4eHujr6xMcHKyWpmzZstjb27N27VpWrlxJ06ZNVTNKuLu7o6+vj5+fX4rvt7e31/SVat/doUMHGjZsSMGCBbGyslIbENzV1ZW4uDguX04aU+fevXuEfdC9oFixYgQEBJA1a9YU358zp+bZn/T19TE2NlZ7/duubIZGRljb2Kledg5OmJqZc/XyeVWa2NhYbl73wcUt9anBC7h6cvWy+gDuVy6f15jHwMAQM/OcREa+4sqlc/xQukKKNBlN3zAbFrkdVS9LW2eym+Tk3o1TqjRxcTE8un0eh/yfOXCoUkl8XMwHb5VsWzaaGxf303GQN+a5tN9973tjaJiN3NYOqpeNfV5MzHJy80rSuS0uNpbbNy6Sz7XQR9aUtpjoKBTJuhzr6OigfBewzgy6urrkd3ZWO/cAXL58GTc3zVNTu7m5pkh/6dJl8ufPT9asn/+MbN/+/ZiYmFCyZMoWeZnN0CgbVjZ2qpedQx5MzSy49sF5Li42Ft/rPhRw+3oGAP9Uurq6FHDOx8XL6hMyXPS5ioebi8Y87q4uXPRRH9flwmUfCjjnI2vWrDjY2bJo1lQWzJisepUpWYIiBT1ZMGMyuXKqB1sNDQywMDfjVWQk5y/7ULaU+jgs6SX1a1bS9SfxmnUljWuWB1d9zqstS37Nio6ORkeR/Lec5aO/5VcR4bwMCsLMPH1b3xkZGWFjY6t6OTg4YmZmzuUPJhKJjY3l+rWruLmlPv24q6s7ly9fUlt2+dJF3NyT8iiVSubOmcWpUyf4a9zfWFll/oOej/ke7lsy8zh/79D+XRibmFK8ZBm15bq6uuTL78rzp0/Ulvs/f0ouy/R9IJZYb1vVy97BCTMzc64kq/eN61dwdfNIdT0uru5c8bmotszn8gVcPpInNjaGp08eY2b28V4kSqVSFcT9r1Po6HyVr/8iaYn0nXg/i9iCBQuwtrbGz89PbSa1li1bMnbsWLy8vBg3bhzW1tZcvnwZGxsbypQpg5OTEw8fPsTHxwc7Ozty5MiRotULJLZ8adCgAUOHDsXX15dWrVp9tFxOTk4cPHiQcuXKoa+vr+o25ebmRunSpRk4cCAdO3b87JZSo0aNwsLCgty5c/Pnn3+SM2dOvLy8gMTuWRs3buTUqVOYmZkxZcoUAgICVH+oGBgYMHDgQAYMGICenh7lypUjKCiIGzdu0KlTJ1q3bs3ff/9NgwYNGDVqFHZ2dvj5+bFp0yb+97//YWf38T+4nZ2dWb58OSVKlCAiIoL//e9/KeqnUCho1aoV8+bN486dO6rZ7QBy5MhB//796dOnDwkJCZQvX56IiAhOnTpF9uzZVeM4pfbdmzZton79+igUCoYOHapq2QSJQaTq1avTtWtX5s6di66uLv369cPQ0FDVkqt69eqUKVMGLy8vJkyYgIuLC8+fP2fXrl14eXml6EKX0RQKBXUbNGPT+hVY2dhjbWPHpvXL0dfXp3ylpC5/MyePwdwiJ607dAeg7k9NGDbwN7ZsWMkPpcpz/uwJrvlcYPTE2ao8PhfPogRsbO0J8H/G8sVzsLG1p0r1OplaR00UCgXlarXj6PYFWOR2JKeVI0e2LUBXz4DCZeqp0q2fPxBjs9zUapbYEuzo9gXY5vHA3NKB+LhYbl85xuWT2/ip/TBVnm1LR3H1zE7a9J6FvkE2XoUlTg1sYJQDXT2DzK3ov5QlmxHZnB1U743y2GFc2JWYkHCinnzZGELaoFAoqF6vFTs3LCa3tQOW1g7s2rgYPX0DSlVMamGwaPpQzMwtadz2NyAx0PD8aWI3nbi4WEJfBuL38Db6Bobktk7cPoV/qMjODf9gntMKW4d8+D24xb5tKyhfrUGm1rFRw4b8PXky+fPnx83Vld179hAYFETdOom/t8XeS3j58iX/698PgLp16rBt+w7mL1hI7R9r4XvrFnv37WPQgAGqdcbGxqq668bFxRH88iX379/H0NAQGxsbVbqEhAT2799PjerVyJIlSybW+tMoFApqN2jGlvXLsLKxw9rGns3rl6Gvr0+5D85zsyePxtwiJy07/AIk7v+nTx4CEB8XS8jLIB49uIOBgZHWx3Zr4lWf8VNmUCB/PtxdXdi5Zz+BQcHUr504ruCipSsIfhnCoL69AKj/Y0227tjNnEXe1K1Vg5u3brN7/yH+7N8bSHzYlcfRQe07sr9rjfvh8vOXLqNUgr2tDc/8A1jgvQx7W1t+rK4+XmFGSbxmNWXTuhWqP7g3rVuBvr4+FT7YlzMm/4WFRU5ad+gGQJ2fmjBsYC82r19JydLlOXcm5TWrRMmybFy7nJy5cmPv6MTD+3fZsXktVWok/obevn3DupXelC5XCTNzCwJfBLBq6QJyGJtQqkzFDK93A6+GrF+3GhtbG2xsbFm/dg36+vpUqpy07SdPmoiFhQUdfu4EwE8NvBg4oB8b1q+lVOkynD1zGh+fy0z8O6kL0dw5Mzl65DBDho3EyNCQ0HcPRI2yZVPdq756FUFQYBAvQxJb8jx9F2AwMzPD7AuGcvg3vof7low8ziHxnH14/24qV/uRLFlS/jnboHFLpk4YgZtnYTwLFcXn4lkunD3FyPHTU6RN73rXa9CEDetWquq9cd0K9PUNqFgpaWyy6ZPHYm6Ri7YdugBQ76fG/DnwdzatX03J0uU4d+YkV30uMnbiDFWeJYvmUqJUGXLlyk14WCjr165InOynemIr4qiot2xYu4IfSpXDzNycVxER7Nm5lZfBQZQtn35dVYUACSJ9N3R0dFizZg29evXC09MTFxcXZsyYQeXKlYHEm699+/bRr18/6tSpQ1xcHO7u7syenXjSbty4MZs2baJKlSqEhYWpZkvTpHXr1tStW5eKFSvi4OCgMc17kydPpm/fvixcuBBbW1u1VjGdOnXi1KlTdOzY8bPrO378eH7//Xfu3r1L4cKF2bZtm6olz9ChQ3n48CG1atXCyMiIrl274uXlRXh4UveqoUOHkjVrVoYNG8bz58+xtrame/fEi7iRkRHHjh1j4MCBNGrUiFevXmFra0u1atU+qQvF4sWL6dq1K0WLFsXBwYGxY8eqDfT9XuvWrRk7diyOjo6UK6c+6PHo0aOxtLRk3LhxPHjwAFNTU4oVK8Yff3y8G8bUqVPp2LEjZcuWJWfOnAwcOJCIiAi1NMuWLaNTp05UrFgRKysrxo0bx40bNzAwSAweKBQKdu3axZ9//knHjh0JCgrCysqKihUrqmawy2wNGrciJjqaRXMn8zoyEmcXN4aMmoKhkZEqTXDQCxQ6SZ3LXdwK0nvAcNasWMSaFYuwsrKlz8CR5P+gC8mbN69ZtXQ+L4ODyJ4jB6XKVqZluy7/qpVDRqhQtzOxMdFsWzqKqDcR2OUtxM8DFqFvmNSNMfylP4oPnkzHRL9h29JRhIe8QFfPgFzWeWjabQKFSifdYJ47tAaARWPVA5KNu4ylWIWGGVyr9GFS3JMyB5er3rtPSvxtPFm2iaudBmurWF+kdsP2xMZEsWLBeF5HRpA3vyd9h8/B8IP9HRIUoLa/w0KDGNm3per93q3L2bt1OS4exRkwZiEArboMYMuqOaxYMI5X4aGYmuWiUs3G/NQs5SD5GalSpYpEvIpg5arVhIaE4OjkyOiRI8n9rptRSGgIgUFBqvRWVlaMHjWS+QsWsmPHDswtLPilWzfKl086X74MCeHX33qp3m/cuImNGzdRsGBB/p4wXrX8so8PgUFB1Kzx8YkRtOmnxq2JiY5m8dzJvI58hbOLO3+MmoahUdL+T36eCwkJZlCvn1Xvd2xazY5Nq3HzLMrw8bMytfzJValQjoiIVyxfs56QkFCcHB0YN/wPclsm7u+XIaEEBiW10rW2ys3Y4X8yZ5E323buwcLcnJ5dO1KxXJnUvkKj16/fsGjZSoKDX5IjR3YqlC1Nx7atMvW87tWkFTEx0SycM4XXkZHkd3Fj6OjJKa5ZOh8MiOLqXpA+A4ezevki1q74h9xWNvQZOIICrkktcjp1782aFYtYOGcKEeGhmJnnpEbtn2jSsgOQ2CrJ7/EDjh7ay5vXkZiaWeBZqCh9B41Q++6M0rhJM6Kjo5k7exaRka9wcXFl1JhxGH3w3UFBgeh8cAy7uXswYNAfrFi2hBXLl2Jlbc3AQX/i4prUQnHXzh0ADB6ofi/Vu09/qr/7TZ89c4ZpU5PGJZo4YSwALVu1oXWbdulf2TR8D/ctGXWcA1z1uUBw0Auq1qyr8btLla1Il1/7sXn9CrznT8fG1oH+f4zCzePLWu5+ioZNWhATE82COdOIjHxFfhc3ho/+W63eQUGBatdqV3dP+g0cxqrl/7B6xWJyW9nQb+AwtXq/fBnElIljeBURjrGJKQVc3JgwZTaW71pX6ehk4emTJxw+OJyI8HByGBvjnN+FvybOwMHx6xxkXny7FMrUBkERQsv++usv1qxZw7Vrn95/+ciRI1SpUuXdbB6mGVe478jTp0+xt7fnwIEDqQ42/m9cvZv6bCz/ZXdCNHf5+68zLK+5S9J/ncmVS2kn+g+y1f/2Wnulh7AEU20XQStyKb+9GeLSQ6jO1zPuTmYyUERpuwha8TYhfcYP/dYoFN/nn4pZSHsYj/8id2ebtBN9pfz7fbwHjLZYT16l7SKku6/jcboQH4iMjMTX15eZM2cyevTotDOIdHXo0CEiIyMpWLAg/v7+DBgwACcnJypWzNim7kIIIYQQQgghvm7/zZGexDetZ8+elC9fnkqVKqXoyta9e3eyZ8+u8fW+u5m2pVa+7Nmzc/z4cW0XL02xsbH88ccfeHh40LBhQ3LlysWRI0fQ1dXVdtGEEEIIIYQQQmiRdGcT35TAwMAUY/i8Z2xsjKVlxkzR+znu3buX6me2trafPUj4f5V0Z/u+SHe274t0Z/u+SHe274t0Z/u+SHe278u33J0t4H8fnxVcW6z+XqHtIqQ76c4mvimWlpZfRaDoY5ydnbVdBCGEEEIIIYQQIt1JdzYhhBBCCCGEEEIIkSYJIgkhhBBCCCGEEEKINEkQSQghhBBCCCGEEEKkSYJIQgghhBBCCCGEECJNMrC2EEIIIYQQQgghvlkKHYW2i/DdkJZIQgghhBBCCCGEECJNEkQSQgghhBBCCCGEEGmS7mxCCCGEEEIIIYT4Zkl3tswjLZGEEEIIIYQQQgghRJokiCSEEEIIIYQQQggh0iTd2YQQQgghhBBCCPHt0pH2MZlFtrQQQgghhBBCCCGESJMEkYQQQgghhBBCCCFEmiSIJIQQQgghhBBCCCHSJEEkIYQQQgghhBBCCJEmCSIJIYQQQgghhBBCiDTJ7GxCCCGEEEIIIYT4ZikUCm0X4bshLZGEEEIIIYQQQgghRJokiCSEEEIIIYQQQggh0iTd2YQQQgghhBBCCPHNUuhI+5jMIltaCCGEEEIIIYQQQqRJgkhCCCGEEEIIIYQQIk3SnU0IoRVOr65ouwha4XBkq7aLoBXXr1zSdhG0IrxwMW0XQSscbm7RdhG0QlcRp+0iaMVrHRNtF0Er9InWdhG0Qj/hjbaLoBXxOlm0XQStyPXWT9tF0Ao//QLaLoL4TAodmZ0ts0hLJCGEEEIIIYQQQgiRJgkiCSGEEEIIIYQQQog0SRBJCCGEEEIIIYQQQqRJgkhCCCGEEEIIIYQQIk0SRBJCCCGEEEIIIYQQaZLZ2YQQQgghhBBCCPHt0pH2MZlFtrQQQgghhBBCCCGESJMEkYQQQgghhBBCCCFEmqQ7mxBCCCGEEEIIIb5ZCh2Ftovw3ZCWSEIIIYQQQgghhBBfgTlz5pAnTx4MDAwoXrw4x48f/2j66Oho/vzzTxwdHdHX1ydfvnwsXrw4w8onLZGEEEIIIYQQQgghtGzt2rX07t2bOXPmUK5cOebPn0/t2rW5efMmDg4OGvM0a9aMFy9e8M8//+Ds7ExgYCBxcXEZVkYJIgkhhBBCCCGEEOKbpVD8NzpZTZkyhU6dOtG5c2cApk2bxt69e5k7dy7jxo1LkX7Pnj0cPXqUBw8eYG5uDoCTk1OGlvG/saWFEEIIIYQQQgghviLR0dFERESovaKjozWmjYmJ4eLFi9SsWVNtec2aNTl16pTGPNu2baNEiRJMnDgRW1tbChQoQP/+/Xn79m261+U9CSIJIYQQQgghhBBCpLNx48ZhYmKi9tLUogggODiY+Ph4cufOrbY8d+7cBAQEaMzz4MEDTpw4wfXr19m8eTPTpk1jw4YN/Prrr+lel/ekO5sQQgghhBBCCCFEOhs8eDB9+/ZVW6avr//RPAqF+kxzSqUyxbL3EhISUCgUrFy5EhMTEyCxS1yTJk2YPXs2hoaGX1B6zSSIJIQQQgghhBBCCJHO9PX10wwavZczZ06yZMmSotVRYGBgitZJ71lbW2Nra6sKIAG4ubmhVCp5+vQp+fPn//eFT4V0ZxNCCCGEEEIIIYTQIj09PYoXL87+/fvVlu/fv5+yZctqzFOuXDmeP39OZGSkatmdO3fQ0dHBzs4uQ8opQSQhhBBCCCGEEEJ8u3QUX+frM/Xt25dFixaxePFifH196dOnD35+fnTv3h1I7B7Xrl07VfpWrVphYWHBzz//zM2bNzl27Bj/+9//6NixY4Z0ZQPpziaEEEIIIYQQQgihdc2bN+fly5eMGjUKf39/PD092bVrF46OjgD4+/vj5+enSp89e3b279/Pb7/9RokSJbCwsKBZs2aMGTMmw8ooQSQhhBBCCCGEEEKIr0CPHj3o0aOHxs+WLFmSYpmrq2uKLnAZSYJIQgghhBBCCCGE+GYpdGSknswiW1oIIYQQQgghhBBCpEmCSEIIIYQQQgghhBAiTdKdTQghhBBCCCGEEN8sxb+YCU38O9ISSQghhBBCCCGEEEKkSYJIn0GhULBly5ZPTu/k5MS0adMyrDxHjhxBoVAQFhaWYd/xuT6lTCNGjKBIkSKZViYhhBBCCCGEEEJ8OenOpsGIESPYsmULPj4+asv9/f0xMzP75PWcP3+ebNmyqd4rFAo2b96Ml5dXOpVUuypXrkyRIkU+O1DWv39/fvvtt4wpVDrr0KEDYWFhnxU8FJlr/b5jrNhxkOCwcPLaWdO3XWOKujprTBscGs60FZvwffiEJwFBNK9ViX7tm6iliYuLx3vrPnYeO0tQaBiO1rnp2bIBZYu4Z0Z1Pple0Qrol6yGTnYT4oP9eXtwI/FP72tMm9U+P9lb/Z5iecTC0SSEvFC91y9RGb0iFdAxNkP59jUxty8TdXQbxMdlWD3+DaVSyba18zm6bxNvXr8ib35PWncdhK1DvlTzPPO7z5bVc3l835eXQf606NiPGvVbq6WJj49j65r5nD22m/Cwl5iY5aRclfrUa9oZnW9kxg/z8iXI268TJsU8MbCx5ELjHrzYdlDbxfpk23buYv2mLbwMCcXJwZ5funSioKdHqumvXLvO/EWLeeT3BAtzc5o1bkj9Oj9qTHv46HHG/j2ZsqVLMnLIH6rlq9dt4MTpMzx5+hR9PX3c3Vzo3KE99na26V6/z6FUKlm3agn792zndeQr8ru40/mX3jg45vlovtMnj7Jm+T8E+D/HytqGVu06U6psRdXn3X9uTlBgQIp8P9b1okuPPulej49RKpWsXrmMfXt2ERn5igIurnTv0QsHR6eP5jt14hgrly/B398fa2tr2rTvSJmy5VWf79q5jd07txP4IvH85uDoSIuWbSn+Q0lVmlUrlnL82BGCg4LIqpsVZ+f8tGnXERdXtwyp64cS672cvXt2EhkZ+a7ev+GYRr1PnjiuVu+27X9Wq/f6tas5deoEz54+QU9PH1c3dzp07Iydnb3aep74PWaJ9yKuX7uKUqnEwcGRAYOHYmlpmRHVVUnv3/fxU6dZvW4Dz/39iY+Lx8bGmiYNG1CjahWN61u9bgOLl62g4U/16NG1c7rXLzVKpZI1K5exd89OXke+ooCLG90++Tj3JsDfHytra9q076S2vz+0Ye0qli/9h/oNGtG5268AxMXFsXLZYi6eP0dAgD9G2bJRuEgx2v3cGQuLnOldzTRt3HOIVVt38zI0jDz2tvz+cyuKuBfQmDY4NIyZS9Zw+8Fjnvi/oGmd6vTu2EotzZEzF1i2aSdP/V8QFx+PvXVuWtT/kdqVy2ZGdVKlVCrZsGoxh/ZuJTLyFc4FPOj4S1/sHfN+NN/Zk4dZt2IRL/yfkdvaluZtu1KybCXV52/fvGbdioWcP32M8PBQnPIWoEPX3uQrkHTOinr7hlVL5nLhzHFevQonl6U1P/7UlJp1GmZYfcX36du4K/5KWFlZoa+v/8npc+XKhZGRUQaW6PPFx8eTkJCg1TJkz54dCwsLrZYhNjZWq9+f2ZRKJXFxX1cgID3sO32RKcs28rNXLVaMG0QRl3z8Pn4OAcEhGtPHxMVhapyDjl61yO+g+Q/Eueu2s/ngCf7XoSlr/x5Co+rlGTBlIbcfPsnIqnwWXddiGFZrTPTpvbxaMp74p/fJ3rQHihwfD3JHLBhF+KzBqldCaGDSOt1LYFCpAVEnd/Nq0Rje7F6JnmtxDCr9lNHV+Wy7Ny9l37aVtO4ykCETl2NsZsHkEb/w9u3rVPPEREeRK7ctjdv2wsRM883z7k1LOLp3I626DGTMzI00bfc7e7Ys4+DONRlVlXSXJZsREVdvc+P3Udouymc7cuwEcxcupmWzpsydMQVPD3f+GDGawMAgjen9A14wZMRoPD3cmTtjCi2bNWHOgkUcP3kqRdoXgYEsWLyEgh4pg8FXr9/gp7q1mTFpIuNHjyA+PoFBQ0fwNioq3ev4ObZsWM32zevo3L03E6bOx9TMnFFD+vH2zZtU89z2vc6U8SOpVLUmk2f9k/jv+BHcuXVTlWbCtPksWr5J9Ro2ZjIAZcpXzugqpbBpw1q2bt5I1196MnnabMzMzBn250DefKSOt3xvMnH8GCpXrc6M2fOpXLU6E8eN5vYtX1WanDlz0f7nzkyZPocp0+dQqHBR/ho9DL/Hj1RpbG3t6PZLT2bOWcCEv6dhaWnF8CEDCQ8Py8AaJ9q4YS1bNm+k2y89mTJt1mfVu0rV6syYPY8qVaszYdwYtXpfv36VuvV+4u8pMxj913ji4+MZ9ucgoqLeqtL4+z9n4P/6YGfnwNgJk5kxaz7NW7ZBT083Q+ucEb9v4+zZadWsKdMnTWD+rGnUql6NSdNmcv7i5RTru33nLrv27iOvk1NGVTFVmzasYevmDXT75TcmTZuDqZkZw/4ckMb+vsHf40dTpWoNps9eQJWqNfh73Ci1/f3e3Tu32LtnJ0551IMU0dFR3L93l2Yt2zBl5jwGDxnB82dP+Wvk0HSvY1oOnDzLdO9VtG9cjyWTRlLYrQD9/ppCQNBLjeljYxPv19o3roezk73GNMbZs9O+cT0WjBvCsimjqVOlPGNn/8OZy9cysipp2rZxJbu2rOHn7n0ZO+UfTM3MGTu0N2/fpH6Pcsf3OtMnDKdClVpMmLmUClVqMX3CUO7evqFKM3/meK75nOfXfsP4e9ZyChUtyZghvxMSnPQbWrZwBlcuneXXfsOYPHcVdbyas2TeVC6cOZ6hdRbfn/9sEGnPnj2UL18eU1NTLCwsqFevHvfvJz2lf/r0KS1atMDc3Jxs2bJRokQJzp49y5IlSxg5ciRXrlxBoVCgUChYsmQJoN6drUyZMgwaNEjtO4OCgtDV1eXw4cOAenc2p3cXrYYNG6JQKHBycuLRo0fo6Ohw4cIFtfXMnDkTR0dHlErlJ9X15MmTFC5cGAMDA0qVKsW1a0knzyVLlmBqasqOHTtwd3dHX1+fx48fExMTw4ABA7C1tSVbtmyUKlWKI0eOqPK9fPmSli1bYmdnh5GREQULFmT16tWqzzt06MDRo0eZPn26ajs9evRI9fnFixcpUaIERkZGlC1bltu3b6s+S96drUOHDnh5eTFp0iSsra2xsLDg119/VQv0+Pv7U7duXQwNDcmTJw+rVq36rO6CCoWCefPm0aBBA7Jly8aYMWOIj4+nU6dO5MmTB0NDQ1xcXJg+fbpaOZcuXcrWrVtVdXy/jZ49e0bz5s0xMzPDwsKCBg0aqNX/Y86fP0+NGjXImTMnJiYmVKpUiUuXLqk+b9myJS1atFDLExsbS86cOfH29gYSg0ITJ04kb968GBoaUrhwYTZs2KBK/75b4d69eylRogT6+vocP36c+/fv06BBA3Lnzk327Nn54YcfOHDggNp3fcq2Dg8Pp2vXrlhaWmJsbEzVqlW5cuXKJ9U/Pa3aeYgGVcrgVbUseWyt6Ne+CbktzNiwX/PF0iaXBf3bN6FuxVJkNzLQmGbX8XN08KpJuaIe2OXOSZMaFShd2I0VOw9lZFU+i/4PVYm5epqYq6dJePmCtwc3kvAqFP2iFT6aT/nmFcrXSS8+OMdktclD3NMHxPpeICEihLhHt4jxvUBWK4eMrs5nUSqVHNixirpNOlG8TDXsHJ3p1GsUMdFRnD22O9V8efJ70KxDH0pVqEXWrJr/WLp/+ypFSlaicIkK5LS0oUTZ6ngUKc2j+zc1pv8aBe09xp3h0wjYsl/bRflsG7ds5cca1alTqwaO9vb06NqZXDlzsn3XHo3pd+zeQ65cuejRtTOO9vbUqVWDWtWrsX7TVrV08fHxjJs0lXatW2BllTvFesaNGk6t6tVwcnQgX9489O/9G4FBQdy9p7llX2ZQKpXs2Lqexs3bUrpcRRyc8vJb38FER0dz/OiBVPPt2LqBwkWL06hZG+zsHWnUrA0FCxdnx9b1qjQmJqaYmVuoXhfPn8bK2haPgkUyoWZJlEol27ZsolmLVpQtVwFHpzz07jeA6Ogojh1J/Xy7bctGihQtTtPmrbCzd6Bp81YUKlKUbVs3qdKULFWGEj+UwtbODls7O9q274iBgSG3PvgDvFKVahQpWhwraxscHJ3o1LU7b9684dHDB5lQ7800a9FSVe8+/f5HdHQ0Rz9S761bNr2rd0vs7R1o2rwlhZPVe+TocVSvUQtHRyfy5M1H7779CQoK5N7du6o0y5d6U7xESX7u1IV8+Zyxsrbmh5KlMDX99Jb2/0ZG/L4LFypI+bKlcbS3x8bamkYN6pM3jxM3bqqfs9++fcu4SVPp89uvZM+eLflXZSilUsn2LZto2qIVZVTH+UBioqM4diT1VqLb3u3vJu+O8ybNW1GoSDG2b92olu7t27dMmTiWX3v1JXv2HGqfZcuWnVFj/6Z8xcrY2dnj4upO1196cv/eHYICX5CZ1mzfR/2qFfmpeiWc7Gzo3bEVlhbmbN6r+Zi3tsxJn06tqV25HNmNDDWmKebpSqVSxXGys8HOypLm9WqSz9GOq7fuakyfGZRKJbu3rsOreXtKlq2MvVNeevQdQnR0NCePpn5d3rVtLQWL/oBXs3bY2jvi1awdnoVLsHvrOgBioqM5d/IorX7+FTfPIljZ2NG0dScsc1uzf/dm1Xru3LpOxaq18ShUDMvc1lT/sQGOeZy5fzdl8FGIL/GfDSK9fv2avn37cv78eQ4ePIiOjg4NGzYkISGByMhIKlWqxPPnz9m2bRtXrlxhwIABJCQk0Lx5c/r164eHhwf+/v74+/vTvHnzFOtv3bo1q1evVgv0rF27lty5c1OpUqUU6c+fPw+At7c3/v7+nD9/HicnJ6pXr64KDLzn7e1Nhw4dUCg+bYT5//3vf0yaNInz589jaWnJTz/9pBaAefPmDePGjWPRokXcuHEDS0tLfv75Z06ePMmaNWu4evUqTZs25ccff+TuuxuNqKgoihcvzo4dO7h+/Tpdu3albdu2nD17FoDp06dTpkwZunTpotpO9vZJTwr+/PNPJk+ezIULF8iaNSsdO3b8aB0OHz7M/fv3OXz4MEuXLmXJkiWq4B1Au3bteP78OUeOHGHjxo0sWLCAwMDA1FeowfDhw2nQoAHXrl2jY8eOJCQkYGdnx7p167h58ybDhg3jjz/+YN26xBN2//79adasGT/++KOqjmXLluXNmzdUqVKF7Nmzc+zYMU6cOEH27Nn58ccfiYmJSbMcr169on379hw/fpwzZ86QP39+6tSpw6tXr4DEY2vbtm1ERkaq8uzdu5fXr1/TuHFjAIYMGYK3tzdz587lxo0b9OnThzZt2nD06FG17xowYADjxo3D19eXQoUKERkZSZ06dThw4ACXL1+mVq1a1K9fHz8/v0/e1kqlkrp16xIQEMCuXbu4ePEixYoVo1q1aoSEaG4BlBFi4+K49fAJpQqpdz0oVciNq3ceftF69XXVgwz6urpcua29PyjV6GQhi5U9cQ/VbwjiHvqS1fbj3VyydxiI8a9/ka35b2R1yK+e/9kDslrZk8XaMfFrTCzQzedB7P0bmlalNcEvnhEeGoxHkdKqZbq6erh4FOf+ratftO78bkXxvXqOgGePAXjy8A73fH0oVFxz9wGRfmJjY7lz7z7FixZRW168aBFu3LqlMY/vrdsp0pcoVpQ79+6ptbxcsWYdpsbG1K5Z45PK8vp1YuuAHNmzf3oF0tmLAH/CQkMoXKyEapmurh4enoW57Xs91Xx3bt2gcNEf1JYVKfYDt301/45jY2M5dng/VWvU/uR7jvTyIsCf0NAQihQrrlqmq6uHR8FC+KZSXoBbt25S9IM8AMWKleDWTc154uPjOXb0MFFRUbi6ae6WHBsby97dO8mWLRt58qTeLTY9vAgIIDQ0hKLJ9q1nwULc8k09YK2p3kWLlcD3Zup5Xr9ObPmQI0dicCEhIYEL589ia2vHsCGDaNOyKf16/8bpUye/pEppysjf93tKpZJLPld4+vRZii5yM+cuoNQPxSlWpPAX1ePfeH+cJ9/fHgULc+sjx/ntWzcp8kEeSNzfyY/z+XOmU7xkaYoUVT82UvP69WsUCgXZMvH8Fhsbx+37jyhZRH2/lCzswbV0urdSKpVcuHoTv+cBFHF3SZd1/huBL54TFvqSQkWTus7q6urh5lmEO76pt5C6e+sGhZKduwsVK6nKEx8fR0JCPLq6empp9PT0uXUj6d7H1b0QF8+dICQ4CKVSyY2rF/F/7kfhYqXSo3pfP4XO1/n6D/rPjon0/o/t9/755x8sLS25efMmp06dIigoiPPnz2Nubg6As3PSGCrZs2cna9asWFlZpbr+5s2b06dPH06cOEGFColP/1etWkWrVq00jp2RK1cuAExNTdXW27lzZ7p3786UKVPQ19fnypUr+Pj4sGnTphTrSM3w4cOpUSPx5njp0qXY2dmxefNmmjVrBiRevOfMmUPhwokXz/v377N69WqePn2KjY0NkBgw2bNnD97e3owdOxZbW1v69++v+o7ffvuNPXv2sH79ekqVKoWJiQl6enoYGRlp3E5//fWXKpg2aNAg6tatS1RUFAYGmlt/mJmZMWvWLLJkyYKrqyt169bl4MGDdOnShVu3bnHgwAHOnz9PiRKJF9RFixaRP39+jetKTatWrVIEs0aOHKn6f548eTh16hTr1q2jWbNmZM+eHUNDQ6Kjo9XquGLFCnR0dFi0aJHqptvb2xtTU1OOHDlCzZo1P1qOqlWrqr2fP38+ZmZmHD16lHr16lGrVi2yZcvG5s2badu2LZB4bNWvXx9jY2Nev37NlClTOHToEGXKlAEgb968nDhxgvnz56sFMUeNGqU6NgAsLCxUxwHAmDFj2Lx5M9u2baNnz56ftK0PHz7MtWvXCAwMVHXvnDRpElu2bGHDhg107do1RZ2jo6OJjo5WXxYTg76eXoq0nyosIpL4hATMTdSfvFmY5OBleMS/Xm/pQm6s3HmIoq7O2OXOyfnrtzl68SoJCZ/WMjCjKYyyo9DJQsKbV2rLE16/Ims2Y415El6H82bPKuID/CCLLnoeP5CtxW9ErpquGkcp1vcibw2zk711H0CBIksWoi8dI/rs19WiJTwssem7sal6l1hjU3NeBvl/0bprN+rA2zeRDPmtETo6WUhIiKdh618pVUHzGDsi/YRHvCIhIQEzM1O15WZmJoReCtWYJyQ0jBJmJsnSmxIfH094RAQW5uZcv+nLnn0HmDdj6ieVQ6lUMm/RYjzd3cjj5Piv6pIewkITA/KmpuZqy01MzQgKSr0FQVhoCKbJxm40NTNTrS+5c2eO8zoykirVa39hiT9faGjifk3eAsbU1OyjrSTCQkM15nm/vvcePXzAgH69iImJwdDQkD+GjsDBQX2fnj97hr8njCE6Ohozc3NG/TUBYxP1Yyq9har2rWmKOgSmQ73fUyqV/LNwHu4enjg6JT5gCA8L4+3bt2xYv5Y27TrQ4efOXLx4gXF/jeSv8X9TsGDGBFky6vcNiUGRFu07ERsbi46ODr1+6aYWfDp89Dh3799n9tRJ6VqnT/V+/5ho2Hcf398hae7vY0cP8eDePSZNn/NJZYmJiWGZ9yIqVq6KkVHmtcgKe/Xq3f2a+j2KuakJIWGpB8U/ReTrNzTo2peY2Diy6Cjo36UtJQunPs5WRnt/rk2+v01MzQnWMBZdUr6XmKQ435ur1mdolI38rp5sWrMEW3tHTE3NOXnsAPfu3MTKxk6Vp0O3PiyYOZ4eHbzIkiULCoUOXXsNwtUj8wOo4r/tPxtEun//PkOHDuXMmTMEBwerxgHy8/PDx8eHokWLqgJI/0auXLmoUaMGK1eupEKFCjx8+JDTp08zd+7cz1qPl5cXPXv2ZPPmzbRo0YLFixdTpUoVVfe3T/E+kABgbm6Oi4sLvr5JrRT09PQoVKiQ6v2lS5dQKpUUKKA+mF10dLRqrKL4+HjGjx/P2rVrefbsmSoI8OFA4R/z4fdZW1sDEBgYiIOD5q4xHh4eZMmSRS3P+255t2/fJmvWrBQrVkz1ubOz82cNcg6ogiIfmjdvHosWLeLx48e8ffuWmJiYNGeOu3jxIvfu3VM92XsvKipKrctkagIDAxk2bBiHDh3ixYsXxMfH8+bNG1VrIF1dXZo2bcrKlStp27Ytr1+/ZuvWraxatQqAmzdvEhUVpRYcgsSbg6JFi360zq9fv2bkyJHs2LGD58+fExcXx9u3b1Xf/Snb+uLFi0RGRqYY1+rt27ep1n/cuHFqATuAQV3bMLhbuzS3V1qSPztXKpVf9ES9X/sm/LVwNU37jUahUGCbOyf1K5Vm+9EzX1bQ9JY8pqVQaFiYKCEkkJiQpNZkb58/RMfYDIOS1Xn9LoiU1T4/BmVq8XbfWuKePyaLWU4Mqzch4XUE0ac0dzfIDGeO7mLZvL9U73//cwagab/zxS0pzp3Yx+mju+jSZyy2Dnnxe3ibNf9MxtQsF+Wq1v+idYtP87n7VZEsx/vWwQqFgjdv3jJh8lT6/NYDExPNAdbkZs5bwMNHj5g6cdxnlftLHTu8n/mzJqve/zFiPKCp7soUdU4p+TZJfRse3LeLoiVKYp4Jg+weOXyQOTOTgnnDRib+rlOULbHAH19Zss+VKRdha2fPtFnzeR0ZyamTx5k2eSJjJ05RCyQVLFyYabPmExERzr49u5gwbgyTps5M165dRw4fZPbMaar3w0aOeVeFlMduWuewlB8rU91U8+bM5NHDh0yYlLTNE5SJ98KlSpfBq2Hiw9a8+Zy55XuDPbt2ZFgQ6b30/H2/Z2hoyLwZU3kb9ZbLPleZ989irK1yU7hQQQKDgpizcBHjR41A7wseWn2OI4cPMPeD43zoyLEpygyfur+TH+dJ+zsoKJBF82czcszET6pbXFwck8aPRqlMoPuvKSfayBQatsGXMjI0YOmkkbyJiubCtZvMWLIGm9yWFPN0/eJ1f4oTh/eycPbfqvcDhyf+X9N57XP3d/I8v/Ybyvzp4+jR3gsdnSzkyVeAcpVq8PD+HVWa3dvXc/f2Df43dAI5La3wve7D4rmTMDO3oGAR9ZZOQnyJ/2wQqX79+tjb27Nw4UJsbGxISEjA09NT9UQqPbRu3Zrff/+dmTNnsmrVKjw8PNRaeXwKPT092rZti7e3N40aNWLVqlWfPduZJskvsB++T0hIIEuWLFy8eFEtcAOJrbAAJk+ezNSpU5k2bRoFCxYkW7Zs9O7d+5O6a0FiICR5WT42oLdusu5DCoVClT61i8znXnySB8DWrVtHnz59mDx5MmXKlCFHjhz8/fffqi57qUlISKB48eKsXLkyxWfvW5x9TIcOHQgKCmLatGk4Ojqir69PmTJl1LZt69atqVSpEoGBgezfvx8DAwNq166t+n6AnTt3YmurPjh08oHfk9f5f//7H3v37mXSpEk4OztjaGhIkyZNVN/9Kds6ISEBa2trtTG03kv+ZPW9wYMH07dvX7Vl0Te/bJA/U+PsZNHR4WW4eouckIhIzI1zpJIrbWbGOZjUryvRMbGER74ml5kJs1ZvxSaXdgeDf0/5JhJlQjw62XIQ/8FyHaPsieMcfaK454/Q80i6oTCoUJeYG+eIuXoagITg56Crj9GPLYk+tZfUAlQZrXDJSgwv4Kl6H/euq2542EtMzZN+b6/CQzA2+bJ9tH7pNOo06kCpCrUAsHPMz8ugAHZt8pYgUgYzMc6Bjo4OIaFhasvDwsJTPa+Ym5lqTJ8lSxaMc+TgkZ8fAS8CGToqKQj5/lxW66dGeM+fjc27hxwAs+Yt4MzZc0weP5ZcOTN35qIfSpUjv0tS19z3XdJDQ19iZp50XIeHhaVoafQhUzPzFK2OwsNCUzwVBwgMDOCaz0X+98foLy3+JylZqgwFXJL+sItT1TEE8w/qGBYe9tEgjqaWVeFhKVvp6OrqYmOTeI3MX8CFe3dvs33rJn79LWkGOgMDQ2xsbLGxscXV1Z1unduzf+9umjZXnwXqSySvd9K+DVWrd/gn1Dt5q6OwMM155s+dxbmzZxg3cTI5cyadJ42NTciSJUuKFln29g7cvPFlLUI+JiN+3+/p6Ohga5P4O3bOmxe/p09ZvX4jhQsV5O69+4SFhdOjdz9V+oSEBK7duMnWHbvYtXl9ivvgL1WyVFlcNPyWw5Id54n72zTV9ZiamataranyfLC/79+9Q3hYGH17dVd9npCQwI3rV9m5fQsbtu5R1S0uLo6J40bx4kUAo8dNytRWSACmOXKQRUeHkLBwteWh4RGYm35Zyz8dHR3srBPHuiuQx4HHT5+zbNOOTAsiFS9VHmeXpJZPsbGJ99NhoSGYmSddR8LDNZ+H3zM1syAsVH2Q8eR5rKztGD5+NlFRb3n75jVm5jmZNmEolrkTj/+Y6GjWLJtPvz/HUeyHxBnqHPM48/jhXXZsWv1dBJEUOpnbLft79p8MIr18+RJfX1/mz5+v6mp24sQJ1eeFChVi0aJFhISEaGyNpKenR3x8fIrlyXl5edGtWzf27NnDqlWrVF2PUqOrq6txvZ07d8bT05M5c+YQGxtLo0aN0vzuD505c0bVwic0NJQ7d+7g6pr6ybNo0aLEx8cTGBio2j7JHT9+nAYNGtCmTRsg8cJ09+5d3NySLoyfup2+lKurK3FxcVy+fJnixRP7fN+7d4+wsLAvWu/x48cpW7YsPXr0UC1L3pJGUx2LFSvG2rVrVYNK/5vvnTNnDnXq1AHgyZMnBAcHq6UpW7Ys9vb2rF27lt27d9O0aVPVk6b3A6T7+flpHH8rre/u0KEDDRsmTvUZGRmpNiD4p2zrYsWKERAQQNasWT+5xZy+vn6KAFfEFz4V1M2aFdc89py9eosqPyQFb89du0XF4gW/aN0A+nq6WJqbEhcXz6FzPlQvXSztTJkhIZ74gCdkdXIl9m5SP/jE958+I0mW3HYkRH5wQ6erpzbQNgDvnlqTeiOnDGdomA1Dw6QbXqVSiYlZTm5eOYNj3sTzXFxsLLdvXKRJu15f9F0x0VEoknVH1tHRQanlGS2/B7q6uhRwzsclHx/Kl00a7+qSjw9lS2key8HN1YUz586rLbt42YcCzs5kzZoVBzs7Fsyarvb5khUrefPmrWpQX0g8pmbNW8jJ02eYNG4M1hoG385ohkZGGH4wm6tSqcTUzJyrly+QN19iq+HY2FhuXL9C25+7pbqeAq4eXPG5QP2GzVTLrlw+j4tbyu4dh/fvxtjElOIlS6f4LCMYGRmpzVirVCoxMzPH59Il8uVL7DIdGxvLjWtXaf9zl1TX4+rqjs/lSzRo2ES17PKli7i6f7wLi1KZ9sysSqUy3WdvTb3eF8mXL3EohdjYWK5fu0r7n1Ofdj6x3hdVLYggsd5u7knjPCmVSubPncXp0ycZN34SVlbWauvQ1dUlfwEXnj5Vn2302bNn5LLMuOM+I37fqfpgHxYtXDjFOWDS9JnY29nSvHGjdA8gwcf3d1614/wK7T5ynLu4unPl8kW149zn0gXVcV6oSDFmzFmklmfG1L+xs7OnUdMWKQJI/s+fMWb8ZIyNM7a7pia6ullxyefEuSs3qFQqaeym81dvUuGHIun6XUpl4tiWmcXQKBuGRur3KKZmFly7fJ48787dcbGx+F73oVWHX1JdT35XD65dPk9dr6SJda5ePk8Bt5T3swYGhhgYGBIZGcHVS+do9XPi3zFx8XHEx8WlaNGko5NF1QpRiPTynxzp6f2MWQsWLODevXscOnRIrRVEy5YtsbKywsvLi5MnT/LgwQM2btzI6dOJT+CdnJx4+PAhPj4+BAcHpxjL5b1s2bLRoEEDhg4diq+vL61affzJlZOTEwcPHiQgIEDtaZKbmxulS5dm4MCBtGzZ8rNbSo0aNYqDBw9y/fp1OnToQM6cOfHy8ko1fYECBWjdujXt2rVj06ZNPHz4kPPnzzNhwgR27doFJHZh2r9/P6dOncLX15du3boREKDel9fJyYmzZ8/y6NEjtS6D6c3V1ZXq1avTtWtXzp07x+XLl+natWuKFlafy9nZmQsXLrB3717u3LnD0KFDVQOgv+fk5MTVq1e5ffs2wcHBxMbG0rp1a3LmzEmDBg04fvw4Dx8+5OjRo/z+++88ffr0k753+fLl+Pr6cvbsWVq3bp1inysUClq1asW8efPYv3+/KpgHiQNk9u/fnz59+rB06VLu37/P5cuXmT17NkuXLk3zuzdt2oSPjw9XrlyhVatWavvtU7Z19erVKVOmDF5eXuzdu5dHjx5x6tQphgwZkmKmwYzWqm5Vth4+xbbDp3n4LIApyzYSEBxC4+qJwdFZq7cyfM4ytTy3Hz3l9qOnvI2KJvRVJLcfPeXB06SxdK7fe8Shcz48fRHM5Vv3+G38bBKUStrVr56pdfuY6POH0CtcFr2CpdGxyI1B1UboGJsT7ZPYusug4k8Y1U0KauuXqIxu/kLomOVCJ6cVBhV/Qs+lKDGXjqnSxN27jn7R8ui6FUfHxIKsTq4YVKhH7L1rKYNLWqRQKKherxU7Nyzm0plDPH18j8Uzh6Onb0CpiknjuiyaPpSNy2eq3sfFxuL38DZ+D28TFxdL6MtA/B7e5oV/0qDyhX+oyM4N/3DlwnGCA59z6cwh9m1bQdHSVTK1jl8iSzYjjAu7Ylw4McBmlMcO48KuGNhbp5FT+xp7NWD3vgPs2XeAx0+eMHfhPwQGBVOvTmLLsH+WLGfC5Gmq9PVq/0hgYBDzFi7m8ZMn7Nl3gD37D9C0UQMg8SFAHidHtVe2bNkwMjIkj5OjqgXszLnzOXjkCIP/1xcjI0NCQkMJCQ1N9dqfGRQKBfUaNGXjupWcPXUMv0cPmDV1HPr6+lSolHQumjH5L1YsWaB6X/enJly5dIHN61fx9MljNq9fxVWfi9Rr0FRt/QkJCRzav5vK1X4kSxbtPE9UKBT85NWIDetWcfrUCR4/esj0KRPR1zegYuWksQOnThrPUu+kP5brN2jE5UsX2Lh+DU+f+LFx/Rqu+FzipwZJD+CWLfmHG9ev8eJFAI8ePmD50sVcv3aFSpWrARAV9ZZlS/7h1q2bBL54wf17d5k5bTIvg4MoX+HzHs78u3o3ZP261ap6T5vyN/r6+lT6oN5TJk1gqfc/qvc/NWjI5UsX2bB+DU+e+LFBQ73nzpnJkcMH6T9gMIaGRoSGhBAaEqJ2LDdq3JQTx4+yd88unj9/xo7tWzh39jR16v2UofVO7983wOp1G7h42Qf/gAD8njxlw+at7D90hGpVKgOofusfvgz09THOkSPTxjxTKBTUT3acz5gyET19Ayq+Ox4h8ThfpvE4X/3uOF/NFZ9L1G/Q+F3djHB0yqP2MjAwIIexsWoMrPj4eCaMHcm9u3fo+78/SIhPUB0T6R0sTUuL+jXZfvAYOw4e49HT50z3Xs2L4Jd41Uy8vs5dsZ5RMxaq5bnz0I87D/14GxVNWMQr7jz04+GTZ6rPl23awbkrN3gWEMijp/6s3raX3UdPUatiGbRFoVBQu0EztqxfxrlTR3ny6AFzpv2Fvr4+5SolDUMxe/JoVi9JGgKl9k/NuHr5PFs3rODZk8ds3bCC6z7nqd3ggwcCF8/ic/EMgQHPuXr5HKMH/4a1rQOVq9cFwMgoG26eRVm5eDY3rl4iMOA5Rw7s5Nih3fxQJmPPa+L7859siaSjo8OaNWvo1asXnp6euLi4MGPGDCpXrgwk3lju27ePfv36UadOHeLi4nB3d2f27NlA4qDcmzZtokqVKoSFhalmS9OkdevW1K1bl4oVK6Y63s97kydPpm/fvixcuBBbW1u1FiCdOnXi1KlTac5ipsn48eP5/fffuXv3LoULF2bbtm1p9o/29vZmzJgx9OvXj2fPnmFhYUGZMmVUrWOGDh3Kw4cPqVWrFkZGRnTt2hUvLy/Cw5NaLvTv35/27dvj7u7O27dvefjw38+IlZZly5bRqVMnKlasiJWVFePGjePGjRupDtT9Kbp3746Pjw/NmzdHoVDQsmVLevTowe7dSdOEd+nShSNHjlCiRAkiIyM5fPgwlStX5tixYwwcOJBGjRrx6tUrbG1tqVat2ie1TFq8eDFdu3alaNGiODg4MHbsWLVBzN9r3bo1Y8eOxdHRkXLlyql9Nnr0aCwtLRk3bhwPHjzA1NSUYsWK8ccff3z0u6dOnUrHjh0pW7YsOXPmZODAgUREqA9Cnda2VigU7Nq1iz///JOOHTsSFBSElZUVFStWJHfuzH2CX7NMccJfvWbRpt0Eh0WQz96aaQN7YJ0rsYVhcFgEAcHqzcHbDB6v+r/vwyfsPXkB65zmbJs5CoDomFjmrdvBs8BgDPX1KVfUg1E92pEjmxFfi9hbl3hrmA2DcrVRZDMmPtifyPVzUEYkBqd1shujY/xBK0udrBhUaYhOdhOUcbEkvEsf9yBpVp+oU3tQosSgQr3EdG8jib13nahj2zO7emmq3bA9sTFRrFgwnteREeTN70nf4XPUWiyFBAWg+GBGjLDQIEb2bal6v3frcvZuXY6LR3EGjEm8cW3VZQBbVs1hxYJxvAoPxdQsF5VqNuanZikHi/9amRT3pMzB5ar37pMSzwlPlm3iaqfB2irWJ6lcsTwRryJYsWYtISGhODk68NeIoeS2tATgZWgIgUFBqvTWVrkZM2Io8xYtZtvOXVhYmNOja2cqlCv7Wd/7forx/oOHqC3v3/s3alWvpilLpvBq0pKYmGgWzJnK68hI8ru4MWz0JLUWS8FBgWrHuau7J30HDmPV8n9Ys+IfclvZ0HfgCAq4qs9KdtXnIsFBL6hWs06m1UeTRk2aEx0dzbzZM4iMfEUBFzdGjhmv1pIjKChQrYWgm7sH/xs0hBXLvFm5fAlW1jb8b9AQXFyTWkqHhYUyddJ4QkJCyJYtG0558jB81DjV7GY6Oll4+vQJh/7aR0R4BMbGxjgXKMD4v6fi4OiU4fVu3KQ5MdExzJ098129XRmlsd5JD8rc3D0YMOhPli9bwsrlS7GytmbAoD/V6r17Z+L5+o+B6vcUv/fpT/UaicGaMmXL06Pn76xft5oF82Zja2fH4D+H4+HhSUbKiN93VHQ0M+bMJ/jlS/T19LC3s2VQvz5Urvh1zajZqEkLYqJjmD97+gfH+QS1/R0cFIhOsv3df9AQVi7zZpXqOB+qtr/TEhwcxLkzpwDo3VP9OjZm/GQKFiryZRX7DNXLlSL81WsWr9/Gy9Bw8jrYMumPPlhbJrYIfRkazotg9e5cHfoPV/3/1v1H7Dt+BqtcFmyalzhI+tuoaCYtWEZgSCj6eno42lox/PcuVC+n3ZnIfmrcmpjoaBbPnczryFc4u7jzx6hpai2WgoNeqP2+XdwK0mvASNatWMC6FQvJbWXL7wNHkf+DrnJv3kSyeuk8QoKDyJ7DmJJlK9GiXTe1lnm/DxzJ6qXzmDVpJJGREeSytKJF227UqO2VKXXXOg2TW4mMoVCmx6hm4ov99ddfrFmzRjWYtPi4p0+fYm9vz4EDB6hWTXs3+d+DjNrWEZe+rlm/MkvC/q3aLoJWXK8/QdtF0Irwwl9JN8hMVvDmFm0XQSsiFOk3IPO3RFeRua0avhYKbfXz1TKDhNfaLoJWvNH59+MtfstyvfVLO9F/kJ9+gbQT/QcVzZ+5YwKmp4hpfdNOpAXGvadouwjp7j/ZEulbEhkZia+vLzNnzmT06MwZ3PJbdOjQISIjIylYsCD+/v4MGDAAJycnKlasqO2i/efIthZCCCGEEEIIoYm0+dKynj17Ur58eSpVqpSiK1v37t3Jnj27xlf37t1TWeN/U2xsLH/88QceHh40bNiQXLlyceTIEXR1dVm5cmWq28nD4+MDbWaE1MqSPXt2jh//shnJMsPHtrUQQgghhBBCiO+XdGf7igUGBqYYr+Y9Y2NjLN/1I//evXr1ihcvXmj8TFdXF0fHzBk88b179+6l+pmtre1nD5z+XyXd2b4v0p3t+yLd2b4v0p3t+yLd2b4v0p3t+yLd2dKfdGcTmcrS0lICRZ8gR44c5Mjx9VzYnZ2dtV0EIYQQQgghhBAi3Ul3NiGEEEIIIYQQQgiRJmmJJIQQQgghhBBCiG+WQqHQdhG+G9ISSQghhBBCCCGEEEKkSYJIQgghhBBCCCGEECJN0p1NCCGEEEIIIYQQ3y4daR+TWWRLCyGEEEIIIYQQQog0SRBJCCGEEEIIIYQQQqRJurMJIYQQQgghhBDim6XQkdnZMou0RBJCCCGEEEIIIYQQaZIgkhBCCCGEEEIIIYRIkwSRhBBCCCGEEEIIIUSaJIgkhBBCCCGEEEIIIdIkQSQhhBBCCCGEEEIIkSaZnU0IIYQQQgghhBDfLoW0j8kssqWFEEIIIYQQQgghRJokiCSEEEIIIYQQQggh0iTd2YQQQgghhBBCCPHt0lFouwTfDWmJJIQQQgghhBBCCCHSJEEkIYQQQgghhBBCCJEm6c4mhBBCCCGEEEKIb5ZCZmfLNLKlhRBCCCGEEEIIIUSaJIgkhBBCCCGEEEIIIdIkQSQhhBBCCCGEEEIIkSYZE0kIoRUXm/fXdhG0wnX7Um0XQStsdf21XQStcLi5RdtF0Ipr7l7aLoJWuN/aqe0iaEWWhFhtF0ErwrDQdhG0IkHn+3wGnfPtE20XQSv03oRquwhaYWYQou0iaElObRdAfAO+z6uAEEIIIYQQQgghhPgs0hJJCCGEEEIIIYQQ3y4dhbZL8N2QlkhCCCGEEEIIIYQQIk0SRBJCCCGEEEIIIYQQaZLubEIIIYQQQgghhPhmKb7TQf+1Qba0EEIIIYQQQgghhEiTBJGEEEIIIYQQQgghRJqkO5sQQgghhBBCCCG+XQqZnS2zSEskIYQQQgghhBBCCJEmCSIJIYQQQgghhBBCiDRJEEkIIYQQQgghhBBCpEmCSEIIIYQQQgghhBAiTRJEEkIIIYQQQgghhBBpktnZhBBCCCGEEEII8e3SkfYxmUW2tBBCCCGEEEIIIYRIkwSRhBBCCCGEEEIIIUSapDubEEIIIYQQQgghvl0KhbZL8N2QlkhCCCGEEEIIIYQQIk0SRBJCCCGEEEIIIYQQaZLubEIIIYQQQgghhPhmKWR2tkwjW1oIIYQQQgghhBBCpEmCSEIIIYQQQgghhBAiTRJEEkIIIYQQQgghhBBpkiCSEEIIIYQQQgghhEiTBJH+4xQKBVu2bPnk9E5OTkybNi3DyqPJkSNHUCgUhIWFZer3fqhy5cr07t1ba9//LXj06BEKhQIfHx9tF0UIIYQQQgghhBbI7Gz/ESNGjGDLli0p/sD39/fHzMzsk9dz/vx5smXLpnqvUCjYvHkzXl5e6VRS7Tpy5AhVqlQhNDQUU1NT1fJNmzahq6urvYKJf82mVTMcOndAzzInb+7e5+5fEwm/cDnV9Latm2PbtgUGtjZEPw/g0dyFvNiyQ2Nay7o/4jFtAkH7D3G9R5+MqsIn2bJrL2s2b+dlaBh5HOzo2ak9hTzcUk3vc/0mcxYv46HfU3Kam9Gi4U80qF1D9fnvf47kyvWbKfKVLl6U8cMGAeC9ej1L12xQ+9zM1ITNSxekU63Stn3HDjZs3ERISAiOjg5079oVT0/PVNNfvXaNBQsX8vixHxYW5jRt3IS6deuoPn/0+DHLl6/g7r17BAYG0q1rFxomO7+16/AzgYGBKdZdr25dev7aI93q9jHbdu5i/aYtvAwJxcnBnl+6dKKgp0eq6a9cu878RYt55PcEC3NzmjVuSP06P2pMe/joccb+PZmypUsycsgfquWr123gxOkzPHn6FH09fdzdXOjcoT32drbpXr/0Zl6+BHn7dcKkmCcGNpZcaNyDF9sOartYqUrv4xrgxImTLFu+HH9/f6ytrWnfvh3lypZVfR4fH8/yFSs5fOQIoaGhmJubUaN6dVq2aIHOBzPa+Pn58Y+3N9euXUepVOLo4MAfgwdhaWmZ7tvhez3OlUol61d5c2DvNiIjX5G/gDudf+mLvWOej+Y7c/IIa1Ys4oX/c3Jb29CybVdKla2o+jw+Po51q7w5fmQ/YaEvMTOzoHL12jRu3l61j8NCQ1ixZC5XL5/n9etI3DwK06lbb6xt7TO0zpBY7zUrl7F3z05eR76igIsb3Xr0wsHR6aP5Tp04xsrl3gT4+2NlbU2b9p0oU7a8xrQb1q5i+dJ/qN+gEZ27/apafvrkcfbs3sH9e3d4FRHB1JnzyZvPOT2r98k27TnIqq27E6/n9rb0+rkVRdxdNKYNDg1j1pI13HrwiKf+L2hSpzq9O7ZWS7Nt/xF2Hz3FQ7+nALjkdaJb6ya458+b4XX5HOsPnGT5zsMEh0eQ19aKfm28KOqiuYyHzl9lw8FT3PF7RmxsHHntrOjasBZlCrmq0mw+fJqdJy5w/2kAAG557OjRtA6e+RwzpT6p2b5jJ+s3bSIkJBRHBwe6d+3y0fPa1WvXmL/wHx77+WFhbk7TJo2pV6e26vNHjx+zbMVK7t27z4vAQLp16UwjrwZq63jz5g1LV6zk1KnThIWHky9vXn7p1gWXAgUyrJ5fJYW0j8kssqX/46ysrNDX1//k9Lly5cLIyCgDS5QxYmJivii/ubk5OXLkSKfSiMxiWacW+f8cwOO5C7nQoDlhFy5RaNEc9K2tNKa3adWUvP178WjGPM7VacTDGXMpMPwPLKpWSpFW38aafIP6Enb+YkZXI02Hjp9i1j9LadO0IYumjqeguysDRo3jRVCwxvT+LwIZNCox3aKp42ndxIuZi7w5euqsKs3oQf3YuGS+6uU9cxI6OjpUKldabV1ODnbq6WZMytC6fujo0WPMX7CQFs2bM3vmDDw9PBkybLjGAA9AQEAAQ4cNx9PDk9kzZ9C8WXPmzp/PiRMnVWmio6Oxsrai488dUg2wz5g+jVUrlqteY/8aA0CFCpr/aElvR46dYO7CxbRs1pS5M6bg6eHOHyNGExgYpDG9f8ALhowYjaeHO3NnTKFlsybMWbCI4ydPpUj7IjCQBYuXUNDDPcVnV6/f4Ke6tZkxaSLjR48gPj6BQUNH8DYqKt3rmN6yZDMi4uptbvw+SttFSVNGHNc3fX0ZO348VatWZc7sWVStWpWx48Zz