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openrun/notebooks/04_efficiency.ipynb
2026-05-18 12:53:24 -04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 04 — Are you running more efficiently?\n",
"\n",
"Heart rate and speed as a function of distance, year over year.\n",
"\n",
"## Method\n",
"\n",
"**Efficiency metric:** *meters per heartbeat* = `distance_m / (duration_min × avg_HR)`.\n",
"Higher = more forward motion produced per beat = more aerobically efficient.\n",
"\n",
"**Controlling for confounders:**\n",
"- Distance: longer runs naturally drift HR up and pace down → we bucket by distance.\n",
"- Effort type: hard intervals are not comparable to easy aerobic runs → we report an *all runs* view and an *easy runs only* (HR < 155) view.\n",
"- Activity type: filtered to `running` (excludes trail, cycling, etc.)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"322 runs with HR + pace, 2022-2026\n"
]
}
],
"source": [
"import sys\n",
"sys.path.insert(0, '..')\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from analysis import open_conn, load_activities\n",
"\n",
"pd.options.display.float_format = '{:.2f}'.format\n",
"conn = open_conn()\n",
"\n",
"runs = load_activities(conn, type='running').dropna(subset=['avg_hr','pace_min_per_km'])\n",
"runs['mpb'] = runs['distance_m'] / (runs['duration_s'] / 60 * runs['avg_hr'])\n",
"runs['dist_bucket'] = pd.cut(runs['distance_km'],\n",
" bins=[0, 3, 6, 10, 16, 22, 100],\n",
" labels=['<3 km','3-6 km','6-10 km','10-16 km','16-22 km','>22 km'])\n",
"print(f'{len(runs)} runs with HR + pace, {runs.year.min()}-{runs.year.max()}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sample sizes\n",
"Year-over-year claims need enough runs in each bucket. Buckets with <5 runs in a year are noisy."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>year</th>\n",
" <th>2022</th>\n",
" <th>2023</th>\n",
" <th>2024</th>\n",
" <th>2025</th>\n",
" <th>2026</th>\n",
" </tr>\n",
" <tr>\n",
" <th>dist_bucket</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>&lt;3 km</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3-6 km</th>\n",
" <td>32</td>\n",
" <td>32</td>\n",
" <td>15</td>\n",
" <td>32</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6-10 km</th>\n",
" <td>9</td>\n",
" <td>29</td>\n",
" <td>34</td>\n",