69YtVZp169eza/duevzSnQXz59GpY0c2bNzEtm3bVWme+/vT738DsLezZ+KE8cyZNZOWLVugp6eX7tvhez7Ot25cxY4ta+nUvQ/jpyzE1Myc0UP78PbNm1Tz3Pa9ztQJI6hUpRaTZnpTqUotpk4Yxt3bN1RptmxYxf7dW+nUvTfT5q6gzc+/sG3TanZv3wgkBnEmjvmDwAB/BgwZx8Tpi8llacWoIX2Iinqb4fXetGENWzdvoNsvvzFp2hxMzcwY9ucA3nyk3rd8b/D3+NFUqVqD6bMXUKVqDf4eN4rbt3xTpL175xZ79+zEKU/KwERUVBRu7h6069A5Xev0uQ6cPMt071W0a1wf70mjKORWgP5/TSEg6KXG9LGxsZga56B94/o4O2kO9F26cYsa5UsxY+RA5o8dQu5cFvQZ9TdBL0MzsiqfZd+Zy0xesYWODaqzcnQ/irrkodffCwgI1lzGy7fvU8qzANP7d2H56L6UcHOmz5R/uPXoqSrNRd/71CpTjHl/9MB7eC9yW5jRc+J8AkPCMqlWKR05dpx5CxfRsnkz5syYjqenB0OGj/jo+X3I8JF4enowZ8Z0WjRvytz5Czh+Uv2+xdrKio4d2mOeyn3L1BkzuXT5MgP692Xe7JkUL1aUQX8OJThY83ElxJeSINJXZM+ePZQvXx5TU1MsLCyoV68e9+/fV33+9OlTWrRogbm5OdmyZaNEiRKcPXuWJUuWMHLkSK5cuYJCoUChULBkyRJAvTtbmTJlGDRokNp3BgUFoaury+HDhwH17mxOTk4ANGzYEIVCgZOTE48ePUJHR4cLFy6orWfmzJk4OjqiVCrTrOeuXbsoUKAAhoaGVKlShUePHql9PmLECIoUKaK2bNq0aaryAHTo0AEvLy/GjRuHjY0NBd5F2lesWEGJEiXIkSMHVlZWtGrVSnXifvToEVWqVAHAzMwMhUJBhw4dgJTd2UJDQ2nXrh1mZmYYGRlRu3Zt7t69q/p8yZIlmJqasnfvXtzc3MiePTs//vgj/v7+adYfEltElSxZkmzZsmFqakq5cuV4/Pix6vPt27dTvHhxDAwMyJs3LyNHjiQuLk71eVhYGF27diV37twYGBjg6enJjh1JrWk2btyIh4cH+vr6ODk5MXnyZLXvd3JyYuzYsXTs2JEcOXLg4ODAggXqrUvOnTtH0aJFMTAwoESJEly+rN66JzQ0lNatW5MrVy4MDQ3Jnz8/3t7en1T/9GLfsS3+Gzbjv34zb+4/5N5ffxMdEIBtq2Ya01s1qMfzNRsI3LWXqCfPCNy5B/8Nm3Ho8rN6Qh0d3CeP49H0ubx98lTjujLT+q07qVO9KvVqVsPR3o7fOnfAMqcFW3fv05h+2579WOay4LfOHXC0t6NezWrUrlaFtVuS/lg0zpEdCzNT1euCz1UM9PWpnCyIlCVLFrV0pibGGVrXD23avJlaNWtS+8daODg40L1bV3LlysmOnbs0pt+5axeWlrno3q0rDg4O1P6xFjVr1GDDpk2qNC4FCtClUycqV6qUautDUxMTzM3NVa9z585jbW1NoYIFM6SeyW3cspUfa1SnTq0aONrb06NrZ3LlzMn2XXs0pt+xew+5cuWiR9fOONrbU6dWDWpVr8b6TVvV0sXHxzNu0lTatW6BlVXuFOsZN2o4tapXw8nRgXx589C/928EBgVx9979FGm/NkF7j3Fn+DQCtuzXdlHSlBHH9ZYtWylWtCgtmjfD3t6eFs2bUaRIYTZvTToGfH1vUbp0KUqVLIlV7txUKF+eYkWLcueDa9vSpcv4oUQJOnfqiHO+fFhbW1OqZEm1lrvp5Xs9zpVKJTu3rqNR83aUKlsJB6e89Oz7J9HR0Zw4mvrxu3PbegoVLUHDZm2xtXekYbO2eBYuzs6t61Vp7ty6TolS5Sn+Q1ksc1tTpnwVChctyf17icFE/+dPuHv7Bl169MO5gBu2dg50/qUvUVFvOXn0QIbXe/uWTTRt0Yoy5Srg6JSH3v0GEhMdxbEjqbca3LZlE0WKFqdJ81bY2TvQpHkrChUpxvatG9XSvX37likTx/Jrr75kz57yoWCVajVo0aodhYsWT/e6fY612/dSr2pFfqpeCSc7G3p3bI2lhTmb9x7SmN7aMhe9O7WmduVyZDcy1JhmRO/uNPqxGgXyOOJoZ8PA7j+ToFRy4VrK1sbasnL3URpUKoVX5dLksc1NvzYNyW1hyoaDJzWm79emIe3rVcUjrwMOVrn4tVldHKxycvxyUtB0TI82NK1eDhdHW5xscjOkUzOUCUrO3byrcZ2ZYdPmLdSqWYPatWrh4GDPL127kCtnTnbs2q0x/Y5de7DMlYtfunbBwcGe2rVqUbNGdTZu2qxKk3jf0pHKlSpqvG+Jjo7mxMlTdP75Zwp6emJrY0Pb1q2wyp2bHbs0X1eE+FISRPqKvH79mr59+3L+/HkOHjyIjo4ODRs2JCEhgcjISCpVqsTz58/Ztm0bV65cYcCAASQkJNC8eXP69euHh4cH/v7++Pv707x58xTrb926NatXr1YL9Kxdu5bcuXNTqVLKlhjnz58HwNvbG39/f86fP4+TkxPVq1dPESzw9vamQ4cOKBSKj9bxyZMnNGrUiDp16uDj40Pnzp1TBLY+1cGDB/H19WX//v2qAEpMTAyjR4/mypUrbNmyhYcPH6oCRfb29mzcmHjTcfv2bfz9/Zk+fbrGdXfo0IELFy6wbds2Tp8+jVKppE6dOsTGxqrSvHnzhkmTJrF8+XKOHTuGn58f/fv3T7PccXFxeHl5UalSJa5evcrp06fp2rWratvt3buXNm3a0KtXL27evMn8+fNZsmQJf/31FwAJCQnUrl2bU6dOsWLFCm7evMn48ePJkiULABcvXqRZs2a0aNGCa9euMWLECIYOHaoKLL43efJkVXCoR48e/PLLL6qn1q9fv6ZevXq4uLhw8eJFRowYkaJuQ4cO5ebNm+zevRtfX1/mzp1Lzpw506x/elHoZiW7hxshJ06rLQ85cRqTYoU15tHR0yMhWr3VWkJUNMaFPFFkTerd69SzG7Ehofhv2Jx8FZkuNjaO2/cf8EORQmrLfyhSmBu37mjMc+PWHX4oor4NShYtzO17D9SCkR/adeAwVSuUxdDAQG35s+cBNO7QnRZdejLy72k8D3jxBbX5dLGxsdy9d49ixYqqLS9WtBi+vimfQEPiH8nFihZTW1a8eDHu3r2bar0/pRyHDh+mVs0aaZ7f0kNsbCx37t2neNEiasuLFy3CjQ9alXzI99btFOlLFCvKnXv31Oq9Ys06TI2NqV2zBp/i9evE1gE5smf/9AqIj8qo49r31q0U6yxerBi+N5PW6eHhjo/PFZ4+fQbAgwcPuHHzJj/8UAJIvLacO38eW1tb/hgylOYtW/F77z6cOqV+jk0P3/NxHvjCn7DQEAoX/UG1TFdXD3fPItz2vZ5qvju3rqvlAShSrKRaHlf3Qly/cpHnz/wAePTgHrduXqVYiTIAqnsY3Q9almXJkoWsWbPie/Pql1fuI14E+BMaGkLRYiVUy3R19fAoWJhbvjdSzXf71k2KfJAHoGixEty6qZ5n/pzpFC9ZmiJaDhJ9TOL1/BEli6h3XS1Z2JPrt++l2/dExUQTFx+PcfZsaSfOBLFxcdx69JTSBdW7VpX2dOHq3UeftI6EhAReR0VjnD313hJR0THExcdjkk07PSren9+LF01+Li7KzdTO77duUTzZubtEsWLcuXvvk+9b4uPjSUhISNFiVF9fjxs3v55AYqbQUXydr/8gGRPpK9K4cWO19//88w+WlpbcvHmTU6dOERQUxPnz5zE3NwfA2TmpL3f27NnJmjUrVlaau/EANG/enD59+nDixAkqVKgAwKpVq2jVqpXaeAjv5cqVCwBTU1O19Xbu3Jnu3bszZcoU9PX1uXLlCj4+Pmz64KloaubOnUvevHmZOnUqCoUCFxcXrl27xoQJE9LMm1y2bNlYtGiR2kmzY8eOqv/nzZuXGTNmULJkSSIjI8mePbtq21laWqb6ZPXu3bts27aNkydPUvbdeBIrV67E3t6eLVu20LRpUyDxYjFv3jzy5csHQM+ePRk1Ku2uFBEREYSHh1OvXj1VXje3pLFt/vrrLwYNGkT79u1V9Rg9ejQDBgxg+PDhHDhwgHPnzuHr66tqgZU3b1LT7SlTplCtWjWGDh0KQIECBbh58yZ///23KqAGUKdOHXr0SBzfZeDAgUydOpUjR47g6urKypUriY+PZ/HixRgZGeHh4cHTp0/55ZdfVPn9/PwoWrQoJUok3tx92FIsM+iamaGTNSsxyZrqxga/RC+VYFbI8VNYN21I0P5DRN7wJYenO9ZNvNDR00XXzJSYoGBMihXBumlDLvykuTVTZguPiCAhIQEzUxO15WamJoSEhmnMExIWrjF9fHw84RGvsDBXbw7te+ceDx8/YUDP7mrL3Qs4M7j3r9jbWBMSFsby9Zv5deBQlsycjIlxxnb/jFDV21S9HmamhIRqbv4eGhqKmVmy9Kam7+odgcW73//nOH36DJGRkdSoXv2z8/4b4RGvEuudvB5mJoRe0lzvkNAwSpgl299m6vW+ftOXPfsOMG/G1E8qh1KpZN6ixXi6u5HHSbvjS/yXZNRxHRoaipmpWbI0ZoR+sM5mTZvy+vUbunTrho6ODgkJCbRv144qlSsDiS1c3759y7r162nfri2dfu7AhYsXGf3XX0wYPy5dW+J9z8d5WGjiNcvEVP18ZGJqRnBgwEfyhWjIY05YaIjqvVeT1rx5HUnv7m1U+7hl2y6Ur5R4/rK1cySXpRWrls6na8//oa9vwI4tawkLDSEsJGO7vbw/Fk2SHaempmYEBqb+cCIsNARTDXk+PLaPHT3Eg3v3mDR9TjqWOP2FvXpFfEIC5sla9JqZGvMyLDzdvmfeivXkMjejRKGU3Tm1IezV68R6J7tvMDfJQXD4q09ax4rdR4iKjqFGySKpppm1die5zEwo6aGdcYDen9+T/31hampKaCr3a8nHaH2f/nPuW4yMjHBzdWXVmjU42NthamrKkaPHuHX7DrY2Nv+yNkJ8nASRviL3799n6NChnDlzhuDgYBISEoDEP9Z9fHwoWrSoKgjyb+TKlYsaNWqwcuVKKlSowMOHDzl9+jRz5879rPV4eXnRs2dPNm/eTIsWLVi8eDFVqlT5pCCCr68vpUuXVnuiX6ZMmc+tCgAFCxZMEXW/fPkyI0aMwMfHh5CQELVt6O7+aRdTX19fsmbNSqlSpVTLLCwscHFxUXtSbGRkpAoCAVhbW6fa5/lD5ubmdOjQgVq1alGjRg2qV69Os2bNsLa2BhJbEp0/f17V8ggSnzJERUXx5s0bfHx8sLOzUwWQNJW/QQP1AffKlSvHtGnTiI+PV7VYKlQoqWWLQqHAyspKVX5fX18KFy6sNj5W8v30yy+/0LhxYy5dukTNmjXx8vJSBd2Si46OJjo6Wm1ZjDIBvfQYAC95F0qFItVulY9mL0AvV06Kr18OCgWxwSH4b9qGY9efUcYnkCWbEW6TxnL7z5HEpnLB15bkrWCUSiV8pGVM8o+UKDV/AOw6cIg8jva4FVAfZLRU8aSnY3lxwMO1AK269WLv4aM0a1DvM2vwL2mo98dbBCVPr2npp9uzbx8/lCiBhYXFv1zDv5O8vIm7+yP7O0W9EyuuUCh48+YtEyZPpc9vPTD5xO6IM+ct4OGjR0ydOO6zyi0+UUYc15p+8x+s8+ixYxw6fJiBA/6Ho4Mj9x88YP6CBVhYmFOjenXVMVOmdGkaNWwIQL58+bjp68vOXbsypDvn93CcHz+8j/mzk8aSGzw88aFZimqmcU5PzJN8J6sfN6eOHeT4kf383n8Ydo55ePTgLksWzsTMIieVq9Uma9as9PtjDHOnj+fnFnXQ0clCwSLFKVq8NOntyOEDzJ2ZFMwbOnKsxjqkfexryINStamCggJZNH82I8dMzJCxuzKCxv2YTuteuWUX+0+cZdbIQeh/Zdvj3+x7gD2nL7Fg0z4m9+mIuYnmB1hLdxxi75lLzP/jV/T1tDtRjub7tU9Pz7v7teTnu48Z0L8vU6ZNp1W7Dujo6ODsnI8qlSpx7/7X3x1dfJskiPQVqV+/Pvb29ixcuBAbGxsSEhLw9PQkJiYGQ0PN/aA/V+vWrfn999+ZOXMmq1atwsPDg8KFNXf9SY2enh5t27bF29ubRo0asWrVKtU4Smn5lDGTdHR0UqT7sBvZex/OIgeJXbBq1qxJzZo1WbFiBbly5cLPz49atWp91sDbqZUx+cUueb9kxUeCF8l5e3vTq1cv9uzZw9q1axkyZAj79++ndOnSJCQkMHLkSBo1apQin4GBQZrHgqaLsqZyaSr/+6Dbp9Sjdu3aPH78mJ07d3LgwAGqVavGr7/+yqRJKQdeHjduHCNHjlRb1s7Mkg4WqbecS0tsaCgJcXHo5VJvdaRrYU7sS81PVBOio7k1eDi3h45GL6c50YHB2LRoTFxkJLGhoWR3LYChvS0F589Q5VG8a6VXyfciZ2s1IMovc8dIMjE2RkdHJ0Wro7DwCMyTtTZ6z9zUhJBQ9aeaYWERZMmSBZMc6l02oqKjOXT8FD+nMo7UhwwNDMjr6MDT56k/LU8vxu/qHZqsdUZYWHiKVhzvmZmZpUwfHkaWLFkwNv78sZxevAjEx8eHoX/+kXbidGJinEPz/g4LT7X1pLmZqcb0WbJkwThHDh75+RHwIpCho5IC0+9/47V+aoT3/NnYvAtiA8yat4AzZ88xefxYcmViF9XvQUYd1xrThIWprXPRP4tp1rQpld91X8+Tx4nAwEDWrltPjerVMTY2JkuWLDg4OKitx8Henhs30rdLxPd0nJcoVR5nl6SHWHHv7mfCQkMwM0/63vDwMExNU39QaGpmrmrFlJQnVK1lz3LvuXg1aU25dy2PHJ3yERz4gs3rV1C5WuJsT/mcXZg005vXryOJi4vFxMSMwX27ki+/K+mpZKmyuLgktbKO/aDe5uZJQfnEepumuh5TM3NCP2htBRAeFqZqnXT/7h3Cw8Lo2yupJW1CQgI3rl9l5/YtbNi6R/XwTNtMc+Qgi45OilZHoeGvUr2ef45VW3ezbON2pg0fkOog3NpgmiNbYr3DI9SWh0ZEYmH88W6k+85cZvSitUz4rT2lPDU/PF2+8zDe2w8wZ+Av5HfQXsub1M7v4eGfeX5/f177jBbfNtbWTJownqioKF6/eYOFuTl/jZ+AVe6U48L9lylkdrZMI1v6K/Hy5Ut8fX0ZMmQI1apVw83NTe2kUqhQIVXrGk309PSIj49P83u8vLyIiopiz549rFq1ijZt2nw0va6ursb1du7cmQMHDjBnzhxiY2M1Bjw0cXd358yZM2rLkr/PlSsXAQEBaoEMHx+fNNd969YtgoODGT9+PBUqVMDV1TVFy6D3T6k+tq3c3d2Ji4vj7NmkmaxevnzJnTt31LqdfamiRYsyePBgTp06haenJ6tWrQKgWLFi3L59G2dn5xQvHR0dChUqxNOnT7lzR/N4OO7u7pw4cUJt2alTpyhQoMAn30i5u7tz5coV3r5Nmq0l+X6CxH3VoUMHVqxYwbRp01IMzv3e4MGDCQ8PV3u1Mv+y6aKVsXFE3vDFPNlA0OblShN+6crH88bFER0QCAkJ5K77Iy8PHwOlkjf3H3KuTmMu/NRc9Qo+eISwM+e58FNzov0zPniSnK5uVlzy5eXCFfXxKi74XMXDVfMNlYdrAS74qKc/73MVF+e8ZM2q/uzg8InTxMTGUaNShTTLEhMby+Onz7BI1gUlI+jq6pLf2TnFgO6XL19O9Xfo5uaaIv2lS5fJnz9/inp/in3792NiYkLJkiU/O++/paurSwHnfFxKds675OODh6vmP/LcXF1SpL942YcCzs5kzZoVBzs7FsyazrwZU1WvMqV+oHBBT+bNmKr6A1qpVDJz7gJOnDrDxL9GY61hUGLxZTLquHZzdeXyZZ8Uadzck9YZHR2NTrKxGXR0dFC+e3igq6tLgQL5efpUPVD+7NlzLC2/7Hyd3Pd0nBsaGWFtY6d62Tk4YWpmztXL51VpYmNjuXndBxc3z1TXU8DVk6uX1Sc1uXL5vFqe6OgoFB/Zxx/Kli07JiZm+D97wv17t/mhVPrOPmlkZIS1ja3qZe/giJmZOT6XkmY8jY2N5ca1K7i6pT79uYurO1cuq8+S6nPpAq7uiXkKFSnGjDmLmDZrgerlnN+FSpWrMW3Wgq8mgATvr+dOnL+iPp7T+as38HRxTiXXp1m5ZRdLNmxj8tB+uDnn+aJ1pTfdrFlxdbLj7HX1+9az1+9QKL9Tqvn2nL7EyAWr+euXNpQvork3wbKdh1i0dT8z/9cV97zaDZy9P79fSn6+vuyDe2rnd1dXLiU7d1+8fJkC+Z3/1X2LgYEBFubmvHoVycVLlylTulTamYT4FySI9JUwMzPDwsKCBQsWcO/ePQ4dOkTfvn1Vn7ds2RIrKyu8vLw4efIkDx48YOPGjZw+nTjgpZOTEw8fPsTHx4fg4OAUXYfey5YtGw0aNGDo0KH4+vrSqlWrj5bLycmJgwcPEhAQoBbUcnNzo3Tp0gwcOJCWLVt+ckup7t27c//+ffr27cvt27dZtWpVigGfK1euTFBQEBMnTuT+/fvMnj2b3bs1z2rwIQcHB/T09Jg5cyYPHjxg27ZtjB49Wi2No6MjCoWCHTt2EBQURGRkZIr15M+fnwYNGtClSxdOnDjBlStXaNOmDba2tim6if0bDx8+ZPDgwZw+fZrHjx+zb98+tQDVsGHDWLZsGSNGjODGjRv4+vqqWisBVKpUiYoVK9K4cWP279/Pw4cP2b17N3v2JM5o069fPw4ePMjo0aO5c+cOS5cuZdasWZ806Pd778fJ6tSpEzdv3mTXrl0pWhgNGzaMrVu3cu/ePW7cuMGOHTtS/SNIX18fY2NjtVd6dGV7sng51k0bYdXEC6N8eXD+oz/61tY8W504W03efr1wmzhGld7QyZHcP9XF0NGBHIU8cZ86gWz5nXkweSYACTExvL57T+0V9+oVca9f8/ruPZSx/25w5i/VtEFddu4/xK4Dh3n85CmzFi3lRXAwP/2YOHDsgmWrGDt1lir9Tz/W4EVQMLP/WcbjJ0/ZdeAwuw4corlX/RTr3nXgMOVLldA4xtEc7+X4XL+J/4tAbt6+y/AJU3jz5i21qqYciD8jNGrYkD1797F33z78/PyYv2ABgUFB1K1TB4DF3kv4e1LSzIN169ThRWAg8xcsxM/Pj737EvM2+SDIHRsby/3797l//z5xcXEEv3zJ/fv3ef78udp3JyQksH//fmpUr5bpf4Q09mrA7n0H2LPvAI+fPGHuwn8IDAqmXp1aAPyzZDkTJk9Tpa9X+0cCA4OYt3Axj588Yc++A+zZf4CmjRLPV3p6euRxclR7ZcuWDSMjQ/I4OapaJc6cO5+DR44w+H99MTIyJCQ0lJDQ0FSvJ1+TLNmMMC7sinHhxACEUR47jAu7YmBvnUbOzJcRx7VXg5+4eOkS69av58mTJ6xbv57LPj40/OCaVapUSdasWcvZc+cIePGCk6dOsXnzZsqWTeqq3KRxY44dP87uPXsSJ/LYvp0zZ89Sr17ddN8O3+txrlAoqNugGZvWr+DsqWP4PXrA7Glj0dfXp3ylpMHAZ04ew8ol81Tv6/7UhCuXz7Nlw0qePXnMlg0rueZzgboNmqrSFC9Zlk1rl3Px/CkCX/hz9tQxtm9ZS8kyFVVpTp84zI2rl3kR8JzzZ44zemhfSpauQOFiGRssVygU1PdqxIZ1qzh96gSPHz1kxpSJ6OkbULFyNVW6qZPGs8x7kep9/QaNuHzpAhvXr+bpEz82rl/NFZ9L1G+QOI6okZERjk551F4GBgbkMDbG0SkpmPLqVQQP7t/jiV/iTLjPnj7hwf17hKbycDajNK9fi+0Hj7Lj4DEePX3OdO9VvAh+ScOaibMHz12xntEz1B/I3Xn4mDsPH/MmKpqwiFfcefiYh0+eqT5fuWUXC1dvYnCPjljnysnL0DBehobx5m1UptbtY1rXrsSWI2fZevQsD5+9YPKKLQS8DKVxtcRhEGat3cGweatU6fecvsTw+avo3aoBns6OBIdFEBwWQeSbpIebS3ccYu6G3Qzr0hzrnOaqNG+itHfNatTQiz379rN33378/J4wb8HCd+f3xJaAi5csZeLkKar09er8mHh+X7gIP78n7H2Xt3Gjhqo0ifctD7h//wGxcXG8fPmS+/cf8OyD+5YLFy9x/sJFAgICuHj5MgMG/4GdrS01a2TOeI7i+yPd2b4SOjo6rFmzhl69euHp6YmLiwszZsyg8rsBL/X09Ni3bx/9+vWjTp06xMXF4e7uzuzZs4HEQbk3bdpElSpVCAsLU82Wpknr1q2pW7cuFStWTNFsPbnJkyfTt29fFi5ciK2tLY8ePVJ91qlTJ06dOqU2mHVaHBwc2LhxI3369GHOnDmULFlSNdX8e25ubsyZM4exY8cyevRoGjduTP/+/VNt5fJerly5WLJkCX/88QczZsygWLFiTJo0iZ9++kmVxtbWlpEjRzJo0CB+/vln2rVrlyKIBYndzX7//Xfq1atHTEwMFStWZNeuXalOCf45jIyMuHXrFkuXLuXly5dYW1vTs2dPunXrBkCtWrXYsWMHo0aNYuLEiejq6uLq6krnzp1V69i4cSP9+/enZcuWvH79GmdnZ8aPHw8ktmRat24dw4YNY/To0VhbWzNq1KhUjwdNsmfPzvbt2+nevTtFixbF3d2dCRMmqA3+rqenx+DBg3n06BGGhoZUqFCBNWvWfPH2+RyBu/aS1dQEp1+7om+Zi9d37nG1y69EP/dPLKNlTvRtkrrMKbLoYN+pHUZ5HFHGxRF65jwXm7cj6tnz1L7iq1C1QlkiXr1i6dqNhISEksfRngnDBmFlmTj4/cvQMF58MMC4dW5Lxg8bxOx/lrJl114szM34rfPPVCqr/kTqybPnXLt5i0kj/9T4vUHBLxk9aQbhryIwNTbG3SU/cyaOUX1vRqtUqSIRryJYuWo1oSEhODo5MnrkSHLnTmwVERIaQmBQkCq9lZUVo0eNZP6ChezYsQNzCwt+6daN8uXLqdK8DAnh1996qd5v3LiJjRs3UbBgQf6eMF61/LKPD4FBQdSsUTMTaqqucsXyRLyKYMWatYSEhOLk6MBfI4aS+11rkJfJ6m1tlZsxI4Yyb9Fitu3chYWFOT26dqZCOc1jlKXm/dTq/QcPUVvev/dv1KpeTVOWr4ZJcU/KHFyueu8+KbEL4pNlm7jaabC2iqVRRhzX7u7uDB40kKXLlrNs+Qqsra0YPGggrh+06unRvTvLlq9g9uw5hIWHY2FuTu3atWndqqUqTbmyZfmt56+sXbeeufPmY2dny9A//8DTI/WWIv/W93ycN2jcipjoaBbNnczryEicXdwYMmoKhh+MQxgc9EKtVZGLW0F6DxjOmhWLWLNiEVZWtvQZOJL8Lkn7plO3PqxZsYhFc6YQHh6KuXlOatRuQJMWHVRpQkNesnTRLMLCQjAzs6BS1R9p3KJ9ptS7UZMWxETHMH/2dCIjX1HAxY2RYyaojb8YHBSo1mLOzd2D/oOGsHKZN6uWL8HK2ob/DRqKi+vntQw/d+YUM6b+rXo/aULiA6YWrdrRsk3m1B+gerlSRLyKxHv9Vl6GhpPXwZZJf/TFyjKxpVzy6znAz/2Hq/5/+/4j9h8/g1UuCzbOSww2b9pzkNi4OIZMmq2Wr2OzBnRq3pCvQc3SRQmPfMOiLfsIDosgn5010/t3wTpnYhfO4LBXBLxMeli96dBp4uMTmLB0IxOWblQtr1f+B0Z0SzxnbTh4kti4eAbOWKr2XV0a1qRbox8zoVYpVa5YgVcREaxcvYaQkBAcHR0ZM3K46rwWEhJCULLz+5iRw5m/cBHbd+zE3MKcX7p1pUI59fuWHr1+V73fsGkzGzZtplBBT/4enzie2+s3r/Fesozg4GBy5MhBuXJl+bld23/VmkmIT6FQfuogLkIk89dff7FmzRquXbum7aKIb9Dh/J83Ftd/hev2pWkn+g+K0v0+p4nPkpByPLfvwTV3L20XQSvcb+3UdhG04ns9zsPI3AH3vxZ6Op8+zuR/Sc63T7RdBK3Qf5O5rbW+Fi/N82u7CFrh5Kyd2e3SQ9Tqz5/tOzMYtByo7SKkO+nOJj5bZGQk58+fZ+bMmfTq1SvtDEIIIYQQQgghhPjmSRBJfLaePXtSvnx5KlWqlKIrW/fu3cmePbvGV/fu3VNZ439Patsge/bsHD9+XNvFE0IIIYQQQoj/Dh3F1/n6D5KOkuKzLVmyROM4QgCjRo1KdQDnfzPF9rfqY7PJ2draZl5BhBBCCCGEEEKIdCJBJJGuLC0t030q4G+Rs/OXTdUqhBBCCCGEEEJ8bSSIJIQQQgghhBBCiG+XQkbqySyypYUQQgghhBBCCCFEmiSIJIQQQgghhBBCCCHSJN3ZhBBCCCGEEEII8e1S/DdnQvsaSUskIYQQQgghhBBCCJEmCSIJIYQQQgghhBBCiDRJEEkIIYQQQgghhBBCpEmCSEIIIYQQQgghhBBfgTlz5pAnTx4MDAwoXrw4x48f/6R8J0+eJGvWrBQpUiRDyydBJCGEEEIIIYQQQggtW7t2Lb179+bPP//k8uXLVKhQgdq1a+Pn5/fRfOHh4bRr145q1apleBkliCSEEEIIIYQQQohvl47O1/n6TFOmTKFTp0507twZNzc3pk2bhr29PXPnzv1ovm7dutGqVSvKlCnzb7fgJ5MgkhBCCCGEEEIIIUQ6i46OJiIiQu0VHR2tMW1MTAwXL16kZs2aastr1qzJqVOnUv0Ob29v7t+/z/Dhw+eUV+QAAQAASURBVNO17KmRIJIQQgghhBBCCCFEOhs3bhwmJiZqr3HjxmlMGxwcTHx8PLlz51Zbnjt3bgICAjTmuXv3LoMGDWLlypVkzZo13cuvSeZ8ixBCCCGEEEIIIURGUHyd7WMGDx5M37591Zbp6+t/NI9CoVB7r1QqUywDiI+Pp1WrVowcOZICBQp8eWE/kQSRhBBCCCGEEEIIIdKZvr5+mkGj93LmzEmWLFlStDoKDAxM0ToJ4NWrV1y4cIHLly/Ts2dPABISElAqlWTNmpV9+/ZRtWrVL69EMl9nuE4IIYQQQgghhBDiO6Gnp0fx4sXZv3+/2vL9+/dTtmzZFOmNjY25du0aPj4+qlf37t1xcXHBx8eHUqVKZUg5pSWSEEIIIYQQQgghvl06Kbt7fYv69u1L27ZtKVGiBGXKlGHBggX4+fnRvXt3ILF73LNnz1i2bBk6Ojp4enqq5be0tMTAwCDF8vQkQSQhhBBCCCGEEEIILWvevDkvX75k1KhR+Pv74+npya5du3B0dATA398fPz8/rZZRoVQqlVotgRDiu3Q4f2FtF0ErXLcv1XYRtCJKN7u2i6AVWRJitV0Erbjm7qXtImiF+62d2i6CVnyvx3kYFtouglbo6cRouwhakfPtE20XQSv034Rouwha8dI8v7aLoBVOzpk3OHN6i9oyQ9tF0MjAq5e2i5DuZEwkIYQQQgghhBBCCJEmCSIJIYQQQgghhBBCiDRJEEkIIYQQQgghhBBCpEkG1hZCCCGEEEIIIcS3SyHtYzKLbGkhhBBCCCGEEEIIkSZpiSSE0AqnPRu1XQStCMdA20XQircJ32e9dRVx2i6CVnyvs5TddK2r7SJoxe0Nt7RdBK3Q11Nouwha0Sb3AW0XQSui1y/TdhG04lGnv7VdBK3I7T1Q20XQjr+WaLsE4hsgQSQhhBBCCCGEEEJ8uxTfZ2BfG6Q7mxBCCCGEEEIIIYRIkwSRhBBCCCGEEEIIIUSapDubEEIIIYQQQgghvl060j4ms8iWFkIIIYQQQgghhBBpkiCSEEIIIYQQQgghhEiTBJGEEEIIIYQQQgghRJokiCSEEEIIIYQQQggh0iRBJCGEEEIIIYQQQgiRJpmdTQghhBBCCCGEEN8uhULbJfhuSEskIYQQQgghhBBCCJEmCSIJIYQQQgghhBBCiDRJdzYhhBBCCCGEEEJ8uxTSPiazyJYWQgghhBBCCCGEEGmSIJIQQgghhBBCCCGESJN0ZxNCCCGEEEIIIcS3S0fax2QW2dJCCCGEEEIIIYQQIk0SRBJCCCGEEEIIIYQQaZIgkhBCCCGEEEIIIYRIkwSRhBBCCCGEEEIIIUSaJIgkhBBCCCGEEEIIIdIks7MJIYQQQgghhBDi26VQaLsE3w1piSSEEEIIIYQQQggh0iRBJCGEEEIIIYQQQgiRJunOJsRn6NChA2FhYWzZskXbRRFCCCGEEEIIAaCQ9jGZRYJIQoiv2vYdO9iwcRMhISE4OjrQvWtXPD09U01/9do1FixcyOPHflhYmNO0cRPq1q2jlubEiZMsW74cf39/rK2tad++HeXKllV9Hh8fz/IVKzl85AihoaGYm5tRo3p1WrZogY6ODnFxcSxdtozz5y/gHxBAtmzZKFqkCB1/7oCFhUWGbAelUsmalcvYu2cnryNfUcDFjW49euHg6PTRfKdOHGPlcm8C/P2xsramTftOlClbXmPaDWtXsXzpP9Rv0IjO3X5VLZ8+ZQKHDuxTS1vAxY2/p8764nqlB6VSyYZVizm0dyuRka9wLuBBx1/6Yu+YN9U8Tx4/YP3KRTy4d5vgwADadelFnQbNM7HUn0+pVLJu1RL279nO68hX5Hdxp/MvvXFwzPPRfKdPHmXN8n8I8H+OlbUNrdp1plTZiqrPu//cnKDAgBT5fqzrRZcefdK9Hh/6Gn/f7/n5+fGPtzfXrl1HqVTi6ODAH4MHYWlpmf4b4l8yL1+CvP06YVLMEwMbSy407sGLbQe1XawvolQqubh/Fr5n1xH9NgJLh0KU9xqGuVX+T8p/z2cnB1f1w8mjGrXaz1Ytj4mK5Py+GTy6foC3kS/JaetG2Z/+xNK+YEZV5bMolUrO7pnFjdNriXobgZVDYSo3GYaF9afV+86lnexZ1pe8ntWo13mOavmZ3TM5t1f9XG2UIyedR59M1/L/Gxv2HWP5jgO8DAsnr501fdo1oairs8a0waHhTFuxiVsP/XgSEETzWpXp275JinSrdx1i44HjvAgOxSRHNqqWKsqvLRqgr6eb0dX5ZIalq2FUoQ46OUyIC3xG5I6VxD66k3qGLFnJVs0LgyJl0clhQkJ4CK8Pbyfq4jEADIqVx7hp1xTZAod2grjYjKpGmhKvWd4ceHfNcnZxp8svfbBP45p15uQRtWtWy3Zd1K5Zv/zcTOM1q1ZdL7r06AvA27dvWLlkPudOnyDyVTi5LK2o81MTatX1Stc6fgrDUlUxKl8bnRymift75ypiH6exv6s2wKBwmXf7O5TXR7cTdfF4iqT6BUth0uIXom9eInzljAyshRDqJIgkhPhkMTEx6OnpZdr3HT16jPkLFvJrjx54uLuxa/cehgwbzoJ5czX+IRcQEMDQYcOp/eOPDOjfnxs3fZk9Zw4mJiaUL18OgJu+vowdP552bdtSrmwZTp46zdhx45n890RcXV0BWLd+Pbt276Zf3z44Ojpy9+5dpkydRjajbHh5NSA6Opp79+7TqmVL8uTNQ2RkJPPnL2DEyFHMnDE9Q7bFpg1r2Lp5A7/3HYCNrR3r1qxg2J8DmLNgCUZGRhrz3PK9wd/jR9O67c+ULlueM6dO8Pe4UYz7ezourm5qae/eucXePTtxyqM58FKs+A/06jNA9T6r7tdz+di2cSW7tqzhlz5/Ym3jwKa1Sxg7tDdT5q3G0Cibxjwx0dFYWtlQulxVli36Nm68tmxYzfbN6+jZZzA2tnZsWLucUUP6MXP+CgxTOQZu+15nyviRtGzbkZJlKnDu9HEmjx/BmImzKODqDsCEafNJiI9X5fF7/JBRQ/pRpnzlDK3P1/r75v/s3XdYFMcbwPHvgfQO0qWIIMWOvfeaGEvssfckmqjR2HsSS+wae+wl9t5jL7FjbNg1NhSQDtLv9wd6eHCIUeD0l/fzPPc8sDezN7Oze7v37sws8DQoiB8G/Uj9evXo0L49JsbGPHz0KE+//96FrokxUZdv8nj5Zkpv+DiCuh/q7yOLuXx8GTVaTcDS1p2LB+eza1FXWg/ag76h6VvzRoc/4fSuyTgULJPpvaMbRxL+/DY120zCxNyO2xe3s2tRF1r9sAsTC/vcqs47u3BwEQFHllK33USs7Nw5u38eW+d1ocOwvdnWOyrsCce3TcLJI3O9AawdvGj2zVLV/wod3Rwt+/s48NcFpq3YyI9dW1PCuxBb/jxBv4m/sW7KSBzyW2dKn5icjJW5KV2aNmDt7kMa17n3xFl++2MbI3q1p3hhDx4GBTNu3koABnTMHHDSBoNi5TH97Cuity0n6Z/bGJWviUXngYRNH0pq5AuNeSza9UHH1JyoTb+T8uI5OqbmoKPe4yI1Po6wqYPVM2oxgASwdeMadm5Zz7f9h+Lk7MLGdSsYN2IAsxaszvac1aZDN8pXrMqZv44zbeJoxk/+TXXOmjhjodo569E/9xk3YgAVq9RULVu2aA7XLgfw3cAR2Nk78PfFcyyaOx0raxvKVayauxV/g0Gxcpg2akf0jhVp7V22JhadBhA2cxipkWEa81i0/QYdEwuitiwh5UUwOqZmoOGY1bG0wbRhaxLv38ztagiRifT5EkKDjRs3UqxYMYyMjLCxsaFOnTrExsZmSqdUKpk8eTIeHh4YGRlRokQJNm7cqJbm+vXrNGrUCFNTU+zt7enQoQOhoaGq92vUqEGfPn3o06cPlpaW2NjYMGLECJRK5TuVde7cuXh5eWFoaIi9vT0tWqRfKKWmpjJp0iQ8PT0xMDDA1dWVn3/+WfX+lStXqFWrlqqePXv2JCYmRvV+586dadq0KRMmTMDJyYnChQsD8OTJE1q3bo2VlRU2NjY0adKEBw8evFN5/43NW7ZQv149Gjaoj6urK7179cTWNj87d+3WmH7X7t3Y2dnSu1dPXF1dadigPvXq1mXj5s2qNFu3bsO/VCnatG6Fi4sLbVq3omTJEmzZtk2VJjDwBhUqlKd8uXI42NtTtUoV/EuV4tbt2wCYmJgw4ZefqVatKi4FCuDr48PXX/fm9p07BAcH5/h2UCqV7Ni6mZZt2lGxclXc3AvS74fBJCbEc+xI1r0Otm/dTMlSpWnRuh0FXFxp0bodxUv6s2PbJrV0L1++ZNrkX/j2uwGYmpppXJeenh5W1taql5mZeY7W8X0plUr2bFtP09adKFepBi7uHnwzYAQJCQmcPHogy3yFCvvSvmsfKlWvQz69j+cOdVaUSiU7t23gy9YdqFC5Gq7uHvQdMJSEhASOH/0zy3w7t22kRKnSNG/VngIubjRv1Z5iJUqzc9sGVRoLC0usrG1Urwvn/sLB0ZkixUrmap0+1uMbYPnyFZQtU4bu3briWagQjo6OlC9XDktLy1zbHu8jZN8xbo2ewbOtWe/rnxKlUsmVEyvwr9Ubj2L1sHYoTM3WE0lOiufOpZ1vzZuamsKhtYMoU7cv5tYF1N5LTorn/tX9lG80ECePsljkd6NMvb6YWRXg2l9rc7NK70SpVHLp2ArK1u2NZ4l62DgWpu5Xk0hKjOfmhezrvW/lQCo07IuFjYvGNDo6upiY26pexqaZgzR5bc2ug3xRsyJNa1WmoLMDAzq1wN7Gik0HMve2AHCyteGHTi35rFp5TI2NNKa5cvs+xQt70KByWZxsbahQ3Jd6lUoTeO9hblblXzGu2oCX548Sf/4oKSFPidm5mtTIMIwq1NKYXr9wMfQKehOxbCpJd6+RGhFK8uN7JD+8o55QqSQ1JlLtpU1KpZJd2zbQvHUHKlSu/uqcNezVOSvr76td2zZQvFQZmrdqj/Mb56xdbz1nncp0zrp14xrVazegaPFS2Nk7UrfhF7gXLMTdO3kbcDGuXJ+XF44Rf/4YKSFBxOxek9be5bNob69i6Ln7ELFiGkl3r79q7/uZ21uhwLxlL2IPbiUlPCQPavKJUCg+ztf/IQkiCZFBUFAQbdu2pWvXrgQGBnLkyBGaN2+uMagzYsQIli5dyrx587h27Rr9+/enffv2HD16VLWu6tWrU7JkSc6fP8/evXt5/vw5rVq1UlvP8uXLyZcvH2fOnGHWrFlMnz6dxYsXZ1vW8+fP89133zFu3Dhu3rzJ3r17qVYtvcvv0KFDmTRpEiNHjuT69eusWbMGe/u0O65xcXE0aNAAKysrzp07x4YNG/jzzz/p06eP2mccPHiQwMBADhw4wM6dO4mLi6NmzZqYmppy7NgxTpw4gampKQ0aNCAxMfFfb++sJCUlcfvOHfz9S6kt9y/lT2BgoMY8gYE38C/lr7asdGl/bt++TXJyclqaGzcyrbO0vz+B19PXWaSIH5cu/c3jx08AuHfvHteuX6dsWc13eQFiY2NRKBSYmL79jvH7eP4siPDwMEr5p3++np4+RYqV4EbgtSzz3bxxnZL+6mUu5V+GG9fV8yyYO5PS5SpQslTpLNd19crfdGz7JV9378icmVOJiAh/z9rkrODnT4kIf0HxUuVUy/T09PEtWpJbgVe0WLKc9fxZEBHhYZTIuA8ULcHNwKtZ5rt14xolSpVVW1bSvyw3s9hvkpKSOHb4ALXqNkSRixc+H/PxnZqaytlz53B2dmbYiJG0btuO7/v159Spvz6s0iJb0WGPiYsOoUDhyqpluvn0cfQoy/N/At6a98Kfv2FoYo1Pucw9TlJTklGmpqCbz0Btua6eAc8eXMiZwn+AqBePiYsKwdUnfahxvnz6OHuWJejB2+t9dt9vGJlaU6RCyyzTRIT+w++jqrBsXC32LO9PZOijHCv7+0hKTubG/UeUL67eI7Z8cV8u37r33ust4V2IG/cfce3OAwCePA/l1KVrVCmV9RDZPKWrSz4ndxJvq39nJ96+gp6r5mGL+r7+JD95gHG1z7AZMgPrHyZj2rAN5FO/+aHQN8Tmx2nYDJmBRacB5HN0y7VqvItg1Tkr/fyjp6eP33ucs0r4l8syz+tzVs26jdTOWT5+xTh/5iQvQkNQKpVc/fsiT58+oqR/OY3ryRWv2/tOhva+cxU9V83DNvV9S5L85D7GVRthM3g61v0nYtqgdab2NqnVBGVctGpIoxB57eMZjyDERyIoKIjk5GSaN2+Om1vaSbhYscxzJsTGxjJt2jQOHTpExYoVAfDw8ODEiRMsWLCA6tWrM2/ePPz9/fnll19U+ZYsWYKLiwu3bt1S9exxcXFh+vTpKBQKvL29uXLlCtOnT6dHjx5vLevDhw8xMTHh888/x8zMDDc3N0qVSvsBFR0dzcyZM5kzZw6dOnUCoFChQlSpknaRunr1al6+fMmKFSswMUkb8jNnzhwaN27MpEmTVMEmExMTFi9erBrGsWTJEnR0dFi8eLHqhL106VIsLS05cuQI9erVe4+tnllUVBSpqalYZbjzb2VlSVi45gBGeHg4VlYZ0ltakpKSQmRUFDbW1mlpLK0ypLEi/I11tmrZktjYOHr06oWOjg6pqal06tiRmjVqaPzcxMREli5dRo0a1THJoov2h3hdNosM5ba0tCI4+HmW+SLCw7DUkOfNuh47eoh7d+4wZebcjNlV/EuXo3KV6tja2fP8eRBrVi5j5NCBTJs1Dz097Q7viQhP6w6ecdtYWFoTqmHOhE/V63paWqr3ILCwtCIkJJt9wCrDPmBlpVpfRmdPHyc2JoaadRp+YInf7mM+viMiInj58iXrN2ygU8cOdOvSmfMXLjD+55+ZNHECxTWcD0TOiItOu6NuZKo+t5yRqQ0xEU+zzPfswUVuntvEl/22anxf39AUe7eSXDw4Fys7D4zM8nPn0i6CH13Gwka7P7Yhvd7GZur1NjbLT3RY1vV+eu8C105vpN2grVmmcXArTr2vJmFp605c9AvO7Z/Hhplt+GrIToxMrLLMl5siomJISU3FxkK9R6u1hRkvIqPee731KpUhPCqGHmOmoURJSkoqX9apSqcmOXNd8qF0jM1Q6Opm6iWUGhOFjpmFxjy61rbouXmhTE4ictUsdExMMWvSCYWxKdGb0m42JocEEbVxESnPHqEwNMKoUj2seo8gbNYIUl5kfX7ITeHhaUPzMp6zLC2tCQnJ+tz8b89Z57I4Z3Xt9T3zZ0+mV6cv0dXVRaHQ4evvf8S3SPH3qc57SW9v9X06NSYKHdMs2tvKDj23wmntvXoWOsZmmH3REYWxCdGblwCg5+qJYelqhM0Zlet1ECIrEkQSIoMSJUpQu3ZtihUrRv369alXrx4tWrTAKsNJ7fr168THx1O3bl215YmJiapAzoULFzh8+DCmGnqn3L17VxVEqlChgtodlIoVKzJ16lRSUlLQ1c167oK6devi5uaGh4cHDRo0oEGDBjRr1gxjY2MCAwNJSEigdu3aGvMGBgZSokQJVQAJoHLlyqSmpnLz5k1VEKlYsWJq84BcuHCBO3fuYGamPuwpPj6eu3fvavyshIQEEhISMi0zMDDQmF5Nht4QSqUymx4SGdNrWJohuxKl2uccPXaMQ4cPM/jHQbi5unH33j0WLFyIjY01devUUcubnJzMhImTSFUq6fPtt+SEI4f/ZN7s6ar/R45NC0JmrHf220JDHpSqqoaEBLN4wW+M/WnyW+d6qVo9fZ4BN/eCeHp506NzO86fPUPFynk3twDAicP7WPTbr6r/B49O+zvTdniHbfMxO3b4AAvmTFX9P2zMREBDPVGiyLhDZ5L5mMhq2xzcv5tSZcphbZP/3xb5/XyEx/frXqcVK1SgebNmQFoA/npgILt275YgUg66fXEHxzaPVv3fsMv8tD807gOa94vE+BgOrR1EtS/HvzUoUrPNZI6uH8aqn6uj0NElv7MfniU/J/TJ9Q+pwnu5cX47h9en17txzwUAmY9lpTKrapMYH8P+VYOo3Xo8Rm8ZnubuV13tf0f3kiz/qS6BZ7fiX7PL+1Ugl7ztu+ldXLh+i6Vb9/Jj19YU9XTn0fMQpi3fSP7Ne+jWPHcD4x8siykMXm+PqD/moUx4CUDMrrWYt+tD9LblkJxE8qO7JD9Kv/5K+uc2Vn3GYVSpLjE7VuV+2YFjh/ez8I1z1tAxk16VXz2d8h3OWRnff9t54eD+XZQqUz7TOWv39o3cvnGdIaMmkN/OgcCrl1g0dxpWVjYUL5V1r/JckbFt37KPp9VTSdT6BentvXst5m2/JXr7ShQ6upi37EX01qUo42KyXI8QuU2CSEJkoKury4EDBzh16hT79+9n9uzZDB8+nDNnzqilS01NBWDXrl04Ozurvfc6OJKamqrq2ZORo6PjB5fVzMyMixcvcuTIEfbv38+oUaMYM2YM586dw8hI85wBr73tpPzm8jeDTJBWp9KlS7N69epM+WxtbTWub8KECYwdO1Zt2Xd9+9Lv+++yLJ+5uTk6OjpqPQgAIiIiM/VeeM3Kyipz+sgIdHV1MTc3zzpNRITaOhf/voRWLVtSo3raxXfBgu4EBwezbv0GtSBScnIyv0yYyLPnz5k04Zcc64VUrnwlvL3Tu/knJaVNjhkRHoa1dfqd6sjIiLfO0WJpZU14hrt3kRERqt5Jd2/fIjIiggHf9Va9n5qayrWrl9m1Yysbt+3VGMS0trbB1s6ep08fv1f9PkTp8lXw9C6i+j8pKW0IZUR4GFbW6ReRkZHhmXonfUrKlq+Ml4Z9IDz8BVZv7gMREZnu2r7J0so60x3cyAjN2yY4+BlXLl1g0LDxH1r8bH3Mx7e5uTm6urq4urqqrcfVxYVr1/I+4PD/zM2vJi1c03sGpCSnHc8vo0MxMU+fXP1lzItMvXReiwp7RHT4E/Yu+1q1TKlMOz8vHFKE1oP2YGHjioWNK198vYqkxDgS42MwMbfjwKr+meZPygseRWvh4FZC9f/resdGh2JikV7vuJgXGJtpDuhGhj4iKuwJOxZnrvfsAX50GLYXy/yumfLpGRhj41iYyJAHOVGV92Jpboqujk6mXkfhUdFYm2uel+9dzF+/k0ZVy9G0VtpwSE9XZ+LjE/ll8Rq6NK2v9vRFbUiNi0aZkpKpF4qOqXmm3iqvpURHohMVrgooACQHP0Who4OuhbXmnkZKJcmP76Nrk3cTxpctXwUvb7/0MqrOWRnOzRHhWGRzztJ03aLpnBXy6pw1MMM5KyEhgbUrFjFo+M+ULpc2UsC9YCEe3LvD9s1/5FkQSdXeGXqZ6ZiYZTlnVUp0ROb2Dklvb4W+AbrWtli075ee6dU1u+243wmbMYSUMJkjSeQ+CSIJoYFCoaBy5cpUrlyZUaNG4ebmxpYtW9TS+Pn5YWBgwMOHD6levbrG9fj7+7Np0ybc3d3Jly/rw+306dOZ/vfy8nprL6TX8uXLR506dahTpw6jR4/G0tKSQ4cO0ahRI4yMjDh48CDdu3fPlM/Pz4/ly5cTGxurChSdPHkSHR0dVQ+prOq0bt067OzsVD/csjN06FAGDBigtuzp47fPyaCnp4eXpycBAQFqj+cOCAigQoUKGvP4+vpw5sxZtWUXLwbg5eWl2v6+Pj4EBFxS9TB4ncbXL/0He0JCAjo66gE2HR0dlK8Ch5AeQHry9CmTJk54523xLoyNjdWeuKZUKrGysubSxQt4FEqbNyEpKYlrV/6mY5eshzx6+/jxd8AFmjRLnyPk0sXz+PilBWGKl/Rn1lz1ubdmTf+VAgVcaN6yTZb7X1RUJKEhwWrBjLxiZGyi9sQ1pVKJpZUNVwLOUbBQ2n6bnJRE4NVLtOv8dVar+egZGRurPb0mrZ7WXA44j8ereiYlJXHt6t906NIry/UU9inC35fO07hZ+jxsfwecw9u3SKa0hw/swdzCktLlNB9fOeljPr719PQoXNiLx4/Vg6RPnjzV+NQ48f70DU3VnjymVCoxNrPl8e1T5HdO+0GakpxI0L1zlG/0g8Z1WNp60HLAdrVl5/bNJDEhlspfDMPUwkHtPT19Y/T0jUmIi+TxrROUbzQwh2uVPY31Nrfl0c2T2BVIr/eTO+eo3Fhz+azsPfhq8A61ZX/tmkFiQizVmw/HzNJBY77k5ETCnt/FySPrOfBym16+fPgUdOHs5RvULFtStfzslRtUK/3+w40SEhNRKNQDRTo6OqCEd3tUSS5LSSH56QP0vYqSeD19Li59z6IkBF7UmCXpwS0Mi5ZFoW+AMjGtR7dufgeUqamkZPF0L4B8Tq4kP8u7Gz3ves66fvVv2mdzzrp86ZyGc1bmea0OHdj96pxVUW15SkoyycnJKDR8z6cqU8kzr9vbswiJ19PbV9+zCAmBmuc6S3p4O9v2fjFzuFoe07pfojAwJHrn6rfuE0LkJJlYW4gMzpw5wy+//ML58+d5+PAhmzdvJiQkBF9f9QkgzczMGDhwIP3792f58uXcvXuXgIAAfvvtN5YvXw7At99+S1hYGG3btuXs2bPcu3eP/fv307VrV1LefDzpo0cMGDCAmzdvsnbtWmbPns3333+fbVl37tzJrFmzuHTpEv/88w8rVqwgNTUVb29vDA0NGTx4MD/++CMrVqzg7t27nD59mt9//x2Ar776CkNDQzp16sTVq1c5fPgwffv2pUOHDqqhbJp89dVX5M+fnyZNmnD8+HHu37/P0aNH+f777zP96HrNwMAAc3Nztde7DGVr3qwZe/ftZ9/+/Tx8+JAFCxcSHBLCZ40aAbBk6TJ+nZLeffqzRo14HhzMgoWLePjwIfv2p+Vt0by5Kk3TJl9w4eJF1m/YwKNHj1i/YQMBly7RrEkTVZry5cvxxx/rOHP2LM+eP+fkqVNs2bKFSpXSLlRSUlL46ZdfuHX7NoMHDSQ1JYWwsDDCwsJUPUZykkKhoHHT5mxcv4a/Tp3gnwf3mTVtMvoGhlSrkT5ccfqUiaxYmh4UatykOQEXz7Npw1oeP3rIpg1r+fvSRRo3+RJIC1a5uRdUexkaGmJmbo6be0Eg7cltSxfP50bgNZ4/f8aVy5f4aewIzM0tqFCxCtqmUCho2KQVWzes4Oypozx6cI+5M37GwMCAytXTh5r+NnU8a5fNU/2fnJTEg3u3eHDvFinJSYS9COHBvVs800LvqnehUCj4vElLNq1fzZlTx3j44B5zpk/AwMCAqtXTe8fNmvozq5YtVP3/2Rct+PviebZsWMPjR/+wZcMaLl+6wOdN1CfhTU1N5dCBPdSo3QBd3by5v/SxHt8ALb78kmPHj7Nn716ePn3K9h07OH3mDJ9//lkebJl3p2tijHkJH8xL+ABgXLAA5iV8MHT58J6u2qBQKChWpSMBhxZw/+oBwp7d4sj6oeTTM8Sz5OeqdIf+GMyZPWn7Rj49A6wdCqu99A3N0DcwwdqhMLr50obqPrp5nIc3jxMV9pjHt06yY0EnLG0L4l22ucay5CWFQkHJah05d2ABdy8f4EXQLQ6sGYqeviHepdPrvX/Vj5zckV5vG8fCai8DI3P0DUywcUyv9/Ftk3h85yyRLx7x7MHf7F76HYnxMfiWa6axLHml3We12Xb4FNsPn+L+k2dMW7GRZ6FhNK+Tdl75be02Rs9drpbn1oNH3HrwiLj4BMKjo7n14BH3Hgep3q/iX4zNfx5n/6nzPAkO5czlQBZs2EHV0sXQ1XIvpNfiju/FqEx1DEtXQ9fWCdPP2qFjacPLM4cAMKnfErOWPVXpE/7+i9S4GMxa9EDXzgk9d29MG7Uh/vwxSE673jCu3RR9r2LoWNmSz9EVsy+7k8/RVbVObVAoFHzWpCWb169SnbN+U52z0s/Ns6b+zOplC1T/N1Kds1bz5NE/bNmwmiuXzvOZhnPW4SzOWcbGJvgVK8nKJfO4ejmA58+ecvjAHo4e2kf5itXIS3En92FUujqGpauia+uIaaO26FjY8PLsYQBM6rXArEX6zcCEv0+ntXfz7ujaOqHnXhjTBq2Jv3A8rb2Tk0gJfqL2So2PQ5kQT0rwE3jjt8V/ko7Ox/n6PyQ9kYTIwNzcnGPHjjFjxgyioqJwc3Nj6tSpNGzYkHXr1qmlHT9+PHZ2dkyYMIF79+5haWmJv78/w4YNA8DJyYmTJ08yePBg6tevT0JCAm5ubjRo0ECtW3XHjh15+fIl5cqVQ1dXl759+9KzZ0+yY2lpyebNmxkzZgzx8fF4eXmxdu1aihRJ62UwcuRI8uXLx6hRo3j69CmOjo707p02dMnY2Jh9+/bx/fffU7ZsWYyNjfnyyy+ZNm3aWz/T2NiYY8eOMXjwYJo3b050dDTOzs7Url07R3vjAFSvXo2o6ChWr1lLeFgYbu5ujB87Fnv7tN4AYeFhBIekd9t1cHBg/LixLFi4iJ07d2JtY8PXvXpRpUr6k378/PwYOmQwy1esZMXKVTg6OjB0yGB8fHxUab7p3ZsVK1fx229ziYiMxMbamoYNG/JVu7YAhISGcvp02vDGb/r0VSvzpIkTKFE85ydubN6iDYkJiSz4bSYxMdEU9vZl7E+T1HoshYYEq/Ww8PUrwsAhI1i9YilrVi7DwdGJQUNG4u3jq+kjNNLR0eHBg/scPniA2NgYrKysKVaiJIOGjFT7bG364suvSExIYMm8qcTGROPp7cewcTPUeiyFhjxXuysZFhbKkO/S5wPZuXktOzevxbdoKUZPnJOn5X9XTVu0JTExgYVzpxMbE4OXty+jxk9Ru/sbGhKsdifex68oAwaPYs3K3/lj1e/YOzgxYPAYCvv4qa378qULhIY8p3a9RnlWn4/1+AaoXKkSfft8y7r1G5g3fwEFCjgzcvgwihbJ3INLmyxKF6XiwZWq//2mpJ17Hq3YzOVuQ7VVrA9SokZ3kpPiObFlHAkvI7FzKc5nPX5X67kTE/H0X8+dkxgfw9k904iJfIahsSUFi9WlbP3+6OrqZZ85D5Su3YPkpAQObxxLQlwk9m4laPr1ErV6R4cHZeppk52YiGfsWzGAl7ERGJla4eBWklb912Nu7Zx95lxUt2JpIqNj+X3zHkIjoijk4sj0wd/gaJvWwzU0IpLnoepDU9sPnaj6+8b9h+w7eR7H/NZsm502nKlrswYogPnrdxASFomluSlV/YvxdevGeVav7CRcOUOMiSkmtZugY2ZJ8vPHRC6bSmpE2kTUOmaW6Fqm9/JVJiYQsWQyZo07YP3tWFLjYki4cpaY/RtVaXQMjTFr1gUdMwuU8S9JevoP4Qt/Ifnx+z/pLic0bdGOxMQEFs2dpjpnjRw/NcM56zk6GZ6q1n/waNauXMy6V+es/hrPWecJDXlOrXqaA/v9fxzNmuULmTVlPDHRUeS3c6Btxx7Ua9REY/rcknDlLDHGppjUbIKOmQXJz58QuWKaentbZGjvpVMwa/wV1t+MTmvvq+eIObApT8stRHYUSk3PLRdC5JkaNWpQsmRJZsyYoe2i5Kn7d+9ouwhakYChtougFS9T/5v11lMka7sIWmGi+G9O+Hnd5+PqqZRXbm68oe0iaIWB/qc7ef+HaG//p7aLoBUJG1Zouwha8bzbr9kn+j9kv3SwtougFXY/L9N2Ed5b/MGP8xg1rN1R20XIcdITSQghhBBCCCGEEJ8s5Sf8VN5Pzf/nID0h/k8cP34cU1PTLF9CCCGEEEIIIURekZ5IQmjZkSNHsnyvTJkyXLp0Kc/KIoQQQgghhBBCZEWCSEJ8xIyMjPD09NR2MYQQQgghhBDi4/UvHzwg3p9saSGEEEIIIYQQQgiRLQkiCSGEEEIIIYQQQohsSRBJCCGEEEIIIYQQQmRLgkhCCCGEEEIIIYQQIlsSRBJCCCGEEEIIIYQQ2ZKnswkhhBBCCCGEEOLTJU9nyzOypYUQQgghhBBCCCFEtiSIJIQQQgghhBBCCCGyJcPZhBBCCCGEEEII8clSKhTaLsJ/hvREEkIIIYQQQgghhBDZkiCSEEIIIYQQQgghhMiWDGcTQgghhBBCCCHEp0uezpZnZEsLIYQQQgghhBBCiGxJEEkIIYQQQgghhBBCZEuCSEIIIYQQQgghhBAiWxJEEkIIIYQQQgghhBDZkiCSEEIIIYQQQgghhMiWPJ1NCCGEEEIIIYQQny6FQtsl+M+QnkhCCCGEEEIIIYQQIlsSRBJCCCGEEEIIIYQQ2ZLhbEIIIYQQQgghhPh06Uj/mLwiW1oIIYQQQgghhBBCZEuCSEIIIYQQQgghhBAiWzKcTQihFbqpSdouglYY/EdD96bKCG0XQStidSy0XQSt+K8e3zc33tB2EbTCu4WPtougFTWOTtB2EbRi+8tm2i6CVnh1Lq3tImhFgeQH2i6CVtzrMFPbRdAKO20X4AMo5elseeY/+nNGCCGEEEIIIYQQQvwbEkQSQgghhBBCCCGEENmSIJIQQgghhBBCCCGEyJYEkYQQQgghhBBCCCFEtiSIJIQQQgghhBBCCCGyJU9nE0IIIYQQQgghxKdLIf1j8opsaSGEEEIIIYQQQgiRLQkiCSGEEEIIIYQQQohsyXA2IYQQQgghhBBCfLKUMpwtz8iWFkIIIYQQQgghhBDZkiCSEEIIIYQQQgghhMiWDGcTQgghhBBCCCHEp0uh0HYJ/jOkJ5IQQgghhBBCCCGEyJYEkYQQQgghhBBCCCFEtiSIJIQQQgghhBBCCCGyJUEkIYQQQgghhBBCCJEtCSIJIYQQQgghhBBCiGzJ09mEEEIIIYQQQgjxyVIqpH9MXpEtLYQQQgghhBBCCCGyJUEkIYQQQgghhBBCCJEtGc4mhBBCCCGEEEKIT5dCoe0S/GdITyQhhBBCCCGEEEIIkS0JIgkhhBBCCCGEEEJ8BObOnUvBggUxNDSkdOnSHD9+PMu0mzdvpm7dutja2mJubk7FihXZt29frpZPgkhCCCGEEEIIIYT4dCl0Ps7Xv7Ru3Tr69evH8OHDCQgIoGrVqjRs2JCHDx9qTH/s2DHq1q3L7t27uXDhAjVr1qRx48YEBAR86BbNkgSR/k907tyZpk2barsYWnHkyBEUCgURERF59pk1atSgX79+efZ5QgghhBBCCCH+v02bNo1u3brRvXt3fH19mTFjBi4uLsybN09j+hkzZvDjjz9StmxZvLy8+OWXX/Dy8mLHjh25VkaZWFt8UmrUqEHJkiWZMWOGalmlSpUICgrCwsJCewXLQw8ePKBgwYIEBARQsmTJXP2sI0eOULNmTcLDw7G0tMzVz3pX23ftZsPmrbwIC8fd1YWve3SjWNEiWab/+8pVFixewoOHj7CxtqbVl81o3KiBxrSHjx7nl1+nUqlCOcaOGKZafvnqNTZs2sKtu3cJCwtnzPAhVK5YIcfr9qYdO3eycdNmwsLCcHNzpXfPnhQtWjTL9JevXGHhokX8889DbGysafllCz77rJFamhMnTrJi5UqCgoJwdHSkU6eOVK5USfV+XFwcK1au4tSpU0RERlKokAe9e/XCu3BhVZrw8HB+X7qUixcDiI2NpWjRInzTuzfOzs45vxGAbbv2sn7zNl6Ep7X3Nz26ULyIX5bp/75yjXm/L+PBw0fkt7ai9ZdNadywvsa0h46d4Odfp1OpfFnGjxiiWh4X95Klq9dy4q8zRERG4elRkG97dMWnsGeO1y8rSqWStatXsH/vbmJioins7UPvb77D1c39rflOnTjG6pXLVG3cvlNXKlaqonp/967t7Nm1g+DnzwFwdXOjTdsOlC5bTpVmzarlHD92hNCQEPLp5cPT04v2Hbvi7eObK3V9kzaO77XrN3Lir9M8evwYA30D/Hy96d65Ey4FcmeffldKpZILB+YQeGY9CS+jsHMtTpWmo7B28Hqn/Hcu7eLgmh9wL1Kb+p1+Uy1PjI/h3P5ZPLj6Jy9jXpDf2ZdKXwzHzqVYblUlx1lXKYPHD92w8C+KoZMd57/8hufbD2q7WO9t/aG/WLHnOKER0Xg42zGw3ef4Fy6oMe3B81fZePgMNx8GkZScjIezHb2a1KFSscIa0+878zdD5/9BjVJ+TPuuQ25W470olUqObJvDhaPriY+LwtmjOJ+1H4Wdc9b7+fUL+zm+cwFhwQ9JTUnG2t6NSvW7UKJSE1Waw1tnc3T7b2r5TMzzM2jGiVyry7+hVCrZvHYxh/ZvIzYmGs/CfnTuPYgCrh5Z5nn88B4bVy/k/t0bhAY/o323fjRs0kYtzZ+7N/Hnns2EBAcBUMDVg2ZtulKydCVNq8xVW3bv548tOwgLj8DdtQB9unWkRJGszyOXrl7ntyUrefDwMTbWVrRt1pgmDeuqpdmwfTfb9hzgeWgoFmZm1KhUnh4d22Kgrw+knb9/X7Oe46fPER4ZiVdBd/r26IyvV6FcrWt2lEolW/9YxJF9W4mNjaZQ4SJ06DWIAq5Zl+vxw7tsWbOQB3dvEBocRLtu/an/RVu1NFvWLmTrH4vVlllYWjNr+d5cqYd4PwkJCSQkJKgtMzAwwMDAIFPaxMRELly4wJAhQ9SW16tXj1OnTr3T56WmphIdHY21tfX7Fzob0hNJ5JnExMRcWa++vj4ODg4o/gMz8ufUNsyttshtR46dYN6iJbRt1ZJ5s6ZRtIgfw8aMJzg4RGP6oGfPGTFmPEWL+DFv1jTatmrB3IWLOX4y85fw8+BgFi5ZRjENAYr4+Hg8PArSp3fPHK+TJkePHmPBwkW0ad2a32bPomiRoowYNZrg4GCN6Z89e8bIUaMpWqQov82eRetWrZm3YAEnTpxUpbkeGMgvEydSq1Yt5v42h1q1avHLhIncuHFDlWbGzFlcDAhg0MCBzJ/7G/6l/Bk6bDihoaFA2kXQ2PE/8SzoGaNHjWTO7FnY2dkxdNhw4uPjc3w7HD5+krmLl9Ku1ZcsmDmFYkV8GTrmZ56/pb2Hjf2ZYkV8WTBzCm1bfsmchUs4dvKvTGmfBwezYMlyimm4oJ06ey4XAv5m6IDvWDx7GmVKleDHkWMJefEix+uYlc0b17FtyyZ6ft2HqTN+w8rKmlHDBxMXF5dlnhuB15k88Sdq1KrDrN8WUKNWHSZPGM/NG4GqNPnz29KpS3emzZzLtJlzKV6iFD+PH8XDfx6o0jg7F6DX132YPXchk36dgZ2dA6NHDCYyMiIXa6y94/vy1Wt88VlDZk2ZzMTxY0hJSWXIyDG8zIV9+t/4+8hiLh9fRuWmI2n+3QaMzWzZtagrifEx2eaNDn/C6V2TcShYJtN7RzeO5MntU9RsM4mWA7ZTwKsyuxZ1ITbyeW5UI1fomhgTdfkm174fp+2ifLB9Zy4zZc0uun1ekzVj+1KqsDt9py0j6EWExvQXb92nfBFPZvfvxOrRfSjjU4h+M1dw45+nmdI+DQ1n+rrdlCrsnruV+AAn9yzmr/3LaNR+JD1GbsDUwpYVU7qS8DLr/dzIxIJqn/em+/A/+HrcNkpVac7WJcO4c1V9zhBbZy9+mH5c9fpm3Pbcrs4727l5Jbu3raVzzx8YP3UJFlY2TBj1HS/jYrPMk5AQj52DM206foullY3GNNb57WjT6Vt+mraMn6Yto0jx0kz7+UceP7yXW1XR6NDxU8z5fTkdWjZj0fSJFPfzYfC4iTwPCdWYPuh5MIPHTaK4nw+Lpk+kfYumzFq8jKOnzqjSHDhygoUr1tKpzZesmDOVwX17cejEaRatWKtKM3nOAs5fusLw/t+ydNavlC1VnB9G/UTIi7Bcr/Pb7N68gr3b1tKh1yDGTFmGhaUNv47q+9b2TkxIwNbemZYdvsUii/YGcHb1YOay3arXT7PWZplWaMeECROwsLBQe02YMEFj2tDQUFJSUrC3t1dbbm9vz7Nnz97p86ZOnUpsbCytWrX64LJnRYJIn5iNGzdSrFgxjIyMsLGxoU6dOsTGZv4CUiqVTJ48GQ8PD4yMjChRogQbN25US3P9+nUaNWqEqakp9vb2dOjQQfVjEdJ6/fTp04c+ffpgaWmJjY0NI0aMQKlUvlNZ3d3d+emnn+jcuTMWFhb06NEDgFOnTlGtWjWMjIxwcXHhu+++U6vD3Llz8fLywtDQEHt7e1q0aAGkDdk7evQoM2fORKFQoFAoePDgQabhbMuWLcPS0pJ9+/bh6+uLqakpDRo0ICgoSPUZycnJfPfdd6p6DR48mE6dOv2rIYGpqan8+OOPWFtb4+DgwJgxY9Tej4yMpGfPntjZ2WFubk6tWrX4+++/Ve/fvXuXJk2aYG9vj6mpKWXLluXPP//MdhsWLJh2d7JUqVIoFApq1KiRbVlfD3ecMGECTk5OFH7Vs2TVqlWUKVMGMzMzHBwcaNeunSpQ8eDBA2rWrAmAlZUVCoWCzp07A++2f+WGTVu30aBuHRrVr4ubiwvf9OyObf787Nit+Y7Lzj17sbW15Zue3XFzcaFR/brUr1ObDZu3qaVLSUlhwpTpdPyqDQ4O9pnWU65Mabp0+IqqlSrmSr0y2rxlC/Xr1aNhg/q4urrSu1dPbG3zs3PXbo3pd+3ejZ2dLb179cTV1ZWGDepTr25dNm7erEqzdes2/EuVok3rVri4uNCmdStKlizBlm1p2yIhIYETJ0/SrWsXihUripOTEx3af4WDg73qc588ecqNGzfo0+dbvAsXxqVAAfp88w0v4+M5fORojm+HjVt30LBuLT6rXwc3lwJ826Mrdvlt2LFH82SBO/bux842P9/26IqbSwE+q1+HBnVqsX6L+g+HlJQUfpkyk07tWuOY4SSdkJDAsVOn6dmlI8WLFsHZyZFO7VrjYG/Hjt25O0nha0qlku1bN9OqTTsqVa6Km3tB+v3wIwkJ8Rw7cijLfNu3bqJkqdK0bN2OAi6utGzdjuIlS7F9W/p+UK58RcqULY9zgQI4FyhAh05dMTQ04sYbgabqNWtTslRpHBydcHVzp1vP3sTFxfHgfu7+CNHW8T1h3Gjq16mNu5srhTwKMrBfX4JDQrh9526u1PNdKJVKrpxYgX+t3ngUq4e1Q2Fqtp5IclI8dy7tfGve1NQUDq0dRJm6fTG3LqD2XnJSPPev7qd8o4E4eZTFIr8bZer1xcyqANf++nR+eITsO8at0TN4tvWAtovywVbvP07TamVoVr0sHk52DGrXGHtrCzYeOq0x/aB2jencqDpFPFxwdchP3xb1cbW34dilQLV0KampjFi4jt5N61DANvfuRn8IpVLJ6QMrqPZ5b/xK18O+QGGadZtIUmI8V85kvZ8X9CmPb+m62DoVwtrOlQp1O2JfwJuHty6qpdPR0cXMwlb1MjH/OLaDUqlk7/Z1NG3VmbKVauLiVoje/UaRmBDPqWP7s8xXyMuPdl36UrFaXfLp6WlM41+uKiXLVMLR2RVHZ1dadfgaQ0Nj7ty4mlvV0Wj9tl00qlOTz+vVwt3Fmb7dO2Gb34ZtezQfs9v2HsDO1oa+3Tvh7uLM5/Vq0ah2Tf7Ymr4fXLt5i6K+halbvQqO9naULVWC2tUqceNu2rkpISGRY3+dpXfndpQo4ksBRwe6tG2Jo71dlp+bF5RKJft2/MEXLTtTpmJNCrgVoke/0SQmxnP6WNbXFR5efrTp8h0VqtVDT08/y3S6urpYWuVXvcwtrHKjGuIDDB06lMjISLXX0KFD35onY+cIpVL5Th0m1q5dy5gxY1i3bh12dnYfVO63kSDSJyQoKIi2bdvStWtXAgMDOXLkCM2bN9cY1BkxYgRLly5l3rx5XLt2jf79+9O+fXuOHj2qWlf16tUpWbIk58+fZ+/evTx//jxTxHL58uXky5ePM2fOMGvWLKZPn87ixYszfV5Wfv31V4oWLcqFCxcYOXIkV65coX79+jRv3pzLly+zbt06Tpw4QZ8+fQA4f/483333HePGjePmzZvs3buXatWqATBz5kwqVqxIjx49CAoKIigoCBcXF42fGxcXx5QpU1i5ciXHjh3j4cOHDBw4UPX+pEmTWL16NUuXLuXkyZNERUWxdevWd67X621jYmLCmTNnmDx5MuPGjePAgbSTlFKp5LPPPuPZs2eqSc78/f2pXbs2YWFpd0NiYmJo1KgRf/75JwEBAdSvX5/GjRtnmjQt4zY8e/YsAH/++SdBQUFsfiNQ8DYHDx4kMDCQAwcOsHNn2kk5MTGR8ePH8/fff7N161bu37+vChS5uLiwadMmAG7evElQUBAzZ84Est+/ckNSUhK37tyldKmSastLlyrJtTd607wp8MbNTOnL+Jfi1p07JCcnq5at+mM9lubmNKxXF21LSkri9p07+PuXUlvuX8qfwMBAjXkCA2/gX8pfbVnp0v7cvn1bVc/AGzcyrbO0vz+B19PWmZKSQmpqKvr66hcq+voGXLt+XVW2tGXpaXR1dcmXLx/Xrl/7t1V9q9ftXSZTe5fgWuBNjXmu37hJ6VIl1JaV9S/JrTt31dp75R8bsLAwp1G9OpnWkZKS+mo7qF+g6+vrc/W65v0spz1/FkR4eBgl/Uurlunp6VOkWHECA7PezjduXKfUG3kA/P3LcCOLtklJSeHY0cPEx8fj46t5iGBSUhL79uzCxMSEggVzbzjAx3R8x8am9fYyMzV99wrksOiwx8RFh1CgcGXVMt18+jh6lOX5P2+fKPPCn79haGKNT7kWmd5LTUlGmZqCbj71LvS6egY8e3AhZwov3llScjKBD55SoYj60K2KRbz4+67mCVQzSk1NJS4+AXMTI7XlC7cdxMrMhKbVyuZYeXNaeMhjYiJDKFQkfT/Pp6ePu3dZHt15twlhlUol967/xYtn93HzVu95F/b8H6b0r8qMH2uzYf4AwoIf5Wj531fI86dEhL+gWMnyqmV6evr4FCnF7cArOfY5qSkp/HXsAAnxL/H0ybvhqklJydy6e5+yJYurLS9bsjhXb9zSmOfajduZ05cqzs0791Tf58V8fbh19z6Bt+4A8PTZc05fCKBi6bTrn5SUFFJSU9HXy3z+vhKYN+dvTUKePyUy/AVFS6VPg6Cnp493EX9u37j8wet/9vQR33duxA89mjD31+EEP3vywesUOcvAwABzc3O1l6ahbAD58+dHV1c3U6+j4ODgTL2TMlq3bh3dunVj/fr11KmT+Ro3J8mcSJ+QoKAgkpOTad68OW5ubgAUK5b5pBAbG8u0adM4dOgQFSum9Zzw8PDgxIkTLFiwgOrVqzNv3jz8/f355ZdfVPmWLFmCi4sLt27dUvVUcXFxYfr06SgUCry9vbly5QrTp09X9SrKTq1atdSCNx07dqRdu3aqSam9vLyYNWuWqkwPHz7ExMSEzz//HDMzM9zc3ChVKu2Hr4WFBfr6+hgbG+Pg4PDWz01KSmL+/PkUKpT2o6dPnz6MG5fe7X327NkMHTqUZs2aATBnzhx279bcyyMrxYsXZ/To0ap6zJkzh4MHD1K3bl0OHz7MlStXCA4OVn1JTJkyha1bt7Jx40Z69uxJiRIlKFEi/QfvTz/9xJYtW9i+fbsqqKZpGz548AAAGxubbLfDm0xMTFi8eLFaAKBr166qvz08PJg1axblypUjJiYGU1NT1VhaOzs71ZxI77J/5YbIqGhSU1OxsrJUW25lZUH4xXCNecLCIyhjZZEhvSUpKSlERkVhY23N1euB7N3/J/NnTc+Vcv9bUVFRafXMMAeVlZUlYeGa6xkeHp55u1iq1zM8PBwrS6sMaawIf7VOY2NjfH19WLP2D1xdXLC0tOTI0aPcvHkTJycnAFxcCmBnZ8fSpcv4rm8fDA0N2bxlC+Hh4YSFaS7b+1K1t2WG9rO0JCyLSfTDwiMybzdLi1fbIRobayuuXr/BngMHWThzqsZ1GBsb4efjzao/NuJaoABWlhYcOnaCG7du4+zkmBNVy9brNrHM0F6WllaEBGc95CgiPFxjnvAM+82D+/f48YfvSExMxMjIiGEjx+Dq6qaW5tyZ0/w66ScSEhKwsrZm3M+TMM/Feec+luNbqVQyf/ESivr5UtDdLfsMuSQuOm0In5Gp+hAGI1MbYiIyD1t67dmDi9w8t4kv+23V+L6+oSn2biW5eHAuVnYeGJnl586lXQQ/uoyFjfbq+18VER1HSmoqNubqAUtrC1NeXI1+p3Ws3HeClwmJ1CuX/gP80u0HbDt+nrVjv8vR8ua0mKi0/dzEXH0/NzG3IfJF1vs5QHxcNFN/qE5KciIKhQ6fdRitFowq4FGCZt0nYuPgTkzkC47tnMfvv7Tl2592YGyq3Z4aEeFpQ6MtLNV7RllYWhMa8m7DVd7m4YM7jPmxB0mJiRgaGdF/2CQKuGqeYys3REZFkZKainWm87cFYeERGvOERURkOt9bZzh/165WiYioKPoMHY1SmRY0atKwLl+1SJsLy9jYiCLeXqxYvxm3As5YWVpy8PhJAm/doYDju18v57TIV+1tbqHe3uaW1rwIDtKU5Z15FC5Kz35jcHByJSoijO0blvDT4G78MvsPTM0tP2jdnyLl/8HUJvr6+pQuXZoDBw6ofqcCHDhwgCZNmmSZb+3atXTt2pW1a9fy2Wef5Xo5JYj0CSlRogS1a9emWLFi1K9fn3r16tGiRQusrNRPhtevXyc+Pp66ddXvuiYmJqoCMhcuXODw4cOYarjTevfuXVUQqUKFCmpd5ypWrMjUqVNJSUlBV1c32zKXKaN+V+jChQvcuXOH1atXq5YplUpSU1O5f/8+devWxc3NDQ8PDxo0aECDBg1o1qwZxsbG2X7Wm4yNjVUBJABHR0fVMK3IyEieP39OuXLpE8nq6upSunRpUlNT3/kzihdXv2Py5mdcuHCBmJgYbGzUL4xevnzJ3btpQyRiY2MZO3YsO3fu5OnTpyQnJ/Py5ctMPZEybsP3VaxYsUy9TAICAhgzZgyXLl0iLCxMVf+HDx/i56e5Z8K77F8ZaZpQLiExUTUR4r+R8fSgVGbu8qmePnN3UEjLExf3kklTp9O/7zdYWJj/67Lkqn/djTVjeg1LM2RXolT7nEEDBzJ9+gy+6tARHR0dPD09qVGjOndfDevJly8fI4cPY/rMmbRs3QYdHR1KlSpJ2RzaRzXKWGelMtM+oJ48i+2gSJtwc8LUmQzo8/Vb23vogO/4deZvtO7cAx0dHbwKeVCrelVu382d4VxHDh9k7uz0IMeosT+/KnPmumfaHhllrH/mRTgXcGHGnAXExsRw6uRxZkydzC+Tp6kFkoqVKMGMOQuIiopk/97dTJrwE1Omz84UpMpp2j6+Z89fyP0HD5g+WfNcBbnl9sUdHNs8WvV/wy7z0/7QWHfN2yMxPoZDawdR7cvxGJlk3U4120zm6PphrPq5OgodXfI7++FZ8nNCn1z/kCqID6HpUH/rN12avacvsWDrn0z/riPWrwJRsS8TGLFwPSM7N8fKzCQ3SvveLv+1gx0r0vfzr/ql7ecaj/Fsvuv0DU3oPWYLiQlx3L/+F/v+mIiVbQEK+qT17vEqXk2V1r4AuHiWZObgelw6uZVK9bvkQG3e3ckje/l97iTV/4NGvbqJken7WvlO7Z4dJ2c3fpmxgrjYGM6eOsz8GeMY8cu8PA0kARrO39l8n2s4f725noAr11i1YQv9e3XDt7AnT4KeMXvxcpZbWdKp9ZcADO//LZNmL+DLrt+gq6ODV6GC1KlWmVt37+dUrbJ16shels1LP4cMGDn9VTU0XM98YNCjRIYJ0z19ijGoVzNOHN5FgyZffdC6hfYMGDCADh06UKZMGSpWrMjChQt5+PAhvXv3BtKGxz158oQVK1YAaQGkjh07MnPmTCpUqKDqxWRkZJRrD56SINInRFdXlwMHDnDq1Cn279/P7NmzGT58OGfOnFFL9zoQsGvXrkxPTHrdKyY1NZXGjRszadIkMnJ0zLm77SYm6hcwqamp9OrVi+++y3x3zNXVFX19fS5evMiRI0fYv38/o0aNYsyYMZw7d+5fPR1ML0NXVoVCkWnYn6axpv+Gps94ve1TU1NxdHTkyJEjmfK9rsegQYPYt28fU6ZMwdPTEyMjI1q0aJFp0uuM2/B9ZVxPbGws9erVo169eqxatQpbW1sePnxI/fr13zrx9rvsXxlNmDCBsWPHqi3r1+cb+n/XR2N6TSzMzdDR0cl0FysiIjLLfcPaylJjel1dXczNzHjw8CHPngczctzPqvdf7wf1v2jO0gW/4ZSDx8O7MDc3R0dHJ1PvkYiIyEy9bF6zssrc2yQiMiKtnubmWaeJUO+54+ToyK+TJxEfH09sXBw21tb8MmEi9m/MI+Pl5cXcOXOIjY0lKTkZSwsLvu/XHy+vd3ti1Lt63d7hGdovPDLr7WCtobdWROSb7f2IZ8HBjBiffnH3ur3rNmnJ8vmzcXJ0wMnRgekTx/MyPp64uJfYWFsxftJUHO1zZ2x5ufIVKezto/o/+dWwwfDwMKyt0wPREZERbw3iWFpZERGuPnloZETm3kl6eno4OaUdu16Fvblz+yY7tm3m2779VWkMDY1wcnLGyckZHx8/enXvxIF9e2jZut37V/QtPobje878hZw+c5apE3/BNn/+HKnXu3Lzq0kL1/QbEynJad/BL6NDMTFP3+9exrzA2EzzBKtRYY+IDn/C3mVfq5YplWnf1wuHFKH1oD1Y2LhiYePKF1+vIikxjsT4GEzM7Tiwqn+m+ZNE7rM0M0ZXR4cXkeqTSIdHxWBt8fbhlPvOXGbc0s1M+qYd5YukPznyccgLnoaG02/mCtWy1Ff7fdluw9k8YQAudllP0pubvEvWxNkj834eExmKmWX6fh4b9QJT87eXUUdHBxv7tMC3o6svIUH3OLFroSqIlJG+gTH2BQoT9vyfD63Gv+ZfriqFCqc/ZTI5Oe07PjL8BVbW6d81URHhmXonvY98eno4OKVN9+Dh5cu9O9fZt2Md3b4dkk3OnGFhbo6uhu/ztPO35h+01paZv8/DX32fW5ilHQu/r1lPvRpV+bxeLQAKubsSn5DAlN8W0aFlM3R0dHB2dGDWL6PVzt9jJs/ItfO3JqXKVaWQd3p7JyWl7eeRES+wfLO9I8Mxz4H2fpOBoREF3Dx59vTjGLop3k/r1q158eIF48aNIygoiKJFi7J7927VSKSgoCC1TgcLFiwgOTmZb7/9lm+//Va1vFOnTixbtixXyihBpE+MQqGgcuXKVK5cmVGjRuHm5saWLVvU0vj5+WFgYMDDhw+zHFrk7+/Ppk2bcHd3J1++rHeD06dPZ/rfy8vrnXohZfW5165dw9Mz60dl58uXjzp16lCnTh1Gjx6NpaUlhw4donnz5ujr65OSkvJen/2ahYUF9vb2nD17lqpVqwJpXWIDAgIoWbLkB637NX9/f549e0a+fPlwd3fXmOb48eN07txZ1VUxJiZGNVTtbV73JvrQ7XDjxg1CQ0OZOHGiam6p8+fPZ/tZ77J/ZTR06FAGDBigtuz5o393V0hPT4/CnoW4eOkSVSqljyu/eOkSlcprvmj09fHm9NlzassuBFyisKcn+fLlw7VAARbOman2/rJVq4mLe6ma1Dev6enp4eXpSUBAAJUrpd9hCggIoEKFChrz+Pr6cObMWbVlFy8G4OXlpTq+fX18CAi4RPM3usZevBiAr1/mp5MZGhpiaGhIdHQ0Fy5epFvXzHdtXwclnzx5wu07d+jYMWcfHf26vS8E/E2Viunte+HSZSqX1zzHh5+PN3+dVd+HzwdcorBnoVft7cziOerDmpasXMPLl/F827MrtvkzDB0yNMTI0JDomBjOBVyiZ+fceTy2sbGxWm9LpVKJlZU1ly5epFChtOBcUlIS165cplOXrIcS+/j4cSngIk2apc+FE3DxAj5+RbLMk/Z56fNdZZ1GmW2aD6HN41upVDJn/iJO/nWaKRN+wlHD5Nu5Td/QFH3D9KCBUqnE2MyWx7dPkd85rVdoSnIiQffOUb7RDxrXYWnrQcsB6pPIn9s3k8SEWCp/MQxTC/XhHHr6xujpG5MQF8njWyco32ggIm/p5cuHr7sTZ67dplbp9OP09PU71CiZ9aPQ956+xNglm/ildxuqlvBRe8/d0Zb1479XWzZ38wFi4xMY1O5zHKxzb1hqdgyMTDEwUt/PTS1suXv9FI5uaft5cnIiD26eo25Lzft5lpRKkpOzvgGWnJRISNBdXAuXzjJNbjEyNsHIOP1GnlKpxNLKhiuXzuJeyPtV+ZK4cS2ANp2+zWo170+ZHsjIC3p6+ShcqCDn/75CtYrpvf7PX7pClfKaey4X8fHi1Fn1idHPXbqMt6eH6jomISERhY76DWAdHR2UKMl4H1jt/H3pMr065c4NEE00tbeFlQ1XL53BzSO9vW9eu0irju9+M/VdJCUl8vTxAwr7lczR9X4yFP8/0z1/8803fPPNNxrfyxgY0tRpIbdJEOkTcubMGQ4ePEi9evWws7PjzJkzhISE4Ovry+XL6ROzmZmZMXDgQPr3709qaipVqlQhKiqKU6dOYWpqSqdOnfj2229ZtGgRbdu2ZdCgQeTPn587d+7wxx9/sGjRIlWQ6NGjRwwYMIBevXpx8eJFZs+ezdSpmucSeReDBw+mQoUKfPvtt/To0QMTExPVZM+zZ89m586d3Lt3j2rVqmFlZcXu3btJTU3F2zvtS9fd3Z0zZ87w4MEDtTl7/q2+ffsyYcIEPD098fHxYfbs2YSHh39wt9LX6tSpQ8WKFWnatCmTJk3C29ubp0+fsnv3bpo2bUqZMmXw9PRk8+bNNG7cGIVCwciRI99pOJ2dnR1GRkbs3buXAgUKYGho+F5dFV/3/Jo9eza9e/fm6tWrjB8/Xi2Nm5sbCoWCnTt30qhRI4yMjN5p/8rIwMAgUy+liPcYyvZl0yZMmjaDwp6e+Pp6s3vvfoJDQvm8UX0Afl+2ktAXLxj8Qz8APm/YgO07dzN/0RIaNqhLYOBN9h74k2GD0gJa+vr6meY9eR0ceXP5y5cvefLG0/2ePQ/mzr17mJuaYWdn+6/rkZ3mzZrx69SpeHl54evjw569ewkOCeGzRo0AWLJ0GS9evGDQwLSL7M8aNWL7jp0sWLiIhg3qE3jjBvv272fIjz+q1tm0yRcM/HEw6zdsoGKFCvx1+jQBly4x9dfJqjTnL1wApZICBQrw9GkQi5f8TgFnZ+q9MXTx2PHjWFhYYGdry4MHD5i3YCEVK1SgtL/6xN45oUXTxkycNovCXoXw8/Fm194DBIeE0rhhPQAWL19F6IswhgxI69nYuEE9tu3cw9zFS/msfl2u37jJngOHGD6wH/Cqvd1c1T7D9HV7v7H83MUAlEpwcXbiSdAzFi5dgYuzMw3q1MrxOmqiUCj4omlzNq5fg5NzWm+gDevWYGBgSLUa6WWYPmUi1jb56dSlOwCNmzRn6I/92bThD8pXqMSZ06f4+9JFJv46Q5VnxbLfKV2mHPltbXkZF8fxY0e4euVvRo9L650VH/+S9X+soVyFilhb2RAdHcXundt5ERpClaq5M9/Za9o6vmfPW8Cho8cYO2IYxsZGqt5sJsbGWfauzG0KhYJiVToScGgBFvndsMjvRsChBeTTM8Sz5OeqdIf+GIyJhR3lG/5APj0DrB0Kq61H39AMQG35o5vHUQKWtgWJCv2H07t+xdK2IN5lm+dJ3XKCrokxJp7px6xxwQKYl/AhMSyS+EcfNsdIXvuqXlVGLlqPr3sBinu6svnoWZ69iODLmmnB09kb9hIcEcX4HmkPPtl7+hKjFm9gYLvPKVbIldDItLmTDPT0MDM2xEBPD88C6gFDM2NDgEzLtU2hUFChbkeO71yAjZ0b1vZuHN+1AD19Q4qVT9/PNy8ajLmVHXVapJ3zju9agJN7UaxsXUlJSeL25aP8/dc2PuuQPlRu37pJeJesiYW1E7FRaXMiJbyMoWSlpnldzUwUCgUNvmjN9o3LcXBywcHJhW0blqNvYEilavVU6eZNH4uVtS1tOqX9kExOSuLxqxtwycnJhIeF8ODeLQwNjVQ9j9atmEeJ0hWxyW/Hy5dxnD5+gOtXLzJ4dN7O+9iqyWf8POM3vD09KOJdmJ37/iQ4NJQvGqRN9rtwxVpCXoQxvH9a0KxJg7ps2bWfOb+v4PN6tbl28xa7/zzMqB/SRy5UKuvP+m278SpYED9vTx4HPWPJ6vVULlsaXd204MHZi3+jRImrsxOPg54xf9lqXJwcaVS7Rp7W/00KhYL6jduwc+My7B1dcHByZcfGpejrG1KhWn1VugXTR2NlY0erjmnbJDkpiSev2zspifAXIfxz7xaGRkbYO6a199qlMylVtio2tvZERYSzfcMSXsbFUqVW7s+JI/7bJIj0CTE3N+fYsWPMmDGDqKgo3NzcmDp1Kg0bNmTdunVqacePH4+dnR0TJkzg3r17WFpa4u/vz7BhwwBwcnLi5MmTDB48mPr165OQkICbmxsNGjRARyc9ituxY0devnxJuXLl0NXVpW/fvvTs2fO961C8eHGOHj3K8OHDqVq1KkqlkkKFCtG6dWsgbajX5s2bGTNmDPHx8Xh5ebF27VqKFEm7Qzdw4EA6deqEn58fL1++5P799xvjPHjwYJ49e0bHjh3R1dWlZ8+e1K9f/717WGWkUCjYvXs3w4cPp2vXroSEhODg4EC1atVUM+tPnz6drl27UqlSJfLnz8/gwYOJiorKdt358uVj1qxZjBs3jlGjRlG1atX3ikDb2tqybNkyhg0bxqxZs/D392fKlCl88cUXqjTOzs6MHTuWIUOG0KVLFzp27MiyZcuy3b9yS41qVYiKjmLVH+sICwvH3c2Vn8eMxP7VIyxfhIcRHBKiSu/oYM9PY0Yyf/EStu/ajY2NNd/07E7VypWy+giNbt2+w8BhI1X/z1+8BIC6tWvyY//vs8r23qpXr0ZUdBSr16wlPCwMN3c3xo8di/2r7thhGerp4ODA+HFjWbBwETt37sTaxoave/WiSpX0SUb9/PwYOmQwy1esZMXKVTg6OjB0yGB8fNLvYsfFxrF02TJCQ0MxNTOjSuXKdO7UUa23YlhYOAsXLSYiIgJrKytq165Nu7ZtcnwbANSsWpmoqGhW/rFB1d4TRg9Lb++wcIJDQlXpHR3s+WX0cOYuXsr2XXuxsbamT8+uVKtc8V99bmxsHItXrCY09AVmZqZUrVSBrh3avbXXZk5r3qI1CQkJzP9tFjEx0RT29mXsTxPVeiyFhASjeOP72tevCIOGjGDViqWsXrkMB0cnBg0ZgbdPeo+GiIhwpk+ZSFhYGCYmJrgXLMjocRNUT3XT0dHl8eNHHPp5P1GRUZibm+NZuDATf52Oq5t7rtZZW8f3jt17ARg4dITa8oH9+lK/Tu0PrNX7K1GjO8lJ8ZzYMo6El5HYuRTnsx6/q/VYiol4+q9vfiTGx3B2zzRiIp9haGxJwWJ1KVu/P7q6mh8Z/jGyKF2UigdXqv73m5J27nm0YjOXu739sckfm/rlixMZG8ui7QcJjYymkLM9s/p3xil/2jDU0Mhonr2IUKXfdOQsySmpTFy5nYkr03ueNa7sz9juLfO6+B+scsPuJCXGs2vVOF7GRlLAozgdfvhdrcdSZNhTtR4oiQkv2bVyHFHhz8inb0h+h4I07zGZouUaqdJEhT9n4/wfiIuJwMTMigKFStB9+Dos86sPw9eWz5t3IDEhgWXzfyU2JppChYswZOxMtR4sL0KeqR3f4WEhDO/XUfX/ri2r2bVlNb5FSzHil3kAREaEMW/6GCLCXmBsYoqLeyEGj55OsVKae3TmllpVKxEZHcOKdZt4ERZBQTcXJo0agsOrG28vwsMJDn3j/G1vx6RRg5nz+wq27t6PjbUV33XvTPVK6eXu0Ko5CoWC31evIyQsDEtzcyqVLU339q1VaWLi4li0ci0hoWGYmZlSvWI5urdvk6fnb00aNe9IYmICKxZMJi4mGo/CRRg0drZae4eFPlf7DRYeFsKo/u1V/+/Zuoo9W1fhU9SfoT+nzScWHhrMvCkjiI6OwMzcCk/vooya/Dv57fJ2Kgbx36NQ/tuJYMR/Ro0aNShZsiQzZszQdlFyXWpqKr6+vrRq1SpTbxyROx7e1vy4+v93KTqfzg+1nKSXEq/tImhFrK72ho5ok1FqTPaJ/g9tvO6TfaL/Q94t/pv1rnE0bydg/1hsVzbLPtH/Ia/8EdouglYUUD7QdhG04gEe2i6CVlTw+XSvWyIv/qntImhk4V9H20XIcdITSfwn/fPPP+zfv5/q1auTkJDAnDlzuH//Pu3a5d2YaSGEEEIIIYQQ4lPy/zP7lMhTx48fx9TUNMvXx05HR4dly5ZRtmxZKleuzJUrV/jzzz/x9fXl4cOHb63bm7PhfyzeVt7jx49ru3hCCCGEEEIIIf4PSE8kkaW3zbNTpkwZLl26lGdlyWkuLi6cPHlS43tOTk5vrZuTk1Muler9va28zs4fx/h/IYQQQgghhBCfNgkiifdiZGSEp6entouRK/Lly/fJ1e1TK68QQgghhBBCiE+PDGcTQgghhBBCCCGEENmSnkhCCCGEEEIIIYT4ZCkV0j8mr8iWFkIIIYQQQgghhBDZkiCSEEIIIYQQQgghhMiWDGcTQgghhBBCCCHEp0uGs+UZ2dJCCCGEEEIIIYQQIlsSRBJCCCGEEEIIIYQQ2ZLhbEIIIYQQQgghhPhkKRUKbRfhP0N6IgkhhBBCCCGEEEKIbEkQSQghhBBCCCGEEEJkS4JIQgghhBBCCCGEECJbEkQSQgghhBBCCCGEENmSIJIQQgghhBBCCCGEyJY8nU0IIYQQQgghhBCfLKVC+sfkFdnSQgghhBBCCCGEECJbEkQSQgghhBBCCCGEENmS4WxCCCGEEEIIIYT4dCkU2i7Bf4b0RBJCCCGEEEIIIYQQ2ZIgkhBCCCGEEEIIIYTIlgxnE0IIIYQQQgghxCdLns6Wd2RLCyGEEEIIIYQQQohsSRBJCCGEEEIIIYQQQmRLgkhCCCGEEEIIIYQQIlsyJ5IQQitClXbaLoJWWCgitV0ErQjXsdV2EbTCgARtF0ErIrDRdhG0wkD/v/l44RpHJ2i7CFpxpPpQbRdBKxwDGmq7CFqRlKqr7SJoRayBhbaLoB2J2i6AEB8v6YkkhBBCCCGEEEIIIbIlPZGEEEIIIYQQQgjxyVLy3+wNrA3SE0kIIYQQQgghhBBCZEuCSEIIIYQQQgghhBAiWzKcTQghhBBCCCGEEJ8spUL6x+QV2dJCCCGEEEIIIYQQIlsSRBJCCCGEEEIIIYQQ2ZLhbEIIIYQQQgghhPh0KeTpbHlFeiIJIYQQQgghhBBCiGxJEEkIIYQQQgghhBBCZEuCSEIIIYQQQgghhBAiWxJEEkIIIYQQQgghhBDZkiCSEEIIIYQQQgghhMiWPJ1NCCGEEEIIIYQQnyyl9I/JM7KlhRBCCCGEEEIIIUS2JIgkhBBCCCGEEEIIIbIlw9mEEEIIIYQQQgjxyVIqFNouwn+G9EQSQgghhBBCCCGEENmSIJIQQgghhBBCCCGEyJYMZxNCCCGEEEIIIcQnS6mQ/jF5Rba0EEIIIYQQQgghhMiWBJGEEEIIIYQQQgghRLYkiCSEEEIIIYQQQgghsiVBJCGEEEIIIYQQQgiRLQkiCSGEEEIIIYQQQohsSRBJvLPOnTvTtGlTbRdDjbu7OzNmzNB2MdRkV6YHDx6gUCi4dOlSnpVJCCGEEEIIIf5fKVF8lK//R/m0XQAhPlXLli2jX79+RERE/Kt8Li4uBAUFkT9//twpWA46cuQINWvWJDw8HEtLS20XJ0tKpZJNa3/n4L7txMZE4Vm4CF16/4CLm0eWeR79c4+Nqxdz7+4NQoOf0aH79zRq0lotTeDVAHZuXsO9uzeJCAtlwLAJlK1YPberA8DOnTvZtHEjYWFhuLm50bNXL4oWLZpl+iuXL7No0SL++ecfbGxs+LJFCz777DO1NCdOnGDlihUEBQXh6OhIp06dqFS5cvo6rlxh08aN3Llzh7CwMEaMHEmlSpXU1jFt6lT+/PNPtWXe3t5Mz6VgrlKpZP2apfy5dwexMdF4evvR4+v+uLgVfGu+0yeP8MfK33kW9BQHRyfaduxB+UrVVO+npCSzfvVSjh85QER4GJZWNtSs05Av23RERyft/sqcab9w5OBetfV6efsxYdr8nK9oBkqlkrWrV7Jv7y5iYmIo7O1D72/64ubm/tZ8J08cZ/XKZao27tCpCxUrVVG9v2HdWk6dOsGTx4/Q1zfAx9ePzl27U6CAi9p6Hj38h2VLF3P1ymWUSiWurm78OHQkdnZ2uVFdFaVSyYY1S/lz33ZiYqLxKuxH968HvFt7r1rM86Cn2Ds60bZDz8ztveZ1e7/AysqGGnUa8mXrTqr2jggPY9WyeVwOOEdsbAy+RUrQrVc/HJ1dsvrYXKVUKjmzdw7X/lpH/MsoHFxLUKPFKGwcvd4p/62Lu9i7YgAeRWvzefe5quWn98zm7L45ammNzfLTffzJHC3/+1h/6C9W7DlOaEQ0Hs52DGz3Of6FNbf9wfNX2Xj4DDcfBpGUnIyHsx29mtShUrHCGtPvO/M3Q+f/QY1Sfkz7rkNuViPXWFcpg8cP3bDwL4qhkx3nv/yG59sPartYOUqpVLJz/XyOH9hMXGwUBb2K0rb7UJxcPbPMc/zAJk4f3cnTh3cAcPXwo+lXfSjoVSyviv2vKZVKtv6xiKP7txAbG42HVxE69voRZ9dCWeZ58vAum9cs4MHdG7wICaJt1/7U/6JdpnThL4JZv2I2ly/+RVJCPPZOrnTrMxJ3T9/crNJHe91y8uRJ9uzezZ07d4iKimL2nDkUKpT1ds4Nr9v7yL6txMZGU6hwETr0GkSBt7T344d32bJmIQ/u3iA0OIh23fpT/4u2amm2rF3I1j8Wqy2zsLRm1nL1axchcpr0RBL/OUlJSVr9fF1dXRwcHMiXT3sx3MTERK19dm7YsWkVu7f+QZdeA/h52u9YWlnzy6h+vIyLzTJPYkI8dg5OtO30NZZWNhrTJMTH41rQky69BuRW0TU6evQoCxcsoHWbNsyeM4ciRYowauRIgoODNaZ/9uwZo0aNokiRIsyeM4dWrVuzYP58Tpw4oUoTGBjIxAkTqFW7Nr/NnUut2rWZMGECN27cUKWJj4+noIcHX3/zzVvLV7pMGVatXq16jRs/PmcqrsHWjWvYuWU93Xr3Y+L0hVhaWTNuxABexsVlmedm4FWmTRxLtVr1mTpnCdVq1WfaxNHcunE9fb0b1rB/z3a69e7PjPkr6dD1a7ZtXsueHZvU1lWydHkWrdyieg0bOznX6vqmTRvXsXXLJnp93YdpM+ZgZWXNqOGDiXtLvW8EXmfyxJ+oWasOs36bT81adZg04Sdu3ghUpbl69TKfff4Fv06bxfifJ5KSksKo4UOIj3+pShMU9JTBg/pToIArv0yayqw5C2jdtj36+nq5WmeAbZvWsHPrOrr17s/EaYuwtLJm/Mj+2bb39EljqF6zPlNmL6V6zfpMnzSK2zevqdJs3biGA3u20a13P2bMW0X7Ll+z/Y32ViqVTP5pGMHPgvhxxAQmz1yCrZ0D40b0V9s2eenCwUUEHFlK9S9H0WbARozN87N1XhcS42OyzRsV9oTj2ybh5FFG4/vWDl50G3dC9Wo3eEdOF/9f23fmMlPW7KLb5zVZM7YvpQq703faMoJeRGhMf/HWfcoX8WR2/06sHt2HMj6F6DdzBTf+eZop7dPQcKav202pwu65W4lcpmtiTNTlm1z7fpy2i5Jr9m1dxp87VtGm+xCGTlqNuWV+Zoz7mviXWZ/Pb107T9kqDRgwdhGDf1mBta0DM8d9TfiL53lY8n9n95YV7Nu+hvY9BzH612VYWNnw6+g+vHxLPRMS4rF1cKZlxz5YZHHdEhsTxU9DuqOrm48fRs7k59nradulH8YmZrlVFeDjvm6Jj4/Hz8+Pzl265FyF/6Xdm1ewd9taOvQaxJgpy7CwtOHXUX2zuU5NwNbemZYdvs2yvQGcXT2YuWy36vXTrLW5UQUh1EgQSWSyceNGihUrhpGRETY2NtSpU4fY2MxfckqlksmTJ+Ph4YGRkRElSpRg48aNammuX79Oo0aNMDU1xd7eng4dOhAaGqp6v0aNGvTp04c+ffpgaWmJjY0NI0aMQKlUvnN5o6OjadeuHaampjg5OTF79my19xUKBfPnz6dJkyaYmJjw008/AbBjxw5Kly6NoaEhHh4ejB07luTkZFW+adOmUaxYMUxMTHBxceGbb74hJibt4v3IkSN06dKFyMhIFAoFCoWCMWPGqPLGxcXRtWtXzMzMcHV1ZeHChar3Mg5nO3LkCAqFgoMHD1KmTBmMjY2pVKkSN2/eVKvHTz/9hJ2dHWZmZnTv3p0hQ4ZQsmTJd9pGr4ciTpgwAScnJwoXTrtTu2rVKsqUKYOZmRkODg60a9dOdcJ/8OABNWvWBMDKygqFQkHnzp2Bd2v7vKJUKtmzfT1NW3WiXKUauLgV4uv+I0lMiOfk0QNZ5itU2I+vuvahUrW65NPT/OO4ZJmKtO7Qi3KVauRS6TXbsmUL9erVo0GDBri6utKrd29sbW3ZtWuXxvS7d+3Czs6OXr174+rqSoMGDahbrx6bN6UHRLZu3Uopf39at26Ni4sLrVu3pmTJkmzbulWVpmzZsnTq1InKb9zl00RPTw9ra2vVy8wsdy5OlUolu7ZtoHnrDlSoXB1Xdw/6DhhGQkICx9/Stru2baB4qTI0b9UeZxc3mrdqT7ESpdm1bYMqzc0b1yhbvjKly1XEzt6RilVqUKJUWe7eVj/u9PT0sLK2Ub3MzMxzpa5vUiqVbN+6hVZt2lKpclXc3AvS/4dBJCQkcPTIoSzzbdu6mZKlStOydVtcXFxp2botJUqWYvu2zao0Y8dPoE7d+ri5uVPQoxD9BgwkJCSYO7dvq9KsXL6U0mXK0aVbDwoV8sTB0ZGy5cpjaWmV6/XetW09zVt3pHyltPbuM2A4CQkJnHhbe29Pa+9mrTrg7OJGs1YdKJqhvW/duEqZ8lUoXbbSq/auSYlS5bh7J+3HSNDTR9y+eY0e3/yAZ2FfnAu40v3rAcTHv+Tk0T+z+uhco1QquXRsBWXr9sazRD1sHAtT96tJJCXGc/PCzrfmTU1NYd/KgVRo2BcLG829qHR0dDExt1W9jE2tc6Ma/8rq/cdpWq0MzaqXxcPJjkHtGmNvbcHGQ6c1ph/UrjGdG1WniIcLrg756duiPq72Nhy7FKiWLiU1lREL19G7aR0K2Gq/nh8iZN8xbo2ewbOtWR8PnzKlUsnBnatp+GV3/CvUxtnVk859x5OY8JKzx/dkma9bvwnUaNAal4I+OBQoSIfeo1Aqldy4cjYPS//ulEol+3espXHLLpSpWIsCbp70+H4MCQnxnD62L8t8Hl5FaNP5eypUrUe+fPoa0+zavByb/PZ0/240HoWLYGvvhF+Jctg5Fsit6gAf93VL7dq1affVV5QqVSrH6vtvKJVK9u34gy9adqZMxZoUcCtEj36jSUzMrr39aNPlOypUq4eenub2hrSb05ZW+VUvc4vcPVd/zJQKnY/y9f/o/7NW4r0FBQXRtm1bunbtSmBgIEeOHKF58+YagzojRoxg6dKlzJs3j2vXrtG/f3/at2/P0aNHVeuqXr06JUuW5Pz58+zdu5fnz5/TqlUrtfUsX76cfPnycebMGWbNmsX06dNZvHhxps/Lyq+//krx4sW5ePEiQ4cOpX///hw4oH6BNXr0aJo0acKVK1fo2rUr+/bto3379nz33Xdcv36dBQsWsGzZMn7++WdVHh0dHWbNmsXVq1dZvnw5hw4d4scffwSgUqVKzJgxA3Nzc4KCgggKCmLgwIGqvFOnTqVMmTIEBATwzTff8PXXX6vdOdFk+PDhTJ06lfPnz5MvXz66du2qem/16tX8/PPPTJo0iQsXLuDq6sq8efPeeRsBHDx4kMDAQA4cOMDOnWk/QhITExk/fjx///03W7du5f79+6pAkYuLC5tencxv3rxJUFAQM2fOBLJv+7wU/PwpEeEvKFaqnGqZnp4+vkVLcuvGlTwvz4dKSkrizu3b+Pv7qy0v5e9P4PXrGvME3rhBqQzpS/v7c/v2bVVg9EZgYKZ1+pcuzfVA9R9c7+LK5cu0bdOG7t27M3PmzH89pPNdBT8LIiI8jBL+ZVXL9PT08StagpuBV7PMd+vGNUqUKqu2rIR/ObU8vn7FuPL3RZ4+eQTAg3t3uHH9Cv5lKqjlu3blEl3bfUHfHu2YN2sykRHhOVG1t3r+7Bnh4WGU8k/vRaKnp0/RYsW5Eah5HwC4ceM6pfxLqy0r5V8my/0GUN0geB0ITE1N5fy5Mzg7F2DUiCG0b9uSH/r15a9TuT/UKfj5q/YulbG9S2bT3lcztXfJDO3t41ecq39f4OmTh8Dr9r6Mf5mKQHoPVT399At1XV1d8uXLR+D1yx9euX8p6sVj4qJCcPVJH4qYL58+zp5lCXoQ8Na8Z/f9hpGpNUUqtMwyTUToP/w+qgrLxtViz/L+RIY+yrGyv4+k5GQCHzylQhH1oXoVi3jx992H77SO1NRU4uITMDcxUlu+cNtBrMxMaFqtbBY5xcci9PkToiJC8StRUbVMT0+fwkXKcPfmpXdeT2JiPCkpyZiYWuRCKT9cyPMnRIa/oGjJ9PONnp4+PkX9uXPjw75vLp09jrunL3MmD6Fvp3qM6v8VR/Zv+dAiv9WncN2iTSHPn6a1dyn19vYu4s/tD2xvgGdPH/F950b80KMJc38dTvCzJx+8TiGyI3MiCTVBQUEkJyfTvHlz3NzcAChWLPOY8tjYWKZNm8ahQ4eoWDHtZO/h4cGJEydYsGAB1atXZ968efj7+/PLL7+o8i1ZsgQXFxdu3bql6g3j4uLC9OnTUSgUeHt7c+XKFaZPn06PHj3eqcyVK1dmyJAhABQuXJiTJ08yffp06tatq0rTrl07taBMhw4dGDJkCJ06dVKVffz48fz444+MHj0agH79+qnSFyxYkPHjx/P1118zd+5c9PX1sbCwQKFQ4ODgkKlMjRo14ptXXWsHDx7M9OnTOXLkCD4+PlnW4+eff6Z69bT5doYMGcJnn31GfHw8hoaGzJ49m27dutHlVVfcUaNGsX//flXPqHdhYmLC4sWL0X/jR9Kb28TDw4NZs2ZRrlw5YmJiMDU1xdo67a6tnZ2dak6kd2n7jBISEkhISFBblpiYgL6+wTuXPyuR4WFA2hjwN1lYWhMa/OyD15/XoqKiSE1NxdJK/U6SlaUl4eGaAxjh4eFYZZizytLKipSUFKKiorC2ttY4r5WlpSXhYWH/qnyly5ShStWq2NnZ8fzZM1auXMnQIUOYNWuW2g/wnBAe/uJVOdXb1tLSmpCQrNs2bY4j9e1naWVFRHh6XZu2/Iq4uFi+79UeHR0dUlNTaduxB1Vq1FGlKVWmPBWr1MTWzp7g50H8sfJ3xgzrx+SZi956V/BDhb8qZ+b2siI4OOvhGRHh4Zl6C1laWmW53yiVSn5fNB+/IkVxc0+bdyYyIoKXL1+yccM62nfsTOcu3blw4TwTfh7LzxN/pVixEh9Qs7eLeNXemY9lq7ceyxHhYRqPf7X2bvEVcbEx9Ov9Rnt36EGV6mnt7VzADVs7B9YsX0DPPoMwMDBk59Z1RISHERH2Iqeq+M7iokMAMDZTH8JgbJaf6LDMw7Vee3rvAtdOb6TdoK1ZpnFwK069ryZhaetOXPQLzu2fx4aZbfhqyE6MTLRzBzsiOo6U1FRszE3VlltbmPLiavQ7rWPlvhO8TEikXrniqmWXbj9g2/HzrB37XY6WV+SOqIi0nurmGY5nMwtrwkKC3nk9m1fNxNLaDt/i5XO0fDklMiLtOyVjPc0trHnxlnPbuwh+/oRDezfR4It2NG7RhXu3r7F68VT09PSpXPOz7FfwHj726xZti3x1bjO3yNDelta8CH73/VoTj8JF6dlvDA5OrkRFhLF9wxJ+GtyNX2b/gam55QetW4i3kSCSUFOiRAlq165NsWLFqF+/PvXq1aNFixZYZTgxXL9+nfj4eLVADaT1bHndXfTChQscPnwYU1P1i0KAu3fvqoJIFSpUQKFIn7m+YsWKTJ06lZSUFHR1dbMt8+tAxpv/Z3w6Wpky6vNCXLhwgXPnzqn1PEpJSSE+Pp64uDiMjY05fPgwv/zyC9evXycqKork5GTi4+OJjY3FxMTkrWUqXjz9IvZ1oCmrceGa8jg6OgIQHByMq6srN2/eVAWlXitXrhyHDmU9tCWjYsWKqQWQAAICAhgzZgyXLl0iLCyM1NRUAB4+fIifn5/G9bxL22c0YcIExo4dq7asZ59B9Oo7+J3L/9qJI/tY/Fv6vDQ/jpoCoLYPQdoPZBSf7hMRNNUn47IMGTKlz26dZLdODd4MErq7u+NVuDCdO3Xi7Llz2Q6Dy86xw/tZOGeq6v+hYyYBmZtRiRJFNk+7yPh+xu138tghjh3ez/eDRuHi5s6De3dYunA21tZpEy4DVK5WW5Xe1d2DQl7efN2lFRfO/kWFyjk3wfqRwwf5bfYM1f+jxqYNuf3X+wCadnlllofB/LmzeXD/PpOmTFctS1WmfQeUr1CRps2+BMCjkCc3Aq+xd/fOHA0iHT+8nwW/TVH9P3S05vbmHY7l7PbtU8cOcvzIAb4fOIoCbgV5cO82yxbNxsomPzVqNyRfvnz8MOwn5s2cSJc2jdDR0aVYydKUKl2BvHDj/HYOrx+t+r9xzwVp9cq4nyuVZLXrJ8bHsH/VIGq3Ho/RW4anufup77uO7iVZ/lNdAs9uxb+m9uYMATLVLa262X9H7T19iQVb/2T6dx2xfhWIin2ZwIiF6xnZuTlWZm8/ZwvtOHNsF6sX/KT6v8+wtOkIMn/Pvfv5fN/WpZw7sZcfxi5GLwduVOWEU