" <td>16</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10-16 km</th>\n",
" <td>14</td>\n",
" <td>12</td>\n",
" <td>11</td>\n",
" <td>13</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16-22 km</th>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>&gt;22 km</th>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"year 2022 2023 2024 2025 2026\n",
"dist_bucket \n",
"<3 km 2 2 3 5 1\n",
"3-6 km 32 32 15 32 12\n",
"6-10 km 9 29 34 16 5\n",
"10-16 km 14 12 11 13 4\n",
"16-22 km 0 4 7 7 2\n",
">22 km 0 5 6 8 0"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"runs.pivot_table(index='dist_bucket', columns='year', values='activity_id',\n",
" aggfunc='count', fill_value=0, observed=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Yearly summary (runs ≥ 5 km)\n",
"\n",
"If `m/beat` is *increasing* year over year → more efficient.\n",
"If it's *decreasing* with HR roughly constant → losing fitness *or* something is off (sensor, conditions)."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>runs</th>\n",
" <th>median_pace</th>\n",
" <th>median_hr</th>\n",
" <th>median_mpb</th>\n",
" <th>total_km</th>\n",
" </tr>\n",
" <tr>\n",
" <th>year</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2022</th>\n",
" <td>39</td>\n",
" <td>5.98</td>\n",
" <td>152.00</td>\n",
" <td>1.08</td>\n",
" <td>334.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023</th>\n",
" <td>63</td>\n",
" <td>6.16</td>\n",
" <td>147.00</td>\n",
" <td>1.09</td>\n",
" <td>682.24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2024</th>\n",
" <td>62</td>\n",
" <td>6.46</td>\n",
" <td>146.00</td>\n",
" <td>1.04</td>\n",
" <td>710.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2025</th>\n",
" <td>47</td>\n",
" <td>6.90</td>\n",
" <td>149.00</td>\n",
" <td>0.94</td>\n",
" <td>705.61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026</th>\n",
" <td>14</td>\n",
" <td>7.93</td>\n",
" <td>150.50</td>\n",
" <td>0.81</td>\n",
" <td>145.87</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" runs median_pace median_hr median_mpb total_km\n",
"year \n",
"2022 39 5.98 152.00 1.08 334.63\n",
"2023 63 6.16 147.00 1.09 682.24\n",
"2024 62 6.46 146.00 1.04 710.54\n",
"2025 47 6.90 149.00 0.94 705.61\n",
"2026 14 7.93 150.50 0.81 145.87"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"serious = runs[runs['distance_km'] >= 5]\n",