0f3sHzeBNX//UekfedmOk+R9fH9rpTKVAoW8qVFh28BcPPw5snDexzauynXgkivfazXLXnt1JG9LHujvQeMfNXeuVCXEqXVJxH39CnGoF7NOHF4Fw2afPVB6/4UKT/yfeP/iQSRhBpdXV0OHDjAqVOn2L9/P7Nnz2b48OGcOXNGLd3rYMOuXbtwdnZWe8/AwECVpnHjxkyaNCnT57wOkuSWjF/KGYM+qampjB07lubNm2fKa2hoyD///EOjRo3o3bs348ePx9ramhMnTtCtW7d3mphbL8McOwqFQrXN3iXP6/K/mUdjkORfyLgNYmNjqVevHvXq1WPVqlXY2try8OFD6tev/9aJt9+l7TMaOnQoAwaoT059/eG796J6U+lyVfAsXET1f1JSWlkjwl9gZZ3+xLuoyPBMvRM+Bebm5ujo6GS60xYRGZnlE/KsrDL3NomMiEBXVxdzc/Ms00RERma6c/hvWVtbY2dnx9MnH959umz5Knh5pwcvk18da+HhYWptGxkRjsVbym1pZa3qzZOeJwKLN3rprFwyl6Ytv6JK9bRAkZt7IUKCn7F5w2pVECkjK+v85LezJ+jp439fubcoV74ihb3TeykmqeodjrV1ek+UyMiIt85LZKmpjSM051kwbw5nz5xmwuSp5M9vq1pubm6Brq4urq5uauldXFy5fi3rIWXvo0z5KnhqaO+IjO0dGZGpN9qbLK2sVb2Y0vOEq7f30nk0bfEVlV/1PHJzL0Ro8HO2bFhFjdpp7V3I05sps5cSGxtDcnISFhZWDB3Qk0JeWfcgzSkeRWvh4JYeoEtJTvtei40OxcQi/Yl4cTEvMDbT/GTPyNBHRIU9Ycfir1XLlK+CgrMH+NFh2F4s87tmyqdnYIyNY2EiQx7kRFXei6WZMbo6OryIVD8vhEfFYG2R+UbUm/aducy4pZuZ9E07yhdJf4LX45AXPA0Np9/MFaplqa/Om2W7DWfzhAG42GU9Wa3IfSXK1lB7glryq/N5ZPgLLKzSv5eiI8Mz9drRZP+25ezZ9Dv9Ri+ggLvmp/RpQ6ly1ShUOP0pZap6RrzA8o3vuujIcCwsP2yftLTKj5OL+pNpnQq4c/6vd7/p+G99atctua1UuaoU8s58nZqxvaPecb/+NwwMjSjg5smzp9odoiz+/0kQSWSiUCioXLkylStXZtSoUbi5ubFli/p4aj8/PwwMDHj48KHG4UsA/v7+bNq0CXd397c+iez06dOZ/vfy8nqnXkhZ5X/bsLHXZbt58yaenpofGXv+/HmSk5OZOnWq6vHP69evV0ujr69PSkrKO5XxQ3l7e3P27Fk6dEh/LPH58+c/aJ03btwgNDSUiRMn4uLionGdr3suvVnPd2n7jAwMDDIFmPT13+8peUbGJhgZpwfElEolllY2XLl0joKFvIG0H6OBVy/RttPbnzL2MdLT08PTy4uAgAC1x9gGXLxIhQy97l7z9fHJFOi9ePEiXl5eqmPPx9eXgIsXadasmVoaP98Pe+RvVFQUISEhqqGPH8LI2BgjY2PV/2lta83lgPN4FEr7QZCUlMT1q3/TvkuvLNdT2KcIly+do3Gz9PnX/g44h7dv+kV8QkICOhkmO9TR0UX5lmBvdFQkL0JCsLLO2R+exsbGGGeot5WVNZcuXqBQobTvqKSkJK5euUynLt2zXI+Pjx+XAi6oehABBFy8gO8bvQqVSiUL5s3hr79OMmHiFBwc1AP6enp6eBX25vFj9QvQJ0+eYGtn/0H1zCjr9j5HQbX2vkT7zr2zXE9hn6JcDjjP501bq5Zlbu94FDrqgXgdHR2N7W1ikha0CHryiLt3btKmfdbbPKfoG5qib5geLFEqlRib2/Lo5knsCqS1X0pyIk/unKNy44Ea12Fl78FXGZ6y9teuGSQmxFK9+XDMLDMPvQZITk4k7PldnDxKa3w/L+jly4evuxNnrt2mVun0H1+nr9+hRsmsv6P2nr7E2CWb+KV3G6qWUD/vuzvasn7892rL5m4+QGx8AoPafY6D9cc5X85/iaGRCYZG6udzc8v8BF7+C1ePtPZMTkri1rXzNO/Q763r2rd1Gbs3Leb7kXNx9yzy1rR5zcjIBKMM9bSwsuHapTO4eaRft9y4epFWnfp+0Gd5+ZTg2ZN/1JY9e/qQ/Laaj/+c8Kldt+Q2TdepFlY2XM3Q3jevXaRVxz45+tlJSYk8ffyAwn4lc3S9QmQkQSSh5syZMxw8eJB69ephZ2fHmTNnCAkJwdfXl8uX0yd/MzMzY+DAgfTv35/U1FSqVKlCVFQUp06dwtTUlE6dOvHtt9+yaNEi2rZty6BBg8ifPz937tzhjz/+YNGiRaog0aNHjxgwYAC9evXi4sWLzJ49m6lTp2ZVxExOnjzJ5MmTadq0KQcOHGDDhg1ZPg3itVGjRvH555/j4uJCy5Yt0dHR4fLly1y5coWffvqJQoUKkZyczOzZs2ncuDEnT55k/vz5autwd3cnJiaGgwcPUqJEiUw/BHNS37596dGjB2XKlKFSpUqsW7eOy5cv4+HhkX3mLLi6uqKvr8/s2bPp3bs3V69eZXyGR7W7ubmhUCjYuXMnjRo1wsjI6J3aPi8pFAoaftGKbRtW4OjkgoNTAbauX4G+gSGVq6cPuZs7bRxWNra07ZR2lz45KYnHj+6n/Z2cTPiLEB7cu4WhoTEOTmlPMYl/GcezoPReJyHPg3hw7xampubkt8u9C7JmzZoxdcoUvLy88PH1Ze+ePYSEhNCoUSMAli5dyosXL1STuTf67DN27NjBwoULadCgATcCA9m/fz8/Dk4fLtikSRN+HDSIDevXU6FiRU7/9ReXAgL4dUr6cKKXL1/y9Gn6fCvPnz/n7t27mJmZYWdnx8uXL1m9ahWVq1TB2tqa58+fs3zZMszNzalYSb1LdU5QKBR81qQlm9evwtGpAI5OBdi8fhUGBgZUfaNtZ039GRub/HzVOS2w1OiLFowa/B1bNqymXIUqnD19giuXzjN+8m+qPGXKVWLTupXkt7XHxc2d+3dvs3PLOmrWbfRqW8SxfvVSKlSujpW1DcHPn7Fm+ULMzC0oX7Fajtc1Y72/aNqMDevX4uTsjJOTM+vXrcXAwIDqNWqp0k2bMgkbm/x06tINgC+aNGPIjwPYuOEPyleoxJnTp/j70kUm/Zo+XG3e3NkcO3KI4aPGYmRkrLpzbGxiogr0Nv+yJZMn/kzRYsUpVrwEFy+c4+yZv/hl0rt/L79vvT9r0orNG1bh4OSS1t4bVmJgYECVN9p79tSfsLbJz1evAkuffdGCUYP7snXjasqWr8K5M5nbu3S5Smx+3d6uBbl/9zY7tq6jVt304R1/nTiMubkl+e3sefjgLksXzqJchaqU8E+ftD+vKBQKSlbryLkDC7C0dcfS1o1zBxagp2+Id+nPVen2r/oREwt7Kjf+gXx6Btg4qve+MDBKu6P/5vLj2yZRsEhNzKwceRkdxtkD80iMj8G3XDO06at6VRm5aD2+7gUo7unK5qNnefYigi9rps1rM3vDXoIjohjfIy04vPf0JUYt3sDAdp9TrJAroZFpcycZ6OlhZmyIgZ4engXUv6fNjA0BMi3/VOiaGGPimd6bzLhgAcxL+JAYFkn8ow+bW+VjoFAoqP35V+zZ9Dt2jm7YObqyZ9Ni9A2MKFc1vYfo0lkjsLS2o1n7tLmu9m1dyva1c+nWbwI2tk5EhqfNrWRgaIyhUe5cl30IhUJBvcZt2bFxKfZOLtg7urBz4zIMDAypUK2+Kt3CGaOxsrGlZYe0QENyUhJPHt0DICU5ifCwEP65dxNDI2PsHdNuBtb7oi0/D+nGjg1LKVelDvduXePI/i10/mZYrtbpY71ugbSnOAcHBxP2Iq3H6uPHadd1VlZWOXIDLDsKhYL6jduwc+My7B1dcHByZcfGpejrq7f3gumjsbKxo1XHtKGIae19X/V3+IsQ/rl3C0MjI1V7r106k1Jlq2Jja09URDjbNyzhZVwsVWrl7tBFISSIJNSYm5tz7NgxZsyYQVRUFG5ubkydOpWGDRuybt06tbTjx4/Hzs6OCRMmcO/ePSwtLfH392fYsLQTlZOTEydPnmTw4MHUr1+fhIQE3NzcaNCggap3D0DHjh15+fIl5cqVQ1dXl759+9KzZ893LvMPP/zAhQsXGDt2LGZmZkydOpX69eu/NU/9+vXZuXMn48aNY/Lkyejp6eHj40P37ml3nEuWLMm0adOYNGkSQ4cOpVq1akyYMIGOHTuq1lGpUiV69+5N69atefHiBaNHj2bMmDHvXO5/46uvvuLevXsMHDiQ+Ph4WrVqRefOnTl79v0fX2tra8uyZcsYNmwYs2bNwt/fnylTpvDFF1+o0jg7OzN27FiGDBlCly5d6NixI8uWLcu27fNa4y/bk5iYwJJ5U4iNiaZQYT+GjZuudicoNOQ5ijd6noSHhTL0+86q/3duWcPOLWvwLVqKURPSfnzeu3OD8cPS7xKt/H0WANVqNeLr/iNyrT7Vq1cnOjqaNWvWEBYWhru7O2PHjcPe3v5V2cMIeWOOLQcHB8aNG8fChQvZuWMHNjY29OrdmypV0p/s5Ofnx5AhQ1ixYgUrV67E0dGRIUOHqvXau337NkPeuIBbtHAhAHXq1GHADz+go6PDgwcPOHjwILGxsVhZW1OieHGGDB2aawHUpi3akZiYwKK504iNicHL25eR46eq9WAJDXmOzhvDPX38itF/8GjWrlzMulW/Y+/gRP/BYyjsk94jp1vvfvyxajGL5k4jKjIcK+v81G34BS3adgbSeiU9/OceRw/tIy42BksrG4oWL8WAIWPUPju3fNmiNYkJicz7bTYxMdEU9vZh3E8T1bZzSEiwWu8aX78i/DhkOCtXLGP1yuU4ODry45DhePuk37Xdsyutp8qwweq9Wb7vP5A6ddO+NytWqsI3fb5nw/q1LJz/G84FCjB0+GiKFClKbmvyZTsSExJYPG8qsTExeHr7MmLctEzt/Wa9vX2L0e/H0fyxajF/rFqMg4Mz/QePxeuN4QTdevXnj1WLWTx3GpGR4Vhb56duwya0aNNZlSY87AXLF88hIiIMKysbqtdqwJdt8jYo/qbStXuQnJTA4Y1jSYiLxN6tBE2/XqLWYyk6PEjte+1dxEQ8Y9+KAbyMjcDI1AoHt5K06r8ec2vn7DPnovrlixMZG8ui7QcJjYymkLM9s/p3xil/2tCV0Mhonr2IUKXfdOQsySmpTFy5nYkrt6uWN67sz9juWT+Z7lNmUbooFQ+uVP3vNyXtnPtoxWYudxuqrWLlqPpNO5OUGM+ahb8QFxtFQa9ifD9qnlqPpbDQILUh/kf3ric5OYkFU9S/1z5v1YvGrb/mY9SoWUcSExJYsWDSq+uWIgwcM1utx9KLkGdq9QwPC2H0gPaq//duXcXeravwLuLP0J/T5lHz8CpC3yG/snHlb2xbvxhbeyfadRtApeqah2nnlI/1ugXSRihMnzZNlWbSxIkAtPvqK9q3T9+eualR844kJiawYsFk4mKi8ShchEFjZ6tdp4aFPlf7fRQeFsKo/unl27N1FXu2rsKnqD9Df067sR0eGsy8KSOIjo7AzNwKT++ijJr8O/ntcnfaECEUyn87sYoQOahGjRqULFky00TYInt169bFwcGBlStXZp/4I3TxVt4/8ehjYJEvUttF0Iq41P/mxLYGioTsE/0fik811HYRtOL4HbvsE/0f6myxWdtF0Ioj1f8/Ajf/lknAJW0XQSsMdN9vGP6nzs4gVNtF0IqQxP/mnGkVfD7dob5Pbl3RdhE0ci6c+UnnnzrpiSTEJyAuLo758+dTv359dHV1Wbt2LX/++ScHDhzQdtGEEEIIIYQQQquUH/p4Q/HOJIgkPlrHjx+nYcOsu9/GxLzf070+RQqFgt27d/PTTz+RkJCAt7c3mzZtok6dtCcNmZpm/fSaPXv2ULVq1bwqqhBCCCGEEEKI/1MSRBJadeTIkSzfK1OmDJcuXcqzsnzMjIyM+PPPP7N8/23bydlZu/NcCCGEEEIIIYT4/yBBJPHRMjIywtPTU9vF+CTIdhJCCCGEEEL8Vyn/5YMmxPuTLS2EEEIIIYQQQgghsiVBJCGEEEIIIYQQQgiRLRnOJoQQQgghhBBCiE+WPJ0t70hPJCGEEEIIIYQQQgiRLQkiCSGEEEIIIYQQQohsSRBJCCGEEEIIIYQQQmRLgkhCCCGEEEIIIYQQIlsSRBJCCCGEEEIIIYQQ2ZKnswkhhBBCCCGEEOKTpVRI/5i8IltaCCGEEEIIIYQQQmRLgkhCCCGEEEIIIYQQIlsynE0IIYQQQgghhBCfLCUKbRfhP0N6IgkhhBBCCCGEEEKIbEkQSQghhBBCCCGEEEJkS4azCSGEEEIIIYQQ4pMlT2fLO7KlhRBCCCGEEEIIIUS2JIgkhBBCCCGEEEIIIbIlQSQhhBBCCCGEEEIIkS0JIgkhhBBCCCGEEEKIbEkQSQghhBBCCCGEEEJkS4JIQgghhBBCCCGE+GQpUXyUr/cxd+5cChYsiKGhIaVLl+b48eNvTX/06FFKly6NoaEhHh4ezJ8//70+911JEEkIIYQQQgghhBBCy9atW0e/fv0YPnw4AQEBVK1alYYNG/Lw4UON6e/fv0+jRo2oWrUqAQEBDBs2jO+++45NmzblWhkVSqVSmWtrF0KILPxz56a2i6AVxomR2i6CVkQY2Gu7CFphkBqn7SJoRZyOmbaLoBWOkTe0XQSt2P2ytraLoBWOFvHaLoJWxJYqqe0iaEWRwB3aLoJWPIh30XYRtMJP55q2i6AVdn5ltF2E93bv7l1tF0Ejj0KF/lX68uXL4+/vz7x581TLfH19adq0KRMmTMiUfvDgwWzfvp3AwEDVst69e/P333/z119/vX/B30J6IgkhhBBCCCGEEOKTpVQoPspXQkICUVFRaq+EhASNdUhMTOTChQvUq1dPbXm9evU4deqUxjx//fVXpvT169fn/PnzJCUl5czGzUCCSEIIIYQQQgghhBA5bMKECVhYWKi9NPUoAggNDSUlJQV7e/Ue/Pb29jx79kxjnmfPnmlMn5ycTGhoaM5UIoN8ubJWIYQQQgghhBBCiP+woUOHMmDAALVlBgYGb82jUKhPyK1UKjMtyy69puU5RYJIQgghhBBCCCGE+GQplbkTMPlQBgYG2QaNXsufPz+6urqZeh0FBwdn6m30moODg8b0+fLlw8bG5v0KnQ0ZziaEEEIIIYQQQgihRfr6+pQuXZoDBw6oLT9w4ACVKlXSmKdixYqZ0u/fv58yZcqgp6eXK+WUIJIQQgghhBBCCCGElg0YMIDFixezZMkSAgMD6d+/Pw8fPqR3795A2vC4jh07qtL37t2bf/75hwEDBhAYGMiSJUv4/fffGThwYK6VUYazCSGEEEIIIYQQQmhZ69atefHiBePGjSMoKIiiRYuye/du3NzcAAgKCuLhw4eq9AULFmT37t3079+f3377DScnJ2bNmsWXX36Za2VUKF/PuiSEEHnonzs3tV0ErTBOjNR2EbQiwkDzOO7/dwapcdouglbE6Zhpuwha4Rh5Q9tF0IrdL2truwha4WgRr+0iaEVsqZLaLoJWFAncoe0iaMWDeBdtF0Er/HSuabsIWmHnV0bbRXhvd+7e13YRNPIsVFDbRchxMpxNCCGEEEIIIYQQQmRLhrMJIYQQQgghhBDik6WU/jF5Rra0EEIIIYQQQgghhMiWBJGEEEIIIYQQQgghRLZkOJsQQgghhBBCCCE+WUoU2i7Cf4b0RBJCCCGEEEIIIYQQ2ZIgkhBCCCGEEEIIIYTIlgxnE0IIIYQQQgghxCdLhrPlHemJJIQQQgghhBBCCCGyJUEkIYQQQgghhBBCCJEtCSIJIYQQQgghhBBCiGxJEEkIIYQQQgghhBBCZEuCSEIIIYQQQgghhBAiW/J0NiGEEEIIIYQQQnyy5OlseUd6IgkhhBBCCCGEEEKIbEkQSQghhBBCCCGEEEJkS4azCSGEEEIIIYQQ4pMlw9nyjvREEh+9zp0707RpU20XQ427uzszZszQdjGEEEIIIYQQQog8Iz2RhPg/oVAo2LJly78OuLm7u9OvXz/69euXK+XKadt37mbD5s2EhYXj5urK1z27U6xokSzTX75ylfmLfuefhw+xsbamVYvmfN6ooer93Xv38eehwzx48A8AXp6edOnUAR/vwqo0cXFxLF+1mpOnThMRGYmnhwdf9+qBd2Gv3Kvoe9i850/Wbt3Fi/BI3F2c+b5be0r4eWtMGxoWwZxla7h59z6Pg57T4rN6fN+tfR6XOHtKpZI1q1eyb+9uYmJiKOztw9ff9MHNzf2t+U6eOM6qlcsJCgrC0dGRDp06U6lSFdX769et5a9TJ3n8+BH6+vr4+vrRuWt3ChRwUaU5dfIEe/bs4u6d20RFRTFr9jw8ChXKraqq2b5rNxs2b+VFWDjuri583aPbW/fzv69cZcHiJTx4+ChtP/+yGY0bNVC9f/zUX6xdv5GnQUGkJKfg5ORIi2ZNqFurpsb1rV2/kSUrVtHsi8/5pmf3HK9fVpRKJX+sXsG+vbuIjYmmsLcvvb75Dtds2vvUiWOsXrmUZ0FBODg60r5TNyq+0d5v2rhuDSuX/07jJs3p3utb1fK/Th5n756d3L1zi+ioKKbPXoBHIc+crN4727j/GCt3/smLiEg8CjjSv2MLSvloLktoeCQzVm3mxv2HPHoWQuv6NRjQqUWmdGt3H2LTn8d5HhqOhZkJtcqX4ts2TTDQ18vt6vwrSqWSI9vmcOHoeuLjonD2KM5n7Udh55z19+31C/s5vnMBYcEPSU1JxtrejUr1u1CiUhNVmsNbZ3N0+29q+UzM8zNoxolcq8uHUCqV7Fw/n+MHNhMXG0VBr6K07T4UJ9es98njBzZx+uhOnj68A4Crhx9Nv+pDQa9ieVXsXGFdpQweP3TDwr8ohk52nP/yG55vP6jtYr2zHTt3qV239O7ZI5vrlisseOO6pWWLL9WuWx788w8rVq3mzp27PA8OpleP7jRv2kRtHa+vW06d+ouIyEgKqa5bCmf8uDyVW/v1rWsX2L9tOQ/vBRIZHsLXP06jZPlauV4fTbbsOfDqWiwCdxdnvuvWgRJ+PlmmD7gayJylq3jw6Ak21pa0a/o5TRvUUb2fnJzMyk3b2Xv4OKFh4bg4O/J1hzaU9y+RniYlhaV/bOLAsVO8iIjAxsqShjWr0allU3R0pM+IyHmyVwmRR5KSkrRdhE/ekWPHmb9oMe1at2LerBkUK+rH8NFjCQ4O0Zg+6Nkzho8eS7GifsybNYO2rVsyd8Eijp88pUrz95Wr1KhWjV8n/MyMqb9iZ5efoSNHExr6QpVm+qw5XAy4xI8D+7Pgt1n4+5dk8PCRamm07eCJ08xasoqOLZqwZOp4Svh5M3D8rzwLCdWYPik5CUtzMzq2aIKnu2sel/bdbdq4nq1bNtP76z5MmzEbKysrRg4fQlxcXJZ5AgOvM2niz9SsVZvZv82jZq3aTJrwMzdvBP6PvbuOjuJqAzj8iwtx9wRIiGAhuBRocQpFSnF3KFCcCg4t7v1wt6LBIbi7FgsWrALEEwLE9/tjy4YlGxIkWWjf55w9kNl7Z+/dkZ1554oqzdWrV/iy3ldMnjqDMT+PJy0tnWE//UBi4gtVmsTERAICCtOufadcrePrDh05xpwFi2nR9BvmzJxKkcIB/DhyzBv28ycMHTmGIoUDmDNzKi2aNmH2/IVq+7mFmRktm37DjMkTmPfrdGpVr8bk6bM4e/5ipvXdvHWbnbv3UMDLK7eqmKXgDWvYsmkD3Xr0ZvL02VhZWzP8p8Fv3N43Qq8xafwYPv+iBjP+N5/Pv6jBpHGj1bb3S7dv3WB3yA688hfI9F5iYiL+AYVp2z7vgmaa7D15nqnLN9ChYS1WjPuBQF9v+o7/H48jozWmT05NxdrCjA4Na+Pj4aoxTcixM/xvzRY6f12XtVOGMbRba/advMD/1mzJzaq8k+O7FnJyz1Lqth5Gl2HrMbO0Z/nkjiS9SMgyj0k+SyrX607nn9bQY/QWSlRqzObFP3Ln6lG1dPauPgyYdlT16jl6a25X553t3ryUfdtW0rzz9/wwYRUWVnZMH92DxBfPssxz69o5SleqTf9RCxjyy3Js7J2YMboHMVFP8rDkH55ePlPiL9/k2nejtV2Ut/byuqVFs6bMnjmDIkUKM3TESMLDwzWmf/z4MUNHjKJIkcLMnjmD5s2+Yc68+Rw9flyVJikpCWcnJzq2b4eNtbXG9UybOYsLFy8yeGB/5v5vFiWDSvD9R3Ddklv7dXLSC9y8CtG88/d5UY0s7T92kpmLV9CmSQMWTfmZ4gF+DBozkSdZXIv9/SScwWMnUTzAj0VTfqbN1w2YsWg5h06eUaVZsHo9W/ccoG+XdqyYOZEGtarx44Rp3Lp7X5VmdfA2tuzeT98u7Vg5axI92rbgt8072LhjT25X+aOiUOh8lK9/IwkiiY/Ghg0bKFq0KCYmJtja2lK9enWePcv8o6JQKJg4cSIFChTAxMSE4sWLs2HDBrU0169fp27dupiZmeHo6EibNm2IjMw4gVetWpVevXrRq1cvrKyssLW1ZejQoSgUihyX9/nz53Ts2BFzc3M8PDyYP3++6r379++jo6PDunXrqFq1KsbGxsyePRsTExNCQkLU1hMcHEy+fPlISMj6AhkgOTmZXr164ezsjLGxMV5eXowbNw5QtiYCaNSoETo6Oqq/w8LCaNCgAY6OjpiZmVG6dGn27dun9j08ePCAfv36oaOjg46O8kQ3cuRIAgMD1T5/+vTpqvUCHDp0iDJlypAvXz6srKyoWLEiDx48yPH39y42btpC7ZrVqVOrJh4e7vTo2gV7Ozu27dypMf2OnSE42NvTo2sXPDzcqVOrJrVqVGdD8CZVmh8GDeCrenUpWLAAHu5u9O3dC0V6Ohd//x1QXqwdPX6Czh3aU6xIEVxdXGjbqiVOjo5s27krV+v7NtZs3UW9alWoX6OqqhWSg60tm0M0P611drCnb+c21Pm8EvlMTfK4tDmjUCjYsnkTzZq3oELFSnh55af/gEEkJSVx+NCBLPNt3byJEiWCaNqsBe7uHjRt1oLigSXYsiVju48e8wvVa9TE09OLAgUK0rf/ACIiwrlz+7YqzRfVqtOiZWsCS5TI1Xq+buPmLdSuUZ26tWrg6e5Oz66d/9nPQzSm374rBHt7e3p27Yynuzt1a9WgVvVqrA/OCBAUL1aUShXK4enujouzM40b1KdAfi+uXb+utq4XL14wbvI0+vX+FjOzfLlaz9cpFAq2bQ7mm+YtKV/xMzy98tN3wBCSkxI5cijrVgdbNwcTWKIkTZq1xM3dgybNWlIsMIhtWzaqpXvx4gVTJ/7Ct336Y2Zmnmk9n1erQfOWbSleouQHr9vbWL1jP199Xp6GX1Qkv6sT/ds1wdHWmo17j2pM72Jvy4B23/Bl5bKYZXEsX7l9j2KFClC7Ymlc7G0pV8yfmhVKEnr3YW5W5a0pFApO7V1O5XrdCShZE0e3QjTqNJ6U5ESunN6eZb78fmXxL1kDe5eC2Dh4UK5GWxzdfHl464JaOl1dPcwt7VWvfBY2uV2ld6JQKNi/fRV1vu5MULlquHp40773GJKTXnDmaNa/O536jqNq7Wa45/fDyS0/bboPR6FQcOPKmSzzfAoidh/h1ojpPN68V9tFeWvBmzZTq2YN6tSqpXbdsj2L64ftma5balGzRnU2vnLd4luoEF06daRqlcoYGGRuSZiUlMSx4yfo3KEDRf+5bmnzz3XL9iyul/JCbu7XRYIq0bBlL4LKVcuLqmRp7dZdfFmtKvVrfK5qheRga8umkH0a02/ZvR9HO1v6dGqDl7sr9Wt8zpdfVGHN5h2qNLsPHaPN119RvmQgLk4ONKpdnTKBxVizJWNbXr15m0plSlKhVAmcHez5vEJZygQW5UbY3Vyvs/hvkiCS+Cg8evSIFi1a0LFjR0JDQzl06BCNGzfWGNQZOnQoS5YsYc6cOVy7do1+/frRunVrDh8+rFpXlSpVCAwM5Ny5c4SEhPDkyROaNm2qtp5ly5ahr6/P6dOnmTlzJtOmTWPhwoU5LvOUKVMoVaoUFy9epGfPnvTo0YMbN26opRkyZAh9+vQhNDSUb775hi+//JJVq1appVm9ejUNGjTAzMzsjZ83c+ZMtm7dyrp167h58yYrV65UBXXOnj0LwJIlS3j06JHq74SEBOrWrcu+ffu4ePEitWrVon79+jx8qLxxCA4Oxs3NjdGjR/Po0SMePXqUo7qnpqbSsGFDqlSpwuXLlzl58iRdu3ZVBaFyQ0pKCrfv3CHotRv6kkEluB56Q2Oe6zduUDIoc/pbt++QmpqqMU9SUhKpaWmYmytvMtPS0khPT8fQ0FAtnZGRYaYbcG1JSUnlVth9Sgeqd1koHViEqzduZ5Hr4/fk8WNiYqIpEZRxU29gYEiRosUIDc36u79x47paHoCgoJKEvmF7vQxYm5lnDi7kpZSUFG7dCaNkiUC15SVLBHLthub9PPTGzUzpSwWV4NYdzfu5QqHgwqXf+fPPvzJ1qZg1Zz5lS5ckKLB4pny57cnjR/9s71KqZQYGhhQuWpwbodeyzHfzxnUCX8kDUCKoFDeuq+eZN3sGJcuUI1DLQaI3SUlN5ca9PyhbzF9tedli/ly+9e43A8V9C3Lj3h9cu3MfgL+eRHLi0jUqlSjyPsX94GIi/iQhLoKChSuqlukbGOLlW5o/7mRuNaeJQqHg7vWTRD2+h6ev+n4R/eQBk/t9xvTB1Vg/tz/R4X980PJ/KJFP/iI+NpKA4uVVywwMDClUuBRhNy/leD3JyYmkpaWSz8wyF0opsvPyuqWkxuuWzC0lAUI1XLeUCgp643XL6z7W65Z/+36tvBa7R5lM12JFs7wWu3bzdqZrtzIlinEj7J5qe6ekpGbeloaGXAm9qfq7mL8v5y9f4+Ffyuv4O/cecDn0JuVLBr5vtYTQSMZEEh+FR48ekZqaSuPGjfH09ASgaNHMffifPXvG1KlTOXDgAOXLK3+EChQowLFjx5g3bx5VqlRhzpw5BAUF8csvv6jyLV68GHd3d27dukWhf/qDu7u7M23aNHR0dPD19eXKlStMmzaNLl265KjMdevWpWfPnoAyWDRt2jQOHTqEn19Gv+e+ffvSuHFj1d+tWrWibdu2PH/+HFNTU+Lj49mxYwcbN27MtP7XPXz4EB8fHypVqoSOjo7qewKwt7cHwMrKCicnJ9Xy4sWLU7x4xs3g2LFj2bRpE1u3bqVXr17Y2Nigp6eHubm5Wr7sxMfHExcXR7169Sj4zxgx/v7+WaZPSkoiKSnptWXJGBkZZpFD82emp6djbWWlttzaypKYmFiNeWJiYrG2snwtvRVpaWnExcdja5P5KfSipcuxs7VR3USbmpoS4OfHqjVr8XB3w8rKioOHj3Dj5i1cXVxyXP7cFPf0KWnp6dhYWagtt7GyJCo2Tkulen8xMcruO1ZW6s31rayssuwKoMwXoyGPNTExMRrTKxQKFi6YR0DhInh55X/PUr+fuPinyv3c2kptubW1JTEXNJc/OiaWUtav7efWmffzZ8+e0bxdJ1JSUtDV1aVPj25qwaeDh49yOyyM/02b/EHrlFMvt4+lhm0XHp51d5zYmOhst/eRwwe4e+cOk2fM/oAl/vBi4xNIS0/H1vK1Y9nSnKi4+Hdeb80KpYiJT6DLyKkoUJCWls7X1T+jXYOa71vkDyohXtllM5+FrdryfBa2xEX9/ca8ic+fMmVAFdJSk9HR0eXLNiPUglFuBYrTqPN4bJ28SIiL4sj2OSz6pQXfjt2GqZnmLkHaEh+rbDltYaX+G2VuaUN0RM4e9gAEr5yBlY0D/sXKftDyiZx5ed1i9dp1i5WV1RuuW2I0pn/TdcvrTE1N8ffzY/WaNarrlkMfwXXLv32/fnktlvm605LoLK7FomLiKFMic/q0tDRi459iZ2NNmRJFWbt1J8UD/HB1cuD85WscO3Oe9PR0VZ5WjeuT8Pw5rXsPQldXl/T0dLq0+obqn1X48BUVAgkiiY9E8eLFqVatGkWLFqVWrVrUrFmTJk2aYP1aX+/r16+TmJhIjRo11JYnJydT4p8nPefPn+fgwYMaW/aEhYWpgkjlypVTazlTvnx5pkyZQlpaGnp6etmWuVixYqr/6+jo4OTklOnGtlQp9aegX375Jfr6+mzdupXmzZuzceNGzM3NqVkz+wv59u3bU6NGDXx9falduzb16tXLNt+zZ88YNWoU27dv5++//yY1NZUXL16oWiK9KxsbG9q3b0+tWrWoUaMG1atXp2nTpjg7O2tMP27cOEaNGqW27Lve39KvT++3/uzXWzspFPDGGT0ztY5Stm7T0ZBp3YaNHDp8hEnjf1Z76jN4YD+mTJ9Ji7Yd0NXVxce7IJ9Xqcydj6yZ8Ot1UigUudo67EM7eHA//5s1Q/X3iFFjgcybUKHIvB+8LtN+giLzrvCPubN/5f69e0ycPPXtC51LMu212dRZ07YH9TwmJibMnTmNF4kvuHjpMnMXLcbZyZHixYoSHhHB7AULGT96ZKYnnrnl0MF9zJk1TfX3sFG/ZCoz5Gw/ftP2jogIZ+G8/zFq7MQ8q9uHlpN9/k3OX7/Fks0hDO7YjCLeXvzxJIKpyzZgF7yLTo3rZL+CXHL55Da2LR+h+rtV37lAFnXNpv6GxvnoPnITyUnPuXf9JLvXjMfa3o38fsobTZ9ilVVpHd3A3TuQGUNqcun4ZirU6vABavPuTh/Zwap5Y1V/9/pxFqDpe1Bk+z28tHvzEs4eC2HAqIUYGBp9qKKKd6DpnPam6xaN2x3N1y1ZGTywP1Onz6Bl2/bo6uri7V2Qz6tU4U5YWI7X8b7+q/t1pu2kyPr6AzRd46j/fvfp1JaJsxfSuvdAdNDBxcmRul9UZueBI6o8+4+dYu/h4wzv9y35PVy5fe8BsxatxM7amjpfVEaID02CSOKjoKenx969ezlx4gR79uxh1qxZ/PTTT5w+fVot3cuo+44dO3B1VR9A1MjISJWmfv36TJgwIdPnZBXkeBev90PX0dFReyoAkC+f+pgihoaGNGnShNWrV9O8eXNWr15Ns2bN0NfP/lAMCgri3r177Nq1i3379tG0aVOqV6+eaTyoVw0aNIjdu3czefJkvL29MTExoUmTJiQnJ7/xs3R1dTN1JXx9YPAlS5bQp08fQkJCWLt2LUOHDmXv3r2UK1cu0/p++OEH+vfvr7bs8R9vN36ShYUFurq6RL/WmiQ2Li5T66SXrK0zP+2LiY1DT08PCwv1bkvrN27it3UbmPDzaArkV2+N4uLszJQJ43iRmMjz58+xtbHh5/ETcXJ0fKs65BZLc3P0dHUztTqKiYvH5rUWDR+zsmXL4+ub0ZLv5T4XExODjU1Gy4S4uNhMT2pfZW1trWrFpMoTG5uptQrA3Dn/4/Tpk4yfOAU7O/v3rMH7s7Qw/2c/j1VbHhsbl2WdbaytNKbX09PD4pXuebq6uri6KM+B3gUK8PDPP/lt/UaKFyvK7TthxMbG0bPvAFX69PR0rly7zpbtO9m5aX2Ogutvo0zZCvj6ZrRgfLm9Y2Oi32p7W1nbvHF7h92+RVxsLP37dFe9n56ezrWrl9mxbTMbtoR88Lq9KysLM+Wx/Fqro5j4p9hYvHtXy7nrtlP3szI0/ELZMsfbw5XExGR+WbiaDg1raW32Ht/Az3EtkPFAJi1V+duUEBeJuZWDavmz+CjMXmud9DpdXV1sHZUtdJ09/Il4dJdjO+argkivMzQyxdGtENFPcncsv5woXrqq2kxTqSnK7yEuJgpL64zz0tO4mEytODTZs2UZuzYuou+Iebh5aXc2rv+yl9ctr7eCjXvjdUvmVrOxWVy3vImLszOTJ4wnMTGRZ6rrlgl5et3yX9uvX16LRcfGqi2PiYvH2lJz1ztba0uiY9Sv3WLj4tHT08PSXPkw3NrSgnE/9CcpOZn4pwnY2Vgzd8UanB0zvsM5y1bTqnF9qn+m7KVR0NODJxGRrAzeKkEkkSskiCQ+Gjo6OlSsWJGKFSsyfPhwPD092bRpk1qagIAAjIyMePjwIVWqVNG4nqCgIDZu3IiXl9cbgzOnTp3K9LePj0+u30y0atWKmjVrcu3aNQ4ePMiYMWNynNfCwoJmzZrRrFkzmjRpQu3atYmOjsbGxgYDAwPS0tLU0h89epT27dvTqFEjQDlG0v3799XSGBoaZspnb2/P48eP1VoAXLp0KVN5SpQoQYkSJfjhhx8oX748q1ev1hhEMjIyUgX5Xop5i65soAza+Xh7c+HiJSpVyOhPf+HiJcqXK6MxT4CfH6fOnFVbduHiRQr5eKvtG+s2BrN6zTrGjRlJIZ+sp5E2MTbGxNiYp08TOHfhIp07tHurOuQWAwN9ChX04uzvV6lSLqP127nfr1KpTJAWS/Z2TE1NMTU1Vf2tUCiwtrbh4oULFPxnqvWUlBSuXrlM+w5Zz5jm5xfAxYsXaNjoa9WyixfO4x8QoLbuuXP+x8mTxxk3fjJOTh8uwPw+DAwMKORdkAuXLlGpQsaxdOHSJSqU1Xwz7O/nm2k/P3/xEoW8vd8coFYoVIGbEsWLM//XGWpvT54xC3c3V5p93ThXzotZbe9LF85ToKDyOExJSeHald9p2yHrbsa+fgH8fvE8DRplTGt/6cI5/AKU4z0VCwxi5mz18e5mTpuEm5s7jb9p/tEEkAAM9PXxy+/Omcs3+Lx0oGr5mSs3qFyyWNYZs5GUrOzi9SpdXV1QvGzjoB1GJmYYmWS0GlYoFJhZ2hN2/QTOnsrjNTU1mfs3z1LjmwFZrUYzhYLU1KwfmKSmJBPxKAyPQtofI8vYJB/GJhkPnRQKBRZWdoRePolHAWVgPTUlhVvXztG4Td83rmv35qXs3LiQ74bNxss762nkRe7LuG65SMVM1y1Znc/9OH1GfSD08xquW3LK2NgY43+uW85fuEjnDu3feh3v6r+2XyuvxfJz9verVC5XWrX87O9XqFRG83mmsK8Px8+qTwBw5tIV/Armz7S9jQwNsbe1ITU1lcMnz/J5xYx9KDEpGR3dzOf49HRtnuHznuItWuuJ9yNBJPFROH36NPv376dmzZo4ODhw+vRpIiIi8Pf35/Lly6p05ubmDBw4kH79+pGenk6lSpWIj4/nxIkTmJmZ0a5dO7799lsWLFhAixYtGDRoEHZ2dty5c4c1a9awYMEC1Q3DH3/8Qf/+/enWrRsXLlxg1qxZTJkyJdfrWqVKFRwdHWnVqhVeXl4agy6aTJs2DWdnZwIDA9HV1WX9+vU4OTmpntB7eXmxf/9+KlasiJGREdbW1nh7exMcHEz9+vXR0dFh2LBhmVpLeXl5ceTIEZo3b46RkRF2dnZUrVqViIgIJk6cSJMmTQgJCWHXrl1YWChbtdy7d4/58+fz1Vdf4eLiws2bN7l16xZt27b9oN/V675u1ICJU6ZRyMebAD8/doTsJjwignp1ld0xFi1dRlRUNIMH9APgy7q12bJ9B3MXLKJurZpcv3GDkD37+GHwQNU6123YyLIVq/h+8EAcHRyJjlY+ATQxMcbERDnT0bnzF1AoFLi5ufL3o0csWLQUN1dXatWonqv1fRvNv6rDmBlz8SuYnyK+3mzde5AnkVE0rKWcqWTuirVERMcw7LuM1hi37ymfwL9ITCI2Pp7b9x6gr69PfnfN04TnNR0dHRo0bMT6db/h4uqCi4sr69euwcjIiCpVv1ClmzJ5Ira2tqrA0lcNGjJk8AA2rF9L2XLlOX3qJJcuXWTipIzuanNmz+LwoYMMHT4KUxMTYqKVLVlM8+VTBTyfPo0nIjyCqGjllMh//qkchNfa2hrrHIxL8a6+btiACVOnU8jbG39/X3aG7CE8IpJ6dWsBsGjpCiKjohgyoC8A9erUZuv2ncxdsJg6tWsQGnqTkL37+HFQRuu/39ZtoJCPNy7OTqSkpHLm3Hn2HjhEn57K/cHU1IT8Xp5q5TA2MsLC3DzT8tyio6ND/YaN2bBuNc6ubri4uLJh7WoMjYypXDVjxp1pk8dja2tH2w6dAajfoDE/Du7LxvW/UbZcRU6fOs7vly4wbtKMf+pmiudrY10ZGxtjbmGhtly5vcOJ/md7/6Xa3ja5ur1f1/LLaoz43zL8C3hQtFABNu0/xuPIaBpXrwTA/37bQnhMLKN6ZgSxb91XlvV5YhIxT59y6/4f6OvrU8BNGRytFFSU33YewNfLjcLeXvz5OIJ567fxWcmi6GmpFZImOjo6lKvRlqPb52Hr4ImNoydHd8zDwNCYomXrqdIFLxiChbUD1ZsoA0tHd8zDxasI1vYepKWlcPvyYX4/uYUv22R0ldu9dgK+gZ9jaePCs3jlmEhJLxIIrNAwr6uZLR0dHarVa8WujYtwcPbEwdmDXRsXYmhkQpnPMrofLpk5FCsbBxq17gMou/ps/W02nfqOw9behbgY5Rg0RsamGJuYavysT4FePlPyeXuo/jbN74ZFcT+So+NI/CPnY+loQ+NGDZk0ZSqFfHzw9/NjZ0gI4RERfPnPdcvipcuIjIpi8ADl+bpe3dps3b6deQsWUqdWLUJv3GD3nr18/8p1S0pKCg8fKo/5lNRUoqKiCAu7i7GJsWrMo5fXLe5urvz16BELFy3BzdWVmlq8bsnN/TrxxXMiHmcM1RAZ/hd/3LtBPjNLbOzz7iFRs6/qMHbGHPwK5qewrw9b9x4gXO1abA2R0TEM/a4HAA1qVSN4515mLV5J/Rqfc+3mbXbsP8SI/r1U67x26w6RUTH45PckIjqaxWuCSVek07JRxjmxQukSrNiwGUc7W/J7uHH77v1/ZorT/MBdiPclQSTxUbCwsODIkSNMnz6d+Ph4PD09mTJlCnXq1GHt2rVqaceMGYODgwPjxo3j7t27WFlZERQUxI8//giAi4sLx48fZ8iQIdSqVYukpCQ8PT2pXbu2WpP9tm3b8uLFC8qUKYOenh69e/ema9euuV5XHR0dWrRowaRJkxg+fHiO85mZmTFhwgRu376Nnp4epUuXZufOnao6TZkyhf79+7NgwQJcXV25f/8+06ZNo2PHjlSoUAE7OzuGDBlCfLx6N4nRo0fTrVs3ChYsSFJSEgqFAn9/f2bPns0vv/zCmDFj+Prrrxk4cCDz588HlDdlN27cYNmyZURFReHs7EyvXr3o1q3bh/uiNKha+TPi45+y6re1REdH4+npydhRw3F0UHZ7iI6OITwiQpXe2cmJn0eNYO6ChWzbvgMbWxt6duvCZxUzBhrctmMXKampjPllvNpntW7ZnLatWgLw7PlzFi9dTmRkJObm5lSqWJ4Obdu801PB3FKtUjniniawdN1momJiye/hxqShA3FysAMgKiaWJxFRank69B+q+v/NsHvsPXISJ3s7Nsyfxsfi6yZNSUpKYs7/fiUh4Sm+vn6MHjtOrQVLREQ4uroZT5/8Awoz+PsfWbl8KStXLMPJ2Zkh3/+Er19G16mdO5TThf8wJOPCHKBvv4FUr6Eca+z0qVNMf2WQ6YkTlGP2tGjZmlatcy9gWrVyJeKfxrNyzVqio2Pw8vTg55HDVPt5VEz0a/u5I2NHDmPuwsVs3bETW1sbenbtrLafJyYlMXP2PCKjojAyNMTdzZXvB/SjauVKuVaPd9G4SXOSk5KZ978ZJCQ8pZCvP6PGTlDb3pEatvfA74eyavkSVq9YipOzC4O+H6a2vXPizKkTzJw2SfX35AnKsTyat2xLi9Z51+qwRvmSxD19xqLgXUTGxlPQ3ZlpQ3ribK/szhUZG8eTSPXuLq1/yDh/3bj3kN3Hz+FsZ8OWWcqWrh0b1UYHmLtuGxHRcVhZmPFZUFF6NKufZ/XKqYp1OpOSnMiOlaN58SwOtwLFaDNgkVqLpbjov9F5ZR9ITnrBjhWjiY95jL6hMXZO+WncZSJFytRVpYmPecKGuQN4nhBLPnNr3AoWp/NPa7Gy+ziC5q+r1bA9KcmJrJ7/C8+fxZPfpyjfDZ+j1rIjOvKR2vgyh0PWkZqawrzJ6ue1ek27Ub9Zjzwr+4dmWbII5fevUP0dMFl5vffH8mAud/pBW8XKkaqVP+NpfDyrflvzynXLiFeuW6KJeOV87uTkxNhRI5j3ynVLj25d+axixiDxUdHR9OzznervDcGb2BC8iWJFizBp/DgAnj1/xpJXrlsqVqzwUVy35NZ+/SDsGlNHZLRYXb9U+VC4fNX6tO+d8xb/76tapfLEP01g6bpNqmuxiUMH4eSg7Hr2+rWYi6MDE4cOYtaSlWzatRc7G2u+69SWquUzWtgnJ6ewYPU6Hj2JwMTYiHIlAxnWtwfmrwyZ0a9LOxau3sDU+UuIiYvHztqaBjW/oH3TjMl9hPiQdBSa5lAX4l+uatWqBAYGMn36dG0X5T/rwZ2b2Sf6FzJN/nRnS3sfsUYfx/hRec0o/bm2i6AVz3XfffyeT5lz3A1tF0Erdr6oln2ifyFny0RtF0Ernr0yq+N/SeHQbdouglbcT3TXdhG0IkD3mraLoBUOAaWyT/SRunrnsbaLoFER75zPgP2p+HjaMAshhBBCCCGEEEKIj5YEkYR4zdGjRzEzM8vylVt++eWXLD+zTh3tTcEshBBCCCGEEEKAjIkk/qMOHTqU5XulSpXSOBNZbuvevTtNmzbV+N7LAZ6FEEIIIYQQQqiT2dnyjgSRhHiNiYkJ3t7eef65NjY22OThDEBCCCGEEEIIIcTbkO5sQgghhBBCCCGEECJbEkQSQgghhBBCCCGEENmSIJIQQgghhBBCCCGEyJYEkYQQQgghhBBCCCFEtmRgbSGEEEIIIYQQQnyyFAqZnS2vSEskIYQQQgghhBBCCJEtCSIJIYQQQgghhBBCiGxJdzYhhBBCCCGEEEJ8stKR7mx5RVoiCSGEEEIIIYQQQohsSRBJCCGEEEIIIYQQQmRLurMJIYQQQgghhBDik6WQ7mx5RloiCSGEEEIIIYQQQohsSRBJCCGEEEIIIYQQQmRLgkhCCCGEEEIIIYQQIlsSRBJCCCGEEEIIIYQQ2ZIgkhBCCCGEEEIIIYTIlszOJoQQQgghhBBCiE+WQiGzs+UVaYkkhBBCCCGEEEIIIbIlQSQhhBBCCCGEEEIIkS3pziaEEEIIIYQQQohPlgLpzpZXpCWSEEIIIYQQQgghhMiWBJGEEEIIIYQQQgghRLakO5sQQitMk+O0XQStiDRy1XYRtCIl3UDbRdCKNF09bRdBK+xe/KHtImhF0vrl2i6CVvi0L6ntImhFSvp/8/j2Ct2m7SJoxTX/+touglYUvb5Z20XQihuNumi7CFrhcPWitovwzmR2trwjLZGEEEIIIYQQQgghRLYkiCSEEEIIIYQQQgghsiVBJCGEEEIIIYQQQgiRLQkiCSGEEEIIIYQQQohsSRBJCCGEEEIIIYQQQmRLZmcTQgghhBBCCCHEJ0uBzM6WV6QlkhBCCCGEEEIIIYTIlgSRhBBCCCGEEEIIIUS2pDubEEIIIYQQQgghPlkKhXRnyyvSEkkIIYQQQgghhBBCZEuCSEIIIYQQQgghhBAiW9KdTQghhBBCCCGEEJ+sdG0X4D9EWiIJIYQQQgghhBBCiGxJEEkIIYQQQgghhBBCZEuCSEIIIYQQQgghhBAiWxJEEkIIIYQQQgghhBDZkiCSEEIIIYQQQgghhMiWzM4mhBBCCCGEEEKIT5ZCoaPtIvxnSEskIYQQQgghhBBCCJEtCSIJIYQQQgghhBBCiGxJdzYhhBBCCCGEEEJ8shRId7a8Ii2RhBBCCCGEEEIIIUS2JIgkhBBCCCGEEEIIIbIl3dmEEEIIIYQQQgjxyZLZ2fKOtEQSQgghhBBCCCGEENmSINK/WPv27WnYsKG2i5EtLy8vpk+frrXPX7p0KVZWVlr7/E9F1apV6du3r7aLIYQQQgghhBBCS6Q7m/hP8fLyom/fvmrBkGbNmlG3bl3tFUq8l+Bd+/ht8w6iYuLwcnflu06tKR7gqzFtZHQsvy5dzc2we/z56AlNvqzJd51aq6W5+/BPFv22kZth93kcEUmfjq1oWr92XlTljRQKBWtWLWNPyA6eJTzFx9efbj374OGZ/435Thw7wuoVS3j86G+cnF1o3a4j5Sp8pjHthrWrWblsIfUaNKZzt16q5Q3rfqExfbuOXWnUpPm7V+odKRQK1q9ewr7dW0lIeIpPoQA69+iPezbfxanjh1izciFPHv2No7MLLdp0pWyFyqr3Xzx/zpqVCzlz8ghxcTHkL1CIDl374F3IP7erlIlyey9n9z/bu5Bqe3u9Md+JY0dYtWIJjx89wsnZmdbtOlG+QiWNaTesXc2KZYuo36Axnbt9C0Bqaiqrli/m/NkzPH78CNN8+SgeGETbDp2xtbX70NXMVnDIflZv2UVUTCz53V3p06ElgVkd3zGx/Lp0DTfu3lce33Wr07djK7U0W/ceYtfhE9x7+CcAvgW86NaqCQE+BXK9Lm/DpFw1TD+ri665Janhf5GwfRUp929lnUFPn3zVGmIcWAFdc0vS46J5dnAbieePAGAcVAmLb7pmyhY+rBOkpuRWNd6JQqEg+LeFHNizhWcJT/EuFED77oNw88h6G/358C4bVs3nXtgNIsMf07pTX+o0UD837du5kX27gokIfwSAm0cBGjXvSGDJCrlan5xSKBRsXrOAw3s28ezZUwr4FKZtt8G4ehTMMs9fD8MIXj2P+2E3iIp4RIuO/aj1VctM6WKiwlm3fBaXL5wkJSkRRxcPOvUahpd33p7btm3fwfrgYKKjY/D08KB71y4ULVI4y/SXr1xh3oJFPHj4EFsbG75p8jX16tZRvX//wQOWr1zFnTthPAkPp1uXzjRu2EBtHc+fP2fZylWcOHGS2Lg4ChYoQI9uXfAtVCjX6vmh2FQqRYEBnbAMKoKxiwPnvu7Jk637tV2sd7Z1x07WB28mKjoGLw93enTp9Mbt//uVq8xbuJj7D//A1saGpl83on5dzddjBw8f5ZdJU6hQrgyjhv6YW1V4J87NvsG9QzsM7e14dieMsAmTib9wMev0zZvi2rIZRi4uJD16zMMFiwjful31vtPXjXD8qh6m3t4AJFwP5f6MWTy9ei3X6yLES9ISSXzyFAoFqamp75zfxMQEBweHD1gikVf2HzvFzMUradukAYunjKF4gC8Dx0zicUSkxvQpqSlYWZjTtkkDvL08NKZJSkrGxdGB7m2aYmttmZvFfyubNqxh66YNdO3Rm0nT52BtbcOInwbz4vnzLPPcCL3G5PGjqfpFDab/bwFVv6jBpHGjuXUjNFPa27dusCdkO175M9+oLVm5Qe3Vu+8gdHR0KF+xcqa0eWHLxtVs37yWTt37MX7qAqysbRgzrN8bv4uboVeZNmEkVT6vxeRZS6jyeS2mTRjO7ZsZF11zZk3g8qWz9B4wlCm/LqN4idKMHtqPqMiIvKiWmuANa9iyaQPdevRm8vTZWFlbM/ynwTzPZntPGj+Gz7+owYz/zefzf7b3zSy29+6QHZm2d1JSImF3btO0RWumzprLD0NH8vdff/LzqGEfvI7Z2Xf8NDOWrKbt1/VZMnk0xfwLMfDnqTyOiNKYPiVFeXy3+7o+3l7uGtNcuHaDGpXKMnPUEOb9MhRHe1v6jZ5ERFRMblblrRgVLYvZl614dnAr0bOGk3L/FpbtB6JraZtlHsuWvTAsGED8xkVETRlC3Jo5pEb8rZYmPfE5kT/3Vnt9bAEkgO3BK9i55Tfadx3AmCmLsbS2ZdzwPrx4/izLPElJiTg4udK87bdYWWv+nmzsHGje7lvGTl3K2KlLKVysJFN/HsyfD+/mVlXeys5Ny9m9dTWtuw5ixKSlWFrbMmlEL168eHO97Z1c+aZtLyyzqPezhHjGft8ZPT19Bgybwc+z1tGiQ19M85nnVlU0OnTkKHMXLKRFs6bMnjmDIkUKM3TESMLDwzWmf/z4MUNHjKJIkcLMnjmD5s2+Yc68+Rw9flyVJikpCWcnJzq2b4eNtbXG9UybOYsLFy8yeGB/5v5vFiWDSvD9T8OIjNR8HvmY6OUzJf7yTa59N1rbRXlvh44cY86CxbRo+g1zZk6lSOEAfhw5hvBwzb+vjx4/YejIMRQpHMCcmVNp0bQJs+cv5OjxE5nSPgkPZ/7ipRQtHJDb1Xhr9rVrUvD7QTxcsIjz37Qg7sJFis79FSMnJ43pnZt9Q/6+vXkwex7nGzbhwey5eP/0PTZVMq63rEqXInxnCJc7duFS63YkPX5E0flzMHSwz6tqCSFBpH+DDRs2ULRoUUxMTLC1taV69eo8e5b5okOhUDBx4kQKFCiAiYkJxYsXZ8OGDWpprl+/Tt26dTEzM8PR0ZE2bdoQGZlxQ161alV69epFr169sLKywtbWlqFDh6JQKHJU1vDwcOrXr4+JiQn58+dn1apVau/fv38fHR0dLl26pFoWGxuLjo4Ohw4dAuDQoUPo6Oiwe/duSpUqhZGREUePHiUsLIwGDRrg6OiImZkZpUuXZt++fWplf/DgAf369UNHRwcdHeXga5q6s82ZM4eCBQtiaGiIr68vK1asUHtfR0eHhQsX0qhRI0xNTfHx8WHr1q05+g5iYmJo1aoV9vb2mJiY4OPjw5IlS1Tv//XXXzRr1gxra2tsbW1p0KAB9+/fV1vH4sWLKVy4MEZGRjg7O9OrV0arkYcPH9KgQQPMzMywsLCgadOmPHnyRPX+yJEjCQwMZMWKFXh5eWFpaUnz5s15+vSpKs2zZ89o27YtZmZmODs7M2XKlEz1mD17Nj4+PhgbG+Po6EiTJk1yVP8Pac3WXdSrVoX6NaqqWiE52NqyOUTzkzpnB3v6dm5Dnc8rkc/URGMaf58CfNu+BdU/K4+BvkFuFj/HFAoF2zZv5JvmrShfsTKeXvn5bsAQkpISOXIo66eS2zZvJLBEKZo0a4mbuwdNmrWkWGAQ27aoH/cvXrxg2sRf+LbPAPKZZb6xsLaxUXudPnWCIsUCcXJ2+eB1zY5CoWDHlnU0btaWshWq4OFVgF79fyIpKYljh/dmmW/H1vUUK1GKRk3b4OruSaOmbShSvCQ7tqwHlDcjp48fpnWHHgQUCcTZxY2mrTri4OjMnl2b86h2SsrtHcw3zVtSvuJneHrlp++AISRns723bg4msERJDdt7o1q6Fy9eMHXiL3zbpz9mr23vfPnMGP3LJCpVroqbmzu+fgF07dGLsDu3iAh/Ql5au2039b6ozFfVq+Dl5kLfjq1wsLVh0+4DGtM7O9jTt1Mr6lStiFkWx/fIvt1pXLsahfJ74unmwpDuHUhXKDh35XpuVuWtmH5WmxfnDpN47jBpEX+TsH0V6XHRmJTT3CLQsFBRDPL7Ert0Cilh10iPjST1z7ukPryjnlChID0hTu31sVEoFIRsXUvDpu0pXeFz3D0L0r3vcJKTEjlxZE+W+Qr6BNCyQ2/KV66BvoHm83ZQmc8ILFUBZ1cPnF09aNqmB8bGpty5cTW3qpNjCoWCPdt+o/43HShV/gvcPL3p8t1IkpISOXVkd5b5CvgUpnn77yj3WU309Q01ptkRvAxbO0c69xlBgUKFsXd0IaB4GRyc3XKrOhoFb9pMrZo1qFOrFh4e7vTo2gV7Ozu279ylMf32nSE42NvTo2sXPDzcqVOrFjVrVGdj8CZVGt9ChejSqSNVq1TGQMN2T0pK4tjxE3Tu0IGiRYrg6uJCm1YtcXJ0ZPvOnblW1w8lYvcRbo2YzuPNWf+2fSo2bt5C7RrVqVurBp7u7vTs2hl7Ozu27QzRmH77rhDs7e3p2bUznu7u1K1Vg1rVq7E+eItaurS0NMZNnkbbVs1xcnLMi6q8Fde2rXkcvJnHGzfx4u497k6YTNLjxzg3/0Zjeof6X/Jo/UYiQvaQ+OdfROzazePgzbh3aq9Kc+P7n3i0dj3Pbt7ixb373BoxBnR1sCpXNo9qJYQEkT55jx49okWLFnTs2JHQ0FAOHTpE48aNNQZ1hg4dypIlS5gzZw7Xrl2jX79+tG7dmsOHD6vWVaVKFQIDAzl37hwhISE8efKEpk2bqq1n2bJl6Ovrc/r0aWbOnMm0adNYuHBhjsrbvn177t+/z4EDB9iwYQOzZ8/O8ilUdgYPHsy4ceMIDQ2lWLFiJCQkULduXfbt28fFixepVasW9evX5+HDhwAEBwfj5ubG6NGjefToEY8ePdK43k2bNvHdd98xYMAArl69Srdu3ejQoQMHDx5USzdq1CiaNm3K5cuXqVu3Lq1atSI6Ojrbcg8bNozr16+za9cuQkNDmTNnDnZ2ym4iz58/5/PPP8fMzIwjR45w7NgxzMzMqF27NsnJyYAywPXtt9/StWtXrly5wtatW/H+p0mrQqGgYcOGREdHc/jwYfbu3UtYWBjNmjVTK0NYWBibN29m+/btbN++ncOHDzN+/HjV+4MGDeLgwYNs2rSJPXv2cOjQIc6fP696/9y5c/Tp04fRo0dz8+ZNQkJCqFw5b1ulpKSkcivsPqUDi6otLx1YhKs3budpWXLbk8ePiImJJjColGqZgYEhRYoW50Zo1s2Xb964TmBQSbVlJYJKceO6ep75s2dQskxZipdQT6tJbEw058+eonpN7XQBDX/yiNiYaIqXKK1aZmBgSECRQG6GZn0zeOvGVbU8AIFBZVR50tPSSE9Pw9BA/UbM0NCIG9cuf8AaZO/l9i7x2vYunKPtXUptmabtPW/2DEqWKUdgDrY3KIPKOjo65DMze4tavJ+UlFRuht2nTGARteVlihfh6s07WeR6e4nJSaSmpWFhlu+DrfO96Omh7+JF8m31fTn59hUMPHw0ZjH0DyL1r/uYVv4S2++nYzNgImZ1msNrQXAdQ2NsB0/F9vvpWLbrj76zZ65V411FPPmb2JgoigZm3AwZGBjiV7gEt0OvfLDPSU9L4+SRvSQlvsDbr2j2GXJZxJO/iIuJokhgOdUyAwND/IoEcefG+51/Lp05ipe3P79O/J7e7WoyvF8rDu3ZlH3GDyglJYXbd+5QskQJteUlg0pwPTRzS0mA0Bs3KBmknr5UUBC3bt/JcevztLQ00tPTMTRUP68bGRly7frHEzj+t0tJSeHWnTBKlghUW16yRCDXbtzQmCf0xs1M6UsFleDWHfXtv3LNOqwsLKhTs8aHLvZ709HXxzzAn5gTJ9WWx5w4hUXx4hrz6BoYkJ6UrLYsPSkJ86JF0NHXPAqNnrExOvr6pMZ9fA8G8poCnY/y9W8kYyJ94h49ekRqaiqNGzfG01N5QVi0aOYLomfPnjF16lQOHDhA+fLlAShQoADHjh1j3rx5VKlShTlz5hAUFMQvv/yiyrd48WLc3d25desWhf7pP+7u7s60adPQ0dHB19eXK1euMG3aNLp06fLGst66dYtdu3Zx6tQpypZVXiAuWrQIf/9365M/evRoatTI+NGwtbWl+Csn5bFjx7Jp0ya2bt1Kr169sLGxQU9PD3Nzc5yyaEYKMHnyZNq3b0/Pnj0B6N+/P6dOnWLy5Ml8/vnnqnTt27enRYsWAPzyyy/MmjWLM2fOULv2m8fPefjwISVKlKBUKeXNnpeXl+q9NWvWoKury8KFC1UtpZYsWYKVlRWHDh2iZs2ajB07lgEDBvDdd9+p8pUurbw53rdvH5cvX+bevXu4uyu7c6xYsYLChQtz9uxZVbr09HSWLl2KubmyFUKbNm3Yv38/P//8MwkJCSxatIjly5ervt9ly5bh5pbx1PLhw4fky5ePevXqYW5ujqenJyVeuzh8VVJSEklJSerLkpMxMtT85DQn4p4+JS09HRsrC7XlNlaWRMX+u35IY2OUwUkrK/Xm+pZW1m9sHRIbE42llc1reWyIicnounP08AHC7txm8ow5OSrLgX17MDExpXxFzeMq5bbYGGUXhMz1siYy/PEb8mn+Ll5+tyamphTyK8KGNctwdffC0sqa40f2cefWdZxc8vaJ/cvtY/na9raysiY8m+39+j5iZWWttr2PHD7A3Tt3mDxjdo7KkpyczPIlC6lc9QtMTfMu0BL78vi2VD++ra0sPujxPXfleuxtrClV7OPoBqFrao6Onl6mVkLpCfHommvuXqtnY4+Bpw+K1BTiVs5EN58Z5g3aoWNqxtONygc8qRGPiN+wgLTHf6BjbIJJhZpYdx9K9MyhpEXlbQuzN8n6+LYhMiLr4zunHt6/w8jBXUhJTsbYxIR+P07AzePNY6nlhbhYZb0tXqu3haUNUe9Z7/Anf3EgZCO1v2pJ/SYduHv7GqsWTsHAwJCKn3/5XuvOqfj4eNLT0zO1+raysiImJlZjnpiYGI3p09LSiIuPx9bGRmO+V5mamuLv58fqNWvwcHdTXksdPsKNm7dwdcn7lrT/VXHxT0lPT8fa2kptubW1JTEXNHcljo6JpdRrQwpYW6tv/6vXQwnZs4+5M6flVtHfi4G1NTr6+qREqT9gTo6KwtpOc/fTmBMncfq6IVEHDpJwPRSzwgE4NWqAroEBBlZWJEdmHq4hf78+JIeHE3PydK7UQwhNpCXSJ6548eJUq1aNokWL8s0337BgwQK1G4aXrl+/TmJiIjVq1MDMzEz1Wr58OWFhYQCcP3+egwcPqr3v5+cHoEoDUK5cOVWAA6B8+fLcvn2btLS0N5Y1NDQUfX19VfAEwM/P751nRnt1PaAMlA0ePJiAgACsrKwwMzPjxo0bqpZIORUaGkrFihXVllWsWJHQ156WFStWTPX/fPnyYW5unqNWVT169GDNmjUEBgYyePBgTpzI6N99/vx57ty5g7m5uWob2NjYkJiYSFhYGOHh4fz9999Uq1Yty7K7u7urAkiA6vt4tfxeXl6qABKAs7OzquxhYWEkJyergo0ANjY2+PpmDGZbo0YNPD09KVCgAG3atGHVqlVvHKtl3LhxWFpaqr1mLFiW7XeVEzqvRfgVCoXa/vkpOnxwH80b11W9Ul8eW6/XKwd1zfy2QrUsIiKchfP+R79BP2Z6UpuV/Xt3UfnzajlO/76OHtxD6yY1Va+XTyAz1Uuh0FRZNZm+q9e+v94DhqJAQbd2jWjZqBo7t26kUpXq6Orm7k/loYP7aNb4S9UrLe1lHd9+386UR+P2/iFH2y81NZXJ48egUKTT/dvvsk2fGzRusw+07lWbd7L32Gl+GdT7vQLaeSaLbuMvv6P4NXNI/fMuyTcvk7DjN4yDKqlaI6X+EUbSpROkPv6DlPu3iP/tf6RGPsakgnaf3h8/FELHpp+rXi/3/dePZQWKTOf6d+Hi6skv05czatJCqtVuzNzpo/nz4b33Xu/bOnF4F92aV1a90l6e117/PUPB+1ZboUjHq4AvTdp8i2cBXz6v1ZgqNRpyIGRj9pk/ME3ntDfVL/P5TnkMvM2+MHhgfxQKBS3btqdew8Zs3raNz6tUyfXzushM88921ttS0/UdKPM8f/6CCVOm0a93Tyxfe9jwscnUO0RHJ8vz+cO5C4g5dpzAVcv47NJZCs+cxpPNyuEyFOmZ77PcOrTDvm5trvcdiCI5OdP7QuQWaYn0idPT02Pv3r2cOHGCPXv2MGvWLH766SdOn1aPRqenpwOwY8cOXF1d1d4zMjJSpalfvz4TJkzI9DnOzs7vXdZXT/5Zefmj/uoJNyVF88Cf+fKpPxUfNGgQu3fvZvLkyXh7e2NiYkKTJk1U3cDeRk5u3l7vf6+jo6P6nt+kTp06PHjwgB07drBv3z6qVavGt99+y+TJk0lPT6dkyZKZxooCsLe3z/aiJ6ubzNeXv6nsORnfytzcnAsXLnDo0CH27NnD8OHDGTlyJGfPntUYFPzhhx/o37+/2rL4u+/XRN/S3Bw9Xd1MrRJi4uIztV741JQpW4FCvhkt9FJSlPtwbEw0NjYZT6/i4mIztTx5lZV1RksbVZ7YGFWesNu3iIuNYUCfbqr309PTuX71Mju3bWb9lt3o6emp3rt29TJ//fkHA78f/n4VfAulylbC2zejlUjqP+eD2JhorG0yZgtTfhdZP5lWfhfqA6nGxcWotfZxcnZl9PhfSUx8wYvnz7C2sWPqhBE4OL7/+e9NypStgK/a9s6oY+btbZXleqysbYjJtL1jX9vesfTv0131fnp6OteuXmbHts1s2BKi2t6pqalMHDeaJ08eM2bc5DxthQRgleXx/RQbq/cf8H71ll0s37iN6SMGZzkItzakP3+KIi0NXTP1OuqaWZCeEK8xT9rTOHTjY1AkvVAtSw3/Gx1dXfQsbTS3NFIoSP3zHnq22h1DJKjMZxQslDE7U+o/A33HxUSpHd/xsTGZWie9C30DA5xclNu7gI8/d+9cZ/e2tXT69vv3XvfbKFGmMgULZXTVTP3nHB8XG4XVK/V+GheDpVXWA6rnhJW1HS7u6gPou7h5ce6k5rHFcoOFhQW6urqZHnLGxcVhncU5zdraOlP62Ng49PT0sLDI+aDgLs7OTJ4wnsTERJ49f46tjQ0/j5+Ak+PHN37Ov5WlhTm6urpEv9bqLDY2LsvfNBtrK43p9fT0sDA35/7Dhzx+Es6w0T+r3n95/Vrrq8Ysmfc/XD7Avcv7SImJQZGaiuFrrY4MbWxIjtI8/EV6UhK3ho3i9qifMbC1ITkiEudvviY1IYGU174Pt/Zt8OjSictduvPs1r9rGId3lZ6zIXrFByBBpH8BHR0dKlasSMWKFRk+fDienp5s2qTe3z0gIAAjIyMePnxIlSpVNK4nKCiIjRs34uXlhX4W/W4BTp06lelvHx8ftZtNTfz9/UlNTeXcuXOUKVMGgJs3bxIbG6tKY2+vnFng0aNHqu5Rrw6y/SZHjx6lffv2NGrUCICEhIRMA1IbGhpm22LK39+fY8eO0bZtW9WyEydOvHO3O03s7e1p37497du357PPPmPQoEFMnjyZoKAg1q5di4ODAxYWmgMhXl5e7N+/X61r3UsBAQE8fPiQP/74Q9Ua6fr168TFxeW4/N7e3hgYGHDq1Ck8PJQzmMXExHDr1i21fUdfX5/q1atTvXp1RowYgZWVFQcOHKBx48aZ1mlkZKQKVr6U9J5P/g0M9ClU0Iuzv1+lSrmMVmnnfr9KpTJB77VubTMxNcXE1FT1t0KhwNrahksXzlOgoHJclJSUFK5e+Z12HTJP2/2Sr18Aly6e56tGGQM4XrpwHr8A5U1b8cAgZsxepJZn1rSJuLq50/ibFpmO6X17dlHQuxD5C2Q95fSHpum7sLK24fLFs+QvqOxim5KSwvWrl2jdvntWq6GQXxEuXzxHvYYZ44P9fvEsvv5FMqU1NjbB2NiEhISn/H7hDK079PiANcrM1NQU0xxs72tXfqdth6y7Dfv6BfD7xfM0aJQxyP2lC+dU27tYYBAzZ6uPXzdz2iTc3Nxp/E3zTAGkR3//xdjxU7CwyPtZCg0M9PEt6MXZ369RpWzG2E1nL1+jUumsu87mxKrNO1m2cRtThw3A31v7XZnUpKWR+vd9DH2KkHw9Yxw6Q+8iJIVe0Jgl5f4tjIuURsfQCEWystuwnp0TivR00uKyHqdP38WD1Md/ftjyvyUT03yYvBKgVB7ftly5dAavgsrWr6kpKdy4dpHm7b798AVQZATp85KJST5MTNTrbWlty7VLp/Es8Eq9r16gabve7/VZPn7FefzXA7Vlj/9+iJ191t36PzQDAwN8vL25cPEiFStktHK+cPES5bMYDNjfz4/TZ86oLTt/8SKFfLzfeI2aFWNjY4yNjXn6NIHzFy7SuUP7t16HeDcGBgYU8i7IhUuXqFQhY9yvC5cuUaFsVtvfl1NnzqotO3/xEoW8ldvfw82N+b/OUHt/6cpVPH/+QjVot7YpUlN5ej0U6/LliNqfMa6qVflyRB08lG3e5CfKHgL2tWsRffioWusltw5t8ejamSvdviXhmozvJfKeBJE+cadPn2b//v3UrFkTBwcHTp8+TUREBP7+/ly+nNHSw9zcnIEDB9KvXz/S09OpVKkS8fHxnDhxAjMzM9q1a8e3337LggULaNGiBYMGDcLOzo47d+6wZs0aFixYoLrB+OOPP+jfvz/dunXjwoULzJo1S+PsXa/z9fWldu3adOnShfnz56Ovr0/fvn0xMcmYRcfExIRy5coxfvx4vLy8iIyMZOjQoTn6Lry9vQkODqZ+/fro6OgwbNiwTC2DvLy8OHLkCM2bN8fIyEg1oPWrBg0aRNOmTQkKCqJatWps27aN4OBgtZne3sfw4cMpWbIkhQsXJikpie3bt6sCPK1atWLSpEk0aNCA0aNH4+bmxsOHDwkODmbQoEG4ubkxcuRIunfvjoODA3Xq1OHp06ccP36c3r17U716dYoVK0arVq2YPn06qamp9OzZkypVqmTq/pcVMzMzOnXqxKBBg7C1tcXR0ZGffvpJrRXU9u3buXv3LpUrV8ba2pqdO3eSnp6u1uUtLzT/qg5jZszFr2B+ivh6s3XvQZ5ERtGwlrK739wVa4mIjmHYdxnBhdv3lBfTLxKTiI2P5/a9B+jr65PfXdlCLyUllft//qX8f2oqEVEx3L73ABNjY9yctfPkUkdHh/oNv2bDulW4uLri7OLGhrWrMDIypnLVjK6N0yePw9bWjjb/BBrqN2jMj4P7Erz+N8qUq8iZU8f5/dJ5xk2aCSgDNJ5e6jfRRsbGmFtYZFr+/PkzThw9TIfOWQdq8oKOjg5fNmhK8PqVOLm44+ziRvD6FRgZGVGpSkbXnFlTxmJja0erfwJLX37VhOFDerN5wypKl63E2dPHuHLpHGMm/k+V59L50ygAF1d3Hj/6ixWLZ+Pi6s7n1fN2EHHl9m7MhnWrcXZ1w8XFlQ1rV2P42vaeNnk8trZ2tO3QGcjY3hvX/0bZchU5feo4v1+6wLhJygttUw3b2/i17Z2WlsaEX0YRduc2w0b+THpaOjH/TBhgZm6ucQak3NKsfi3GzJyPX0Evivh6s2XvIZ5ERtGopjKAPmfleiKjYxjWJyOQeuuf4/t5YhKx8U+5de8BBq8c36s272TBb8GM6NsNZ3s7ov55smtibIypiXGe1e1Nnh8NwaJpN1L/vEfKwzuYlKmKrpUtL04rW47kq/UNuhbWPF0/H4Ck30+S74sGmDfpwrN9weiammNWtzmJ547APy17TKs1JPVhGKmRj9H9Z0wkfWcPnm5ZrrV6aqKjo0Ptr5qxdcMynFzccXJxZ8v6ZRgaGVOhck1VujnTRmFtY0/zdsqxC1NTUvjzD2W3tNTUVGKiI7h/9xbGxiaqlkdrl8+heMny2No58OLFc04d3cv1qxcYMkL746no6OhQs34Ltm1YgqOLO47O7mzfsBQjI2PKVa6lSjd/+gisbe35po1yRtbUlBT++uMuAGmpKcRER/Dg7k2MTUxxdFbWu+ZXLfj5+05sW7+EMpWqc/fWNQ7t2UT7nj/maR0bN2rIpClTKeTjg7+fHztDQgiPiODLunUAWLx0GZFRUQweoGy1XK9ubbZu3868BQupU6sWoTdusHvPXr4fPFC1zpSUFB4+/EP5/9RUoqKiCAu7i7GJsWrMo3PnL6BQKHB3c+WvR49YuGgJbq6u1KxRPU/r/y708pmSz9tD9bdpfjcsivuRHB1H4h+aJ4f5WH3dsAETpk6nkLc3/v6+7AzZQ3hEJPXqKvfvRUtXEBkVxZABfQGoV6c2W7fvZO6CxdSpXYPQ0JuE7N3Hj4OU+4ehoSH5vdQnB3jZQ+H15dr01/KV+I4by9Nr14n//TLOTRpj7OzEo7XKWXK9+vbGyMGBmz8OA8DE0wPzokWIv3wVAwtzXNu1IZ9PQW7+NEy1TrcO7fDq3ZMbg38k8a+/MbBVtnRKe/6c9BcvMhdCiFwgQaRPnIWFBUeOHGH69OnEx8fj6enJlClTqFOnDmvXrlVLO2bMGBwcHBg3bhx3797FysqKoKAgfvxReSHh4uLC8ePHGTJkCLVq1SIpKQlPT09q166tFkBo27YtL168oEyZMujp6dG7d2+6ds26NcSrlixZQufOnalSpQqOjo6MHTuWYcOGqaVZvHgxHTt2pFSpUvj6+jJx4kRq1qyZxRozTJs2jY4dO1KhQgXs7OwYMmQI8fHqzf9Hjx5Nt27dKFiwIElJSRq7bjVs2JAZM2YwadIk+vTpQ/78+VmyZAlVq1bNUR2zY2hoyA8//MD9+/cxMTHhs88+Y82aNYDyJu/IkSMMGTKExo0b8/TpU1xdXalWrZqqZVK7du1ITExk2rRpDBw4EDs7O5o0UbY80NHRYfPmzfTu3ZvKlSujq6tL7dq1mTVr1luVcdKkSSQkJPDVV19hbm7OgAEDiHtl1gcrKyuCg4MZOXIkiYmJ+Pj48Ntvv1G4cOE3rPXDq1apHHFPE1i6bjNRMbHk93Bj0tCBODkog4NRMbE8iVDvwtShf0ZQ8mbYPfYeOYmTvR0b5itvJCJjYtTS/LZlJ79t2UlgYT9+HftTHtRKs0ZNmpOUlMS8/80gIeEphXz9GTl2olornYiIcHReOVb9Aoow8PthrFq+mNUrluDk7MLA74dRyO/tW9UdPXwQBQo+q6p5mvG81ODrliQnJbFwzhSeJSTg7evP0NFT1b6LyIgn6OhmdOH09S9K38EjWLNyIWtWLsTJyZV+Q0bh45uxzz5//ozVy+YRFRmBmbk5ZStUpUXbLu/01Pt9NW7SnOSkZLXtPWrsBLUWS5ER4ei+Ukf/gMIM/H4oq5YvYfWKpTg5uzDo+2H4vsX2joyM4Mwp5ThtfXupn9fHjp9C0WKB71ext1C9YlninyawZP0WomLiKODhyuQf+6sf35GvHd8DR6j+fzPsPnuPnsLJ3paNc5UPOoJD9pOSmsrQyf9Ty9exaQM6NWuUyzXKmaQrp0nIZ0a+ag3QNbci9cmfxC2dQvo/gy/rmluh90oXJ0VyErGLJ2Jevw02344i/XkCSVfOkLBngyqNrrEp5o06oGtuiSLxBSl/PyBm/i+k/nk3z+uXnXqN25CclMTSuZN4lvCUgoUK8/2oGWotlqIiHqt10Y6JjuCnvhmth3dsWsWOTavwL1KCob8oJw2Ii41mzrSRxEZHYZrPDHevggwZMY2iJT6OabHrNmpLclISy+dNUNV74MhZai2WNNV7RP/Wqr9DNq8kZPNKfAsH8cPP8wAo4FOY3t9PYsOK/7Fl3ULsHV1o2ak/FarUybvKAVUrf8bT+HhW/baG6OhoPD09GTtqBI4ODgBER0cTERGhSu/k5MTYUSOYt2Ah27bvwMbWhh7duvLZK2NWRkVH07NPxnhtG4I3sSF4E8WKFmHS+HEAPHv+jCVLlxMZGYm5uTkVK1agQ9s2Wjmvvy3LkkUov3+F6u+Aycrr9T+WB3O50w/aKtY7qVq5EvFP41m5Zi3R0TF4eXrw88hhqu0fFRNN+Cvb39nJkbEjhzF34WK27tiJra0NPbt25rOKFbRVhXcSEbIHfUtLPLt3xdDejme373C1R2+S/pkh2tDODiPnV1oF6unh1q4NJl6eKFJTiT1zjkut25P0d0bQ0KV5U3QNDQmYPlntsx7MnsuD2fPypF4fq3/rTGgfIx1FTgZAEeIfVatWJTAwkOnTp2u7KOITF3H9TPaJ/oUijVyzT/QvlJKedy1YPiaGuv/NgS7tXvyh7SJoRfqqnM1y+G/zsP2M7BP9C6Wkv7kb/7+Vs8H7z5T3KbrmX1/bRdCKotc3a7sIWnG/UUttF0ErKl+9qO0ivLPD17Ke5EebqhQ2zT7RO4iJiaFPnz5s3aocfP2rr75i1qxZWY41lpKSwtChQ9m5cyd3797F0tKS6tWrM378eFzecsZKmZpACCGEEEIIIYQQ4hPRsmVLLl26REhICCEhIVy6dIk2bdpkmf758+dcuHCBYcOGceHCBYKDg7l16xZfffXVW3/2x9+WU3wyjh49Sp06WTePTkhIyMPSaE/37t1ZuXKlxvdat27N3Llz87hEQgghhBBCCCH+DUJDQwkJCeHUqVOU/WeA+gULFlC+fHlu3rypcZxaS0tL9u7dq7Zs1qxZlClThocPH6omVMoJCSKJt3Lo0KEs3ytVqlSOZ1L7Nxs9ejQDBw7U+F5WM64JIYQQQgghhPh3SUpKIikpSW2Zppmr38bJkyextLRUBZAAypUrh6WlJSdOnMjxZEdxcXHo6Ohk2QUuKxJEEh+MiYkJ3t7e2i6G1jk4OODwz0CBQgghhBBCCCH+m8aNG8eoUaPUlo0YMYKRI0e+8zofP36s8X7TwcGBx49zNm5dYmIi33//PS1btnzrhg4yJpIQQgghhBBCCCHEB/bDDz8QFxen9vrhB80zLI4cORIdHZ03vs6dOwegNlvnSwqFQuPy16WkpNC8eXPS09OZPXv2W9dJWiIJIYQQQgghhBDik6VQZB880Ya36brWq1cvmjdv/sY0Xl5eXL58mSdPnmR6LyIiAkdHxzfmT0lJoWnTpty7d48DBw6803ArEkQSQgghhBBCCCGE0CI7Ozvs7OyyTVe+fHni4uI4c+YMZcqUAeD06dPExcVRoUKFLPO9DCDdvn2bgwcPYmtr+07llO5sQgghhBBCCCGEEJ8Af39/ateuTZcuXTh16hSnTp2iS5cu1KtXT21QbT8/PzZt2gRAamoqTZo04dy5c6xatYq0tDQeP37M48ePSU5OfqvPl5ZIQgghhBBCCCGE+GQpFNouQd5atWoVffr0oWbNmgB89dVX/Prrr2ppbt68SVxcHAB//vknW7duBSAwMFAt3cGDB6latWqOP1uCSEIIIYQQQgghhBCfCBsbG1auXPnGNIpXImteXl5qf78P6c4mhBBCCCGEEEIIIbIlLZGEEEIIIYQQQgjxyUrn45yd7d9IWiIJIYQQQgghhBBCiGxJEEkIIYQQQgghhBBCZEuCSEIIIYQQQgghhBAiWxJEEkIIIYQQQgghhBDZkiCSEEIIIYQQQgghhMiWzM4mhBBCCCGEEEKIT5ZCIbOz5RVpiSSEEEIIIYQQQgghsiVBJCGEEEIIIYQQQgiRLenOJoQQQgghhBBCiE+WQqHtEvx3SEskIYQQQgghhBBCCJEtCSIJIYQQQgghhBBCiGxJdzYhhBBCCCGEEEJ8shTI7Gx5RVoiCSGEEEIIIYQQQohsSRBJCCGEEEIIIYQQQmRLgkhCCCGEEEIIIYQQIlsyJpIQQiuMn0VquwhaYa1roO0iaEWEvou2i6AV9i8earsIWmH4PEbbRdCK+50mabsIWuGWel/bRdCKZ0aW2i6CVtx/7q7tImhF0eubtV0ErbgS0FDbRdCK+EM3tF0EIT5a0hJJCCGEEEIIIYQQQmRLWiIJIYQQQgghhBDik5Wu0HYJ/jukJZIQQgghhBBCCCGEyJYEkYQQQgghhBBCCCFEtqQ7mxBCCCGEEEIIIT5ZCoWOtovwnyEtkYQQQgghhBBCCCFEtiSIJIQQQgghhBBCCCGyJd3ZhBBCCCGEEEII8clSyOxseUZaIgkhhBBCCCGEEEKIbEkQSQghhBBCCCGEEEJkS4JIQgghhBBCCCGEECJbEkQSQgghhBBCCCGEENmSIJIQQgghhBBCCCGEyJbMziaEEEIIIYQQQohPVjo62i7Cf4a0RBJCCCGEEEIIIYQQ2ZIgkhBCCCGEEEIIIYTIlnRnE0IIIYQQQgghxCdLodB2Cf47pCWSEEIIIYQQQgghhMiWBJGEEEIIIYQQQgghRLakO5sQQgghhBBCCCE+WQqFzM6WV6QlkhBCCCGEEEIIIYTIlgSRhBBCCCGEEEIIIUS2JIgkhBBCCCGEEEIIIbIlQSQhhBBCCCGEEEIIka3/XBCpffv2NGzYUNvFyJaXlxfTp0/X2ucvXboUKysrrX1+Xho5ciSBgYHvtY779++jo6PDpUuXPkiZPkZVq1alb9++2i6GEEIIIYQQQggtkdnZBF5eXvTt21ctQNCsWTPq1q2rvUIJkUPr9x5jxc6DRMbGU8DViQGtG1LCr6DGtAfOXmbD/uPcevAXKSmpFHBzomvj2pQv5qdKE/bnI+ZuDOHGvT94FBlD/9YNaVm7Sl5VJ0ubdu5hzaZtRMfE4uXhRq9ObSle2D/L9JeuXud/i1dw/+Gf2NpY06JRfRrUqaGWZv3WnWzZtZcnkZFYmptTtUJZurRtgZGhIQC/Xwvlt03buHXnHlExMYz9YQCflSudq/V8nUKhYN3qJewL2cazhKd4+wbQpUc/3D3zvzHfqeOHWLNiEY8f/Y2Tswst2nahbIXKqvd7dGhKRPjjTPlqfdmQLj37q/7+8+F9Vi6Zy/Wrv5OuSMfdIz/9vx+FvYPjh6tkDmwMOcDqLbuIioklv7sr33VoSWBAIY1pI2NimbV0DTfvPuCPR0/4pm51+nZsqZbm0KlzLA/ewZ+PnpCaloa7syPN69emTtUKeVGdHFu/7zgrdhwkMu6V49u3gMa0yuP7BLcevnJ8N6qldnxvOniSHcfOEfanctv753ej5zd1KVLQM0/qkxVt7ucvXjxn1dJ5nDl5jISncdg7OFH3qybU+rLhB62jJto4rz1//oJFq9dx9NRZYuLi8MnvRe8u7fH30fy78SFs376djRs2EB0djaenJ127daNIkSJZpr9y+TILFizgwYMH2Nra8nWTJnz55ZdqaY4dO8aK5ct59OgRzs7OtGvXjgoVK2as48oVNm7YwJ07d4iOjmbosGFUqKB+fB8/fpxdO3dy584d4uPjmfXrrxQsmHvfgyYKhYLt6+ZydG8wz5/Fk9+nCC06/4CLh3eWeY7u3cipw9v5++EdADwKBNCwVS/y+xRVpbl17Tx7tizj4d1Q4mIi6DF4KoFlv8j1+uTE1h07WR+8majoGLw83OnRpRNFixTOMv3vV64yb+Fi7j/8A1sbG5p+3Yj6dWtrTHvw8FF+mTSFCuXKMGroj7lVhVxlU6kUBQZ0wjKoCMYuDpz7uidPtu7XdrHei0Kh4NCWXzl/eB2Jz+NxLVCML1sPx8HVJ8s818/v4ej2eUSHPyQ9LRUbR08q1OpA8QoNVGkObp7F4a3/U8uXz8KOQdOP5VpdPmbpCm2X4L/jP9cS6b9CoVCQmpr6zvlNTExwcHD4gCUS4sPbc+oiU1ZupuNXNVg1diAlfAvQZ9J8HkfGaEx/8UYYZYsUYsbArqwYO4BS/j70m7KQG/f/VKVJTErBzd6WXs3qYWtpnldVeaMDR0/w66JltPmmEQumjadYgB9DRo/nSUSkxvSPnoQzZPQEigX4sWDaeFo3acjMhUs5fOK0Ks3eQ8eYv/w32jX/muW/TmFI724cOHaKBct/U6V5kZiIt5cnfbt1yPU6ZmXzhtVs37SOTt37Mn7afKysbRg9tD8vnj/PMs/N0KtMHT+Kyl/UYsqvi6n8RS2mjh/BrRvXVWnGT5/PghWbVK/hY6cCUL7S56o0jx/9xdDBvXB192Tk+BlMmbWEJs3bYfjPzWhe2Xf8NDOWrKbd1/VYOnkUxf0LMeDnqTyOiNKYPiUlFSsLc9p9XQ9vL3eNaSzMzGj3dT3mjxvK8qljqPt5JX753yJOXbySm1V5K6rju0F1Vo0ZQAnf/G8+vm++PL67sGJMf0r5e9Nv6iK14/t8aBi1ygcx98eeLBnRB0dba3pNnEd4dGwe1Uozbe7nSxf8yqXzZ+gzcCjT566gXsOmLJo7gzMnj+ZehdHeeW3ir/M4d+kKP/X7liUzJ1G6RDEGDB9LRFR0rtTz8OHDzJ83j2bNmzPr118pXLgww4cNIzw8XGP6x48fM3z4cAoXLsysX3+labNmzJs7l2PHMm4KQ0NDGT9uHF9Uq8b/Zs/mi2rVGDduHDdu3FClSUxMJH+BAvTo2TPLsiUmJhIQEED7Dto7x+/evJR921bSvPP3/DBhFRZWdkwf3YPEF8+yzHPr2jlKV6pN/1ELGPLLcmzsnZgxugcxUU9UaZKTXuDmVYjmnb/Pi2rk2KEjx5izYDEtmn7DnJlTKVI4gB9HjiE8PEJj+kePnzB05BiKFA5gzsyptGjahNnzF3L0+IlMaZ+EhzN/8VKKFg7I7WrkKr18psRfvsm170ZruygfzPFdCzm5Zyl1Ww+jy7D1mFnas3xyR5JeJGSZxySfJZXrdafzT2voMXoLJSo1ZvPiH7lzVf3cbO/qw4BpR1WvnqO35nZ1hPj3BpE2bNhA0aJFMTExwdbWlurVq/PsWeYfJIVCwcSJEylQoAAmJiYUL16cDRs2qKW5fv06devWxczMDEdHR9q0aUNkZMZFTtWqVenVqxe9evXCysoKW1tbhg4dikKRs3BoeHg49evXx8TEhPz587Nq1Sq19zV1lYqNjUVHR4dDhw4BcOjQIXR0dNi9ezelSpXCyMiIo0ePEhYWRoMGDXB0dMTMzIzSpUuzb98+tbI/ePCAfv36oaOjg46ODqC5O9ucOXMoWLAghoaG+Pr6smLFCrX3dXR0WLhwIY0aNcLU1BQfHx+2bs3Ziexl+ffv30+pUqUwNTWlQoUK3Lx5Uy3dtm3bKFmyJMbGxhQoUIBRo0apBcvi4uLo2rUrDg4OWFhY8MUXX/D777+rrWP8+PE4Ojpibm5Op06dSExMzFSeJUuW4O/vj7GxMX5+fsyePVvt/TNnzlCiRAmMjY0pVaoUFy9ezFE9AWJiYmjVqhX29vaYmJjg4+PDkiVLVO//9ddfNGvWDGtra2xtbWnQoAH3799XW8fixYspXLgwRkZGODs706tXL9V7Dx8+pEGDBpiZmWFhYUHTpk158iTjwupl970VK1bg5eWFpaUlzZs35+nTp6o0z549o23btpiZmeHs7MyUKVMy1WP27Nn4+PhgbGyMo6MjTZo0yfF38KGs2nWIBlXL0vDzcuR3dWRAm0Y42lqxYf9xjekHtGlEu3rVKFzQAw8ne75t9iUeTnYcvXhNlaZwQQ++a/kVtcoHYWjwcTTWXLdlB3Wrf069ml/g5e5K787tsLezZcuuvRrTbwnZi4O9Lb07t8PL3ZV6Nb+gbrXPWbN5uyrNtZu3KOJfiBpVKuHs6EDpEsWpVrkCN8LuqtKUK1mCzq2bUbl8mVyvoyYKhYIdW9bTuFkbylWsgodXAXr3/5GkpCSOHtZcd4AdW9ZTrEQpGjdtjau7J42btqZo8ZLs2LJelcbS0gprG1vV6/zZEzg5u1K4aKAqzerlCwgqVY42HXtQoGAhHJ1dKFmmPJZW1rlZ7UzWbNtD/S8q81X1Kni5udC3Y0scbG3YtPuAxvTODnb069SKOlUrYmZqojFNUBE/qpQtiZebC25ODjSrV5OCnm5cvnE7N6vyVlbtOkyDKmVpWPWf47t1Nsd360a0q/cFhQv8c3w3zXx8j+3Zmm+qV8TX0xUvF0eGdmqKIl3Bmevaq7e29/NbN65RpVptihQrgYOjMzXqfIVX/oKE3bmp4VM/HG2c15KSkjly8gzd27ekeGF/3Jyd6NDiG5wdHbL83Pe1adMmatasSe3atfHw8KBb9+7Y29uzY8cOjel37tiBg4MD3bp3x8PDg9q1a1OjZk2CN25Updm8eTMlgoJo1qwZ7u7uNGvWjMDAQLZs3qxKU7p0adq1a0fFV1onva5atWq0bNWKEiVKfLD6vg2FQsH+7auo83VngspVw9XDm/a9x5Cc9IIzR3dlma9T33FUrd0M9/x+OLnlp0334SgUCm5cOaNKUySoEg1b9iKoXLW8qEqObdy8hdo1qlO3Vg083d3p2bUz9nZ2bNsZojH99l0h2Nvb07NrZzzd3albqwa1qldjffAWtXRpaWmMmzyNtq2a4+SUty1lP7SI3Ue4NWI6jzfnzjGZ1xQKBaf2Lqdyve4ElKyJo1shGnUaT0pyIldOb88yX36/sviXrIG9S0FsHDwoV6Mtjm6+PLx1QS2drq4e5pb2qlc+C5vcrpIQ/84g0qNHj2jRogUdO3YkNDSUQ4cO0bhxY41BnaFDh7JkyRLmzJnDtWvX6NevH61bt+bw4cOqdVWpUoXAwEDOnTtHSEgIT548oWnTpmrrWbZsGfr6+pw+fZqZM2cybdo0Fi5cmKPytm/fnvv373PgwAE2bNjA7Nmzs3xClZ3Bgwczbtw4QkNDKVasGAkJCdStW5d9+/Zx8eJFatWqRf369Xn48CEAwcHBuLm5MXr0aB49esSjR480rnfTpk189913DBgwgKtXr9KtWzc6dOjAwYMH1dKNGjWKpk2bcvnyZerWrUurVq2Ijs75072ffvqJKVOmcO7cOfT19enYsaPqvd27d9O6dWv69OnD9evXmTdvHkuXLuXnn38GlCfpL7/8ksePH7Nz507Onz9PUFAQ1apVU5Vh3bp1jBgxgp9//plz587h7OycKUC0YMECfvrpJ37++WdCQ0P55ZdfGDZsGMuWLQOUAZZ69erh6+vL+fPnGTlyJAMHDsxxHYcNG8b169fZtWsXoaGhzJkzBzs7OwCeP3/O559/jpmZGUeOHOHYsWOYmZlRu3ZtkpOTAWUw79tvv6Vr165cuXKFrVu34u3trfoOGjZsSHR0NIcPH2bv3r2EhYXRrFkztTKEhYWxefNmtm/fzvbt2zl8+DDjx49XvT9o0CAOHjzIpk2b2LNnD4cOHeL8+fOq98+dO0efPn0YPXo0N2/eJCQkhMqVK5OXUlJTuXHvT8oV8VVbXq6IL5dv38/ROtLT03mWmIRFPtNcKOGHkZKSyq2we5QOLKa2vHRgMa7euKUxz7UbtzOnL1GMm3fuqoKuRf39uBV2j9Bbyu4Afz9+wqnzFylfMigXavFuwh8/IjYmmuJBGV3oDAwMCShSnJuhV7PMd+vGNYqXUO92VzyoTJZ5UlJSOHJwL5/XqKsKpKenp3Ph7EmcXd0ZM2wAHVt+xff9uuV664zMZUvlZth9ygSqd3UoU7wwV26GfZDPUCgUnLt8nYd/PyYwwDf7DHkgJTWVG/f/pFxR9S5773R8m2V9fCcmJZOaloalFs8B2tzPAfwCinLu9HGiIiNQKBRc/f0Cf//9B4FBuRc81tZ5LS0tjbT0dAwNDNTWY2hoyJXQG3xoKSkp3Ll9m6Ag9fNqiaAgQq9f15gn9MYNSryWvmRQELdv31bV80ZoaKZ1BpUsyfXQ0A9Y+twX+eQv4mMjCSheXrXMwMCQQoVLEXbzUo7Xk5ycSFpaKvnMLHOhlB9OSkoKt+6EUbJEoNrykiUCuXZD8/4XeuNmpvSlgkpw684dtYeoK9esw8rCgjo1ayA+LjERf5IQF0HBwhkBXX0DQ7x8S/PHnZw9hFYoFNy9fpKox/fw9C2l9l70kwdM7vcZ0wdXY/3c/kSH//FBy/8pUSg+zte/0cfxmP0De/ToEampqTRu3BhPT+U4B0WLFs2U7tmzZ0ydOpUDBw5QvrzyB6xAgQIcO3aMefPmUaVKFebMmUNQUBC//PKLKt/ixYtxd3fn1q1bFCqkvMB1d3dn2rRp6Ojo4Ovry5UrV5g2bRpdunR5Y1lv3brFrl27OHXqFGXLlgVg0aJF+PtnPSbAm4wePZoaNTJ+QGxtbSlevLjq77Fjx7Jp0ya2bt1Kr169sLGxQU9PD3Nzc5ycnLJc7+TJk2nfvj09/2kW3b9/f06dOsXkyZP5/POMZvHt27enRYsWAPzyyy/MmjWLM2fOULu25r7br/v555+pUkU5/sz333/Pl19+SWJiIsbGxvz88898//33tGvXDlBuqzFjxjB48GBGjBjBwYMHuXLlCuHh4RgZGanKvXnzZjZs2EDXrl2ZPn06HTt2pHPnzqrvY9++fWqtkcaMGcOUKVNo3LgxAPnz51cFrdq1a8eqVatIS0tj8eLFmJqaUrhwYf7880969OiRozo+fPiQEiVKUKqU8kfAy8tL9d6aNWvQ1dVl4cKFqov8JUuWYGVlxaFDh6hZsyZjx45lwIABfPfdd6p8pUsrbyT27dvH5cuXuXfvHu7uym4sK1asoHDhwpw9e1aVLj09naVLl2Juruyu1aZNG/bv38/PP/9MQkICixYtYvny5ap9admyZbi5uanVIV++fNSrVw9zc3M8PT3z/Elm7NNnpKWnY/NalzMbS3MiY+NztI6VOw+RmJRMjbKBuVDCDyMuPl5ZTyv1i2NrK0uiY2I15omOjcX6tfQ2VpakpaURF/8UWxtrqlWuQGx8PL1+GIFCoby5alCnBq2aNNC4Tm2IiVF217KyUn+qZmVlQ0RE5nFeXoqNicbKWr21kJW1NbExmgPaZ08d5VlCAp9Xr6NaFhcbQ+KLF2xev4rmbTrTun13Lp0/zaSfhzJy3Ay1lhy5Kfbp03/2cwu15TZWlkTHZh1gyImEZ89p0LU/ySmp6OnqMLBLG8oUz3pcjrykOr4tNBzfcU+zyKVu5a5/ju8ygVmm+XXtDuytLSlTWPP4UnlBm/s5QMdu3zF31kS6tfsaPT09dHR06fHdYPwLF9O4ng9BW+c1U1MTCvv6sHxdMJ5urlhbWbH/6HFCb93BzTnra6B3FR8fT3p6eqbtZG1lRUyM5m6ZMTExWL/WEtzK2pq0tDTi4+OxsbEhJiYmU2txKysrYt7iod3HID5W2arf4rV939zShugIzQ81NQleOQMrGwf8i5X9oOX70OLin5Keno61tZXacmtrS2IuaN4fomNiKWX92nFibfXPfh+PrY0NV6+HErJnH3NnTsutoov3kBCv7KqYz8JWbXk+C1viov5+Y97E50+ZMqAKaanJ6Ojo8mWbEWrBKLcCxWnUeTy2Tl4kxEVxZPscFv3Sgm/HbsPULG9bTYv/ln9lEKl48eJUq1aNokWLUqtWLWrWrEmTJk2wfu1H/Pr16yQmJqoFXQCSk5NVN8Tnz5/n4MGDmJmZZfqcsLAwVRCpXLlyak/2ypcvz5QpU0hLS0NPTy/LsoaGhqKvr68KKAD4+fm988xor64HlIGyUaNGsX37dv7++29SU1N58eKFqiVSToWGhtK1a1e1ZRUrVmTGjBlqy4oVy7jozJcvH+bm5m/VqurV/M7OzoCyu5+Hhwfnz5/n7NmzqpZHoLxATExM5Pnz55w/f56EhARsbdVP0i9evCAsLExVj+7du6u9X758eVWLqoiICP744w86deqkFgBMTU3F0tJStY7ixYtjamqqto6c6tGjB19//TUXLlygZs2aNGzYUDXY5fnz57lz544quPNSYmIiYWFhhIeH8/fff1Otmubm2aGhobi7u6sCSAABAQFYWVkRGhqqCiJ5eXmpfYazs7NqO4WFhZGcnKxWJxsbG3x9M1oo1KhRA09PTwoUKEDt2rWpXbu2qhujJklJSSQlJaktS05OwcjQQGP6t/HqcQeg0LBMk5ATF5i/aTdT+nXMFIj6KL1eJ8Wb66npe3l1PRevXGPl+k3069YJ/0Le/PXoMbMWLmOZtRXtmn39AQuec0cO7mH+rxldJ38YOeHVIqsoUKDDm7fx6+8rFIosv6/9e3ZQolRZbGzt1NIDlC5XifqNlC1P8xf04WboVfbs3JJnQSSV17fnB3i0ZWpizLLJo3iemMS5K9eZuXQNLo4OBBXxyz5zHsm0H79hO74q5OQF5gfveePxvWz7AXafusC8H7/9IOeinPqY9nOAnVs3cPvGdb4fPg47BydCr15iweypWFvbUqxEKY3r+mC0cF77qd+3TJg1j6879kRPVxefgvmpXrkit8LufahaZV/u7PbjHBzvmfLn8NjQptNHdrBq3ljV371+nAVo2uaKzPtGFnZvXsLZYyEMGLUQA0OjD1XUXJWpttnt9xqOc1Dmef78BROmTKNf755YvvawQWjH5ZPb2LZ8hOrvVn3nAlls42z2c0PjfHQfuYnkpOfcu36S3WvGY23vRn4/ZcDUp1hGLwBHN3D3DmTGkJpcOr6ZCrW0N9aZ+Pf7VwaR9PT02Lt3LydOnGDPnj3MmjWLn376idOnT6ulS09PB2DHjh24urqqvfeyJUt6ejr169dnwoQJmT7nZZDjfbz6Q5AVXV1dtbSgbBKrSb58+dT+HjRoELt372by5Ml4e3tjYmJCkyZNVF2j3kZOLoIMXmsirqOjo/qec+LV/K92K3n576hRo1QthF5lbGxMeno6zs7OqnGiXpXToNzLz1qwYIGqZdhLL4OB73vzVqdOHR48eMCOHTvYt28f1apV49tvv2Xy5Mmkp6dTsmTJTONiAdjb26v2haxkdWH6+vI3baec1M/c3JwLFy5w6NAh9uzZw/Dhwxk5ciRnz57V+F2PGzeOUaNGqS37vnNLfuzaKtvPyoqVeT70dHWJeq3VUUzc02wHxN5z6iJjFq5hQu92lC3ycXTfyYqlhQV6urqZns7HxMVleir/ko2VVeb0sXHo6elhaa4MiC9avY6aVT+jXk3lbDUFvTxITEpi8v8W0OabRtnua7mhdNlK+PhmDAia+s95LiYmGmubjBvfuNgYLF97KPAqK2sbYl5rjREXG6txLKOI8MdcuXSegT+OUVtubmGJnp4ebh7qs3a5unty43reDT5tZW6u3P6xcWrLY+LiM7XieFu6urq4OSvHziiU34MHf/7N8uDtH0UQSXV8x712fMcnYGuR+aHOq5TH99p/jm/NLYxW7DjIkm37mD2kBz4eLh+s3DnxMe3nSUlJ/LZ8AYN++pmSZZQPDrzyF+T+3TtsDV6Ta0EkbZ7XXJ2dmPnLCF4kJvL8+QtsbawZOXE6zo4ffjIRCwsLdHV1M7UQio2Ly/K6xNraOlMrpbjYWPT09LCwsMgyTWxcXKYWTx+b4qWrqs2glpqivBaNi4nC0tpetfxpXEym1kma7NmyjF0bF9F3xDzcvLTXmjCnLC3M0dWw38fGZr0/2Fhn3u9j/9nvLczNuf/wIY+fhDNsdMYD1pfXcbW+asySef/D5QPcr4ic8w38HNcCGQ/F01KV+3lCXCTmVhnnmWfxUZi91jrpdbq6utg6Kq9DnD38iXh0l2M75quCSK8zNDLF0a0Q0U8evG81PkmKbB68iA/nXzkmEihviitWrMioUaO4ePEihoaGbNq0SS1NQEAARkZGPHz4EG9vb7XXy5YcQUFBXLt2DS8vr0xpXg3YnDp1Sm3dp06dwsfH542tkAD8/f1JTU3l3LlzqmU3b94kNjZW9be9vfKH9dXxil4dZPtNjh49Svv27WnUqBFFixbFyckp0yDNhoaGpKWlZVvOV2cGAThx4sQ7d7t7F0FBQdy8eTPTdvD29kZXV5egoCAeP36Mvr5+pvdfjjnk7++vcVu95OjoiKurK3fv3s20jvz5lVMtBwQE8Pvvv/PixQuN68gJe3t72rdvz8qVK5k+fTrz589X1fH27ds4ODhk+nxLS0vMzc3x8vJi/37NU50GBATw8OFD/vgjoz/09evXiYuLy/G28vb2xsDAQK1OMTEx3LqlPk6Fvr4+1atXZ+LEiVy+fFk1rpcmP/zwA3FxcWqvAe2bakybUwb6+vjld+P0VfVynb56i2I+XlnmCzlxgVHzfuPnnm2oVOLj6LrzJgYG+hQqmJ9zv6sHLs5dukIRP80XzYX9fDh3ST392UuX8fUugL6+8tlBUlIyOrrqP7a6urooUGit/7aJqSnOLm6ql5uHF1bWNly+mHF+TElJ4frV3/H1z3p67EJ+hbl86azast8vntWY58DenVhYWqluoF8yMDCgoI8ff/+pPrbAo7//xN7hw3d7yYqBgT6+Bb048/s1teVnL1+nqO+HnYpboVCORfQxMNDXx8/rHY7vkxcYNf83fu7RmkqBmmcoWr7jAAu37GXWoK4EFNA8e11u+pj287S0VFJTUzWeC9IVOX8A9LY+hvOaibExtjbWPE1I4Oyly1QsW/I9a5WZgYEB3j4+mSbfuHjhAv4BmvdPfz8/Ll5QHzj3woUL+Pj4qOrp5++vMU1AHl6TvQtjk3w4OHuoXs7uBbGwsiP08klVmtSUFG5dO0dB38A3rmv35qXs2LCAPsNm4+X98f+Wg3J/KORdkAuvXcNfuHSJwn6ag/f+fr6Z0p+/eIlC3t7o6+vj4ebG/F9nMHfmNNWrfNnSFC9ahLkzp2FvZ6dxvSL3GJmYYevoqXrZu3hjZmlP2PWMGfVSU5O5f/Ms7t5vORSEQkFqatYNAVJTkol4FIaZlX2WaYT4EP6VLZFOnz7N/v37qVmzJg4ODpw+fZqIiAj8/f25fPmyKp25uTkDBw6kX79+pKenU6lSJeLj4zlx4gRmZma0a9eOb7/9lgULFtCiRQsGDRqEnZ0dd+7cYc2aNSxYsEAVJPrjjz/o378/3bp148KFC8yaNUvjjFav8/X1pXbt2nTp0oX58+ejr69P3759MTHJmFHHxMSEcuXKMX78eLy8vIiMjGTo0KE5+i68vb0JDg6mfv366OjoMGzYsEwtg7y8vDhy5AjNmzfHyMhIFXB51aBBg2jatKlqoOpt27YRHBysNtNbbhs+fDj16tXD3d2db775Bl1dXS5fvsyVK1cYO3Ys1atXp3z58jRs2JAJEybg6+vL33//zc6dO2nYsCGlSpXiu+++o127dpQqVYpKlSqxatUqrl27RoECBVSfM3LkSPr06YOFhQV16tQhKSmJc+f28onwAADeXUlEQVTOERMTQ//+/WnZsiU//fQTnTp1YujQody/f5/Jkye/VT1KlixJ4cKFSUpKYvv27aoAT6tWrZg0aRINGjRg9OjRuLm58fDhQ4KDgxk0aBBubm6MHDmS7t274+DgQJ06dXj69CnHjx+nd+/eVK9enWLFitGqVSumT59OamoqPXv2pEqVKpm6OmbFzMyMTp06MWjQIGxtbXF0dOSnn35Sa5myfft27t69S+XKlbG2tmbnzp2kp6erdXl7lZGRkap130tPP0D3kVZ1qjJ8zir8C7hTzNuL4IMneBwVw9fVlN0Df127nfCYOEZ3V7Z4CjlxgRHzVjGwdSOKeHuqxk4yNjRQzWKVkprK3b+e/PP/NCKi47j54C9MjQxxd9LOj3LTBl/y8/T/4etdgMK+hdi+ex/hkZF8Vbs6APOX/0ZEVDQ/9fsWgAa1a7Bpxx5+XbScejWrce3mLXbuO8jwAX1U66xQOoh1W3bikz8/Ab7e/PnoMYtXraNi6ZLo6Sm39fMXifz1KGNMlkdPwrl99z4W5mY42uf+hamOjg5fNviG4HUrVTfcwetWYmRkxGdVMrohz5zyM7a2drRq3w2Aul81YfiQPmxav4oy5Spx5tQxrlw6x5iJ/1Nbf3p6Ogf37qJqtdro6WX+OWzwdQumTRiJf5HiFClWgkvnT3Pu9AlGjZ+RKW1ual6/JqNnLsC/oBdFfL3ZsvcwTyKjaFhTOR7dnJXriYiOZXifjC64t+4puyy/SEwiNv4pt+49xEBfj/zuyla3y4O341cwP66O9qSkpnHywmV2HT7BoK5t8rRub9KqThWGz12Nf/6Xx/dJDcd3PKO7twSUAaQR81a/8fhetv0AczfuYmzP1jjb2ajSmBobYWqsna4w2tzPTU3zEVA0kBWL52BoaIS9gyPXr/zO4QO7ade5F7lJW+e1Mxd+R4ECD1cX/nz0mLlLV+Hu4kzdalVzpZ6NGjViyuTJ+Pj44OfvT8iuXURERFC3bl1AOe5hVFSUaoKOul9+ybZt25g/fz61a9fmRmgoe/bsYfCQIap1NmjQgMGDBrF+3TrKlS/PqZMnuXTxIpNeuRZ58eIFf/+dMd7KkydPCAsLw9zcHAcHZWuIp0+fEh4eTnSUclyuP//8E1C2dLKxyf0ZnnR0dKhWrxW7Ni7CwdkTB2cPdm1ciKGRCWU+yxi7a8nMoVjZONCotXJb7968hK2/zaZT33HY2rsQF6McW8nI2BRjE2W3+sQXz4l4nDF0Q2T4X/xx7wb5zCyxsddey5yvGzZgwtTpFPL2xt/fl50hewiPiKRe3VoALFq6gsioKIYM6AtAvTq12bp9J3MXLKZO7RqEht4kZO8+fhzUH1A+CM7vpd5i9uVD7teXfyr08pmSz9tD9bdpfjcsivuRHB1H4h85HyvrY6Gjo0O5Gm05un0etg6e2Dh6cnTHPAwMjSlatp4qXfCCIVhYO1C9yQAAju6Yh4tXEaztPUhLS+H25cP8fnILX7bJ6Cq3e+0EfAM/x9LGhWfxyjGRkl4kEFihYV5XU/zH/CuDSBYWFhw5coTp06cTHx+Pp6cnU6ZMoU6dOqxdu1Yt7ZgxY3BwcGDcuHHcvXsXKysrgoKC+PHHHwFwcXHh+PHjDBkyhFq1apGUlISnpye1a9dWu6lu27YtL168oEyZMujp6dG7d+9MYwhlZcmSJXTu3JkqVarg6OjI2LFjGTZsmFqaxYsX07FjR0qVKoWvry8TJ06kZs2a2a572rRpdOzYkQoVKmBnZ8eQIUOIj1fvHjB69Gi6detGwYIFSUpK0tidqWHDhsyYMYNJkybRp08f8ufPz5IlS6hatWqO6vgh1KpVi+3btzN69GgmTpyIgYEBfn5+qkGydXR02LlzJz/99BMdO3YkIiICJycnKleujKOjsstGs2bNCAsLY8iQISQmJvL111/To0cPdu/erfqczp07Y2pqyqRJkxg8eDD58uWjaNGi9O3bF1AGWbZt20b37t0pUaIEAQEBTJgwga+/ztk4MoaGhvzwww/cv38fExMTPvvsM9asWQOAqakpR44cYciQITRu3JinT5/i6upKtWrVVM3Y27VrR2JiItOmTWPgwIHY2dnRpEkT1XewefNmevfuTeXKldHV1aV27drMmjXrrb7rSZMmkZCQwFdffYW5uTkDBgwgLi6jO42VlRXBwcGMHDmSxMREfHx8+O233yhcOG+fBtYsV4K4p89YuGk3kbHxFHRzZsagrjjbKS9+I2PjeRyZ0eQ/+MAJ0tLSmbBsIxOWZUyXXO+z0ozsprwRjYiJp9VPGRfiK3YeZMXOgwT5FWT+0Ny9qcrKF59VIO5pAsvXbiQqOpb8nu5MGP49Tg7KoFZUTAzhkZGq9M6ODkwYPoRfFy1n88492NpY06dze6pUyGj+3KZpY3R0dFi0ai0R0dFYWVhQoXRJOrfOmMnv5p0w+g7N6P7yv8UrAKj9RWV++K5nblcbgIZNWpKcnMSC2VN5lpCAj68/w8ZMweSV8bciI56g+9psU/2GjOC3FQtZu3IRjk4u9BsykkJ+6k/+L186R2TEE76o+aXGzy5boTJdvh3ApvUrWTJvBi6uHgz8cXSuDjisSfWKZYl7+ozF67cSFRNHAQ9XJv/YD2cHZSAvKiaOJ5FRannaD8y4yLwRdp89R0/hZG9L8Fzlvv0iMYnJ85cTHh2DkaEhnq5OjPiuC9UrfjwD09YsV4K4hOcs3Lwn4/ge2OWV4/spj6NePb5Paj6+K5VmZDflhA8b9h8nJTWNITOXqX1Wl0Y16dY4ZxNA5AZt7uf9Bo9g9bL5zJw8hoSn8dg5ONGibRdq1s3dQfa1dV5LeP6cBSt+IyIyGnNzM6qUL0Pn1s1VrXw+tCpVqvD06VNWr15NdHQ0Xl5ejBo9WnVdEhMdTcQrY0c6OTkxevRo5s+fz/Zt27C1taVb9+5UqlRJlSYgIIDvv/+e5cuXs2LFCpydnfn+hx/we6U1y+3bt/n+lcDTgn9aPFevXp3+A5Q3qadOnWLa1KmqNBP+maW1ZatWtG7dOhe+jcxqNWxPSnIiq+f/wvNn8eT3Kcp3w+dgbJLR2j868pFal/zDIetITU1h3mT1mXHrNe1G/WbKSU4ehF1j6oiMwPr6pcoHu+Wr1qd9b/VunXmpauVKxD+NZ+WatURHx+Dl6cHPI4fh+E9gLyommvCICFV6ZydHxo4cxtyFi9m6Yye2tjb07NqZzypW0FYVcp1lySKU379C9XfAZOU92R/Lg7nc6QdtFeu9VKzTmZTkRHasHM2LZ3G4FShGmwGLMDLJ6J4dF/23WkvK5KQX7FgxmviYx+gbGmPnlJ/GXSZSpExdVZr4mCdsmDuA5wmx5DO3xq1gcTr/tBYrO/VhWoT40HQUH2J0zv+4qlWrEhgYyPTp07VdFCE+GU/P7tR2EbTimfl/c2yCCP28HXfmY+GSGKbtImiF4XPNMw392923yeWBqD9S9qlvnmHo3+qZ4cc9pXxu+eP5f/N3rIDRfW0XQSuuBDTUdhG0Iv7QDW0XQStaVPx0xxUKPpN73bDfR+My/74RhP59NRJCCCGEEEIIIYQQH5wEkXLZ0aNHMTMzy/L1X9G9e/csv4Pu3btru3gf1H+prkIIIYQQQgihbemKj/P1b/SvHBMpr2maUv6lUqVK5XgmtX+z0aNHqwaNfN3LsX7+Lf5LdRVCCCGEEEII8d8hQaRcZmJigre3t7aLoXUODg6q2UD+7f5LdRVCCCGEEEII8d8hQSQhhBBCCCGEEEJ8smS6sLwjYyIJIYQQQgghhBBCiGxJEEkIIYQQQgghhBBCZEu6swkhhBBCCCGEEOKTJd3Z8o60RBJCCCGEEEIIIYQQ2ZIgkhBCCCGEEEIIIYTIlgSRhBBCCCGEEEIIIUS2JIgkhBBCCCGEEEIIIbIlQSQhhBBCCCGEEEIIkS2ZnU0IIYQQQgghhBCfrHSFjraL8J8hLZGEEEIIIYQQQgghRLYkiCSEEEIIIYQQQgghsiXd2YQQQgghhBBCCPHJUii0XYL/DmmJJIQQQgghhBBCCCGyJUEkIYQQQgghhBBCCJEt6c4mhBBCCCGEEEKIT5Z0Z8s70hJJCCGEEEIIIYQQQmRLgkhCCCGEEEIIIYQQIlsSRBJCCCGEEEIIIYQQ2ZIgkhBCCCGEEEIIIYTIlgSRhBBCCCGEEEIIIUS2ZHY2IYQQQgghhBBCfLLSZXa2PCMtkYQQQgghhBBCCCFEtqQlkhBCKyJtCmm7CFqRoDDXdhG0Qo80bRdBKx4a/Tf3c2vjaG0XQSsclwzRdhG04m6bGdougnYka7sA2hGge03bRdCKG426aLsIWhF/6Ia2i6AVFlX9tF0E7Ui5qe0SiE+ABJGEEEIIIYQQQgjxyVIodLRdhP8M6c4mhBBCCCGEEEIIIbIlQSQhhBBCCCGEEEIIkS3pziaEEEIIIYQQQohPlkJmZ8sz0hJJCCGEEEIIIYQQQmRLgkhCCCGEEEIIIYQQIlsSRBJCCCGEEEIIIYQQ2ZIgkhBCCCGEEEIIIYTIlgSRhBBCCCGEEEIIIUS2ZHY2IYQQQgghhBBCfLLSZXa2PCMtkYQQQgghhBBCCCE+ETExMbRp0wZLS0ssLS1p06YNsbGxOc7frVs3dHR0mD59+lt/tgSRhBBCCCGEEEIIIT4RLVu25NKlS4SEhBASEsKlS5do06ZNjvJu3ryZ06dP4+Li8k6fLd3ZhBBCCCGEEEII8clS/Ie6s4WGhhISEsKpU6coW7YsAAsWLKB8+fLcvHkTX1/fLPP+9ddf9OrVi927d/Pll1++0+dLEEkIIYQQQgghhBDiA0tKSiIpKUltmZGREUZGRu+8zpMnT2JpaakKIAGUK1cOS0tLTpw4kWUQKT09nTZt2jBo0CAKFy78zp8v3dmEEEIIIYQQQgghPrBx48apxi16+Ro3btx7rfPx48c4ODhkWu7g4MDjx4+zzDdhwgT09fXp06fPe32+tEQSQgghhBBCCCHEJ+tj7c72ww8/0L9/f7VlWbVCGjlyJKNGjXrj+s6ePQuAjo5OpvcUCoXG5QDnz59nxowZXLhwIcs0OSVBJCGEEEIIIYQQQogP7G26rvXq1YvmzZu/MY2XlxeXL1/myZMnmd6LiIjA0dFRY76jR48SHh6Oh4eHallaWhoDBgxg+vTp3L9/P0dlBAkiCSGEEEIIIYQQQmiVnZ0ddnZ22aYrX748cXFxnDlzhjJlygBw+vRp4uLiqFChgsY8bdq0oXr16mrLatWqRZs2bejQocNblVOCSEIIIYQQQgghhBCfAH9/f2rXrk2XLl2YN28eAF27dqVevXpqg2r7+fkxbtw4GjVqhK2tLba2tmrrMTAwwMnJ6Y2zuWkiA2sLIYQQQgghhBBCfCJWrVpF0aJFqVmzJjVr1qRYsWKsWLFCLc3NmzeJi4v74J8tLZGEEEIIIYQQQgghPhE2NjasXLnyjWkU2Yw2/jbjIL1KgkhCCCGEEEIIIYT4ZKV/pLOz/RtJdzYhhBBCCCGEEEIIkS0JIgkhhBBCCCGEEEKIbH2wIFL79u1p2LDhh1pdrvHy8mL69Ola+/ylS5diZWWltc/PSyNHjiQwMPC91nH//n10dHS4dOnSO+U/dOgQOjo6xMbG5jiPtveRj9V/ad8VQgghhBBCfDoUio/z9W8kYyLlIi8vL/r27Uvfvn1Vy5o1a0bdunW1Vyjx1nR0dNi0adMnEST9L9i2fTsbNgYTHR2Np6cH3bt2pUiRIlmmv3zlCvMXLODBg4fY2trwzddN+PLLjGPw/oMHrFixktt37hAeHk63rl1opGFbR0ZGsmjJEs6dO09ycjKuri70++47fHx8cqOamSgUCtatXsK+kG08S3iKt28AXXr0w90z/xvznTp+iDUrFvH40d84ObvQom0XylaorHo/LS2VdauWcPTQXmJjorGytuXz6nX4unlbdHWVzxnWrlrM8SMHiIoIR19fnwLevrRo24VCfgG5WmdQ1nvt6mXsCdnOs4Sn+Pj607XHd3hkU++Txw+zesUSVb1bte1EuQqfqd5fs2opa1cvU8tjZWXNklXBammOHTlAZEQE+vr6FPQuRKu2nfKs3htWL+bA7i0kJDzFu1BhOvboj7tngTfmO338IOtWLuTJo79wdHalWZuulKlQRfX+i+fPWLdyAWdPHiEuLgavAoVo37UvBQv5q9IkvnjO6qVzOHfqKE+fxmHv4Eztr76hZt1GuVbfl7Zt38H64GCio2Pw9PCge9cuFC1SOMv0l69cYd6CRTx4+BBbGxu+afI19erWUb1//8EDlq9cxZ07YTwJD6dbl840bthAbR3Pnz9n2cpVnDhxkti4OAoWKECPbl3wLVQo1+qZHZOyX2D6f/buO6yp64/j+DsgeyOCgkxRFAUVRx0VxT1aZ6ute9ZRtzhaV8VtndW6q1XrnnXviXWL4ABEUHGhiCDKEkh+f1CjERz91XDrzXk9D0/NyU36+ZJBcu4ZnzdCz8KarEf3eL5rDZm3r7/9BvoFMKvdDOOyVdGzsEL5NJGUYztIv3Ai16FGPp9h9U1vMq5d5OnqX7RYxf9HpVKxbd0Sju7bRkrKM4qVKE2HnkMp6lLsrbe5GxvN1jWLuRUdweNHD2jbbRANmn6rcczWtYvZtm6pRpuVtS2/rNirlTr+KV2oe+ueA6zdtouExCTcnJ3o360DZb1LvvX4kCvhzFv+B7fu3KOgrTVtm39B84Z11ddnZWWxavN29h45weMniTg7FaF3h2/4zK/sq2Oys1m+bjMHjv9FQlISBW2saRTgT6evm6v/xuW3Im2+xrlLJwwL2ZFyI5roqdNJvhjy9uO/aY1T2zYYOTqS8SCO2CW/8Wj7TvX1hVu1wKHpF5h6egLw/Fo4t+bM5dmVq1qv5Z9SqVQc/XMeF45tID01GScPX5q0H4O909s/S127sJ8TOxfx5FEsyuwsbB1cqdagC2WrvXovP7JtLse2/6pxOzNLO4bODtZaLR+b7ecV8RjSDSu/Mhg72nO+VR8ebj8kdSxByJPoRPqHVCoV2dnZFCjw//3qTExMMDEx+cipBEE3HDt2nEWLl/B9nz6U9i7F7j17GTVmLIsXLsDe3j7X8XFxcYweM5ZGDRsyLDCQq9fC+XX+fKysrPj88+oAZGRkULhIYWrU+JxFi5fk+f999uwZgwOHUtbXlwlB47CytubBgweYmZtrtd7Xbdu0hp1bN/D9oB9wdHJm0/qVBI0azC+LVmNiaprnbSLDrzBzyji+6dCNz6rW4MypE8ycMpbx035Vd4Rs27iG/Xu203fQjzi7uhEdFcmvsydjamZGk2ZfA+Do5Ez3XgNxKOzIixcZ7Ny2gQmjhzB36VqsrKy1WvfWTevYvnUj/QYN/7vuVfw0aii/Llr51rojwq8yfUoQbTt0Vdc9fco4Jk37RaMDyNnVjXETZqgv6+lrfqFwdCpKj14DcChchBcvMtixbRPjRg9j/tI/tF739s2r2b1tHb0HjaSIowtb1v/OpNEDmblwLSamZnne5nr4FeZMHUvr9t2pVLUm504dY87U0fw0bQHFvXI6YhbNncLd2zF8P2QMNrZ2nDiyjwmjBjBj/mps7QoBsHLJL1y9fJHvh4yhkEMRwkLOsmz+DGxt7ahYpUae/++P4ejxEyxcspS+fXpRupQ3u/buZdTYn1iy4Ne3vr5HjR1Ho4YNGB44hKvh15g3fyFWVpbUqP7q9V2kcGH8P/+cRUuW5roPgFm/zOXW7dsMCxyMra0th48cZcTI0SxZMB87u4Jaq/dtjHwqY964Lc92rCTzdhQmlQKw6jSYJ3N+RPn0SZ63sfq2D3pmViRvXUZ2wiP0zC1ATz/XcXrWBTFv1IYXNyO1Xcb/bfeWlez9cy09BoyhsKML2zcs4+cx/Zgyf+Nbn/svMjIo5OBEpWp1WLNs1lvv28nFg2FB89SX9fL4HUlF7nUfCj7FL8tWMfi7LviULMH2/YcZOn4aq36ZhkMhu1zH33/4iGETfubLegGMHtiHyxHXmbl4OdZWltSqWhmAJWs2sv/YSYb16Y6rkyNnLoXx49RZLJj8EyU83ABYs2UHf+47xI/9e+HuUpSIGzFMnrsYc1NTvv6yYX7+CgAo1LA+xUYM5caEyTwNuUSRr1vhs3Ae55u2IiMuLtfxRdp8jfvAfkT9NJ5nV65i4VOG4j+NJutpMk+OHQfAulJFHu3eS/KlUJQvXuDctRM+ixdwvnkrXjyKz+8S3+nknqWc2v87zbtNpqCDG8d3LmTl9K70m7QHI5O8P1OZmFnh/0Uv7Ip4oF/AgOuhR9m27EfMLG3xLPPqb1Ihp+J0DFymvqyn+O+8vj+EvpkpyWGR3F2xhQob573/BoIgoX/cBb9p0yZ8fHwwMTGhYMGC1K1bl5SUlFzHqVQqpk2bhoeHByYmJpQtW5ZNmzZpHHPt2jUaN26Mubk5Dg4OdOjQgcePH6uvr1WrFn379qVv375YW1tTsGBBRo0a9d6t6l569OgRX375JSYmJri7u7N69WqN6/OaKpWUlIRCoeDo0aPAq+lQ+/bto2LFihgZGXHixAmio6Np1qwZDg4OmJubU6lSJQ4ePKiR/fbt2wwaNAiFQoFCoQDynhK0YMECihUrhqGhIV5eXqxatUrjeoVCwdKlS2nRogWmpqYUL16c7du3f9Dv4GX+Q4cOUbFiRUxNTalWrRqRkZofIHfs2EGFChUwNjbGw8ODcePGkZWVpb7+6dOnfPfdd9jb22NpaUnt2rUJDQ3VuI8pU6bg4OCAhYUF3bp1Iz09PVee5cuXU6pUKYyNjSlZsiTz58/XuP7s2bOUL18eY2NjKlasSEjI28/M5GX37t2UKFECExMTAgIC8ty28K+//sLf3x8TExOcnZ3p379/ns9hyBlNBtCiRQsUCoX68vse//eZP38+xYsXx9jYGAcHB7766iv1dR/y2rl69SpNmjTB0tISCwsLatSoQXR0NABKpZKgoCCKFi2KkZER5cqVY+/eV2ccXz7vt2zZQkBAAKamppQtW5ZTp05p/D9+//13XFxcMDU1pUWLFiQkJGhcHxoaSkBAABYWFlhaWlKhQgXOnz//wb+D/8eWrVtpUL8+jRo2wMXFhV49v6NQITt27tqd5/G7du/G3r4QvXp+h4uLC40aNqB+vXps2vJqtIlXiRL06NaNWjVrYmBgkOf9bNy0iUKFCjFk8CC8vLwo7OBA+XLlcCxSRCt1vkmlUrHrz420bNOBKtVr4uLmQb/BP5KRkcGJYwfeertdf27Et3xFWrZuj5OzKy1bt8enbAV2/blRfUxkxFUqfVadCpWrYu9QhKqf16Js+UpER716j6hRqx6+5SviUMQRZ1d3OvXoS2pqCrdvRmu97p1/buKrNu2pWt0fVzd3+g8eQUZGOsePvf31tvPPTZQtX5FWrdtR1NmFVq3b4VvWjx1/btY4Tl9PHxtbW/XPmx1D/rXqUrZ8BQoXccTF1Z0uPfrkW917/txA8zadqFytFs5uHvQZPIqMjAxOvuPx3r19PT7lK9G8dUecnF1p3rojZcpWZM+fG4CcL5xnTx6jbZfvKVWmHIUdi/J1u27YOxThwJ6t6vu5HnEF/9qNKO3rh71DEeo2bIaruyfRUeFarXvL1m00qF+PRg0a4OLiTO/velDIzo6du/fkefzO3XuxL1SI3t/1wMXFmUYNGlC/Xl02b3lVS87ruyu1avrn+frOyMgg+ORfdO/SBZ8yZXBydKRDu7YUdnBg5+6831e0zbR6A9IuHCf9/HGy4x/wfPcalE+fYPJZ7TyPNyzug4FbSZJWziQz+hrKpMdk3b1JVuwNzQMVCiy/7knKoW1kJ/63vli+pFKp2LdjHU2/7kzFqgEUdS1Gj4FjefEindPH9731dh7FvfmmS3+q+NfHwMDwrcfp6+tjbWOn/rG0stFGGf+YLtS9fvsemtSpxZf1AtSjkOwLFmTr3rzfy//cdwgHu4L079YBN2cnvqwXQJPaNVm3bZf6mH1Hg+nQqilVK5TDsbA9LRrWpXI5X9b9+eq1eyUyis8rV6BaxfIUsS9EQLXPqFzOh4joGK3XnBenju2J27KNuM1bSYu5SczU6WTExVHkm6/zPN7+yyY82LiZ+L37Sb97j/g9+4jbsg3nbp3Vx0SMGMmD9RtJibxO2s1bXB87HvQUWFf5LJ+q+jAqlYrTB1bi/0UvvCvUx6FoCVp0m0Lmi3Qun9n51tu5l/yMUhXqUcixGLb2LlSp1xGHol7EXr+ocZyenj4WVoXUP2aWttou6aOK33ec62NnE7ft7X/nhXdTKv+bP3L0jzqRHjx4wLfffkvXrl0JDw/n6NGjtGzZMs9OnVGjRrF8+XIWLFjA1atXGTRoEO3bt+fYsWPq+6pZsyblypXj/Pnz7N27l4cPH9K6dWuN+1mxYgUFChTgzJkz/PLLL8yaNYulS/M+m/imzp07c+vWLQ4fPsymTZuYP38+jx49+iclqw0bNozJkycTHh6Or68vz58/p3Hjxhw8eJCQkBAaNGjAl19+SWxsLABbtmyhaNGiBAUF8eDBAx48eJDn/W7dupUBAwYwZMgQrly5Qs+ePenSpQtHjhzROG7cuHG0bt2asLAwGjduTLt27XjyJO8zknkZOXIkM2bM4Pz58xQoUICuXbuqr9u3bx/t27enf//+XLt2jUWLFvH7778zceJEIOdNv0mTJsTFxbF7924uXLiAn58fderUUWfYsGEDY8eOZeLEiZw/f54iRYrk6iBasmQJI0eOZOLEiYSHhzNp0iRGjx7NihU5U0pSUlL44osv8PLy4sKFC/z0008EBgZ+cI137tyhZcuWNG7cmEuXLtG9e3dGjBihcczly5dp0KABLVu2JCwsjPXr1xMcHEzfvn3zvM9z584BOZ1fDx48UF9+3+P/LufPn6d///4EBQURGRnJ3r178fd/Nb3ofa+de/fu4e/vj7GxMYcPH+bChQt07dpV3ek3Z84cZsyYwfTp0wkLC6NBgwY0bdqUqKgojRwjR44kMDCQS5cuUaJECb799lv1fZw5c4auXbvSp08fLl26REBAABMmTNC4fbt27ShatCjnzp3jwoULjBgx4q2dMB9DZmYmUTdu4OdXXqPdr7wf4eF5f7kND4/Ar7yfRluFCn5ERUVpdJK+z+nTZyhR3JMJkybR5tu2fN+3H3v25t9UgEdxD0hKfEJZv0rqNgMDQ7zLlCUy/Mpbb3c94iply1fSaCvrV1njNqW8fbgcepH79+4AcCvmBhHXLuNXsUqe95mZmcmBPdsxNTPHzf3t0yw+hodxD0hMfEI5v4rqNgMDQ0qXKUtE+NuH6UdGXKNc+YoabeX8KhH5xm0e3L9H1w5f0bPrt8yYGkTcg/tvvc/MzEz279mJqZkZbu6e/2dFH+bRw/skJSbgW76yus3AwJBSZcpxPfzyW28XFXEV3zceb1+/yurbZGdnoVRm5/qyaWhoRMTVMPXlkt6+XDgbzJPH8ahUKq6GXeDB/VjK+mnvC8nL13eF8pqv7wp+5bn2ttd3RAQV3ng/qOjnx/WoGx/8+s7OzkapVGJoqPk7MTIy5Oq1a/+ggo9EX58Cjm68uKH5un5x4woGLnk/7wxLlSPr3k1MazSm4PBZ2A6agnnDNlBA8/3YrHYzVKnPSL9wXGvx/634h/d5mphAmfKv3n8MDAzxKu1HVETYO275YeLu32FA58YM6dGM+T+P5FHcvX99nx+D3OvOzMzievRNKpfz0WivVM6HKxFRed7mamQUld44vnJ5XyKib6pf35mZWblfu4aGXA5/dRLEt5QXF8KuEnsv53P4jZu3CQuPpGqFcv+2rH9MUaAAFt6lSPxL86Rd4l+nsSxbNs/b6BkYoMx4odGmzMjAwqcMirfMitA3NkZRoABZT59+nOAfSWL8XZ4/jadY6erqtgIGhrh5VeLOjQ87aaxSqYi5doqEuJu4emn+nX/y8DbTB9Vg9rA6bFw4mCeP7nzU/IIgvPKP5mQ9ePCArKwsWrZsiaurKwA+Pj65jktJSWHmzJkcPnyYqlWrAuDh4UFwcDCLFi2iZs2aLFiwAD8/PyZNmqS+3bJly3B2dub69euU+HstAmdnZ2bNmoVCocDLy4vLly8za9YsevTo8c6s169fZ8+ePZw+fZrPPsv54Pvbb79RqlSpd97ubYKCgqhXr576csGCBSn72hv+hAkT2Lp1K9u3b6dv377Y2tqir6+PhYUFhQsXfuv9Tp8+nc6dO9OnTx8ABg8ezOnTp5k+fToBAQHq4zp37sy33+bMc580aRJz587l7NmzNGz4YUNxJ06cSM2aOetijBgxgiZNmpCeno6xsTETJ05kxIgRdOrUCch5rMaPH8+wYcMYO3YsR44c4fLlyzx69AgjIyN17m3btrFp0ya+++47Zs+eTdeuXenevbv693Hw4EGN0Ujjx49nxowZtGzZEgB3d3d1p1WnTp1YvXo12dnZLFu2DFNTU0qXLs3du3fp3bv3B9W4YMECPDw8cj1fpk6dqj7m559/pm3btup1qooXL84vv/yifk4aGxtr3GehQjnTO6ytrTUex7Jly77z8X+X2NhYzMzM+OKLL7CwsMDV1ZXyf39x+pDXzq+//oqVlRXr1q1Td9qUeG3tjunTpzN8+HC++eYbAKZOncqRI0eYPXs2v/76ar54YGAgTZo0AXI6KUuXLs2NGzcoWbIkc+bMoUGDBupOuBIlSvDXX39pjGiKjY1l6NChlCxZUv271Kbk5GSUSiU2b4zks7Gx5kliYp63SUxMxMbmjeOtrcnOzuZpcjIFbT/sLNWDuDh27tpNyxYt+KZNGyIjr7Ng4SIMDAyoW6fO/1POP5KYmDMKzNpaM6+1tS3x8bmHv7+Us8aR5hlnaxsbkhJfdUA3/7odqakpDOjZHj09PZRKJd927MHntepq3O782b+YPXUcGRnp2NgWZMyEGVhqeUrXy5zW1m/UYG1DfPzDd94ur7oTX6u7uFcpBgwZgaOTM0mJiWxcv4ofAvsyZ8FyLC2t1MedO3uKmVODyMjIwMa2ID9NmI6llRXa9LJuqzfqtrK25fGjdz3eCVi98RyxsrZV35+JqRnFS5Zhy7rfcXJ2xdralpPHD3Lj+jUKOxZV36Zzz0EsnjuFPp2bo6+vj0Khx3f9R1CydN5fcj6Gl6/vN0fqWltbk5iYlOdtEhMT8zz+n7y+TU1NKVWyJGvWrcPFuSjW1tYcPXaciMjrODk6/p/V/P/0TC1Q6OujfJ6s0a58noyeed7PO30bewxcS6DKyuTp6l/QM7XAomlHFKZmPNuSM7XDwMUT4wr+PJk3Rus1/BtP/36vs7TSfOwsrW1JeJT3ybgP5VGiDN8N/InCji4kJz1h+8ZlTBjejUlz12Fuaf2v7vvfknvdT589I1upxMZa8zlsY23Fk6S8OzoSEp9SuXzu47Ozs0lKfoadrQ2Vy/uwfvtuynqXxKmwPRfCrhJ89gLK1079t2v5Jc9TU2nfb6j6b1yPdl9Tt0a1j1/oexjY2KAoUIDMBM2TwC8SErB5y9TZxL9OUbhVcxIOH+H5tXDMS3tTuEUz9AwMMLC25sVrMzhech/UnxePHpF46oxW6vh/PU/OGQFpZqlZq5llQZ4mvP0kDkB66jNmDKlJdtYLFAo9mnQYq9EZVdSjLC26T6FgYTeeP03g+M4F/DbpW76fsANT8//GiENBkJN/1IlUtmxZ6tSpg4+PDw0aNKB+/fp89dVX2LzxYf3atWukp6drdLoAvHjxQv1l+cKFCxw5cgTzPNYUiY6OVn8prlKlinoqGEDVqlWZMWMG2dnZ6Ou/fa5reHg4BQoUoGLFV73UJUuW/L93l3r9fiDny/64cePYuXMn9+/fJysri7S0tA8aifJmzu+++06jrXr16syZM0ejzdfXV/1vMzMzLCws/tGoqtdvX+TvKTiPHj3CxcWFCxcucO7cOfXII8g5O5uenk5qaioXLlzg+fPnFCyo+aaflpamnkIVHh5Or169NK6vWrWqekRVfHw8d+7coVu3bhodgFlZWVj9/YUsPDycsmXLYvraOicvO1I+RHh4eJ7Pl9dduHCBGzduaExtVKlUKJVKbt68+cGdjP/m8a9Xrx6urq54eHjQsGFDGjZsqJ6q+CGvnUuXLlGjRo08R/0kJydz//59qlevrtFevXr1XNMP3/acKFmyJOHh4bRoobmIbtWqVTU6kQYPHkz37t1ZtWoVdevW5euvv6ZYsbxHpmRkZJCRkZGr7WWn5D/y2uMLOY+f4o22N27wxvF5tb6bSqWieHFPunTO6Wj1LFaM27G32blrt1Y6kY4f2c/iea/W6vnhp5yO0DfLVKFC8Z5K3rz+zd/XyeOHOX5kPwOGjsHZ1Y1bMTdYvngutrYFqVX31QLFZXzL8/Pc33iW/JSDe3cwc8pYJs9clKuj4984duQAC+fNVF8e+dPkv4t4o4Y86npT3nW/ulyh4qtRNa5u4FXKm97d2nHk0D6atXg1ItbHtxwz5y4lOfkpB/buZPqUcUydOT9Xx9a/EXxkH0t+/Vl9efjYnH/nel6/97n+/tt8P2Q0i+ZMpk+n5ujp6eNerATVa9bjZvSrRZv37NhIVORVho6eip19YcKvXGLZgunY2BbEp5zmSKeP7c38KpXqnS/W3L+PnBf4+54frxsWOJiZs+fQtmNn9PT08PQsRkDNmtyI1u60xXd6c4T3Ox73nN+BiuQNi1BlpAHwfPdaLL/9nmfbV6HQ08fy654827YcVepzLYb+5/46upffF0xWXx48Omddn//nuf8+ZStodhp4lvRhaM8WBB/ZRcNm7f7Vff9Tulp3rtflG+/LuY7Pdfjfr++/r+jfrSPT5i+lfb9AFChwLOxA49r+7D78arTdoeDTHDh2kjGDvsfdxYmom7eZ+9sf2NnY0Ki2P1LINYNDoXjrFk6xC5dgaFeQcqtXoFAoeJHwhIfbtuPcrQsqZXau44t26UShxg0J69ID1YsXedxj/gk7tYMdK8eqL7cbuBDI632bd77HARgam9Hrp628yEjl5rVT7Fs3BZtCRXEvmfO3vLjvq8fSoSg4e5ZjzvD6XDq5jWoNunyEagRBeN0/6kTS19fnwIED/PXXX+zfv5+5c+cycuRIzpzR7Ol+eQZg165dODk5aVz38kujUqnkyy+/1Bgl8lKRj7DOyJt/aPLycleG19/MMzMz8zzWzExzUcOhQ4eyb98+pk+fjqenJyYmJnz11Ve8+D/esPP60Pxm25sdBgqFQuNMy/u8fvuX9/3y9kqlknHjxqlHCL3O2NgYpVJJkSJF1OtEve5DO+Ve/r+WLFmiHhn20svOwA9d6+ptPuT2SqWSnj170r9//1zXubi4fPD/6988/hYWFly8eJGjR4+yf/9+xowZw08//cS5c+c+6LXzIQuz/9Pn1JvPiQ/5Xf7000+0bduWXbt2sWfPHsaOHcu6detydT4BTJ48mXHjxmm09e/Xj4EDcj8Ob2NpaYmenh6Jb4w6Skp6mmt00ks2Nja5j3+ahL6+PpaWlh/8/7a1scHFWfP54eLszMmTf33wffwTlT77nOJerxaAzvr7fSkx8Qk2tq8WIH2alIiVzds7M6xtbDVG3+TcJkmj42fVsvk0/7odn9fM6QxzdStG/KM4tmxcrdGJZGxsQhHHohRxLEqJkqXp2+NbDu3fRcvW7f9dsa+p/Fl1SrxWd2ZmzuspKfEJtravOrH/37rfHMn1OmNjE1zdPHhw/16u9iKOThRxdMKrpDd9erTn0P7dtGr98b58Vfjsczy9Xu1A9nrdGo/308R3dtpZ2xQkKVFz7bI3b1O4SFHGTvmV9PQ00lJTsLG1Y/bU0dg75PzdfZGRwbqVixgycjJ+lXK+fLq6e3L7ZhQ7t6zVWifS217fT5/+w9d30tO/X98WH/z/dixShOlTp5Cenk5KaioFbW2ZOGUqhR0c/nEd/5Yy9Rmq7Gz0LDRHYOiZWaB8nveIjexnSeglJ6o7kACy4u+j0NND38oWhaER+raFsGo/8NWN/n7PLxT0G09mjyD7iTRrJJWvXINieTz3nyYlYP3acz/5aSKW73j9/j+MjE0o6upJ3P38n/Kia3VbWVigr6fHk6QkjfbEp8nYvGVkZ0EbK54kaj7nk54mo6+vj5VFzgloGytLJv8wmIwXL0h+9hw7WxsWrlpHEYdC6tssWLGGdi2/pG6NnJOKxVxdeBj/mD+2bM/3TqTMxERUWVkYvjHqyNDWlhcJeS9RoczI4ProcUSNm4hBQVtexD+myNetyHr+nMw3RmkW7dwBlx7dCOvRi5TreU8TzE9e5QJw8nh1wjI7K+d5/vzpYyysX22WkJKcgLnluzcx0NPTo6BDziyYIi6liH8QQ/CuxepOpDcZGpniULQETx7e/rdlCIKQh3+8sLZCoaB69eqMGzeOkJAQDA0N2bp1q8Yx3t7eGBkZERsbi6enp8aPs7MzAH5+fly9ehU3N7dcx7zeYXP69GmN+z59+jTFixd/5ygkgFKlSpGVlaWx0G9kZCRJr/0BezlV6fX1il5fZPtdTpw4QefOnWnRogU+Pj4ULlw41yLOhoaGZGfnPkvwZs7gYM3tJ//666//e9rd/8PPz4/IyMhcj4Onpyd6enr4+fkRFxdHgQIFcl1vZ2enriOvx+olBwcHnJyciImJyXUf7u45W3V7e3sTGhpKWlpanvfxPt7e3u/M8LLWq1ev5lnrm/PqXzIwMMj1OH7I4/8uBQoUoG7dukybNo2wsDD12l0f8trx9fXlxIkTeXZ4Wlpa4ujo+K+fUx/yu4ScaW6DBg1i//79tGzZkuXLl+d5fz/88ANPnz7V+Ondq+cH54Gcx6G4p2euxdZDQkLeWlupUiVzHX/xYgjFixf/Rzssent7c/eeZufCvXv3sLcv9JZb/DsmpqbqDpsijkUp6uKGtY0tYSGv3s8yMzO5diUUr1Jl3no/JUqWJuzSOY220JBzGrfJyMhAT6H5p0BPTx/V+zqpVa+++HwsOXU7qX+cXdywsbEl9I26r14JpWSpt2/77lXSm9BLFzTaLoWcx+sdt8nMfMHdO7exsXn3FzaVSvXWkw3/LxNTMwo7FlX/FHVxx9qmIJdDXj12WZmZhF+5RIlSuaeQv1S8ZGmN2wCEhZzL8zbGxibY2Nrx/HkyYRfPUuHvXdeysrPIzsrK1emsp6ePUqW91SFfvr4vvvl6DbmE99te3yVLcjHkkkbbhZAQShT3/L92UDU2NqagrS3Pnj3nwsUQqkqxKG12Nln3b2HoqflcNfQsTeabC2X/LTM2Cn0LaxSGr0Z26tsVRqVUkv30CVnxD0iYM5In88aof15EXCLzZgRP5o0h+y07vuUHE1MzHIo4q3+cnD2wsinIlUuvTk5mZWYSefUixUv6vuOe/rnMzBfcv3sLa5vcO4Npm67VbWBQgBLF3DkXqrnW17nQy5QpmfdU+NJexTkXqrkG3NlLlylZzD3X69vI0JBCBW3Jzs7m2KlzfF65gvq69IwXKPTe/Bunh1L5705c/j9UWVk8uxaOTVXNNQetq1Yh+Y3R4nnd9sXDR6BUUqhhA54cO6Exeqlol4649OzB5V7f8/yqBOu55cHIxJyCDq7qn0KOnphbFSL62qsTcFlZL7gVeQ5nz/LvuKc8qFRkZb39M0hW5gviH0Rjbq2dz2mCoOv+0aesM2fOcOjQIerXr4+9vT1nzpwhPj6eUqVKERb2auE/CwsLAgMDGTRoEEqlks8//5zk5GT++usvzM3N6dSpE99//z1Llizh22+/ZejQodjZ2XHjxg3WrVvHkiVL1J1Ed+7cYfDgwfTs2ZOLFy8yd+5cZsyY8baIal5eXjRs2JAePXqwePFiChQowMCBAzVGcZiYmFClShWmTJmCm5sbjx8/ZtSoUR/0u/D09GTLli18+eWXKBQKRo8enWtkkJubG8ePH+ebb77ByMhI3eHyuqFDh9K6dWv1QtU7duxgy5Yt/2inr39rzJgxfPHFFzg7O/P111+jp6dHWFgYly9fZsKECdStW5eqVavSvHlzpk6dipeXF/fv32f37t00b96cihUrMmDAADp16kTFihX5/PPPWb16NVevXsXDw0P9//npp5/o378/lpaWNGrUiIyMDM6fP09iYiKDBw+mbdu2jBw5km7dujFq1Chu3brF9OnTP7iOXr16MWPGDPXz5cKFC/z+++8axwwfPpwqVarw/fff06NHD8zMzAgPD+fAgQPMnTs3z/t1c3Pj0KFDVK9eHSMjI2xsbD7o8X+bnTt3EhMTg7+/PzY2NuzevRulUomXl9cHvXb69u3L3Llz+eabb/jhhx+wsrLi9OnTVK5cGS8vL4YOHcrYsWMpVqwY5cqVY/ny5Vy6dCnX7oTv0r9/f6pVq8a0adNo3rw5+/fv15jKlpaWxtChQ/nqq69wd3fn7t27nDt3jlatWuV5f0ZGRrmmriX8H1PZWrZowc8zZlC8eHFKlSzJnr17eRQfT5PGjQFYtvx3EhISGBo4BIAmjRuzfcdOFi1eQqOGDQiPiGDf/v2MGDZMfZ+ZmZnqaYhZWVk8TkggOjoaExMTHP9eE6VFi+YMHhLIuvXr8a9Rg8jI6+zes5cB/fv94xr+HwqFgibNvmbLhj/UHUtbNvyBkZERNWq+mvr4y4yJFCxoR7vOOR10jZt+xZjh/dm6cTWVq3zO2dPBXL50nvHTXq2NVbFyNTavX4VdIQecXd24GR3Fzq3rCaiX8ztNT09j8/pVVPqsOja2BXmW/JR9u7aR8Dieap8HoE0KhYIvmn3Fpg2r1XVv3vAHRkbG+Nd8tWbTnBmTsC1YiA6dc6bKftG0FSOHD2DLxrVUrlKds6dPEnbpApOm/aK+ze9LF1Dxs6oUKuTA06RENq7/g9TUVALqNlDXvWn9H3/Xbcuz5GT27vrz77prar3uRs1as23jSgo7FqWIozNbN67EyMiI6q893r/OGI9tQTu+7Zyzblyjpq0ZN/x7/tz0BxU/q8H5Mye4cukcP01boL5N6IUzqFDh6ORC3IO7rF72K0WcXKhVN2d9NFNTM0qVKc/qZb9iaGhEIfvCXLsSwvHDe+jQ/cNHDv4/WrZozs8zZlLi79f3bvXrO2dE3LLfV/A4IYFhQwYD8EXjhmzfuZNFS5bSqMHL1/cBRgx7tSFDzus7Z8RFZlYWCQkJREfHYGxirF7z6PyFi6hUKpyLOnHvwQOW/racok5O1K9XFymkntyH5VffkXXvFpmxNzCpVAs9q4Kknc2ZHm5W/yv0LG14tmkJABmhpzGr1RSLlt1JObQVPTNzzBu2If3CCcjK6fDMfqTZCa5MT0Uvj3apKRQKGnz5DTs3/Y5DEWcKO7qwY9NyDA2NqeLfQH3colljsSloT+uO3wM5HS737txU/zsxIZ7bMdcxNjHBoUjOCZi1y+dQvlINChZyIDkpke0bl5GWmsLntZvkf6Fv0IW62zRtxIQ5CyhZzJ3SXsXZfuAwjx4n0LxBzijYhavW8fhJIqMG5LyfNWtQhy27DzB32R98WS+Aq5FR7Dp0lLGDX607efX6DR4nJFLc3ZX4J09Ytm4LSpWSti2+UB9TrVJ5Vm3ahoNdQdxdihIVc+vvneK0+z7+NvdW/oHX5Ak8u3qN5NAwinzVEuMihXmwPmcXXreB/TCytyfyx9EAmLi6YOFThuSwKxhYWuDUqQNmxYsROXK0+j6LdumEW78+RAz7kfR79zH4e/mJ7NRUlK+dmJWaQqGgSr2OnNi5iIL2rtg6uHJi1yIMDI3x+ezVY7ZlyXAsbeyp+1XOZ7kTuxbh6FYGm0IuZGdnEhV2jNBTf9Kkw6upcvvWT8WrXABWto6kJOesiZSR9pxy1Zrnd5n/N30zU8w8X416N3UvimXZkrx48pT0O/9ubTRd8S8ntQj/wD/qRLK0tOT48ePMnj2b5ORkXF1dmTFjBo0aNWL9+vUax44fPx57e3smT55MTEwM1tbW+Pn58eOPPwLg6OjIyZMnGT58OA0aNCAjIwNXV1caNmyonmYG0LFjR9LS0qhcuTL6+vr069cv1xpCb7N8+XK6d+9OzZo1cXBwYMKECYwePVrjmGXLltG1a1cqVqyIl5cX06ZNo379+u+971mzZtG1a1eqVauGnZ0dw4cPJzlZcyHMoKAgevbsSbFixcjIyMhzilDz5s2ZM2cOP//8M/3798fd3Z3ly5dTq1atD6rxY2jQoAE7d+4kKCiIadOmYWBgQMmSJdWLZCsUCnbv3s3IkSPp2rUr8fHxFC5cGH9/fxz+Hu7fpk0boqOjGT58OOnp6bRq1YrevXuzb9+rrWm7d++OqakpP//8M8OGDcPMzAwfHx/1Itfm5ubs2LGDXr16Ub58eby9vZk6depbOybe5OLiwubNmxk0aBDz58+ncuXKTJo0SWMnOl9fX44dO8bIkSOpUaMGKpWKYsWK0aZNm7fe78uOqSVLluDk5MStW7c+6PF/G2tra7Zs2cJPP/1Eeno6xYsXZ+3atZQunXPm+X2vnYIFC3L48GGGDh1KzZo10dfXp1y5cup1kPr3709ycjJDhgzh0aNHeHt7s3379n+08HWVKlVYunQpY8eO5aeffqJu3bqMGjWK8ePHAzlTEBMSEujYsSMPHz7Ezs6Oli1b5pqy9rHVrOlP8rNkVq9ZS+KTJ7i6uTJ+3DgcHHKGRT9JfMKj+FfTMgoXLsz4oHEsWryEnTt3YluwIL179uTzz1+tGZXw5Anf93v15Xjz5i1s3rwFHx8ffp46BcjZJnzMqFEs//13Vq9ZS+HCDvTq+R21A7TbifK65l+15cWLDJbMn0nK8+cU9yrF6PEzMHltDbHH8Q/Re20ESUlvHwYNH8vaVUtZ/8dvOBR2ZNDwnyhR8tWUsW69BrLuj6UsmT+T5KeJ2NjaUa9RU776tjOQc8b23p3bHDu0l+SnT7GwtKRY8ZKMnzYXZ1d3rdfd4qtvePEig8XzZ/P8+TOKe5Vi7PifNeqOj3+E4rXRVCW9yzBk+BjWrPqNtX8sw6GwI0OGj9GoOyEhnpnTJvAs+SmWVtaU8CrF1Jm/Ym9f+O+69bl75w5HDo1V1+1Z3IuJ037BJR/qbtqqHS8yMli2YAYpz5/h6eXNj0GzMTF9NVL3cfxDFHqvHm+vUj70HzaODX8sZsMfS3Ao7MSA4UEUf23aTGrqc9auWMiTx/GYW1hSuVpNvunYU+PM/oDh41i7YiHzpo/j+fNkCtkX5psOPanXqLlWa67lX4NnycmsXruOJ0+e4OrqyoRxY3Gw//v1/eQJ8W+8vieMG8uiJUvZsXMXtgVt6d3zO2pU13x99+k/QH1505atbNqyFV+fMvw8JWdNmpTUFJb/vpLHjx9jYWFB9erV6NKxw/81muljyLh8luem5pgFNEPPwoqsh/d4unImyqScqYp6FtboW72a+qF6kUHS8ulYfNkO2z5jUaY+J+PKOZ4f2CxJ/n+rccuOvHiRwcpF00h9/gyPEqUZOm6uxnP/yeOHGp8VE5/EM2bQq6m1e7b9wZ5tf1CyjB8/TMxZhyXx8SMWTB/Fs2dJWFja4OlVhjHTfsPO/t8vofAxyL3uOp9XJfnZc37fsJWExCTcXYoybdRQCv89ojchMYmH8a+m4zo62DNt1FDmLv+DrXsOYGdrw4BuHalV9dWulS9eZLJkzQYePIzHxNiIKhXKMXpgbyxem9EwqEcnlq7ZxMzFy0l8moydjQ3N6temc+vcSzjkh/i9+ylgZYVrr+8wLGRHStQNrvTuR8bfsyIM7ewwKvLahjz6+hTt1AETN1dUWVkknT3Ppfadybj/qlPB8ZvW6Bka4j1b88Tr7fkLuT1/Ub7U9aGqN+pO5ot0dv0RRFrKU4p6+NJhyG8YmbxaI/fpk/saf9teZKSxa1UQyYlxFDA0xq6wOy17TKNM5cbqY5ITH7Jp4RBSnydhZmFD0WJl6T5yPdZ2mktD/JdZVShD1UOr1Je9p+d87r+zcgth3X6QKpYg5Emh+rcL0WhRrVq1KFeuHLNnz5Y6iiAIH9nN6LynZsjdc9WHr9UiJ/q8e2qvXGWo8p4mK3c2CummSEnJdPmk9x8kQzEd5rz/IEE2PJTSr7cjhYjW794ZWq7uLboodQRJWNYqKXUESTTJjJQ6wv9t4b73HyOFXg3ef8ynRprTbIIgCIIgCIIgCIIgCB/Bf3dojPz844W1/ytOnDiBubn5W390Ra9evd76O+jVq5fU8T6qT6VW8dwUBEEQBEEQBEEQ5Og/PRIpry3lX6pYseIH76QmZ0FBQQQGBuZ53T/ZwvxT8KnUKp6bgiAIgiAIgiAIghz9pzuR3sXExARPT0+pY0jO3t4e+78XHZW7T6VW8dwUBEEQBEEQBEHIP0oxnS3ffLLT2QRBEARBEARBEARBEIT8IzqRBEEQBEEQBEEQBEEQhPcSnUiCIAiCIAiCIAiCIAjCe4lOJEEQBEEQBEEQBEEQBOG9RCeSIAiCIAiCIAiCIAiC8F6f7O5sgiAIgiAIgiAIgiAIKtV/dXs2hdQBPjoxEkkQBEEQBEEQBEEQBEF4L9GJJAiCIAiCIAiCIAiCILyXmM4mCIIgCIIgCIIgCMIn6z87m02GxEgkQRAEQRAEQRAEQRAE4b1EJ5IgCIIgCIIgCIIgCILwXmI6myAIgiAIgiAIgiAInyylUuoEukOMRBIEQRAEQRAEQRAEQRDeS3QiCYIgCIIgCIIgCIIgCO8lOpEEQRAEQRAEQRAEQRCE9xKdSIIgCIIgCIIgCIIgCMJ7iU4kQRAEQRAEQRAEQRAE4b3E7myCIAiCIAiCIAiCIHyyVCqpE+gOMRJJEARBEARBEARBEARBeC/RiSQIgiAIgiAIgiAIgiC8l5jOJgiCIAiCIAiCIAjCJ0spprPlGzESSRAEQRAEQRAEQRAEQXgv0YkkCIIgCIIgCIIgCIIgvJdCpRLrmAuCoDsyMjKYPHkyP/zwA0ZGRlLHyTeiblG3LhB1i7p1gahb1K0LRN26VbfwaRGdSIIg6JTk5GSsrKx4+vQplpaWUsfJN6JuUbcuEHWLunWBqFvUrQtE3bpVt/BpEdPZBEEQBEEQBEEQBEEQhPcSnUiCIAiCIAiCIAiCIAjCe4lOJEEQBEEQBEEQBEEQBOG9RCeSIAg6xcjIiLFjx+rcYoWiblG3LhB1i7p1gahb1K0LRN26VbfwaRELawuCIAiCIAiCIAiCIAjvJUYiCYIgCIIgCIIgCIIgCO8lOpEEQRAEQRAEQRAEQRCE9xKdSIIgCIIgCIIgCIIgCMJ7iU4kQRAEQRAEQRAEQRAE4b1EJ5IgCIIgCIIgCIIgCILwXqITSRAE2bt48SKXL19WX/7zzz9p3rw5P/74Iy9evJAwmfZlZWVx8OBBFi1axLNnzwC4f/8+z58/lziZdiUlJbF06VJ++OEHnjx5AuQ8D+7duydxMu3S1bp1la6+vgXdcefOHe7evau+fPbsWQYOHMjixYslTJX/kpOT2bZtG+Hh4VJHyVe6Urcuf04VPk2iE0kQBNnr2bMn169fByAmJoZvvvkGU1NTNm7cyLBhwyROpz23b9/Gx8eHZs2a8f333xMfHw/AtGnTCAwMlDid9oSFhVGiRAmmTp3K9OnTSUpKAmDr1q388MMP0obTIl2te8WKFezatUt9ediwYVhbW1OtWjVu374tYTLt0tXXN8CJEydo3749VatWVXeQrlq1iuDgYImTaZcu1t22bVuOHDkCQFxcHPXq1ePs2bP8+OOPBAUFSZxOe1q3bs28efMASEtLo2LFirRu3RpfX182b94scTrt0dW6dfVzqvDpEp1IgiDI3vXr1ylXrhwAGzduxN/fnzVr1vD777/L+kPJgAEDqFixIomJiZiYmKjbW7RowaFDhyRMpl2DBw+mc+fOREVFYWxsrG5v1KgRx48flzCZdulq3ZMmTVI/v0+dOsW8efOYNm0adnZ2DBo0SOJ02qOrr+/NmzfToEEDTExMCAkJISMjA4Bnz54xadIkidNpj67WfeXKFSpXrgzAhg0bKFOmDH/99Zf6b7hcHT9+nBo1agA5JwJUKhVJSUn88ssvTJgwQeJ02qOrdevq51Th0yU6kQRBkD2VSoVSqQTg4MGDNG7cGABnZ2ceP34sZTStCg4OZtSoURgaGmq0u7q6ynp607lz5+jZs2eudicnJ+Li4iRIlD90te47d+7g6ekJwLZt2/jqq6/47rvvmDx5MidOnJA4nfbo6ut7woQJLFy4kCVLlmBgYKBur1atGhcvXpQwmXbpat2ZmZkYGRkBOX+/mzZtCkDJkiV58OCBlNG06unTp9ja2gKwd+9eWrVqhampKU2aNCEqKkridNqjq3Xr6udU4dMlOpEEQZC9ihUrMmHCBFatWsWxY8do0qQJADdv3sTBwUHidNqjVCrJzs7O1X737l0sLCwkSJQ/jI2NSU5OztUeGRlJoUKFJEiUP3S1bnNzcxISEgDYv38/devWBXJ+H2lpaVJG0ypdfX1HRkbi7++fq93S0lI9hVOOdLXu0qVLs3DhQk6cOMGBAwdo2LAhkLP2V8GCBSVOpz3Ozs6cOnWKlJQU9u7dS/369QFITEzUGGkqN7pat65+ThU+XaITSRAE2Zs9ezYXL16kb9++jBw5Uj1qYdOmTVSrVk3idNpTr149Zs+erb6sUCh4/vw5Y8eOVZ/lkqNmzZoRFBREZmYmkFN3bGwsI0aMoFWrVhKn0x5drbtevXp0796d7t27c/36dfWH76tXr+Lm5iZtOC3S1dd3kSJFuHHjRq724OBgPDw8JEiUP3S17qlTp7Jo0SJq1arFt99+S9myZQHYvn27epqbHA0cOJB27dpRtGhRHB0dqVWrFpAz3cvHx0facFqkq3Xr6udU4dOlUKlUKqlDCIIgSCE9PR19fX2NqQFycv/+fQICAtDX1ycqKoqKFSsSFRWFnZ0dx48fx97eXuqIWpGcnEzjxo25evUqz549w9HRkbi4OKpWrcru3bsxMzOTOqJW6GrdSUlJjBo1ijt37tC7d2/1SIWxY8diaGjIyJEjJU6oHffu3aN27do69/qeNm0aK1asYNmyZdSrV4/du3dz+/ZtBg0axJgxY+jbt6/UEbVCV+sGyM7OJjk5GRsbG3XbrVu3MDU1le3zHOD8+fPcuXOHevXqYW5uDsCuXbuwtramevXqEqfTHl2tOy9y/5wqfLpEJ5IgCDohKSmJTZs2ER0dzdChQ7G1teXixYs4ODjg5OQkdTytSUtLY+3atVy8eBGlUomfnx/t2rXTWIhXrg4fPqxR98tpTnKnq3XrorS0NNatW8eFCxd06vU9cuRIZs2aRXp6OgBGRkYEBgYyfvx4iZNpl67WLQiCIPy3iE4kQRBkLywsjDp16mBtbc2tW7eIjIzEw8OD0aNHc/v2bVauXCl1REEQ/oGwsLAPPtbX11eLSaSRmZmJl5cXO3fuxNvbW+o4kkhNTeXatWsolUq8vb3VIxbkTtfqdnd3R6FQvPX6mJiYfEyjXYMHD/7gY2fOnKnFJPlLV+u2sbF553P7dU+ePNFyGkH4ZwpIHUAQBEHbBg8eTJcuXZg2bZrGgrONGjWibdu2EibTru3bt+fZrlAoMDY2xtPTE3d393xOpX2//PJLnu2v1+3v74++vn4+J9MuXaq7XLlyKBQKVCrVez+E57X49KfOwMCAjIyMD/4CIiddu3Zlzpw5WFhYULFiRXV7SkoK/fr1Y9myZRKm0x5drXvgwIEalzMzMwkJCWHv3r0MHTpUmlBaEhISonH5woULZGdn4+XlBeRsA6+vr0+FChWkiKc1ulr362vaJSQkMGHCBBo0aEDVqlUBOHXqFPv27WP06NESJRSEtxMjkQRBkD0rKysuXrxIsWLFsLCwIDQ0FA8PD27fvo2Xl5d6aoDc6Onpqb9ov+71L9+ff/4527Zt01hr4lPn7u5OfHw8qamp2NjYoFKpSEpKwtTUFHNzcx49eoSHhwdHjhzB2dlZ6rgfjS7Vffv2bfW/Q0JCCAwMZOjQoRofvmfMmMG0adNo3ry5RCm1a8qUKURERLB06VIKFNCdc4L6+vo8ePAg11o4jx8/pnDhwmRlZUmUTLt0te63+fXXXzl//jzLly+XOopWzJw5k6NHj7JixQr13+fExES6dOlCjRo1GDJkiMQJtUNX627VqhUBAQG51jabN28eBw8eZNu2bdIEE4S3UQmCIMicvb296uLFiyqVSqUyNzdXRUdHq1QqlWrfvn2qokWLShlNqw4ePKj67LPPVAcPHlQlJyerkpOTVQcPHlRVqVJFtWvXLlVwcLCqdOnSqq5du0od9aNas2aNqlatWqobN26o26KiolS1a9dWrVu3TnXnzh1V9erVVa1atZIw5cenq3VXqlRJtWvXrlztu3btUvn5+UmQKH80b95cZWFhoSpSpIiqfv36qhYtWmj8yM3Tp09VSUlJKoVCobpx44bq6dOn6p8nT56oVqxYoSpSpIjUMT86Xa37faKjo1UWFhZSx9AaR0dH1ZUrV3K1X758WdaPt67WbWZmpoqKisrVfv36dZWZmZkEiQTh3XTn1JUgCDrr5dbnGzZsAHRn6/MBAwawePFije1h69Spg7GxMd999x1Xr15l9uzZdO3aVcKUH9+oUaPYvHkzxYoVU7d5enoyffp0WrVqRUxMDNOmTZPdY6+rdV++fDnPaZnu7u5cu3ZNgkT5w9raWnaP5btYW1ujUChQKBSUKFEi1/UKhYJx48ZJkEy7dLXu99m0aRO2trZSx9Ca5ORkHj58SOnSpTXaHz16xLNnzyRKpX26WnfBggXZunVrrima27Zto2DBghKlEoS3E51IgiDI3vTp02ncuDH29vakpaVRs2ZN9dbnEydOlDqe1kRHR2NpaZmr3dLSUr0YafHixXn8+HF+R9OqBw8e5Dm1Iysri7i4OAAcHR1l94FUV+suVaoUEyZM4LfffsPY2BiAjIwMJkyYQKlSpSROpz1yncbzNkeOHEGlUlG7dm02b96s0YFgaGiIq6srjo6OEibUDl2t+6Xy5ctrrP2lUqmIi4sjPj6e+fPnS5hMu1q0aEGXLl2YMWMGVapUAeD06dMMHTqUli1bSpxOe3S17nHjxtGtWzeOHj2qnpZ9+vRp9u7dy9KlSyVOJwi5iTWRBEHQGbq29fnnn3+OhYUFK1eupFChQgDEx8fTsWNHUlJSOH78OAcPHqRPnz5cv35d4rQfT5MmTYiLi2Pp0qWUL18eyFk3p0ePHhQuXJidO3eyY8cOfvzxRy5fvixx2o9HV+s+e/YsX375JUqlkrJlywIQGhqKQqFg586dVK5cWeKE2hUfH09kZKR6pMrL17pc3b59G2dnZ/T09KSOkq90te6ffvpJoxNJT0+PQoUKUatWLUqWLClhMu1KTU0lMDCQZcuWkZmZCUCBAgXo1q0bP//8M2ZmZhIn1A5drRvgzJkz/PLLL4SHh6NSqfD29qZ///589tlnUkcThFxEJ5IgCIJMRUZG0qxZM27evImzs7N6Gp+Hhwd//vknJUqUYNu2bTx79owOHTpIHfejiYuLo0OHDhw6dAgDAwMgZzROnTp1WLVqFQ4ODhw5coTMzEzq168vcdqPR1frhpwvHn/88QcRERHqD99t27aV9ReOl7tyrVy5EqVSCeQsvtyxY0fmzp2LqampxAm1KzU1ldjYWF68eKHR7uvrK1Gi/KGrdeuqlJQUoqOjUalUeHp6yvo97XW6WrcgfCpEJ5IgCLL0yy+/8N1332FsbPzWrc9f6t+/fz6lyn8qlYp9+/Zx/fp1VCoVJUuWpF69ejpxNjsiIkKj7pfbBcudrtata3r27MnBgweZN28e1atXByA4OJj+/ftTr149FixYIHFC7YiPj6dLly7s2bMnz+uzs7PzOVH+0NW637YrXUJCAvb29rKtW9A9SqWSGzdu8OjRI/WJgZf8/f0lSiUIeROdSIIgyJK7uzvnz5+nYMGCeS66+5JCoVCvDyQIwqfp+vXrHD16NM8P32PGjJEolXbZ2dmxadMmatWqpdF+5MgRWrduTXx8vDTBtKxdu3bcunWL2bNnExAQwNatW3n48CETJkxgxowZNGnSROqIWqGrdevp6REXF5erE+n+/fsUK1aMtLQ0iZJpV0pKClOmTOHQoUN5vq/J9XOLrtZ9+vRp2rZty+3bt3nzq7lCoRCdpcJ/jlhYWxAEWbp582ae/9Y1KSkpHDt2LM/pD3IegXX37l22b9+eZ90zZ86UKJX26WLdS5YsoXfv3tjZ2VG4cGGN9VMUCoVsO5FSU1NxcHDI1W5vb09qaqoEifLH4cOH+fPPP6lUqRJ6enq4urpSr149LC0tmTx5smw7U3St7pcjiBUKBUuXLsXc3Fx9XXZ2NsePH5f1mkjdu3fn2LFjdOjQgSJFimi8r8mZrtbdq1cvKlasyK5du3SqbuHTJUYiCYIga5mZmXh5ebFz5068vb2ljpOvQkJCaNy4MampqaSkpGBra8vjx48xNTXF3t5etmf0Dh06RNOmTXF3dycyMpIyZcpw69YtVCoVfn5+HD58WOqIWqGrdbu6utKnTx+GDx8udZR8VadOHQoWLMjKlSvVu9KlpaXRqVMnnjx5wsGDByVOqB2WlpaEhYXh5uaGm5sbq1evpnr16ty8eZPSpUvLtgNN1+p+OYL49u3bFC1aFH19ffV1hoaGuLm5ERQUJNtFh62trdm1a5d6qqqu0NW6zczMCA0NxdPTU+oogvBB5L8ohiAIOs3AwICMjAydPKszaNAgvvzyS548eYKJiQmnT5/m9u3bVKhQgenTp0sdT2t++OEHhgwZwpUrVzA2Nmbz5s3cuXOHmjVr8vXXX0sdT2t0te7ExERZ1/c2c+bM4a+//qJo0aLUqVOHunXr4uzszF9//cWcOXOkjqc1Xl5eREZGAlCuXDkWLVrEvXv3WLhwIUWKFJE4nfboWt03b97k5s2b1KxZk9DQUPXlmzdvEhkZyb59+2TbgQRgY2ODra2t1DHyna7W/dlnn3Hjxg2pYwjCBxMjkQRBkL0pU6YQERHB0qVLKVBAd2bxWltbc+bMGby8vLC2tubUqVOUKlWKM2fO0KlTJyIiIqSOqBUWFhZcunSJYsWKYWNjQ3BwMKVLlyY0NJRmzZpx69YtqSNqha7W3a1bNypVqkSvXr2kjpLv0tLScu1K165dO0xMTKSOpjWrV68mMzOTzp07ExISQoMGDUhISMDQ0JDff/+dNm3aSB1RK3S1bl31xx9/8Oeff7JixQrZ77T4Ol2te+vWrYwaNYqhQ4fi4+Oj3mH1JbH7ovBfozvfpgRB0Flnzpzh0KFD7N+/Hx8fn1xbxW7ZskWiZNplYGCgHoHl4OBAbGwspUqVwsrKitjYWInTaY+ZmRkZGRkAODo6Eh0dTenSpQF4/PixlNG0Slfr9vT0ZPTo0Zw+fTrPD99yXvvLxMSEHj16SB0jX7Vr10797/Lly3Pr1i0iIiJwcXHBzs5OwmTapat1g26u9TZjxgyio6NxcHDAzc0t1/vaxYsXJUqmXbpad6tWrQDo2rWruk2hUKBSqcTC2sJ/kuhEEgRB9qytrdV/oHVJ+fLlOX/+PCVKlCAgIIAxY8bw+PFjVq1ahY+Pj9TxtKZKlSqcPHkSb29vmjRpwpAhQ7h8+TJbtmyhSpUqUsfTGl2te/HixZibm3Ps2DGOHTumcZ1CoZBtJ9LkyZNxcHDQ+NIBsGzZMuLj42W5RlRea9yZmpri5+cncTLt0tW64f1rvclV8+bNpY4gCV2tW5c3gBE+TWI6myAIgkydP3+eZ8+eERAQQHx8PJ06dSI4OBhPT0+WL19O2bJlpY6oFTExMTx//hxfX19SU1MJDAxU1z1r1ixcXV2ljqgVulq3rnJzc2PNmjVUq1ZNo/3MmTN88803sv1S4uTkxMGDBylVqpTUUfKVrtZduXJlGjZsSFBQEBYWFoSGhmJvb0+7du1o2LAhvXv3ljqiIAiCzhGdSIIg6Iz4+HgiIyNRKBSUKFGCQoUKSR1Ja1QqFbGxsdjb28t6fZQ3ZWdnExwcjK+vLzY2NlLHyTe6WvebXn6k0YWF9I2NjQkPD1fvYvVSTEwM3t7epKenS5RMu3R1jTtdrVtX13p76cKFC4SHh6NQKPD29qZ8+fJSR8oXulh3dHQ0s2fPVtddqlQpBgwYQLFixaSOJgi56M5fIUEQdFZKSgr9+vVj5cqVKJVKAPT19enYsSNz586V5eKNKpWK4sWLc/XqVYoXLy51nHyjr69PgwYNCA8P16nOFF2t+6WVK1fy888/ExUVBUCJEiUYOnQoHTp0kDiZ9jg7O3Py5MlcnUgnT57E0dFRolTap6tr3Olq3bq61tujR4/45ptvOHr0KNbW1qhUKp4+fUpAQADr1q2T7UkwXa173759NG3alHLlylG9enVUKhV//fUXpUuXZseOHdSrV0/qiIKgQXQiCYIge4MHD+bYsWPs2LGD6tWrAxAcHEz//v0ZMmQICxYskDjhx6enp0fx4sVJSEjQqU4kAB8fH2JiYnJ9uZY7Xa175syZjB49mr59+6o/fJ88eZJevXrx+PFjBg0aJHVErejevTsDBw4kMzOT2rVrAznrxwwbNowhQ4ZInE57dHWNO12tW1fXeuvXrx/JyclcvXpVPYXx2rVrdOrUif79+7N27VqJE2qHrtY9YsQIBg0axJQpU3K1Dx8+XHQiCf89KkEQBJkrWLCg6siRI7naDx8+rLKzs8v/QPlk586dqs8//1x1+fJlqaPkq3379qnKlSun2rFjh+r+/fuqp0+favzIla7W7ebmplqxYkWu9t9//13l5uYmQaL8oVQqVcOGDVMZGxur9PT0VHp6eipTU1PVuHHjpI72nxAcHKxKT0+XOka+k1vd0dHRqtDQUJVKpVKlpKSoevfurfLx8VG1aNFCdevWLYnTaY+lpaXq7NmzudrPnDmjsrKyyv9A+URX6zYyMlJdv349V3tkZKTKyMhIgkSC8G5iTSRBEGTP1NSUCxcu5FqQ9OrVq1SuXJmUlBSJkmmXjY0NqampZGVlYWhomGttpCdPnkiUTLv09PTU/359bRyVzLfK1dW6jY2NuXLlCp6enhrtUVFR+Pj4yHZtoJeeP39OeHg4JiYmFC9eHCMjI6kj/SdYWlpy6dIlPDw8pI6Sr3S1brmxsLDgxIkTlCtXTqM9JCSEmjVrkpycLE0wLdPVup2dnZk5cyZff/21RvuGDRsIDAwkNjZWomSCkDcxnU0QBNmrWrUqY8eOZeXKlRgbGwOQlpbGuHHjqFq1qsTptGf27NlSR5DEkSNHpI4gCV2t29PTkw0bNvDjjz9qtK9fv14npnKam5tTqVIlkpOT2bNnD15eXjq3g1dedPUcqdzq9vDw4Ny5cxQsWFCjPSkpCT8/P2JiYiRKpl21a9dmwIABrF27Vr3G2b179xg0aBB16tSROJ326GrdPXr04LvvviMmJoZq1aqhUCgIDg5m6tSpsp6eLHy6xEgkQRBk78qVKzRs2JD09HTKli2LQqHg0qVLGBsbs2/fPvUinYIgfHo2b95MmzZtqFu3LtWrV1d/+D506BAbNmygRYsWUkfUitatW+Pv70/fvn1JS0ujbNmy3Lp1C5VKxbp163Ry/ZzXvdwOXtdG5Mitbj09PeLi4rC3t9dof/jwIS4uLupFt+Xmzp07NGvWjCtXruDs7IxCoSA2NhYfHx/+/PNPihYtKnVErdDVulUqFbNnz2bGjBncv38fyFlIfujQofTv318ndhwVPi2iE0kQBJ2QlpbGH3/8QUREBCqVCm9vb9q1a5dripfcREdHs3z5cqKjo5kzZw729vbs3bsXZ2dnWXeenThxgkWLFhETE8PGjRtxcnJi1apVuLu78/nnn0sdT2t0te4LFy4wa9YswsPD1a/vIUOGyHpb6MKFC7Nv3z7Kli3LmjVrGDt2LKGhoaxYsYLFixcTEhIidURJya0z5UPJpe7t27cD0Lx5c1asWIGVlZX6uuzsbA4dOsSBAweIjIyUKmK+OHDggMbnlrp160odKV/oat0Az549A3Jey4LwXyU6kQRBEGTq2LFjNGrUiOrVq3P8+HHCw8Px8PBg2rRpnD17lk2bNkkdUSs2b95Mhw4daNeuHatWreLatWt4eHgwf/58du7cye7du6WOqBW6WreuMjEx4fr16zg7O9OxY0ccHR2ZMmUKsbGxeHt78/z5c6kjSkounSn/lFzqfrnGm0KhyDVFz8DAADc3N2bMmMEXX3whRTxB+Khu3rxJVlZWrinYUVFR6ue7IPyXiDWRBEGQpZdnMT9E06ZNtZhEOiNGjGDChAkMHjxY44xWQEAAc+bMkTCZdk2YMIGFCxfSsWNH1q1bp26vVq0aQUFBEibTLl2te/fu3ejr69OgQQON9n379qFUKmnUqJFEybTL2dmZU6dOYWtry969e9WPeWJionrtN12mq9M/5FK3UqkEwN3dnXPnzmFnZydxovzVv39/PD096d+/v0b7vHnzuHHjhmzXPNTVujt37kzXrl1zdSKdOXOGpUuXcvToUWmCCcJbiE4kQRBkqXnz5h90nJx3rbp8+TJr1qzJ1V6oUCESEhIkSJQ/IiMj8ff3z9VuaWlJUlJS/gfKJ7pa94gRI5gyZUqudpVKxYgRI2TbiTRw4EDatWuHubk5rq6u1KpVC4Djx4/j4+Mjbbj/AF0daC+3um/evJmrLSkpCWtr6/wPk482b96c58mwatWqMWXKFNl2puhq3SEhIVSvXj1Xe5UqVejbt68EiQTh3fTef4ggCMKnR6lUftCPXDuQAKytrXnw4EGu9pCQEJycnCRIlD+KFCnCjRs3crUHBwd/8lM83kVX646KisLb2ztXe8mSJfP8fchFnz59OH36NMuWLSM4OFg9/cfDw4MJEyZInE57ateunWenaHJyMrVr11Zffvbsmayf928jt7qnTp3K+vXr1Ze//vprbG1tcXJyIjQ0VMJk2pWQkKCxDtRLlpaWPH78WIJE+UNX61YoFOq1kF739OlTWX9OFT5dohNJEARBptq2bcvw4cOJi4tDoVCgVCo5efIkgYGBdOzYUep4WtOzZ08GDBjAmTNnUCgU3L9/n9WrVxMYGEifPn2kjqc1ulq3lZVVntt837hxAzMzMwkS5Z8KFSrQokULzM3N1W1NmjTROKNtaWkpq23Qjx49yosXL3K1p6enc+LECQkS5Y/y5cvj5+eX66dChQpUr16dTp06ceTIEaljfnSLFi3C2dkZyFls+eDBg+zdu5dGjRoxdOhQidNpj6enJ3v37s3VvmfPHll1Er5JV+uuUaMGkydP1ugwys7OZvLkybLeFEP4dInpbIIg6ISUlBSOHTtGbGxsri8gb869l4uJEyfSuXNnnJyc1DucZGdn07ZtW0aNGiV1PK0ZNmwYT58+JSAggPT0dPz9/TEyMiIwMFDWw8J1te6mTZsycOBAtm7dSrFixYCcDqQhQ4bIdr2zf0Iu05vCwsLU/7527RpxcXHqy9nZ2ezdu1fWIywbNmzIggUL8PHxoXLlyqhUKs6fP09YWBidO3fm2rVr1K1bly1bttCsWTOp4340Dx48UHci7dy5k9atW1O/fn3c3Nz47LPPJE6nPYMHD6Zv377Ex8erR9gdOnSIGTNmyHZKF+hu3dOmTcPf3x8vLy9q1KgB5Oy2mpyczOHDhyVOJwi5id3ZBEGQvZCQEBo3bkxqaiopKSnY2try+PFjTE1Nsbe3l9VZ+rxER0cTEhKCUqmkfPnyuRZulKvU1FSuXbuGUqnE29tbY7SGnOla3U+fPqVhw4acP3+eokWLAnD37l1q1KjBli1bZL92yvvIabeul4tG5/XR1cTEhLlz59K1a9f8jpYvevTogYuLC6NHj9ZonzBhArdv32bJkiWMHTuWXbt2cf78eYlSfnyOjo5s2rSJatWq4eXlxYQJE/j666+JjIykUqVKJCcnSx1RaxYsWMDEiRO5f/8+AG5ubvz000+yHkkMulv3/fv3mTdvHqGhoZiYmODr60vfvn2xtbWVOpog5CI6kQRBkL1atWpRokQJFixYgLW1NaGhoRgYGNC+fXsGDBhAy5YtpY6oFceOHaNmzZpSx8h3K1as4KuvvpL9VKY36WrdkNOpcODAAY0P33ktMq6L5NKJdPv2bVQqFR4eHpw9e5ZChQqprzM0NMTe3h59fX0JE2qXlZUVFy5cwNPTU6P9xo0bVKhQgadPnxIREUGlSpXyXFvlU9W3b1927txJ8eLFCQkJ4datW5ibm7N+/XqmTp3KxYsXpY6odfHx8ZiYmMj+hMCbdLVuQfgUiDWRBEGQvUuXLjFkyBD09fXR19cnIyMDZ2dnpk2bxo8//ih1PK2pV68eLi4ujBgxgitXrkgdJ98EBgZib2/PN998w86dO8nKypI6Ur7Q1bohZ1HS+vXr069fP77//nvRgSRDrq6uODk50bFjR2xtbXF1dVX/FClSRNYdSADGxsb89ddfudr/+usvjI2NgZwNJYyMjPI7mlbNmjWLvn374u3tzYEDB9QdCg8ePJD1Wm8AWVlZHDx4kC1btqhH392/f5/nz59LnEy7dLXuEydO0L59e6pVq8a9e/cAWLVqFcHBwRInE4TcRCeSIAiyZ2BgoJ4G4eDgQGxsLJBzZvflv+Xo/v37DBs2jBMnTuDr64uvry/Tpk3j7t27UkfTqgcPHrB+/Xr09fX55ptvKFKkCH369MnzC5ic6GrdSqWS8ePH4+TkhLm5uXpL8NGjR/Pbb79JnE56L9/75MDAwIA///xT6hiS6NevH7169WLAgAH88ccfrF69mgEDBtC7d2/1un779u2jfPnyEif9uAwMDAgMDGTOnDkatQ0cOJDu3burLzdp0iTP3Ug/Vbdv38bHx4dmzZrx/fffEx8fD+SsnRMYGChxOu3R1bo3b95MgwYNMDEx4eLFi2RkZAA5uy1OmjRJ4nSCkJvoRBIEQfbKly+vXiMiICCAMWPGsHr1agYOHIiPj4/E6bTHzs6Ovn37cvLkSaKjo2nTpg0rV67Ezc1NYytsuSlQoABffPEFq1ev5tGjR8yePZvbt28TEBCgXnhZjnS17gkTJvD7778zbdo0DA0N1e0+Pj4sXbpUwmT/DXJbtaB58+Zs27ZN6hj5btSoUSxZsoSzZ8/Sv39/+vXrx9mzZ1myZAkjR44EoFevXuzYsUPipNI4fvw4aWlpUsf4aAYMGEDFihVJTEzExMRE3d6iRQsOHTokYTLt0tW6J0yYwMKFC1myZAkGBgbq9mrVqunElE3h0yN2ZxMEQfYmTZqkXiNi/PjxdOrUid69e+Pp6cmyZcskTpc/3N3dGTFiBGXLlmX06NEcO3ZM6kj5wtTUlAYNGpCYmMjt27cJDw+XOlK+0KW6V65cyeLFi6lTpw69evVSt/v6+hIRESFhsvzzsqMor1FHe/bskdWuZZ6enowfP56//vqLChUq5FoDTK67bQK0a9eOdu3avfX61790C5+24OBgTp48qdExDjnTOl9OdZIjXa07MjIyz2nYlpaWJCUl5X8gQXgP0YkkCILsVaxYUf3vQoUKsXv3bgnT5L+TJ0+yevVqNm3aRHp6Ok2bNpX98OjU1FS2bt3K6tWrOXjwIM7Oznz77bds3LhR6mhapYt137t3L9diw5AzzS0zM1OCRPnnt99+Y9asWURFRQFQvHjxXNN8Pv/8c6niacXSpUuxtrbmwoULXLhwQeM6hUIh604kgBcvXvDo0SOUSqVGu4uLi0SJBG1QKpVkZ2fnar979y4WFhYSJMofulp3kSJFuHHjBm5ubhrtwcHBn/ymCII8iU4kQRBk7+bNm2RlZeXa2j4qKgoDA4Ncf7Tl4scff2Tt2rXcv3+funXrMnv2bJo3b46pqanU0bTq22+/ZceOHZiamvL1119z9OhRqlWrJnUsrdPVukuXLs2JEydwdXXVaN+4caPs1od53ejRo5k1axb9+vWjatWqAJw6dYpBgwZx69YtJkyYIHFC7Xi55pWuiYqKomvXrrnWOFOpVCgUijy/eAufrnr16jF79mwWL14M5HSQPn/+nLFjx9K4cWOJ02mPrtbds2dPBgwYwLJly1AoFNy/f59Tp04RGBjImDFjpI4nCLmITiRBEGSvc+fOdO3aNVcn0pkzZ1i6dClHjx6VJpiWHT16lMDAQNq0aYOdnZ3UcfKNQqFg/fr1NGjQgAIFdOfPnK7WPXbsWDp06MC9e/dQKpVs2bKFyMhIVq5cyc6dO6WOpzULFixgyZIlfPvtt+q2pk2b4uvrS79+/WTbiaSrOnfuTIECBdi5cydFihSR1YLpQm6zZs0iICAAb29v0tPTadu2LVFRUdjZ2bF27Vqp42mNrtY9bNgwnj59SkBAAOnp6fj7+2NkZERgYCB9+/aVOp4g5KJQyW3FRUEQhDdYWlpy8eLFXFNebty4QcWKFcV8c0H4xO3bt49JkyZx4cIFlEolfn5+jBkzhvr160sdTWtsbGw4e/Zsrs7x69evU7lyZVm/r929e5ft27cTGxvLixcvNK6bOXOmRKm0y8zMjAsXLlCyZEmpo/wnWVhYEBoaKqupP2lpaaxbt07jfa1du3ayX/tKV+uGnCnp165dQ6lU4u3tjbm5udSRBCFPohNJEATZs7Ky4ujRo7mmtly4cIFatWqpF92Wq2vXruX5Zatp06YSJdK+lJQUjh07lmfdcl4zRVfr1kX9+vXDwMAgV6dJYGAgaWlp/PrrrxIl065Dhw7RtGlT3N3diYyMpEyZMty6dQuVSoWfnx+HDx+WOqJWVKpUiVmzZslujav3SU1N/aAp2JMnT6Z3795YW1trP5QgaFlycjKHDx/Gy8uLUqVKSR1HEHIRnUiCIMjeF198gampKWvXrkVfXx+A7Oxs2rRpQ0pKCnv27JE4oXbExMTQokULLl++jEKhyLWDk1zX0AgJCaFx48akpqaSkpKCra0tjx8/xtTUFHt7e2JiYqSOqBW6WvedO3dQKBQULVoUgLNnz7JmzRq8vb357rvvJE6nPf369WPlypU4OztTpUoVAE6fPs2dO3fo2LGjxjbRchqdU7lyZRo2bEhQUJB69Im9vT3t2rWjYcOG9O7dW+qIWnH48GFGjRrFpEmT8PHx0Xh8IWfErRyZm5vTokUL2rdvT7169dDT05M6Ur5YsWIFdnZ2NGnSBMiZ7rR48WK8vb1Zu3ZtrjXg5EJX627dujX+/v707duXtLQ0ypUrx82bN1GpVKxbt45WrVpJHVEQNIhOJEEQZO/atWv4+/tjbW1NjRo1ADhx4oT6TE+ZMmUkTqgdX375Jfr6+ixZsgQPDw/Onj1LQkICQ4YMYfr06erfhdzUqlWLEiVKsGDBAqytrQkNDcXAwID27dszYMAAWrZsKXVErdDVumvUqMF3331Hhw4diIuLo0SJEpQpU4br16/Tv39/2S5KGhAQ8EHHKRQKWY3OsbCw4NKlSxQrVgwbGxuCg4MpXbo0oaGhNGvWjFu3bkkdUStedp68uRaS3BfW3rJlC2vXrmXXrl1YWlrSpk0b2rdvT6VKlaSOplVeXl4sWLCA2rVrc+rUKerUqcPs2bPZuXMnBQoUYMuWLVJH1Apdrbtw4cLs27ePsmXLsmbNGsaOHUtoaCgrVqxg8eLFhISESB1REDSITiRBEHTC/fv3mTdvHqGhoZiYmODr60vfvn2xtbWVOprW2NnZcfjwYXx9fbGysuLs2bN4eXlx+PBhhgwZItsPJdbW1pw5cwYvLy+sra05deoUpUqV4syZM3Tq1ImIiAipI2qFrtZtY2PD6dOn8fLy4pdffmH9+vWcPHmS/fv306tXL9mOwNJVhQsX5vDhw3h7e1O6dGkmT55M06ZNCQ0NpXr16jx//lzqiFpx7Nixd15fs2bNfEoijWfPnrFp0ybWrl3LkSNHcHd3p3379rLtJDY1NSUiIgIXFxeGDx/OgwcPWLlyJVevXqVWrVrEx8dLHVErdLVuExMTrl+/jrOzMx07dsTR0ZEpU6YQGxuLt7e3bN/XhE+X7mzfIgiCTnN0dGTSpEnvPKZPnz4EBQXJZiez7Oxs9aKMdnZ23L9/Hy8vL1xdXYmMjJQ4nfYYGBioz9Y7ODgQGxtLqVKlsLKyIjY2VuJ02qOrdWdmZmJkZATAwYMH1Wt9lSxZkgcPHkgZLV/cuHGD6Oho/P39MTExUY9MkasqVapw8uRJvL29adKkCUOGDOHy5cts2bJFPa1PjuTeSfQ+FhYWdOnShS5dunDt2jXatWvHuHHjZNuJZG5uTkJCAi4uLuzfv59BgwYBYGxsTFpamsTptEdX63Z2dubUqVPY2tqyd+9e1q1bB0BiYiLGxsYSpxOE3EQnkiAIwt/++OMPAgMDZdOJVKZMGcLCwvDw8OCzzz5j2rRpGBoasnjxYlntYPOm8uXLc/78eUqUKEFAQABjxozh8ePHrFq1Ch8fH6njaY2u1l26dGkWLlxIkyZNOHDgAOPHjwdyRh8WLFhQ4nTak5CQQOvWrTly5AgKhYKoqCg8PDzo3r071tbWzJgxQ+qIWjFz5kz1WfmffvqJ58+fs379ejw9PZk1a5bE6T6usLAwypQpg56eHmFhYe881tfXN59SSSM9PZ3t27ezZs0a9u7di729PYGBgVLH0pp69erRvXt3ypcvz/Xr19VrBF29ehU3Nzdpw2mRrtY9cOBA2rVrh7m5Oa6urtSqVQuA48ePy/rvt/DpEtPZBEEQ/ia3LYL37dtHSkoKLVu2JCYmhi+++IKIiAgKFizI+vXrqV27ttQRteL8+fM8e/aMgIAA4uPj6dSpE8HBwXh6erJ8+XLKli0rdUSt0NW6jx49SosWLUhOTqZTp04sW7YMgB9//JGIiAjZrqHRsWNHHj16xNKlSylVqpT6vevl2furV69KHVH4l/T09IiLi8Pe3h49PT2NDRJeJ+c1kfbv38/q1avZtm0b+vr6fPXVV7Rr1072I7OSkpIYNWoUd+7coXfv3jRs2BCAsWPHYmhoyMiRIyVOqB26Wjfk7BgcGxtLvXr11KPId+3ahbW1NdWrV5c4nSBoEp1IgiAIf5NbJ1Jenjx5go2NjcZ0l7t37+Lo6Kgzu968dPLkSSpWrKieCqUr5Fh3dnY2ycnJ2NjYqNtu3bql3pkO5Ff36wuxvv7edfPmTXx8fGS9hkZSUhKbNm0iOjqaoUOHYmtry8WLF3FwcMDJyUnqeB/N7du3cXFxQaFQcPv27XceK9ddq0xNTfniiy9o27YtTZo0ybUrna6T2zT8D6WrdVtaWnLp0iVZf04VPg2iE0kQBOFvutCJlBdd/VAi6hZ1f8osLCy4ePEixYsX13jvOnfuHA0bNiQhIUHqiFoRFhZG3bp1sbKy4tatW0RGRuLh4cHo0aO5ffs2K1eulDqi8JFkZWUxf/58vv76a4oUKSJ1nP8kub2vfShdrVtXP6cK/z1iTSRBEAQdp6vnEkTdukVudfv7+7Ny5Ur1GlAKhQKlUsnPP/9MQECAxOm0Z/DgwXTu3Jlp06ZhYWGhbm/UqBFt27aVMJn2Xb9+naNHj/Lo0SOUSqXGdXJcYLpAgQKMGDGCZs2aSR3lP0tu72sfSlfrFoT/CtGJJAiCIAiC8In5+eefqVWrFufPn+fFixcMGzaMq1ev8uTJE06ePCl1PK05d+4cixYtytXu5OREXFycBInyx5IlS+jduzd2dnYULlxYY0qyQqGQZScSwGeffUZISIhsp+sJgiB8ikQnkiAIwt/at2+PpaWl1DEEQRDey9vbm7CwMObPn4++vr56Ef3vv/9e1lN/jI2NSU5OztUeGRlJoUKFJEiUPyZMmMDEiRMZPny41FHyVZ8+fRgyZAh3796lQoUKmJmZaVwv913pBEEQ/otEJ5IgCLLn5uZG165d6dy5My4uLm89bsGCBfmYShAE4d8pXLgwQUFBUsfIV82aNSMoKIgNGzYAOaNwYmNjGTFiBK1atZI4nfYkJiby9ddfSx0j37Vp0waA/v37q9te7lIn513pBCEvr49AFAQp6dZWPIIg6KQhQ4bw559/4uHhQb169Vi3bh0ZGRlSx/rP0NUPJaJu3SLHuk+cOEH79u2pVq0a9+7dA2DVqlUEBwdLnEx7pk+fTnx8PPb29qSlpVGzZk08PT2xsLBg4sSJUsfTmq+//pr9+/dLHSPf3bx5M9dPTEyM+r+CoEvEWlDCf4UYiSQIguz169ePfv36ERoayrJly+jfvz99+vShbdu2dO3aFT8/P6kjSkpXP5SIunWL3OrevHkzHTp0oF27dly8eFHdMf7s2TMmTZrE7t27JU6oHZaWlgQHB3P48GEuXryIUqnEz8+PunXrSh3to/vll1/U//b09GT06NGcPn0aHx+fXFvdvz5SR07EWkjvpqvT8HW17j179uDk5CR1DEFAoZLbpypBEIT3yMzMZP78+QwfPpzMzEzKlCnDgAED6NKliyxHK9y4cYPo6Gj8/f0xMTFRTwN46c6dOzg6OqKvry9hyo8rKyuLo0ePEh0dTdu2bbGwsOD+/ftYWlpibm4udTyt0dW6dVH58uUZNGgQHTt21Nj2+dKlSzRs2FDWi0zrCnd39w86TqFQyHpUjq7tSvdSUlISZ8+ezbPujh07SpTq4wsLC/vgY+W8Btbdu3fZvn07sbGxvHjxQuO6mTNnSpRKEPImOpEEQdAZmZmZbN26leXLl3PgwAGqVKlCt27duH//PvPmzSMgIIA1a9ZIHfOjSUhIoE2bNhw+fBiFQkFUVBQeHh5069YNa2trZsyYIXVErbh9+zYNGzYkNjaWjIwMrl+/joeHBwMHDiQ9PZ2FCxdKHVErdLXuhw8fEhgYyKFDh3j06FGuEUdyXTPF1NSUa9eu4ebmptGJFBMTg7e3N+np6VJH1JpDhw6pH+83v1wvW7ZMolSCNrxvV7qLFy9KmE57duzYQbt27UhJScHCwiJX3U+ePJEw3celp6ensc7Vu8j1/fzQoUM0bdoUd3d3IiMjKVOmDLdu3UKlUuHn58fhw4eljigIGsR0NkEQZO/ixYssX76ctWvXoq+vT4cOHZg1axYlS5ZUH1O/fn38/f0lTPnxDRo0iAIFChAbG0upUqXU7W3atGHQoEGy7UQaMGAAFStWJDQ0lIIFC6rbW7RoQffu3SVMpl26Wnfnzp2JjY1l9OjRFClSRJajCfNSpEgRbty4gZubm0Z7cHAwHh4e0oTKB+PGjSMoKIiKFSvq1OMdFBREYGAgpqamGu1paWn8/PPPsh2Ro6u70g0ZMoSuXbsyadKkXI+53Ny8eVP975CQEAIDAxk6dChVq1YF4NSpU8yYMYNp06ZJFVHrfvjhB4YMGUJQUBAWFhZs3rwZe3t72rVrR8OGDaWOJwi5qQRBEGROT09P1aBBA9WGDRtUL168yPOY58+fqzp37pzPybTLwcFBdenSJZVKpVKZm5uroqOjVSqVShUTE6MyMzOTMppWFSxYUBUREaFSqTTrvnnzpsrExETKaFqlq3Wbm5urQkJCpI6R76ZOnary9vZWnT59WmVhYaE6ceKE6o8//lAVKlRINXfuXKnjaU3hwoVVK1eulDpGvtPT01M9fPgwV/vjx49Venp6EiTKHxYWFur3Ml1iamqqk3VXqlRJtWvXrlztu3btUvn5+UmQKH+Ym5urbty4oVKpVCpra2vVlStXVCqVSnXp0iWVq6urhMkEIW9iJJIgCLIXExPz3sU5zczMWL58eT4lyh8pKSl5nsF8/PgxRkZGEiTKH0qlMs8h73fv3sXCwkKCRPlDV+t2dnaW3aLZH2LYsGE8ffqUgIAA0tPT8ff3x8jIiMDAQPr27St1PK158eIF1apVkzpGvlO9ZapPaGgotra2EiTKHy93pevVq5fUUfJVgwYNOH/+vKxHFebl8uXLea4F5u7uzrVr1yRIlD/MzMzUmyM4OjoSHR1N6dKlgZzPbILwXyPWRBIEQfY8PDw4d+6cxhQfyFm00s/PT7YLkjZp0gQ/Pz/Gjx+PhYUFYWFhuLq68s0336BUKtm0aZPUEbWiTZs2WFlZsXjxYnXdhQoVolmzZri4uMius/AlXa17//79zJgxg0WLFuWa2qULUlNTuXbtGkqlEm9vb9kvoD58+HDMzc0ZPXq01FHyhY2NDQqFgqdPn2JpaanRkZSdnc3z58/p1asXv/76q4QpP67Xd6VLSUlh5syZNGnSRKd2pfvtt98ICgqiS5cuedbdtGlTiZJpl5+fH6VKleK3337D2NgYgIyMDLp27Up4eLhs18Bq3rw5TZo0oUePHgwbNoytW7fSuXNntmzZgo2NDQcPHpQ6oiBoEJ1IgiDInp6eHnFxcdjb22u0P3z4EBcXF/XZH7m5du0atWrVokKFChw+fJimTZty9epVnjx5wsmTJylWrJjUEbXi/v37BAQEoK+vT1RUFBUrViQqKgo7OzuOHz+e63kgF7pat42NDampqWRlZWFqaprry5acFqDVVYMHD1b/W6lUsmLFCnx9ffH19c31eMttF6MVK1agUqno2rUrs2fPxsrKSn2doaEhbm5u6rVj5ELsSpfzueVtFAqFbBeYPnv2LF9++SVKpZKyZcsCOaPtFAoFO3fupHLlyhIn1I6YmBieP3+Or68vqampBAYGEhwcjKenJ7NmzXrvaHpByG+iE0kQBNnavn07kHOGZ8WKFRofvrOzszl06BAHDhwgMjJSqohaFxcXx4IFC7hw4QJKpRI/Pz++//57ihQpInU0rUpLS2PdunUadbdr1w4TExOpo2mVLta9YsWKd17fqVOnfEqifS1btvzgY7ds2aLFJPkrICDgg45TKBSy3cXo2LFjVKtWLVenmSDITWpqKn/88QcRERGoVCq8vb1p27YtZmZmUkcTBOFvohNJEATZenkm7+XWsa8zMDDAzc2NGTNm8MUXX0gRT+tiY2NxdnbOcx2N2NhYXFxcJEglaMvx48epVq0aBQpoLneYlZXFX3/9JbvdB3VRly5dPvhYuU5f/FB3797F0dHxnSM6PlVpaWlkZmZqtFlaWkqU5r/B0tKSS5cu6dwaQoI86OqyC8KnS3QiCYIge+7u7pw7dw47Ozupo+QrfX19Hjx4kGsaU0JCAvb29rIdDj958mQcHBzo2rWrRvuyZcuIj4+X7VbRuvp4Q87Iwm3bthEeHo5CocDb25umTZuir68vdTStSUtLQ6lUqs/O37p1i23btlGqVCkaNGggcTrpya1TITU1lWHDhrFhwwYSEhJyXS/n1/eHsLCwIDQ0VDaPN+SMPps+fbr6fa1UqVIMHTqUGjVqSB1Nq1atWsWiRYuIiYnh1KlTuLq6MmvWLDw8PGjWrJnU8bRCV5ddED5d8js9IwiC8IabN2/qXAcSvH03n+fPn6sXrJSjRYsWUbJkyVztpUuXZuHChRIkyh9ve7wTEhJkPQ3gxo0blCpVio4dO7JlyxY2bdpE+/btKV26NNHR0VLH05pmzZqxatUqIOdsdZUqVZgxYwbNmzdnwYIFEqeTntzOkQ4dOpTDhw8zf/58jIyMWLp0KePGjcPR0ZGVK1dKHU/4yP744w/q1q2Lqakp/fv3p2/fvpiYmFCnTh3WrFkjdTytWbBgAYMHD6ZRo0YkJiaqO0dtbGyYPXu2tOG0YPv27eqlF/bt26e+vH37drZu3cr48eN1csMI4b9PjEQSBEGWfvnlF7777juMjY01dnrJi9x2d3m5CO2cOXPo0aMHpqam6uuys7M5c+YM+vr6nDx5UqqIWmVsbEx4eHiuxVljYmLw9vYmPT1domTa8XKdnD///JOGDRtiZGSkvi47O5uwsDC8vLzYu3evVBG1qnHjxqhUKlavXq3e6jwhIYH27dujp6fHrl27JE6oHXZ2dhw7dozSpUuzdOlS5s6dS0hICJs3b2bMmDGEh4dLHVFSchuZ4uLiwsqVK6lVqxaWlpZcvHgRT09PVq1axdq1a9m9e7fUESUlt8e7VKlSfPfddwwaNEijfebMmSxZskS2r29vb28mTZpE8+bNNR7TK1euUKtWLdltd6/ryy4In64C7z9EEATh0zNr1izatWuHsbExs2bNeutxCoVCdp1IISEhQM6Z+MuXL2NoaKi+ztDQkLJlyxIYGChVPK1zdnbm5MmTuTqRTp48iaOjo0SptOflgvEqlQoLCwuNRbQNDQ2pUqUKPXr0kCqe1h07dozTp0+rO5AAChYsyJQpU6hevbqEybQrNTUVCwsLAPbv30/Lli3R09OjSpUq3L59W+J0wsf25MkT9XuapaWletfBzz//nN69e0sZTdCCmJgYvvzyy1ztTZs25ccff5QgUf64efMm5cuXz9VuZGRESkqKBIm0S6lUArq77ILw6RKdSIIgyNLNmzfz/LcuOHLkCJCzCO+cOXN0bsHV7t27M3DgQDIzM6lduzYAhw4dYtiwYQwZMkTidB/fywWU3dzcCAwMlPXUtbwYGRnx7NmzXO3Pnz/X6ECVG09PT7Zt20aLFi3Yt2+fesTCo0ePdO41rws8PDy4desWrq6ueHt7s2HDBipXrsyOHTuwtraWOp7k8prK+ylzdnbm0KFDeHp6arQfOnQIZ2dniVJpn7u7O5cuXcq1pf2ePXvw9vaWKJX26drnVOHTJzqRBEGQvWPHjlGzZk2pY+Q7Xd2dadiwYTx58oQ+ffrw4sULIGeK2/Dhw/nhhx8kTqc9Y8eOlTqCJL744gu+++47fvvtNypXrgzAmTNn6NWrF02bNpU4nfaMGTOGtm3bMmjQIOrUqUPVqlWBnFFJeZ3J1zVy61To0qULoaGh1KxZkx9++IEmTZowd+5csrKymDlzptTxJCe31TmGDBlC//79uXTpEtWqVUOhUBAcHMzvv//OnDlzpI6nNUOHDuX7778nPT0dlUrF2bNnWbt2LZMnT2bp0qVSx/uo3rfUwuvkNmJe+PSJNZEEQZA9Q0NDChcuTNu2bWnXrh0+Pj5SR8o3586dY+PGjcTGxqo7VF7asmWLRKnyx/PnzwkPD8fExITixYtrrBUkV5s2bWLDhg15Pt4XL16UKJV2JSUl0alTJ3bs2IGBgQEAWVlZNG3alN9//1093U+O4uLiePDgAWXLllWvrXH27FksLS3zXFxel8htjZw3xcbGcv78eYoVK0bZsmWljpMvXn5lyauDMDg4mEqVKsnqfX7r1q3MmDFDvf7Ry93Z5LpD2UtLlixhwoQJ3LlzBwAnJyd++uknunXrJnGyj+vNKfdvo1AoiImJ0XIaQfhnRCeSIAiy9/jxY9atW8fatWs5deoUZcqUoX379rRt25aiRYtKHU9r1q1bR8eOHalfvz4HDhygfv36REVFERcXR4sWLXR2pJJc/fLLL4wcOZJOnTqxZMkSunTpQnR0NOfOneP7779n4sSJUkfUqqioKCIiIlCpVHh7e+eaBiLoljt37uDo6Ii+vr7UUT669PR0We+w+abffvuNWbNmERUVBUDx4sUZOHAg3bt3lziZoE2PHz9GqVTm2vZeEATpiU4kQRB0ys2bN1mzZg1r164lIiICf39/Dh8+LHUsrfD19aVnz558//336rPy7u7u9OzZkyJFijBu3DipI2qNLo7AKlmyJGPHjuXbb7/VGIUxZswYnjx5wrx586SOKAj/WosWLfIciaJQKDA2NsbT05O2bdvi5eUlQTrtyc7OZtKkSSxcuJCHDx9y/fp1PDw8GD16NG5ubrIbpfHS6NGjmTVrFv369VNP2Tx16hTz5s1jwIABTJgwQeKEgvDxvHjxgps3b1KsWDEKFBCrzgj/XaITSRAEnZOdnc2ePXsYPXo0YWFhZGdnSx1JK8zMzLh69Spubm7Y2dlx5MgRfHx8CA8Pp3bt2jx48EDqiFqhqyOwTE1NCQ8Px9XVFXt7ew4cOEDZsmWJioqiSpUqJCQkSB3xoxk8eDDjx4/HzMyMwYMHv/NYsV6MvHTu3Jlt27ZhbW1NhQoVUKlUhISEkJSURP369QkNDeXWrVscOnRIVrvzBQUFsWLFCoKCgujRowdXrlzBw8ODDRs2MGvWLE6dOiV1RK2ws7Nj7ty5fPvttxrta9eupV+/frLa8t3W1pbr169jZ2eHjY3NO9f1erk7nxyUL1/+g9cwk+u07NTUVPr168eKFSsA1J3E/fv3x9HRkREjRkicUBA0iS5OQRB0xsmTJ1m9ejWbNm0iPT2dpk2bMmnSJKljaY2tra161yonJyeuXLmCj48PSUlJpKamSpxOeyZNmsSsWbPUI7DmzJmjMQJLrgoXLkxCQgKurq64urpy+vRpypYty82bN2W36GxISAiZmZnqfwu64+X6dvPmzVOvA6VUKhkwYAAWFhasW7eOXr16MXz4cIKDgyVO+/GsXLmSxYsXU6dOHXr16qVu9/X1JSIiQsJk2pWdnU3FihVztVeoUIGsrCwJEmnPrFmzsLCwUP9bbovDv03z5s3V/05PT2f+/Pl4e3urR56dPn2aq1ev0qdPH4kSat8PP/xAaGgoR48epWHDhur2unXrMnbsWNGJJPzniJFIgiDI3o8//sjatWu5f/8+devWpV27djRv3hxTU1Opo2lV27ZtqVixIoMHD2bixInMmTOHZs2aceDAAfz8/GQ7rUtXR2B1794dZ2dnxo4dy8KFCxk8eDDVq1fn/PnztGzZkt9++03qiILwrxUqVIiTJ09SokQJjfbr169TrVo1Hj9+zOXLl6lRowZJSUnShNQCExMTIiIicHV11Ziueu3aNSpXrszz58+ljqgV/fr1w8DAINeIwsDAQNLS0vj1118lSiZoQ/fu3SlSpAjjx4/XaB87dix37txh2bJlEiXTLldXV9avX0+VKlU0Xt83btzAz8+P5ORkqSMKggYxEkkQBNk7evQogYGBtGnTBjs7O6nj5Jt58+aRnp4O5JzlMjAwIDg4mJYtWzJ69GiJ02mPro7AWrx4MUqlEoBevXpha2tLcHAwX375pcbIBbnp2rUrc+bMUZ/BfyklJYV+/frJ9kuHrsrKyiIiIiJXJ1JERIR6arKxsbHsRnGULl2aEydO4OrqqtG+ceNGypcvL1Gq/PHbb7+xf/9+qlSpAuSMTLlz5w4dO3bUmM4qp6mr+vr6PHjwINei0gkJCdjb28t2Gv7GjRs5f/58rvb27dtTsWJF2b6fx8fH57mAeEpKiuzeywR5EJ1IgiDI3l9//SV1hHyXlZXFjh07aNCgAQB6enoMGzaMYcOGSZxM+2rUqMGBAwfw8fGhdevWDBgwgMOHD3PgwAHq1KkjdTytyMrKYuLEiXTt2hVnZ2cAWrduTevWrSVOpn0rVqxgypQpuTqR0tLSWLlypWy/dOiqDh060K1bN3788UcqVaqEQqHg7NmzTJo0iY4dOwJw7NgxSpcuLXHSj2vs2LF06NCBe/fuoVQq2bJlC5GRkaxcuZKdO3dKHU9rrly5gp+fHwDR0dFAzmi0QoUKceXKFfVxcvui/baJIhkZGRgaGuZzmvxjYmJCcHAwxYsX12gPDg6W9Y6ElSpVYteuXfTr1w949XxesmSJelqfIPyXiE4kQRBkafv27TRq1AgDAwO2b9/+zmObNm2aT6nyT4ECBejduzfh4eFSR8l3ujgCq0CBAvz888906tRJ6ij5Jjk5GZVKhUql4tmzZxpfMLKzs9m9e7fYGlqGZs2ahYODA9OmTePhw4cAODg4MGjQIIYPHw5A/fr1NdYVkYMvv/yS9evXM2nSJBQKBWPGjMHPz48dO3ZQr149qeNpzZEjR6SOkK9++eUXIKcTYenSpZibm6uvy87O5vjx45QsWVKqeFo3cOBAevfuzYULFzRGni1btowxY8ZInE57Jk+eTMOGDbl27RpZWVnMmTOHq1evcurUKY4dOyZ1PEHIRayJJAiCLOnp6REXF4e9vb168dW8KBQK2Q4LDwgIYMCAARqLVgry1bx5c5o3b07nzp2ljpIv9PT03jn6QKFQMG7cOEaOHJmPqYT89HKdEEtLS4mTaFdeIw11zY0bN4iOjsbf3x8TExNUKpXsRh8BuLu7A3D79m2KFi2Kvr6++jpDQ0Pc3NwICgris88+kyqi1m3YsIE5c+aoT4KVKlWKAQMGyH5k7eXLl5k+fToXLlxAqVTi5+fH8OHD8fHxkTqaIOQiOpEEQRBkauPGjYwYMYJBgwZRoUIFzMzMNK739fWVKJn2ZWdns3XrVsLDw1EoFJQqVYpmzZpRoIB8B+AuWrSIn376iXbt2uX5eMttxN2xY8dQqVTUrl2bzZs3Y2trq77O0NAQV1dXHB0dJUwoCB+Pubk5V65cwc3NTeoo+SohIYHWrVtz5MgRFAoFUVFReHh40K1bN6ytrZkxY4bUEbUiICCALVu2YGNjI3UUQRCEXEQnkiAIsrdy5UratGmDkZGRRvuLFy9Yt26deh0NuclrBJZCoVCfwZXrCKwrV67QrFkz4uLi8PLyAnJ2bipUqBDbt2+X7Vk9XR1xd/v2bZydnd9ZvyAfDx8+JDAwkEOHDvHo0aNca8fI9XmuayMNX+rYsSOPHj1i6dKllCpVSr1r1f79+xk0aBBXr16VOqLwkSUlJbFp0yZiYmIIDAzE1taWixcv4uDggJOTk9TxPpp/suOa3EdbCp8e0YkkCILs6eouJ7dv337n9W/u8iMXVapUwd7enhUrVqjP4iYmJtK5c2cePXrEqVOnJE4oaENqaiqxsbG8ePFCo13OI+50UaNGjYiNjaVv374UKVIk15SmZs2aSZRMu3RtpOFLhQsXZt++fZQtW1Zj6/ObN2/i4+PD8+fPpY6oNXfv3mX79u15vq/JaSe614WFhVG3bl2srKy4desWkZGReHh4MHr0aG7fvs3KlSuljvjRvG9K9uvk+jlV+HTJd1y/IAjC3962dsLdu3exsrKSIFH++NBOoiZNmrB06VKKFCmi5UT5IzQ0lPPnz2tMA7CxsWHixIlUqlRJwmT/DT4+PuzevVs2a6vEx8fTpUsX9uzZk+f14sO3vAQHB3PixAnKlSsndZR81bt3byDvzgM5jzRMSUnB1NQ0V/vjx49zjS6Wk0OHDtG0aVPc3d2JjIykTJky3Lp1C5VKpd6tTo4GDx5M586dmTZtmsaOm40aNaJt27YSJvv4Xl80/tatW4wYMYLOnTurd2M7deoUK1asYPLkyVJFFIS3Ep1IgiDIVvny5VEoFCgUCurUqaOxHk52djY3b96U3Q4+/4/jx4+TlpYmdYyPxsvLi4cPH+ba4vvRo0d4enpKlOq/49atW2RmZkod46MZOHAgiYmJnD59moCAALZu3crDhw+ZMGGCbNdL0WXOzs5v3f5czpRKpdQRJOHv78/KlSsZP348kNNhplQq+fnnnwkICJA4nfb88MMPDBkyhKCgICwsLNi8eTP29va0a9dO1p9bzp07x6JFi3K1Ozk5ERcXJ0Ei7alZs6b630FBQcycOZNvv/1W3da0aVN8fHxYvHixTu28KnwaRCeSIAiy9XJXskuXLtGgQQONrXJf7nLSqlUridIJ2jJp0iT69+/PTz/9pLFFcFBQEFOnTtVYh0CsM/DpO3z4MH/++SeVKlVCT08PV1dX6tWrh6WlJZMnT6ZJkyZSRxQ+otmzZzNixAgWLVqkc4tM66Kff/6ZWrVqcf78eV68eMGwYcO4evUqT5484eTJk1LH05rw8HDWrl0LQIECBUhLS8Pc3JygoCCaNWumHpkmN8bGxnmuFRQZGUmhQoUkSJQ/Tp06xcKFC3O1V6xYke7du0uQSBDeTXQiCYIgW2PHjgXAzc2Nb775RtZD34VXvvjiCwBat26tnsb4cuTCl19+qb4s5ykguiQlJUW93pmtrS3x8fGUKFECHx8fLl68KHE64WNr06YNqampFCtWDFNTUwwMDDSuf/LkiUTJtO/QoUPMmjVLvetkyZIlGThwIHXr1pU6mtZ4e3sTFhbG/Pnz0dfXJyUlhZYtW/L999/LZgp2XszMzMjIyADA0dGR6Oho9ejax48fSxlNq5o1a0ZQUBAbNmwAckaexcbGMmLECFmf9HN2dmbhwoW5Rs8uWrRINlPPBXkRnUiCIMiet7c3ly5d4rPPPtNoP3PmDPr6+lSsWFGiZII2vL7OgCB/Xl5eREZG4ubmRrly5dQjVBYuXCjrL5m6avbs2VJHkMS8efMYNGgQX331FQMGDAByRlg2btyYmTNn0rdvX4kTak/hwoUJCgqSOka+qlKlCidPnsTb25smTZowZMgQLl++zJYtW9QjbOVo+vTpNG7cGHt7e9LS0qhZsyZxcXFUrVqViRMnSh1Pa2bNmkWrVq3Yt2+fxgjq6OhoNm/eLHE6QchN7M4mCILsVa5cmWHDhvHVV19ptG/ZsoWpU6dy5swZiZL9N7y+440u6dOnD0FBQdjZ2UkdJV/J7fFevXo1mZmZdO7cmZCQEBo0aEBCQgKGhob8/vvvtGnTRuqIgvCvOTk58cMPP+TqLPr111+ZOHEi9+/flyiZ9p04cYJFixYRExPDxo0bcXJyYtWqVbi7u/P5559LHU8rYmJieP78Ob6+vqSmphIYGEhwcDCenp7MmjVLtrurvnT48GEuXryIUqnEz89P1qPtXrp79y4LFiwgPDwclUqFt7c3vXr1EiORhP8k0YkkCILsmZubExYWlutL882bN/H19eXZs2cSJftvkFunwoeytLTk0qVLOle33B/v1NRUIiIicHFx0bkOQrlKTk5Wr1+W13opr5PrOmcWFhaEhITk2hwgKiqK8uXLy3ar+82bN9OhQwfatWvHqlWruHbtGh4eHsyfP5+dO3eye/duqSN+dNnZ2QQHB+Pr66uxy6iuSU9Px8jIKM/ddXWVrp78Ev579KQOIAiCoG1GRkY8fPgwV/uDBw80dmyTm+PHj5OVlZWrPSsri+PHj6sv//jjj9ja2uZntP8EXT2HsmjRIhwcHKSO8VFkZmbi4eHBtWvX1G2mpqb4+fmJD9kyYmNjw6NHjwCwtrbGxsYm18/Ldrlq2rQpW7duzdX+559/qtd6k6MJEyawcOFClixZorH+VbVq1WS75pm+vj4NGjQgKSlJ6ij5TqlUMn78eJycnDA3N+fmzZsAjB49mt9++03idNL7448/3tuRLgj5Qb7fngRBEP5Wr149fvjhB/7880+srKwASEpK4scff6RevXoSp9OegIAAHjx4oF50+KWnT58SEBCgXlT6hx9+kCKe8JH98ssvebYrFAqMjY3x9PTE39+ftm3b5nMy7TEwMCAjI0OcqZa5w4cPqzu6dWnNs9df06VKlWLixIkcPXqUqlWrAjlrppw8eZIhQ4ZIFVHrIiMj8ff3z9VuaWkp604WHx8fYmJicHd3lzpKvpowYQIrVqxg2rRp9OjRQ93u4+PDrFmz6Natm4TppKerJ7+E/x4xnU0QBNm7d+8e/v7+JCQkUL58eQAuXbqEg4MDBw4ckO18cz09PR4+fJhrW9zr169TsWJFnT+bJbdpXe7u7sTHx5OamoqNjQ0qlYqkpCRMTU0xNzfn0aNHeHh4cOTIEVk956dMmUJERARLly6V9chCIUdsbCzOzs65Og5VKhV37tzBxcVFomQf34d2ICgUCmJiYrScRhrFihVj0aJF1K1bV+M9e+XKlUyZMkVjFKKc7N+/n+HDhzN+/HgqVKiAmZmZxvVynbbp6enJokWLqFOnjsbjHRERQdWqVUlMTJQ6oqTk9rlF+HSJT1uCIMiek5MTYWFhrF69mtDQUExMTOjSpQvffvttru2h5aBly5ZAzheLzp07Y2RkpL4uOzubsLAwqlWrJlU8QUsmTZrE4sWLWbp0KcWKFQPgxo0b9OzZk++++47q1avzzTffMGjQIDZt2iRx2o/nzJkzHDp0iP379+Pj45Pry9aWLVskSiZog7u7e54jLJ88eYK7u7t6hKUcvJzKo8t69uzJgAEDWLZsGQqFgvv373Pq1CkCAwMZM2aM1PG0pmHDhkDONMbXO0xVKhUKhUJWz/PX3bt3L9e6X5AzzS0zM1OCRIIg5EV0IgmCoBPMzMz4/PPPcXFx4cWLFwDs2bMHyPmQJicvp+ypVCosLCwwMTFRX2doaEiVKlU0hokL8jBq1Cg2b96s7kCCnLO606dPp1WrVsTExDBt2jRatWolYcqPz9raWnY1CW/38kv0m54/f46xsbEEif5b5LZhwLBhw9RTsNPT0/H398fIyIjAwMBcO9XJiS5N23xd6dKlOXHiRK7d5zZu3KgeSS4IgvREJ5IgCLIXExNDixYtuHz5MgqFIteXELmd0Vu+fDkqlQqVSsXcuXOxsLCQOtJ/Uvv27WU1JeDBgwdvXUg9Li4OAEdHR9ntRrh8+XKpIwj5YPDgwUDOCMvRo0djamqqvi47O5szZ85Qrlw5idL9d8hxlYqJEycycuRIrl27hlKpxNvbG3Nzc6ljaVXNmjWljiCJsWPH0qFDB+7du4dSqWTLli1ERkaycuVKdu7cKXU8QRD+JjqRBEGQvQEDBuDu7s7Bgwfx8PDgzJkzPHnyhCFDhjB9+nSp42mFSqVizZo1jBw5Uuc6kdzc3OjatSudO3d+5/ooCxYsyMdU2hcQEEDPnj1ZunSp+oxtSEgIvXv3pnbt2gBcvnxZ5xZqFeQhJCQEyHlvu3z5MoaGhurrDA0NKVu2LIGBgVLFE7TM1NSUihUrSh0j37y+g2pe8lpsXA6+/PJL1q9fz6RJk1AoFIwZMwY/Pz927Ngh641QPpTcTn4Jny6xsLYgCLJnZ2fH4cOH8fX1xcrKirNnz+Ll5cXhw4cZMmSI+suJ3JQuXZrffvuNKlWqSB0lX82dO5fff/+d0NBQAgIC6NatGy1atNBYG0qO4uLi6NChA4cOHVKv9ZWVlUWdOnVYtWoVDg4OHDlyhMzMTOrXry9x2o/H3d39nbuzyXXBYV3VpUsX5syZI75IvYUcFt59ua7fh5Drmmd6enq52uQ8gloXhYWFffCxvr6+WkwiCP+c6EQSBEH2bGxsuHDhAh4eHhQrVoylS5cSEBBAdHQ0Pj4+pKamSh1RK3bt2sWUKVNYsGABZcqUkTpOvgsNDWXZsmWsXbuWrKws2rZtS9euXfHz85M6mlZFRERw/fp1VCoVJUuWxMvLS+pIWjVnzhyNy5mZmYSEhLB3716GDh3KiBEjJEom5Ifk5GQOHz5MyZIlKVmypNRxJCeHTqQuXbp88LFync769OlTjcsv39dGjx7NxIkTqVOnjkTJ8seLFy949OgRSqVSo11Ouy/q6enlucRCXkSnofBfIzqRBEGQvRo1ajBkyBCaN29O27ZtSUxMZNSoUSxevJgLFy5w5coVqSNqhY2NDampqWRlZWFoaKixwDbk7GakCzIzM5k/fz7Dhw8nMzOTMmXKMGDAALp06fLeD27Cp+vXX3/l/Pnzsv2Sqatat26Nv78/ffv2JS0tjbJly3Lr1i1UKhXr1q3T+UXW5bawdlpaGkqlUr3r4q1bt9i2bRulSpWiQYMGEqfLf8ePH2fQoEFcuHBB6ihaEfW/9u48ruZ8/wP465REFJFoSIsMpWXKFpfoJsswSeZaigZZxhIajRlM5t6kGQwNc8cy9gxhskzjhzIiokGlLKVBC1pQTTOUJef0+8PDuc6cLHNvp0++5/V8PDxu53O+f7y6Q33P+/v5vN9Xr2LChAk4ffq0yroUp9Ll5eUpvz5//jyCg4Px8ccfo0ePHgCApKQkLF++HEuXLoW3t7eglETVY08kIpK8zz77DOXl5QCAsLAwDBkyBL1790bz5s2xa9cuwek05+uvvxYdQajKykrs27cPmzdvxpEjR+Dq6oqAgAAUFBRgwYIF+Pnnn7Fjxw7RMWuMXC7Hli1bcPTo0Wqf4MbHxwtKJsagQYMwb948FpEk5sSJE1iwYAEAYN++faiqqkJZWRm2bt2KsLAwrS8iSe3Z8NChQ+Hj44MPP/wQZWVlcHV1hZ6eHoqLi7FixQpMnTpVdMRa1aJFC2RlZYmOoTHjxo1DvXr1cODAAZiZmUn6Qc/zE+j+8Y9/YNWqVXj33XeVa46OjjA3N0dISAiLSFTnsIhERJL3/NNKa2trZGRkoLS0FMbGxpK+Qfnggw9ERxAiNTUVmzdvRlRUFHR1dTF27FhERESoHHXp37+/5BqTzpo1C1u2bMHgwYNhb28v6b/bryM6OhrNmjUTHYNq2O+//67873r48GEMHz4cBgYGGDx4MD7++GPB6WrHs0JRdf/GDx06hNatW9d2JI1JTU1FREQEgKf/plu2bInz589jz549WLhwoWSLSH/ul1NVVYXCwkJ8+eWXcHJyEpRK89LS0pCSkqJ1R1NfNPTCysoKGRkZAhIRvRyLSESklbTtw+WDBw9QWVmpsibVxrRdu3aFp6cn1qxZA29vb2WT6efZ2dlh1KhRAtJpzs6dO7F7926VJ5nawNnZWeXDdFVVFYqKinD37l2sXr1aYDLSBHNzcyQlJaFZs2Y4fPgwdu7cCQD47bff0KBBA8HpNGvjxo2IiIjA1atXAQDt27fH7NmzMXHiROU1vXr1EhVPIyoqKpQTRuPi4uDj4wMdHR24urqqHAeSmnfeeUfZL+d5rq6u2LRpk6BUmmdnZ4fi4mLRMWqdra0twsLCsHHjRuXPsUePHiEsLAy2traC0xGpYxGJiEiiysvL8cknn2D37t0oKSlRe19KvQWel52drbJNvDqNGjWS3DGn+vXrw8bGRnSMWvfnbf46Ojpo0aIF+vbtq3VPs7XB7Nmz4efnh8aNG6Nt27bo27cvgKfH3BwcHMSG06CQkBBEREQgMDBQpWdKUFAQcnNzERYWJjihZtjY2GD//v0YNmwYYmNjERQUBAC4c+eOZB+EAEBOTo7K62c/16ReKF2yZAnmzp2L8PBwODg4qD0Ekup/87Vr1+K9996Dubm5cqdZeno6ZDIZDhw4IDgdkTo21iYikqjp06fj2LFjCA0Nhb+/P7799lvk5+dj3bp1+PLLL+Hn5yc6okZYW1vj3LlzaN68ucp6WVkZXFxcJDvyffny5cjOzsa///1vrT/KRtKWnJyMmzdvwtPTE40bNwbwdBpl06ZN8be//U1wOs0wMTHBN998g9GjR6usR0VFITAwULK7N6Kjo+Hr6wu5XA4PDw/ExcUBAL744gucOHEChw4dEpyQapKOjg4A9aOaUmys/WcVFRX4/vvvceXKFVRVVcHOzg6+vr7KpvJEdQmLSEREEtW2bVtERkaib9++MDIyQmpqKmxsbLBt2zZERUXh4MGDoiNqhI6ODoqKimBqaqqyfvv2bbRt2xaPHj0SlEyzhg0bhmPHjqFZs2bo1KmT2hPcvXv3CkpW8/7444/XvlaqT6613ePHj5GTk4N27dqhXj3pb6w3NjbG2bNn0b59e5X1X3/9Fd26dUNZWZmYYLWgqKgIhYWFcHJyUhYZzp49CyMjI0ntNly1atVrXztz5kwNJhEnISHhpe/36dOnlpIQ0cuwiEREJFGNGzfG5cuXYWFhgTZt2mDv3r3o1q0bcnJy4ODggPv374uOWKNiYmIAPD3etHXrVjRp0kT5nlwux9GjR3HkyBHJTrYZP378S9+X0vE9HR2d195tJeUn19qooqICgYGB2Lp1K4CnRRRra2vMnDkTb731Fj799FPBCTUjMDAQenp6WLFihcp6cHAwHjx4gG+//VZQMqopf26sfPfuXVRUVKBp06YAnu6mNTAwgKmpqWR31L6uadOmITQ0FCYmJqKj1Jht27Zh3bp1yM7ORlJSEiwsLBAREQFra2sMHTpUdDwiFdJ/dENEpKWsra2Rm5sLCwsL2NnZYffu3ejWrRt++ukn5U2plDzrjSOTydQm0+np6cHS0hLLly8XkKx2SKlI9CrHjh1Tfp2bm4tPP/0U48aNU+kVs3XrVnzxxReiIpKGzJs3D+np6Th+/DgGDhyoXO/Xrx8+//xzyRaRgKeNtePi4uDq6goA+OWXX3Dz5k34+/vjo48+Ul7350ITvRme74O0Y8cOrF69Ghs3bkSHDh0AAFlZWZg0aRKmTJkiKmKd8f333yM4OFgyRaQ1a9Zg4cKFmD17NsLCwpQPP4yNjfH111+ziER1DnciERFJVEREBHR1dTFz5kwcO3YMgwcPhlwux5MnT7BixQrMmjVLdESNsLKywrlz5yRzc0kv5+HhgYkTJ6r1itmxYwe+++47HD9+XEww0ggLCwvs2rULrq6uMDQ0RHp6OqytrXHt2jW4uLj8paOObxJ3d/fXuk4mkyE+Pl7DaUjT2rVrh+joaDg7O6usp6Sk4P3331drvK1tnv+3LwV2dnYIDw+Ht7e3yvd26dIl9O3bV7I9z+jNxZ1IREQS9WyKDfD0A8iVK1eQnJyMdu3aKad/SJE23Vy7uLjg6NGjMDY2Vht1/2epqam1mKz2JCUlYe3atWrrXbp0URl9TtJw9+5dtX5nwNNplFJuKP/87juSvsLCQlRWVqqty+Vy3L59W0Ai0qScnBy1giEA6Ovro7y8XEAiopdjEYmISAs8fPgQbdu2Rdu2bUVH0YhVq1Zh8uTJaNCgwSubk0qpIenQoUOhr68PQH3UvbYwNzfH2rVr1Y4qrlu3Dubm5oJSkaZ07doV//d//4fAwEAA/5nitH79euVxRim7du0arl+/Djc3NzRs2FA5tYqkxcPDA5MmTcLGjRvRuXNnyGQyJCcnY8qUKejXr5/oeFTDrKyskJaWBgsLC5X1Q4cOwc7OTlAqohfjcTYiIomSy+UIDw/H2rVrcfv2bWUD2pCQEFhaWiIgIEB0xBpjZWWF5ORkNG/eXK056fNkMpnWNySVmoMHD2L48OFo166dSq+Y69evY8+ePXj33XcFJ6SadPr0aQwcOBB+fn7YsmULpkyZgsuXLyMpKQkJCQno3Lmz6IgaUVJSghEjRuDYsWOQyWS4evUqrK2tERAQgKZNm0q635s2unv3Lj744AMcPnxYOWnzyZMnGDBgALZs2VLtbjxtIrXjbJs3b0ZISAiWL1+OgIAAbNiwAdevX8cXX3yBDRs2YNSoUaIjEqlgEYmISKJCQ0OxdetWhIaGYtKkSbh06RKsra2xe/duREREICkpSXRE0oDHjx/jzp07UCgUKutS3YUGALdu3cKaNWuQmZmJqqoq2NnZ4cMPP+ROJIm6dOkSli1bhpSUFCgUCri4uOCTTz6Bg4OD6Gga4+/vjzt37mDDhg2wtbVVfoCOi4tDUFAQLl++LDoiacDVq1eVP9dsbW3x9ttvi45UJ0itiAQ83U0ZFhaGmzdvAgBat26Nf/7zn5J64EfSwSISEZFE2djYYN26dfDw8FC54bpy5Qp69OiB3377TXREjUhISECfPn1Ex6h1v/76KwICAnD69GmV9WfHXbR91L0UR0Jrm8rKSkyePBkhISGS+vD4Olq1aoXY2Fg4OTmp/DzPycmBg4MD7t+/LzoiCWBkZIS0tDSt+/cwdepULFq0SJI/z4uLi6FQKLR+txnVbeyJREQkUfn5+bCxsVFbVygU1TbslApPT0+0atUKvr6+8PPzk/TuhOeNHz8e9erVw4EDB2BmZsY+KX8itZHQ2khPTw/79u1DSEiI6Ci1rry8HAYGBmrrxcXFyr5opH2kuBegrKwMZ8+erXZHrb+/PwBgzZo1IqLVCv6OojcBi0hERBLVqVMnnDx5Uq1R4w8//FDtFBCpKCgowM6dOxEVFYWlS5fC3t4eY8aMga+vL9q0aSM6nsakpaUhJSUFHTt2FB2lTpLihy1tNGzYMOzfvx8fffSR6Ci1ys3NDZGRkVi0aBGAp/3dFAoFli1bBnd3d8HpiGrGTz/9BD8/P5SXl8PQ0FDlYYhMJlMWkaTgVRNVnyfV6ar05mIRiYhIoj7//HOMHTsW+fn5UCgU2Lt3L7KyshAZGYkDBw6IjqcxJiYmmDFjBmbMmIGcnBzs2LEDkZGRmD9/Ptzc3BAfHy86okbY2dmhuLhYdAwijbKxscGiRYtw+vRpdO7cGY0aNVJ5X0rTF5+3bNky9O3bF8nJyXj8+DHmzp2Ly5cvo7S0FKdOnRIdj6hGzJkzBxMmTEB4eHi1O++k5PmJqg8fPsTq1athZ2ennDL5yy+/4PLly5g2bZqghEQvxp5IREQSFhsbi/DwcJUGtAsXLkT//v1FR6s1crkchw4dQkhICC5cuCCp3kB//PGH8uvk5GR89tlnCA8Ph4ODg3KizzNGRka1Ha9OkWIjVm2kzdMXi4qKsHr1aqSmpip/nk+fPh1mZmaio5EgUvu51qhRI1y8eFEy38/rmjhxIszMzJQ7DZ/5/PPPcfPmTWzatElQMqLqsYhERESSdOrUKWzfvh3R0dF4+PAhvLy84Ofnh0GDBomOVmN0dHRUtsM/a6L9PDbWfkpqH7aIiKTWWNvHxwejRo3CiBEjREepVU2aNEFycjLat2+vsn716lV06dIFv//+u6BkRNXjcTYiIonTtpHv8+fPR1RUFAoKCtCvXz98/fXX8Pb2luTW+GPHjomOQFQnSe3DNQCcPHkS69atQ3Z2Nn744Qe0bt0a27Ztg5WVFXr16iU6Hgkgtb0AgwcPxscff4yMjIxqd9R6eXkJSqZZDRs2RGJioloRKTExEQ0aNBCUiujFWEQiIpKoq1evYsKECVo38v348eMIDg7GyJEjJT/lpE+fPsqvb9y4AXNz82p3It28ebO2o9U5Y8aM0fojfdpEah+u9+zZg7Fjx8LPzw+pqal49OgRAODevXsIDw/HwYMHBSckTXn2d7m6JsyHDh1C69atazuSxkyaNAkAEBoaqvaelO9bZs+ejalTpyIlJQWurq4AnvZE2rRpExYuXCg4HZE6HmcjIpKov/3tb6hXrx4+/fTTake+Ozk5CUpGmqCrq4vCwkKYmpqqrJeUlMDU1FSyN9+WlpaYMGECxo0bJ9nddfTXSe34orOzM4KCguDv76/yvaWlpWHgwIEoKioSHZFq2MaNGxEREYGrV68CANq3b4/Zs2dj4sSJgpORJuzevRsrV65EZmYmAMDW1hazZs3SuqN99GbgTiQiIonSppHvMTExGDRoEPT09BATE/PSa6W6Hb66fkgAcP/+fUlvh58zZw62bNmC0NBQuLu7IyAgAMOGDYO+vr7oaEQ1JisrC25ubmrrRkZGKCsrq/1ApFEhISGIiIhAYGCgclpXUlISgoKCkJubi7CwMMEJqaaNGDGCBSN6Y7CIREQkUdo08t3b2xtFRUUwNTVVGZv7Z1LcDv/RRx8BePq9hYSEqPR+ksvlOHPmDN555x1B6TQvMDAQgYGBSE9Px6ZNmzBz5kxMmzYNvr6+mDBhAlxcXERHJPqfmZmZ4dq1a7C0tFRZT0xMlMxuK/qPNWvWYP369Rg9erRyzcvLC46OjggMDJR0ESkhIQFfffUVMjMzIZPJYGtri48//hi9e/cWHU2jysrKEB0djezsbAQHB6NZs2ZITU1Fy5YtJXVkkaRBR3QAIiKqOX/88Yfyz5IlSzB37lwcP34cJSUlKu89PxpeChQKhfIYl0KheOEfqRWQAOD8+fM4f/48qqqqcPHiReXr8+fP48qVK3BycsKWLVtEx9Q4JycnrFy5Evn5+fj888+xYcMGdO3aFU5OTti0aZPkeuTQy1W3K+9NNmXKFMyaNQtnzpyBTCZDQUEBtm/fjuDgYEybNk10PKphcrkcXbp0UVvv3Lkznjx5IiBR7fj+++/Rr18/GBgYYObMmZgxYwYaNmwIDw8P7NixQ3Q8jblw4QLefvttLFmyBMuWLVPuLty3bx/mzZsnNhxRNdgTiYhIQjjyHYiMjMTIkSPVjjM9fvwYO3fuhL+/v6BkmjV+/HisXLlSa5tHV1ZWYt++fdi8eTOOHDkCV1dXBAQEoKCgAP/+97/h7u4u6Q8hpEpqPZEAYMGCBYiIiMDDhw8BAPr6+ggODsaiRYsEJ6OaFhgYCD09PaxYsUJlPTg4GA8ePMC3334rKJlm2draYvLkyQgKClJZX7FiBdavX6/sFyQ1/fr1g4uLC5YuXarys+v06dPw9fVFbm6u6IhEKlhEIiKSkISEhNe+9vnJXlKirQ2mtVVqaio2b96MqKgo6OrqYuzYsZg4caJKL7Bz587Bzc0NDx48EJiUatrLplYlJiaia9eukuuNVVFRgYyMDCgUCtjZ2aFx48aiI5EGBAYGIjIyEubm5irTum7evAl/f3/o6ekpr/1zoelNpq+vj8uXL8PGxkZl/dq1a7C3t1cWUKWmSZMmSE1NRbt27VSKSHl5eejQoYNkv296c7EnEhGRhPw3haFp06YhNDQUJiYmGkhU+17UYPrWrVto0qSJgES159y5c/jhhx9w48YNPH78WOW9vXv3CkqlWV27doWnpyfWrFkDb29vlQ9Xz9jZ2WHUqFEC0pEmvM7Uql69eomKp1EGBgbVHnMiabl06ZKyn9v169cBAC1atECLFi1w6dIl5XVSO7Zpbm6Oo0ePqhWRjh49CnNzc0GpNK9BgwbVthnIyspCixYtBCQiejkWkYiItNz333+P4ODgN76I5OzsDJlMBplMBg8PD9Sr959fcXK5HDk5ORg4cKDAhJr17Khe//79ceTIEfTv3x9Xr15FUVERhg0bJjqexmRnZ8PCwuKl1zRq1AibN2+upUSkSdo0tcrHx+e1r5VqkVhbHTt2THQEIebMmYOZM2ciLS0NPXv2hEwmQ2JiIrZs2YKVK1eKjqcxQ4cORWhoKHbv3g3gaXHwxo0b+PTTTzF8+HDB6YjU8TgbEZGWk0rvkH/961/K/50zZ47KMY/69evD0tISw4cPR/369UVF1ChHR0dMmTIF06dPV/43tbKywpQpU2BmZqb8/0dqrK2tce7cOTRv3lxlvaysDC4uLsjOzhaUjDTBxMQE33zzjcrUKgCIiopCYGCgpCZSjh8//rWvZZFUmq5du4br16/Dzc0NDRs2fOFOWynZt28fli9frux/9Gw629ChQwUn05w//vgD7777Li5fvox79+7hrbfeQlFREXr06IGDBw+iUaNGoiMSqWARiYhIy0mliPTM1q1bMWrUKMn1QnmVRo0a4fLly7C0tISJiQmOHTsGBwcHZGZm4u9//zsKCwtFR9QIHR0dFBUVqfXAun37Ntq2bYtHjx4JSkaaYGxsjLNnz6J9+/Yq67/++iu6deumnGokNQ8ePIBCoVB+mMzNzcX+/ftha2uLAQMGCE5HNa2kpAQjRozAsWPHIJPJcPXqVVhbWyMgIABNmzbF8uXLRUckDYiPj0dqaioUCgVcXFzQr18/0ZGIqsXjbEREJCl2dnZIS0tD9+7dVdbPnDkDXV1dyfYTadasGe7duwcAaN26NS5dugQHBweUlZWhoqJCcLqaFxMTo/w6NjZWpd+VXC7H0aNHYWlpKSAZadKYMWOwZs0atWbC3333Hfz8/ASl0ryhQ4fCx8cHH374IcrKyuDq6go9PT0UFxdjxYoVmDp1quiIVIOCgoKgp6eHGzduwNbWVrk+cuRIBAUFsYgkUX//+9/Rs2dP6OvrS37HGb3ZWEQiIiJJmT59OubOnatWRMrPz8eSJUtw5swZQck0q3fv3jhy5AgcHBwwYsQIzJo1C/Hx8Thy5Ag8PDxEx6tx3t7eAJ72jvjggw9U3tPT04OlpSU/aEnUxo0bERcXV+3Uqo8++kh5nZSmVqWmpiIiIgIAEB0djZYtW+L8+fPYs2cPFi5cyCKSxMTFxSE2NhZt2rRRWW/fvj3y8vIEpdKMZs2a4ddff4WJiQmMjY1fWjwpLS2txWS1R6FQYPHixVi7di1u376NX3/9FdbW1ggJCYGlpSUCAgJERyRSwSISERFJSkZGhnKqzfOcnZ2RkZEhIFHt+Pe//60cAzxv3jzo6ekhMTERPj4+CAkJEZyu5ikUCgCAlZUVzp0798Y3hqfXo61TqyoqKmBoaAjgaYHBx8cHOjo6cHV1lVxRgYDy8nIYGBiorRcXF0vuqHZERITy73ZERITk/u2+jrCwMGzduhVLly7FpEmTlOsODg6IiIhgEYnqHPZEIiLSclOnTsWiRYsk8yG8efPmOHDggHJy0zOnT5/G4MGD8dtvvwlKRkT033F0dMTEiRMxbNgw2Nvb4/Dhw+jRowdSUlIwePBgFBUViY5INWjw4MFwcXHBokWLYGhoiAsXLsDCwgKjRo2CQqFAdHS06IhUg2xsbLBu3Tp4eHio9Km8cuUKevTowfsWqnO4E4mISKIsLS0xYcIEjBs3Dm3btn3hdWvWrKnFVJrn6emJefPm4ccff1T2ySkrK8P8+fPh6ekpOJ1mXb9+HZs3b8b169excuVKmJqa4vDhwzA3N0enTp1Ex6sxq1atwuTJk9GgQQOsWrXqpdfOnDmzllJRbdK2qVULFy6Er68vgoKC4OHhoSySx8XFwdnZWXA6qmnLli1D3759kZycjMePH2Pu3Lm4fPkySktLcerUKdHxNEZXVxeFhYVqgxJKSkpgamoKuVwuKJlm5efnw8bGRm1doVCgsrJSQCKil+NOJCIiifrmm2+wZcsWpKenw93dHQEBARg2bJjktsL/WX5+Ptzc3FBSUqL8cJWWloaWLVviyJEjMDc3F5xQMxISEjBo0CD87W9/w4kTJ5CZmQlra2ssXboUZ8+eldSTaysrKyQnJ6N58+awsrJ64XUymQzZ2dm1mIw0TZunVhUVFaGwsBBOTk7Q0dEBAJw9exZGRkbo2LGj4HRU04qKirB69WqVaV3Tp0+HmZmZ6Gga86JpmwUFBWjXrh0ePHggKJlmdenSBbNnz8aYMWNUdiL961//ws8//4yTJ0+KjkikgkUkIiKJS09Px6ZNmxAVFYUnT57A19cXEyZMqLZvkFSUl5dj+/btSE9PR8OGDeHo6IjRo0dDT09PdDSN6dGjB/7xj3/go48+UrkJPXfuHLy9vZGfny86ItH/zN/fH3fu3MGGDRtga2ur/HseFxeHoKAgXL58WXREIvqLnu0oDQoKwqJFi9C4cWPle3K5HCdOnEBubi7Onz8vKqJG/fTTTxg7dizmzZuH0NBQ/Otf/0JWVhYiIyNx4MABye+ipjcPi0hERFqisrISq1evxieffILKykrY29tj1qxZGD9+vCSPgWRkZODGjRt4/PixyrqXl5egRJrVuHFjXLx4EVZWVipFpNzcXHTs2FHZdFtqEhIS0KdPH9ExqJa0atUKsbGxcHJyUvl7npOTAwcHB9y/f190RKIacfLkSaxbtw7Z2dn44Ycf0Lp1a2zbtg1WVlbo1auX6Hg16tmO0ry8PLRp0wa6urrK9+rXrw9LS0uEhoaqTV2VktjYWISHhyMlJUW582zhwoXo37+/6GhEatgTiYhI4iorK7Fv3z5s3rwZR44cgaurKwICAlBQUIAFCxbg559/xo4dO0THrDHZ2dkYNmwYLl68CJlMptYrRao9FZo2bYrCwkK1413nz59H69atBaXSPE9PT7Rq1Qq+vr7w8/ODg4OD6EikQdo0tYq01549ezB27Fj4+fkhNTUVjx49AgDcu3cP4eHhOHjwoOCENSsnJwcA4O7ujr1798LY2Fhwoto3YMAADBgwQHQMoteiIzoAERFpRmpqKgIDA2FmZobAwEB06tQJly5dQmJiIsaPH48FCxYgJiYG+/btEx21Rs2aNQtWVla4ffs2DAwMcOnSJSQkJKBLly44fvy46Hga4+vri08++QRFRUWQyWRQKBQ4deoUgoOD4e/vLzqexhQUFGDu3Lk4efIknJyc4OjoiKVLl+LWrVuio5EGuLm5ITIyUvn62d/1ZcuWwd3dXWAyopoTFhaGtWvXYv369SrHsHv27InU1FSByTTr2LFjWllAeubx48e4desWbty4ofKHqK7hcTYiIonS1dWFp6cnAgIC4O3tXW0/oPLycsyYMQObN28WkFAzTExMEB8fD0dHRzRp0gRnz55Fhw4dEB8fjzlz5ki2p0JlZSXGjRuHnTt3oqqqCvXq1YNcLoevry+2bNmicjxAqnJycrBjxw5ERUXhypUrcHNzQ3x8vOhYVIMyMjLQt29fdO7cGfHx8fDy8lKZWtWuXTvREYn+ZwYGBsjIyIClpaXKsc3s7GzY2dlJ9ngyANy6dQsxMTHVHkdfsWKFoFSadfXqVUyYMAGnT59WWX+2k1qqO6jpzcXjbEREEpWdnQ0LC4uXXtOoUSNJFZCAp8fVnjXlNDExQUFBATp06AALCwtkZWUJTqcZVVVVKCgowPr167Fo0SLlNB9nZ2e0b99edLxaY2VlhU8//RROTk4ICQlBQkKC6EhUw+zs7HDhwgWsXr0aurq6KC8vh4+Pj+SnVpF2MTMzw7Vr12BpaamynpiYCGtrazGhasHRo0fh5eUFKysrZGVlwd7eHrm5uaiqqpL0MJBx48ahXr16OHDgAMzMzCTZp5KkhUUkIiKJcnd3x7lz59C8eXOV9bKyMri4uEh29Lm9vT0uXLgAa2trdO/eHUuXLkX9+vXx3XffSfbmu6qqCu3bt8fly5fRvn17yX6fL3Pq1Cls374d0dHRePjwIby8vBAeHi46FmlAq1atEBoaKjoGkcZMmTIFs2bNwqZNmyCTyVBQUICkpCQEBwdj4cKFouNpzLx58zBnzhyEhobC0NAQe/bsgampKfz8/DBw4EDR8TQmLS0NKSkp6Nixo+goRK+FRSQiIonKzc2tdgv0o0ePJD3u/bPPPkN5eTmAp30lhgwZgt69e6N58+bYtWuX4HSaoaOjg/bt26OkpESrdh4BwPz58xEVFYWCggL069cPX3/9Nby9vattvkzSoE1Tq0g7zZ07F7///jvc3d3x8OFDuLm5QV9fH8HBwZgxY4boeBqTmZmJqKgoAEC9evXw4MEDNG7cGKGhoRg6dCimTp0qOKFm2NnZobi4WHQMotfGIhIRkcTExMQov46NjUWTJk2Ur+VyOY4ePaq2RV5Knp9uYm1tjYyMDJSWlsLY2FjSW8SXLl2Kjz/+GGvWrIG9vb3oOLXm+PHjCA4OxsiRI2FiYiI6DmmYtk2tIu21ePFiLFiwABkZGVAoFLCzs1Me1ZaqRo0aKf9Nv/XWW7h+/To6deoEAJIusixZsgRz585FeHg4HBwc1HpYGhkZCUpGVD021iYikhgdnaeDN5+Nt3+enp4eLC0tsXz5cgwZMkREPNIQY2NjVFRU4MmTJ6hfvz4aNmyo8n5paamgZEQ1x9nZGUFBQfD391dpOJyWloaBAweiqKhIdEQi+i95e3tj8ODBmDRpEubOnYt9+/Zh3Lhx2Lt3L4yNjfHzzz+LjqgRz9+3PY+Ntamu4k4kIiKJUSgUAJ42GT537hx3Z2iJr7/+WnSEWhMTE4NBgwZBT09PZedddby8vGopFdWGrKwsuLm5qa0bGRmhrKys9gMR1RAfH5/Xvnbv3r0aTCLOihUrcP/+fQDAP//5T9y/fx+7du2CjY0NIiIiBKfTnGPHjomOQPSXsIhERCRROTk5oiNQLfrggw9ER6g13t7eKCoqgqmpKby9vV94HZ/gSo+2Tq0i6Xv+6Lk2ksvluHnzJhwdHQEABgYGWL16teBUtaNPnz6vdd20adMQGhrKh4MkHI+zERFJyKpVqzB58mQ0aNAAq1ateum1M2fOrKVUVFvkcjn27duHzMxMyGQy2NraYujQoahXj8+MSBqWLl2KrVu3YtOmTfD09MTBgweRl5eHoKAgLFy4UNJNh0l7PHjwAAqFAo0aNQLwdFDG/v37YWtrq9L3T2oaNGiAzMxMWFlZiY5SJxkZGSEtLY0FcxKORSQiIgmxsrJCcnIymjdv/tKbMJlMhuzs7FpMRpp26dIlDB06FEVFRejQoQMA4Ndff0WLFi0QExMDBwcHwQk1IzIyEiNHjoS+vr7K+uPHj7Fz5074+/sLSkaasmDBAkRERODhw4cAoJxatWjRIsHJiGpG//794ePjgw8//BBlZWXo2LEj9PT0UFxcjBUrVkh2SlnXrl3x5ZdfwsPDQ3SUOun5PnBEIrGIREREJAGurq4wNTXF1q1bYWxsDAD47bffMG7cONy5cwdJSUmCE2qGrq4uCgsLYWpqqrJeUlICU1NTHmeTqIqKCq2aWkXaxcTEBAkJCejUqRM2bNiAb775BufPn8eePXuwcOFCZGZmio6oEXFxcfjkk0+waNEidO7cWbkT6xltn1LGIhLVFdzfTkQkUQkJCa99zp7efOnp6UhOTlYWkICnE9sWL16Mrl27CkymWc+m1/zZrVu3tL7HiJQZGBigS5cuomMQaURFRQUMDQ0BPC2s+Pj4QEdHB66ursjLyxOcTnMGDhwI4OlAhOd/rnNKGVHdwiISEZFEeXp6olWrVvD19YWfn59kjzPRUx06dMDt27fRqVMnlfU7d+7AxsZGUCrNcXZ2hkwmg0wmg4eHh0rfJ7lcjpycHOUHEnqzcWoVaRsbGxvs378fw4YNQ2xsLIKCggA8/Xku5d04nFJG9GZgEYmISKIKCgqwc+dOREVFYenSpbC3t8eYMWPg6+uLNm3aiI5HNeCPP/5Qfh0eHo6ZM2fin//8J1xdXQEAv/zyC0JDQ7FkyRJRETXm2VS2tLQ0DBgwQOU4U/369WFpaYnhw4cLSkc1iTvKSNssXLgQvr6+CAoKgoeHB3r06AHg6a4kZ2dnwek0h7unid4M7IlERKQFcnJysGPHDkRFReHKlStwc3NDfHy86Fj0P9LR0VHb8g9Aufb8a6keA9i6dStGjRql1libpElbp1aR9ikqKkJhYSGcnJygo6MDADh79iyMjIzQsWNHwek048SJEy99383NrZaS1E1Tp07FokWLYGJiIjoKaTkWkYiItIRcLsehQ4cQEhKCCxcuSLaooE0SEhJe+1qpPuE9d+4cFAoFunfvrrJ+5swZ6Orqsm+OxGjr1CoibfCsWPa85x+USPm+paysDGfPnsWdO3egUChU3uOUUapreJyNiEjiTp06he3btyM6OhoPHz6El5cXwsPDRceiGvDfFIamTZuG0NBQyTzJnD59OubOnatWRMrPz8eSJUtw5swZQclIE1JTUxEREQEAiI6ORsuWLVWmVrGIRPTm+u2331ReV1ZW4vz58wgJCcHixYsFpdK8n376CX5+figvL4ehoaFK4Uwmk7GIRHUOdyIREUnU/PnzERUVhYKCAvTr1w9+fn7w9vaGgYGB6GgkkJGREdLS0iQzIrhx48a4cOGC2veTk5MDR0dH3Lt3T1Ay0gQDAwNcuXIFbdu2xYgRI9CpUyd8/vnnuHnzJjp06ICKigrREYmohp04cQJBQUFISUkRHUUj3n77bbz77rsIDw/nPRq9EdT3DBIRkSQcP34cwcHByM/Px//93//B19eXNycEqT070tfXx+3bt9XWCwsLVSa2kTQ8m1p18+ZNxMbGon///gCkP7WKSJu1aNECWVlZomNoTH5+PmbOnMl7NHpj8O6KiEiiTp8+LToCkcZ5enpi3rx5+PHHH5VTvMrKyjB//nx4enoKTkc1TVunVhFpgwsXLqi8rqqqQmFhIb788ks4OTkJSqV5AwYMQHJysmR2CJP08TgbEZGExMTEYNCgQdDT00NMTMxLr/Xy8qqlVFSXGBoaIj09XTI3q/n5+XBzc0NJSYmyiJCWloaWLVviyJEjMDc3F5yQapo2Tq0i0gbPJo7++eOpq6srNm3aJNl/3xs3bkRoaCjGjx8PBwcH6OnpqbzP+zWqa1hEIiKSEB0dHRQVFcHU1LTaKSfPSHnkO72c1IpIAFBeXo7t27cjPT0dDRs2hKOjI0aPHq12I05ERHVXXl6eymsdHR20aNECDRo0EJSodvB+jd40LCIRERFpESkWkQAgIyMDN27cwOPHj1XW+QSXiIiIqOawJxIRkURFRkZi5MiR0NfXV1l//Pgxdu7cyZGxWmrMmDGSakCcnZ2NYcOG4eLFi8pjEM+PR+YTXCKiumvVqlWvfe3MmTM1mISIXhd3IhERSZSuri4KCwthamqqsl5SUgJTU1N+uJYYS0tLTJgwAePGjUPbtm1Fx6k17733HnR1dbF+/XpYW1vjzJkzKC0txZw5c/DVV1+hd+/eoiMSEdELWFlZqby+e/cuKioq0LRpUwBPByUYGBjA1NQU2dnZAhLWjoSEBHz11VfIzMyETCaDra0tPv74Y/4OozrpxQcwiYjojfbnHRnP3Lp1SznFiqRjzpw5+PHHH2FtbQ1PT0/s3LkTjx49Eh1L45KSkhAaGooWLVpAR0cHurq66NWrF7744gs+tSYiquNycnKUfxYvXox33nkHmZmZKC0tRWlpKTIzM+Hi4oJFixaJjqox33//Pfr16wcDAwPMnDkTM2bMQMOGDeHh4YEdO3aIjkekhjuRiIgkxtnZGTKZDOnp6ejUqRPq1fvPyWW5XI6cnBwMHDgQu3fvFpiSNCU9PR2bNm1CVFQUnjx5Al9fX0yYMAEuLi6io2mEsbExUlJSYG1tjXbt2mHDhg1wd3fH9evX4eDggIqKCtERiYjoNbRr1w7R0dHKSZvPpKSk4P3330dOTo6gZJpla2uLyZMnIygoSGV9xYoVWL9+PTIzMwUlI6oeeyIREUmMt7c3gKdjzgcMGIDGjRsr36tfvz4sLS0xfPhwQelI05ycnLBy5Up89dVXWL16NT755BOsWbMG9vb2mDVrFsaPH1/tDrU3lb29PS5cuABra2t0794dS5cuRf369fHdd99Jrnk4EZGUFRYWorKyUm1dLpfj9u3bAhLVjuzsbLz33ntq615eXpg/f76AREQvxyISEZHEfP755wCe9sgZNWqUWmNtkrbKykrs27cPmzdvxpEjR+Dq6oqAgAAUFBRgwYIF+PnnnyW1Pf6zzz5DeXk5ACAsLAxDhgxB79690bx5c+zatUtwOiIiel0eHh6YNGkSNm7ciM6dO0MmkyE5ORlTpkxBv379RMfTGHNzcxw9ehQ2NjYq60ePHoW5ubmgVEQvxuNsREQSde7cOSgUCnTv3l1l/cyZM9DV1UWXLl0EJSNNSE1NxebNmxEVFQVdXV2MHTsWEydORMeOHZXXnDt3Dm5ubnjw4IHApJpXWloKY2NjSe24IiKSurt37+KDDz7A4cOHoaenBwB48uQJBgwYgC1btqgNCpGKNWvWYPbs2ZgwYQJ69uwJmUyGxMREbNmyBStXrsSUKVNERyRSwSISEZFEdevWDXPnzsX777+vsr53714sWbIEZ86cEZSMNEFXVxeenp4ICAiAt7e38gb8eeXl5ZgxYwY2b94sICEREdGrXb16FZmZmaiqqoKtrS3efvtt0ZE0bt++fVi+fLmy/9Gz6WxDhw4VnIxIHYtIREQS1bhxY2WvmOfl5OTA0dER9+7dE5SMNCEvLw8WFhaiYxAREWmUkZER0tLS2PeOSBAd0QGIiEgz9PX1q21EWVhYqDKxjaTB3d0dJSUlautlZWW80SYiIsngHggisVhEIiKSKE9PT8ybNw+///67cq2srAzz58+Hp6enwGSkCbm5uZDL5Wrrjx49Qn5+voBEREREVJ1mzZqhuLgYAGBsbIxmzZq98A9RXcNH0UREErV8+XK4ubnBwsICzs7OAIC0tDS0bNkS27ZtE5yOakpMTIzy69jYWDRp0kT5Wi6X4+jRo7C0tBSQjIiIiKoTEREBQ0ND5dccBEFvEvZEIiKSsPLycmzfvh3p6elo2LAhHB0dMXr06GqbLtObSUfn6aZimUymtsVfT08PlpaWWL58OYYMGSIiHhERUY0yNDREeno6j2oTCcIiEhGRxGVkZODGjRt4/PixyrqXl5egRKQJVlZWOHfuHExMTERHISIi0hipNdbW1dVFYWEhTE1NVdZLSkpgampa7VF1IpF4nI2ISKKys7MxbNgwXLx4UblL5fnt0rwpkZacnBzREYiIiDROansgXvT9PHr0CPXr16/lNESvxiISEZFEzZo1C1ZWVvj5559hbW2NM2fOoLS0FHPmzMFXX30lOh7VgFWrVmHy5Mlo0KABVq1a9dJrZ86cWUupiIiI/jfPCivV9Qo6dOgQWrduXduRatyz39symQwbNmxA48aNle/J5XKcOHECHTt2FBWP6IV4nI2ISKJMTEwQHx8PR0dHNGnSBGfPnkWHDh0QHx+POXPm4Pz586Ij0v/IysoKycnJaN68OaysrF54nUwmQ3Z2di0mIyIi+us2btyIiIgIXL16FQDQvn17zJ49GxMnThScrOY9+72dl5eHNm3aQFdXV/le/fr1YWlpidDQUHTv3l1URKJqcScSEZFEyeVy5VMtExMTFBQUoEOHDrCwsEBWVpbgdFQTnj/CxuNsRET0JgsJCUFERAQCAwPRo0cPAEBSUhKCgoKQm5uLsLAwwQlr1rPf2+7u7ti7dy+MjY0FJyJ6PdyJREQkUb1798acOXPg7e0NX19f/Pbbb/jss8/w3XffISUlBZcuXRIdkWpQQkIC+vTpIzoGERHRf8XExATffPMNRo8erbIeFRWFwMBAFBcXC0pGRM/jTiQiIon67LPPUF5eDgAICwvDkCFD0Lt3bzRv3hy7du0SnI5qmqenJ1q1agVfX1/4+fnBwcFBdCQiIqLXJpfL0aVLF7X1zp0748mTJwIS1Z5bt24hJiam2mm6K1asEJSKqHrciUREpEVKS0thbGxcbaNKerMVFxdj586diIqKQlJSEuzt7TFmzBj4+vqiTZs2ouMRERG9VGBgIPT09NSKJsHBwXjw4AG+/fZbQck06+jRo/Dy8oKVlRWysrJgb2+P3NxcVFVVwcXFBfHx8aIjEqlgEYmIiEhicnJysGPHDkRFReHKlStwc3PjTSgREdVpgYGBiIyMhLm5OVxdXQEAv/zyC27evAl/f3/o6ekpr5XS7pxu3bph4MCBCA0NhaGhIdLT02Fqago/Pz8MHDgQU6dOFR2RSAWLSERERBIkl8tx6NAhhISE4MKFC5DL5aIjERERvZC7u/trXSeTyST1YMTQ0BBpaWlo164djI2NkZiYiE6dOiE9PR1Dhw5Fbm6u6IhEKtgTiYiISEJOnTqF7du3Izo6Gg8fPoSXlxfCw8NFxyIiInqpY8eOiY4gRKNGjfDo0SMAwFtvvYXr16+jU6dOAMBm4lQnsYhEREQkAfPnz0dUVBQKCgrQr18/fP311/D29oaBgYHoaERERK/t2rVruH79Otzc3NCwYUNUVVVJupejq6srTp06BTs7OwwePBhz5szBxYsXsXfvXuWxPqK6hMfZiIiIJKBnz57w8/PDyJEjYWJiIjoOERHRX1JSUoIRI0bg2LFjkMlkuHr1KqytrREQEICmTZti+fLloiNqRHZ2Nu7fvw9HR0dUVFQgODgYiYmJsLGxQUREBCwsLERHJFLBIhIREREREREJ5e/vjzt37mDDhg2wtbVFeno6rK2tERcXh6CgIFy+fFl0xBonl8uRmJgIR0dHGBsbi45D9Fp4nI2IiOgNFRMTg0GDBkFPTw8xMTEvvdbLy6uWUhEREf11cXFxiI2NRZs2bVTW27dvj7y8PEGpNEtXVxcDBgxAZmYmi0j0xmARiYiI6A3l7e2NoqIimJqawtvb+4XXyWQyTmcjIqI6rby8vNo+fsXFxdDX1xeQqHY4ODggOzsbVlZWoqMQvRYd0QGIiIjov6NQKGBqaqr8+kV/WEAiIqK6zs3NDZGRkcrXMpkMCoUCy5Ytg7u7u8BkmrV48WIEBwfjwIEDKCwsxB9//KHyh6iuYU8kIiIiCYiMjMTIkSPVntY+fvwYO3fuhL+/v6BkREREr5aRkYG+ffuic+fOiI+Ph5eXFy5fvozS0lKcOnUK7dq1Ex1RI3R0/rOv4/kpdM+m0vFBENU1LCIRERFJgK6uLgoLC5U7k54pKSmBqakpb0KJiKjOKyoqwurVq5GamgqFQgEXFxdMnz4dZmZmoqNpTEJCwkvf79OnTy0lIXo9LCIRERFJgI6ODm7fvo0WLVqorKenp8Pd3R2lpaWCkhERERGRVLCxNhER0RvM2dkZMpkMMpkMHh4eqFfvP7/a5XI5cnJyMHDgQIEJiYiIXs/Jkyexbt06ZGdn44cffkDr1q2xbds2WFlZoVevXqLjacSJEyde+r6bm1stJSF6PSwiERERvcGeTWVLS0vDgAED0LhxY+V79evXh6WlJYYPHy4oHRER0evZs2cPxo4dCz8/P6SmpuLRo0cAgHv37iE8PBwHDx4UnFAz+vbtq7b2fG8kHkenuobH2YiIiCRg69atGDVqlKTHIBMRkXQ5OzsjKCgI/v7+MDQ0RHp6OqytrZGWloaBAweiqKhIdESN+P3331VeV1ZW4vz58wgJCcHixYvh4eEhKBlR9bgTiYiISALs7OyQlpaG7t27q6yfOXMGurq66NKli6BkREREr5aVlVXt0S0jIyOUlZXVfqBa0qRJE7U1T09P6OvrIygoCCkpKQJSEb2YzqsvISIiorpu+vTpuHnzptp6fn4+pk+fLiARERHR6zMzM8O1a9fU1hMTE2FtbS0gkVgtWrRAVlaW6BhEargTiYiISAIyMjLg4uKitu7s7IyMjAwBiYiIiF7flClTMGvWLGzatAkymQwFBQVISkpCcHAwFi5cKDqexly4cEHldVVVFQoLC/Hll1/CyclJUCqiF2MRiYiISAL09fVx+/Zttae1hYWFKhPbiIiI6qK5c+fi999/h7u7Ox4+fAg3Nzfo6+sjODgYM2bMEB1PY9555x3IZDL8uVWxq6srNm3aJCgV0YuxsTYREZEEjBo1CkVFRfjxxx+V/RXKysrg7e0NU1NT7N69W3BCIiKiV6uoqEBGRgYUCgXs7OxUpo5KUV5ensprHR0dtGjRAg0aNBCUiOjlWEQiIiKSgPz8fLi5uaGkpATOzs4AgLS0NLRs2RJHjhyBubm54IRERERE9KZjEYmIiEgiysvLsX37dqSnp6Nhw4ZwdHTE6NGjoaenJzoaERGRGh8fn9e+du/evRpMUrtWrVr12tfOnDlTg0mI/joWkYiIiCQkIyMDN27cwOPHj1XWvby8BCUiIiKq3vjx41/72s2bN2swSe2ysrJSeX337l1UVFSgadOmAJ4eRzcwMICpqSmys7MFJCR6MRaRiIiIJCA7OxvDhg3DxYsXlQ06ZTKZ8n25XC4wHRER0cs9ePAACoUCjRo1AgDk5uZi//79sLW1xYABAwSn05wdO3Zg9erV2LhxIzp06AAAyMrKwqRJkzBlyhT4+fkJTkikikUkIiIiCXjvvfegq6uL9evXw9raGmfOnEFpaSnmzJmDr776Cr179xYdkYiI6IX69+8PHx8ffPjhhygrK0PHjh2hp6eH4uJirFixAlOnThUdUSPatWuH6OhoZT/DZ1JSUvD+++8jJydHUDKi6umIDkBERET/u6SkJISGhqJFixbQ0dGBrq4uevXqhS+++IL9FIiIqM5LTU1VPvCIjo5Gy5YtkZeXh8jIyL/UQ+hNU1hYiMrKSrV1uVyO27dvC0hE9HIsIhEREUmAXC5XjkE2MTFBQUEBAMDCwgJZWVkioxEREb1SRUUFDA0NAQBxcXHw8fGBjo4OXF1dkZeXJzid5nh4eGDSpElITk7Gs0NCycnJmDJlCvr16yc4HZE6FpGIiIgkwN7eHhcuXAAAdO/eHUuXLsWpU6cQGhoKa2trwemIiIhezsbGBvv378fNmzcRGxuL/v37AwDu3LkDIyMjwek0Z9OmTWjdujW6deuGBg0aQF9fH927d4eZmRk2bNggOh6RGvZEIiIikoDY2FiUl5fDx8cH2dnZGDJkCK5cuYLmzZtj165d+Pvf/y46IhER0QtFR0fD19cXcrkcHh4eiIuLAwB88cUXOHHiBA4dOiQ4oWZdvXoVmZmZqKqqgq2tLd5++23RkYiqxSISERGRRJWWlsLY2FhlShsREVFdVVRUhMLCQjg5OUFH5+mhmbNnz8LIyAgdO3YUnE4sIyMjpKWlcXcxCcciEhEREREREVEdZmhoiPT0dBaRSDj2RCIiIiIiIiIioldiEYmIiIiIiIiIiF6JRSQiIiIiIiIiInolFpGIiIiIiIiI6jAOyaC6gkUkIiIiIiIiojqM87CormARiYiIiIiIiEiwqqqqFxaLDh06hNatW9dyIiJ1LCIRERERERERCbJx40bY29ujQYMGaNCgAezt7bFhwwaVa3r16gV9fX1BCYn+o57oAERERERERETaKCQkBBEREQgMDESPHj0AAElJSQgKCkJubi7CwsIEJyRSJavi4UoiIiIiIiKiWmdiYoJvvvkGo0ePVlmPiopCYGAgiouLBSUjqh6PsxEREREREREJIJfL0aVLF7X1zp0748mTJwISEb0ci0hEREREREREAowZMwZr1qxRW//uu+/g5+cnIBHRy/E4GxEREREREZEAgYGBiIyMhLm5OVxdXQEAv/zyC27evAl/f3/o6ekpr12xYoWomERKLCIRERERERERCeDu7v5a18lkMsTHx2s4DdGrsYhERERERERERESvxJ5IRERERERERAJdu3YNsbGxePDgAQCAez2ormIRiYiIiIiIiEiAkpISeHh44O2338a7776LwsJCAMDEiRMxZ84cwemI1LGIRERERERERCRAUFAQ9PT0cOPGDRgYGCjXR44cicOHDwtMRlS9eqIDEBEREREREWmjuLg4xMbGok2bNirr7du3R15enqBURC/GnUhEREREREREApSXl6vsQHqmuLgY+vr6AhIRvRyLSEREREREREQCuLm5ITIyUvlaJpNBoVBg2bJlcHd3F5iMqHqyKrZ9JyIiIiIiIqp1GRkZ6Nu3Lzp37oz4+Hh4eXnh8uXLKC0txalTp9CuXTvREYlUsIhEREREREREJEhRURFWr16N1NRUKBQKuLi4YPr06TAzMxMdjUgNi0hERERERERERPRK7IlEREREREREJMjJkycxZswY9OzZE/n5+QCAbdu2ITExUXAyInUsIhEREREREREJsGfPHgwYMAANGzZEamoqHj16BAC4d+8ewsPDBacjUsciEhEREREREZEAYWFhWLt2LdavXw89PT3les+ePZGamiowGVH1WEQiIiIiIiIiEiArKwtubm5q60ZGRigrK6v9QESvwCISERERERERkQBmZma4du2a2npiYiKsra0FJCJ6ORaRiIiIiIiIiASYMmUKZs2ahTNnzkAmk6GgoADbt29HcHAwpk2bJjoekRpZVVVVlegQRERERERERNpowYIFiIiIwMOHDwEA+vr6CA4OxqJFiwQnI1LHIhIRERERERGRQBUVFcjIyIBCoYCdnR0aN24sOhJRtVhEIiIiIiIiIiKiV6onOgARERERERGRtvDx8Xnta/fu3avBJER/HYtIRERERERERLWkSZMmoiMQ/dd4nI2IiIiIiIhIgAcPHkChUKBRo0YAgNzcXOzfvx+2trYYMGCA4HRE6nREByAiIiIiIiLSRkOHDsW2bdsAAGVlZXB1dcXy5cvh7e2NNWvWCE5HpI5FJCIiIiIiIiIBUlNT0bt3bwBAdHQ0WrZsiby8PERGRmLVqlWC0xGpYxGJiIiIiIiISICKigoYGhoCAOLi4uDj4wMdHR24uroiLy9PcDoidSwiEREREREREQlgY2OD/fv34+bNm4iNjUX//v0BAHfu3IGRkZHgdETqWEQiIiIiIiIiEmDhwoUIDg6GpaUlunfvjh49egB4uivJ2dlZcDoidZzORkRERERERCRIUVERCgsL4eTkBB2dp/s8zp49CyMjI3Ts2FFwOiJVLCIREREREREREdEr8TgbERERERERERG9EotIRERERERERET0SiwiERERERERERHRK7GIREREREREREREr8QiEhERERERERERvRKLSERERERERERE9EosIhERERERERER0SuxiERERERERERERK/0/wde/WrNZEb4AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1200x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"filtered_all_activities = df_combined[(df_combined[\"activity_calories\"].notna())]\n",
"correlation_matrix = df_combined.corr(numeric_only=True)\n",
"\n",
"plt.figure(figsize=(12, 10))\n",
"sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0)\n",
"plt.title(\"Korrelationsmatrix - Alle Aktivitären\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cf54e6c7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"df_combine_activities_4_hours_before_sleep = df_combined[(df_combined[\"activity_calories\"].notna()) & (\n",
" df_combined[\"bedtime_activity_ending_delta\"] < pd.Timedelta(hours=4))]\n",
"\n",
"correlation_matrix = df_combine_activities_4_hours_before_sleep.corr(\n",
" numeric_only=True)\n",
"\n",
"plt.figure(figsize=(12, 10))\n",
"sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0)\n",
"plt.title(\"Korrelationsmatrix- Trainings 2 Stunden vor dem Schlafen\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e2246df2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of blue points: 39\n",
"Number of red points: 43\n"
]
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"filtered_df_combined_4h_before_sleep = df_combine_activities_4_hours_before_sleep[\n",
" (df_combine_activities_4_hours_before_sleep[\"activity_calories\"].notna()) &\n",
" (df_combine_activities_4_hours_before_sleep['sleep_duration_needed_delta'].abs() < pd.Timedelta(hours=0.5))\n",
"]\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(\n",
" filtered_df_combined_4h_before_sleep['activity_heart_rate_average'],\n",
" filtered_df_combined_4h_before_sleep['sleep_hrv_status'],\n",
" alpha=0.7,\n",
" color='blue'\n",
")\n",
"filtered_df_combined_more_than_4h_before_sleep = df_combined[\n",
" (df_combined[\"activity_calories\"].notna()) &\n",
" (df_combined[\"bedtime_activity_ending_delta\"] > pd.Timedelta(hours=4))&\n",
" (df_combined['sleep_duration_needed_delta'].abs() < pd.Timedelta(hours=0.25))\n",
" ]\n",
"\n",
"plt.scatter(\n",
" filtered_df_combined_more_than_4h_before_sleep['activity_heart_rate_average'],\n",
" filtered_df_combined_more_than_4h_before_sleep['sleep_hrv_status'],\n",
" alpha=0.7,\n",
" color='red',\n",
" \n",
")\n",
"plt.xlabel('Activity Heart Rate Average')\n",
"plt.ylabel('HRV Status That Night')\n",
"plt.ylim(60, 110)\n",
"plt.title('Training vs. Nighttime Resting Heart Rate')\n",
"plt.grid(True)\n",
"plt.show()\n",
"\n",
"\n",
"\n",
"print(f'Number of blue points: {len(filtered_df_combined_4h_before_sleep)}')\n",
"print(f'Number of red points: {len(filtered_df_combined_more_than_4h_before_sleep)}')\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 226,
"id": "da366f4a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/cp/r09cdjsd4hzc7p8vtlkxw48h0000gn/T/ipykernel_3273/2640708562.py:16: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n",
" plt.boxplot(\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"filtered = df_combined\n",
"filtered['training_this_day'] = filtered['activity_calories'].notna() & (filtered['activity_heart_rate_average'] > 120)\n",
"filtered['training_4h_before_sleep'] = (\n",
" (filtered['training_this_day']) &\n",
" (filtered[\"bedtime_activity_ending_delta\"] < pd.Timedelta(hours=4))\n",
")\n",
"\n",
"group_no_training = filtered[~filtered['training_this_day']]['sleep_hrv_status']\n",
"group_training_2h_before_sleep = filtered[filtered['training_4h_before_sleep']]['sleep_hrv_status']\n",
"group_training_more_than_2h = filtered[\n",
" filtered['training_this_day'] & ~filtered['training_4h_before_sleep']\n",
"]['sleep_hrv_status']\n",
"\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.boxplot(\n",
" [group_no_training.dropna(), group_training_more_than_2h.dropna(),\n",
" group_training_2h_before_sleep.dropna()],\n",
" labels=['Kein Training ' + str(len(group_no_training.dropna())), 'Training (>3h vorher) ' + str(len(\n",
" group_training_more_than_2h.dropna())), 'Training (<3h vorher) ' + str(len(group_training_2h_before_sleep.dropna()))], widths=0.9\n",
")\n",
"\n",
"plt.ylabel('Sleep HRV Status')\n",
"\n",
"plt.title('Sleep HRV Status nach Trainingszeitpunkt')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 361,
"id": "f0c1b3b4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"13"
]
},
"execution_count": 361,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"# Show all rows\n",
"pd.set_option('display.max_rows', None)\n",
"\n",
"# Show all columns\n",
"pd.set_option('display.max_columns', None)\n",
"\n",
"# Prevent truncation of column content\n",
"pd.set_option('display.max_colwidth', None)\n",
"\n",
"# Optional: prevent line wrapping for wide tables\n",
"pd.set_option('display.expand_frame_repr', False)\n",
"\n",
"# Now display your DataFrame\n",
"filtered # or use print(df_combined) if needed\n",
"len(filtered)\n",
"\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}