"yearly = serious.groupby('year').agg(\n",
" runs=('activity_id','count'),\n",
" median_pace=('pace_min_per_km','median'),\n",
" median_hr=('avg_hr','median'),\n",
" median_mpb=('mpb','median'),\n",
" total_km=('distance_km','sum'),\n",
").round(2)\n",
"yearly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Meters per heartbeat — the headline efficiency view\n",
"\n",
"One line per year. Each line shows the median efficiency at each distance bucket."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1100x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eff_pv = runs.pivot_table(index='dist_bucket', columns='year',\n",
" values='mpb', aggfunc='median', observed=True)\n",
"fig, ax = plt.subplots(figsize=(11, 5))\n",
"eff_pv.plot(ax=ax, marker='o')\n",
"ax.set_ylabel('Meters per heartbeat')\n",
"ax.set_xlabel('Run distance')\n",
"ax.set_title('Aerobic efficiency by distance, year over year')\n",
"ax.legend(title='Year')\n",
"ax.grid(alpha=0.3)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Same picture split out: HR and pace separately"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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rSb0xjxKUMRDkcxpJSkrC8OHD1QRSIhnlTr0Udm4N6RtJqZbISvMJ3/79+636TDK5lshAaVK0Wybgjz76qBIJJXqhufSWjriW5Dsgk1j5QdJclKBsIxNOuQ6Md+YJIYSQroYjzg+NyHxO/i03n2M0nhuJwCUuye+//36Tm87GG7XG/vnrr79UFF5zWQLW9mFrApakRJvPPSzN52T+IkYZMp+TG8hi1CaZMK0h4yfHMEY8tnU+J8jcWZqYr8mNZTm+RP1JJkhz8zm5NmQeKRGCEiHaOILvVJD+ls8iBiEiMDa3jSBCraXsHUIIXYYJ6RaISCOpoE8++aSKMGsOEcXkDq3cBW2M1M8zuqfKP5oy4RGxyPxOnDWTDeMdPfP3yXMR49oTS8eRGiuS9mEJiQYUp1uZiEqUmvSFOSJWyZ1Co0OakbfeegudjUyuRLATNzRrkLH717/+1aAf5LXcjZbaNeZIOolE5slYSjqMRAy0hjjAyTHM+0auI2vExMYueIJx4ibjIRiFzMbuvR1xLUm6i+yjsVOd+XEkpVmOLds0vhMtr0UkJoQQQuwdR5wfmt8s/f77702v5YbwJ598ouYgxmgxOafG/85L+q1ELTaeO0jtOUtzQuP7re3D1jA/huxbXkufyzy18XxOxDCJuJPPYc0NZOOcT8rTmGPN+Imo17ivGs/njLWvrZnPWXvc5pB0ZbnhLFlCjSMMjccRd2fJJJIb0ZbqHoqQTYijwwhBQroJN9xwQ6vbSIqt3CleuHAhduzYgVmzZqlJhtyhkwmQTMqkvowISQ888IDaTlJKRRCSIsySQml+x9QSkgIid+Tk/TKhkn+IpUZee0fZSRFqqScin1uKI8tdSUkJaC6VYMSIEaqejESmycSlcbpwREQE7r33XpX6cMEFF6gUhp07d5o+c0tFmtsbGRM5F5nkiXgp59ISUhNPxEOpLyN3lSUKQMb3vffea3InW9KHHnroITVJFpMQa+rhyY8IueMtNQDlGFKvRSIzLdV8aYxM1CRlWO5ky51pqRsjoq0InkZDF7leJI3p3XffhZ+fnxIIpdhzR1xLEgkgk2iZDMt1b0xVWbNmjVonNXnkmM8++yweeeQR9Xll0innJdGn0m+33XabOidCCCHE3nG0+aERmQ/dcsst2Lx5s5rjffDBB8jOzsaHH35o2kY+g8xTJCtD5pUSxShRd43r+ElEo4iJ8+bNw6ZNm5TBhWRmSESgmNGJoZy1fdgSUvpG5n0yZjIPkn6VciuSFtw45VjmVXJjV/YtQl9ztQsbC3hSMkbmYTKHk88skXsSTdkackNd3idRpzKOYlTz73//W42jXAeCREbKHFHmodL/Esko2SnSJJvnxRdfVMKcmPrJzenmsnqswTinFwFWxkNu5kotQxlvmRfLOMi5iSAu8z75HSCiqfSjZMhIv8rc1hY3/gmxK2xtc0wIaTsffvihqF76zZs3t7hdfHy8/txzz22y/L333tOPHDlS7+Xlpffz89MPHjxY/9BDD+kzMjJM22i1Wv1TTz2lj4qKUttNnTpVv2fPHrXPG264wbTdypUr1bnIo5HU1FT9zJkz9b6+vvrQ0FD9rbfeqt+5c6faTs7diOzHx8enyfktWLBAbdsa69at048bN06dX3R0tPoMv/32W5PzMfLoo4+qdX369LG4v9raWv3jjz+uj4yMVPucPn26fu/evfqQkBD93//+91bPR/Z95513Wj1mxs+Zm5vbZPvi4mJ9QECA/owzzmjxmLI+MTFRv2XLFv348eP1np6eaozeeuutZt9zzjnnqOOuX79eby35+fn66667Tu/v76/OS55v3769yZg2Hrvly5frL7zwQjU+7u7u6vGqq67Sp6WlNdj/jz/+qB80aJDe1dW1wT474lqScX7ppZf0AwYMUOcUFhamP/vss/Vbt25tsN23336rnzRpktqvNNlexnf//v1W9xshhBDSWXB+2HD+K3PCIUOG6D08PNS/4d98802D/tJoNPr777/fNNedOHGifsOGDWpu1Xj+VVFRoeaRPXv21Lu5uam54qWXXqo/dOhQm+fYljDOY2R/s2bN0nt7e+sjIiLUPEbm5Ja444471Bzn888/t/oaqays1N9zzz1qbivHO//88/UnTpxQ+5FjNb6Wjhw5ol5v27ZNzd/i4uJUf4aHh+vPO+88Nf80R+aW8vllfmW+z5MnT+ovvvhifWBgoJpHXnbZZapPGh+3ublx4/Mx8sEHH+iHDx+uzikoKEiN2x9//NFgG/lNcNZZZ6njyjy5d+/e+htvvLHJuRPiiDjJ/2wtShJCiL0iaQ8SiSgRY3Insjsgd3flLrg1d4QJIYQQQroSUm9PotJ++eUXdGfEWETqH4ppjDFdlxBC2kL72VcSQkgXR5yHG2OsbzJ16lR0BzIzM1WahKRPEEIIIYSQrodGo1HuwlLfkGIgIeRUYQ1BQgipQ2qefPTRR6oWihTiXrt2Lb744gtVB0bqjHRlpE6LuND95z//UTVtpM4NIYQQQgjpOkgtZqldKA7JYnImNacJIeRUoSBICCF1DBkyRDkNS9FjcaMzGo1IunBXZ/Xq1apodlxcnCoMbXTYI4QQQgghXQNxFr7mmmuUiYgYpBmdfgkh5FRgDUFCCCGEEEIIIYQQQhwI1hAkhBBCCCGEEEIIIcSBoCBICCGEEEIIIYQQQogDwRqCAHQ6HTIyMuDn5wcnJydbjwkhhBBCSLug1+tRWlqK6OhoODvzPrDAeR8hhBBCuiNtnfdREASUGBgbG9sZ40MIIYQQ0umcOHECPXr0YM9z3kcIIYSQbs4JK+d9FAQBFRlo7DR/f/8OvSOdm5uLsLAw3qW3Mzg29g3Hx37h2Ng3HB/7pbPGRhzT5aanca5DOO8j/Nto7/DfLvuFY2PfcHzsF52dzvsoCIrVcl2asIiBHS0IajQadQym7dgXHBv7huNjv3Bs7BuOj/3S2WPDkihN+4LzPseFfxvtG46P/cKxsW84PvaLzk7nfSwmQwghhBBCCCGEEEKIA0FBkBBCCCGEEEIIIYQQB4KCICGEEEIIIYQQQgghDgRrCLYBrVaLmpqa08obl/dL7rij1hB0c3ODi4uLrU+DEEIIIYQQQgghXURP6cro2lELcnd3bzc9iYKgFej1emRlZaGoqOi09yMXQmlpqUMX9w4MDERkZKRD9wEhhBBCCCGEENLdaS89pSujb0ctSMTAnj17KmHwdKEgaAXGizc8PBze3t6nPIByEdTW1sLV1dUhxTD5/BUVFcjJyVGvo6KibH1KhBBCCCGEEEIIsXM9pSujbyctSETFjIwMZGZmIi4u7rT7koKgFWGtxos3JCTktDrb0QVBwcvLSz2KKCh9yvRhQgghhBBCCCGk+9GeekpXRt+OWlBYWJgSBWV/UpLtdHDMQnZtwJjjLko2aR+Mfemo9QMIIYQQQgghhJDuDvWU9seYKixi6+lCQdBKHDWiryNgXxJCCCGEEEIIIY4BNQD77EsKgoQQQgghhBBCCCGEOBAUBAkhhBBCCCGEEEIIcSAoCNppwcmZM2firLPOarLunXfeQWBgIE6ePGmTc+uOaHV6bDycj9/3FahHeU0IIYQQcqrodHqkpxXixO5i9SivCSGEENLxUE+xHroM22lO+IcffojBgwfjX//6F26//Xa1/MiRI3jooYewePFi9OjRo92LfZ6uQ01XZNmeTDz1cyoyizV1S44gKsATC84fhNlJUTY+O0IIIYR0NQ5tz8Garw6gvKiqbkk6fAI9MPmKvug9PNzGZ0cIIYR0b6inWA8jBO2U2NhYvPHGG3jggQeUECgq9y233IJZs2Zh+PDhOPvss+Hr64uIiAhcd911yMvLM7132bJlmDRpkookFGvv8847D4cOHTKtP3r0qPqSfPXVVzjjjDPg6emJzz77DI4oBv7fkm1mYqCBrGKNWi7rCSGEEELaIgYu+9ceMzHQgLyW5bKeEEIIIR0L9RTroCBox9xwww2YMWMGbr75Zrz11lvYs2ePihicPn26EgW3bNmixL/s7GxcfvnlpveVl5dj3rx5av3y5cvh7OyMiy++GDqdrsH+H374Ydx7773Yu3evxfTk7oykBUtkoKUEHuMyWc/0YUIIIYRYg6QFS2RgS6z9+gDThwkhhJBOgHpK6zBl2M557733kJiYiOTkZHz77bdKEBQx8Pnnnzdt88EHHygFPC0tDf369cOcOXMa7EPWh4WFITU1FUlJSablc+fOxSWXXAJHZNORgiaRgY1FQVkv243vHdKp50YIIYSQrkfmgaImkYGNKSusUtvF9A/qtPMihBBCHBXqKS3DCEE7Jzw8XNUQHDhwIC666CLs3LkTK1euVOnCxjZgwAC1rTEt+MCBA7jqqqvQq1cv+Pv7IyEhQS0/fvx4g32PGjUKjkpOafNioDlP/pyCTzceU2nEhBBCCCHNUV5S1a7bEUIIIeT0oJ7SMowQ7AK4urqqJpSVleH888/HokWLmmwXFWUwwZD18fHx+Pe//43o6GiVKiyRgdXV1Q229/HxgaMS7udp1Xb7s0rx+A97VBsaG4hZgyJwVmIEeof5qjqMhBBCCCGCj79Hu25HCCGEkNOHekrzUBDsYowYMUKlDkvUn1EkNCc/Px/79+9XYuDkyZPVsrVr19rgTO2bMT2DlZuwRP5ZqiMoUl+onwdumpiAP1Ozse14EXaeMLSXftuPXqE+ODMxQgmEw2OD4OxMcZAQQghxZKL6Bio34ZbShn2DPNR2hBBCCOl8qKc0hCnDXYw777wTBQUFKiV48+bNKk34t99+w0033QStVougoCDlLCy58gcPHsSKFSuUwQhpiIuzExacP8hitxilvWcuTMQdU/vguzsmYtP8GXj+4sGY2j8M7i7OOJxXjn+tPow5izdgzPPL8ch3u7ByXw40NVp2NSGEEOKAyM3ByVf0bXGbSZf35U1EQgghxEZQT2kIBcEuhqQAr1u3Tol/s2bNwuDBg5U5SGBgoHITlvbll19i69atKk34vvvuw0svvWTr07ZLZidF4d4ZTSfukQGeWHztCLXeSLi/J64eG4ePbhqDrY/PxFtXD8cFQ6Ph5+GKvLIqfLHpBG76aDNGPvMH7vxsG37ckY7iyppO/kSEEEIIsSW9h4dj9u1JKlLQHCdn4Kxbk9R6QgghhNgG6ikNcdLr9ZYyJh2KkpISBAQEoLi4WJlwmKPRaHDkyBH07NkTnp7W1Z1rDunq2tpalerryPXn2rNPT5fn/7sX7yUfxpS+oZjZ2w99eoRhbK9QFUFoDdW1Ovx1JB+/p2Tj99QsZJsVCnd1dlIOxWcOilAtKsCrAz9J90bqYObk5KiisCJ6E/uBY2PfcHzsl84am5bmOI5KZ/SJTqdHeloB0g/nYsf/sqCt0eGCucMQOyC4Q45H2gb/Nto3HB/7hWNj39jj+NjTb39bom9HLailPm3rHIc1BIlDs3p/rnqcMyIGY6NcER4e0qZUHndXZ0zuG6baUxckYnd6sRIGRSA8kFOGNQfyVHvixxQM6RGgag7OSoxE33CakhBCCCHdFZlLxPQLgltgDTRFQEpyBlKS0ykIEkIIIcRuoCBIHJbM4krszy6F6H+T+oaipqzotCf/4kQs7cGzBuBwbhn+SJXIQTElKcSuk8Wqvfx7GhJCvJUwqExJ4oKsjkgkhBBCSNcicVK0EgSP7MhDeXEVfALoMkwIIYQQ20NBkDgsyWmG6EAR8IK83ZFT1r777xXmi9vPkNYbuaVVWL7XIA6uPZCHo/kVKlVZWqivO2YMkMjBCEzsEwpPN5f2PRFCCCGE2IyQHr6I7BWArMPF2LsuE6POSeBoEEIIIcTmUBAkDsvqOkHwjH5hHX6sMD8PXDkmTrWyqlolRv6ekoXl+3KQV1aNr7acUM3b3UWdj4iD0/tHIMDbrcPPjRBCCCEdS9KUaCUIpqxNx4jZ8XQaJoQQQojNoSBIHJJarU7V9ussQdAcXw9XnDM4SrUarQ5/HS5QdQclvTizWIP/7clSTdKIx/UKxqxBkcqUJDqQpiSEEEJIV6T3yHCs+eYAygqqcDwlHwmDQ219SoQQQghxcOzDeoaQTmbHiSKUamoR6O2GIT0Cbdb/bi7Oqn7h0xcmYf3D0/HzXZNw9/Q+6B/hB61Oj3UH87HgpxRMeGEFzv/nWvxz+QHsyypRLkWEEEJIdyM5ORnnn38+oqOjlQvfDz/80GD9d999h1mzZiEkJESt37FjB7oCrm4uGDg+Sj0XcxFCCCGEEFvDCEHi0OnC4g4skXg6ne0FNvlhM7hHgGr3z+qPo3nldaYkWdhyrFA5GEt75Y80xAV7mxyLR8bTlIQQQkj3oLy8HEOHDsXNN9+MSy65xOL6SZMm4fLLL8ett96KrkTi5Bjs+PMEju7JR0l+JfxDGPlPCCGEENtBQZA4JJ1ZP/BUSQj1wa1TeqmWV2YwJRGBMPlAHo4XVOA/a4+oFuzjjpkDw1VqsUQb0pSEEEJIV+Xss89WrTmuu+469Xj06FF0NQIjvNFjQBBO7itE6toMjLuwt61PiRBCCCEODAVB4nCIuLbrZLF6PqVv16jhE+rrgStGx6lWXlWLNQfElCRbmZIUlFfj6y0nVfNyM5iSSM3BGQPDEejtbutTJ4QQQohZlKASBNdlYvR5PeHiwuo9hBBCCLENFASJwyFimjAoyh/h/p7oavh4uGJ2UpRqYkqy+YiYkmQr1+KMYg2WpWSpJqnQYxKClWOxCIQ9grxtfeqEEEJIp1NVVaWakZKSEvWo0+lU6yhk31Lz1/wY8UOC4e3vjoqSahzenoPeI8I77PikbWND7AeOj/3CsbFv7HF8jOdkbI6Mvu7zn24/GPvS0jymrWNPQbCTEIOITUfykVlUgahAb4zpGaIEm45i4cKFqvD2vn374OXlhQkTJmDRokXo37+/aRuNRoP7778fX375pZoon3XWWXjnnXcQERGh1u/cuRMvvPAC1q5di7y8PCQkJODvf/877r33XtM+5BiLFy9WRb1lH4mJiXjyySfVvuyV1fvr0oX722+6cFtMSSb0CVVtwfmDkJJRooRBEQj3ZZViw+F81Z76ORWJ0f4qrVgEwgGRfqpmISGEENLdkTnRU0891WR5bm6umgt1FDIpLy4uVpN2Z+f6SMC4of7YtyYP25cfg1+PDjs8OYWxIfYBx8d+4djYN/Y4PjU1Neq8amtrVTtdTUVq6+eUViHczwOjOriW/qJFi5S52f79+5WmMm7cODz//PNNNJWHHnoIX3/9tdJDzjzzTPzzn/9soKm89NJLWL9+vdJU4uPjcdttt+Huu+827eP777/He++9p7aVfQwaNAiPP/64MlGzhPSj9Gl+fj7c3NwarCstLW3TZ6Qg2Aks25OpBJnM4vpJZ1SApxJwJMqrI1i9ejXuvPNOjB49Wl0w8+fPVxdUamoqfHx81Db33Xcffv31V3zzzTcICAjAXXfdpQp4r1u3Tq3funUrwsPDsWTJEsTGxqqLWC5eFxcXta3RDVAuevliBAYG4sMPP1TugH/99ReGDx8Oe0PMQ6QGnzDVjusHngoi8CXFBKg2b1Z/HM+vUIYkIg5uOVqgxEJpr/2Zhh5BXiZxUP6QujJliRBCSDflkUcewbx58xpECMq8JiwsDP7+/h12XJmsy7/NchzzH2Zes/yxb20eco+Uw13vq2oLks6lubEh9gHHx37h2Ng39jg+IpiJSOXq6qraqbJsTxae+iUVWWaaSqRoKueJphKJjmDt2rUNNJVHH30U5557LlJSUkyayoMPPoj//ve/ShAUTUWEviuuuEK9VxCRT8TBTz/9FJGRkdi8eTNuv/12JeQZNRXRXxprKhdffDE2btxoUVORfpTxDQkJgadnw4zHxq9bw0nv6HGbdRNDGTxR0xtPDOUCPnLkCHr27NnmzjWKgf+3ZBsad7JRx1587YgOEwUb3wUXcU+EwilTpqjPKn8oPv/8c1x66aVqG4kmHDhwIDZs2KDUb0vIF2Lv3r1YsWJFs8eSKEH5EjzxxBMW159un54Ou04W4YK31sHXwxXbnzhTRdgZ/3jm5OSoPrKXP57tSb6YkuzLUXUHJWW6qrY+lDjI2w0zBkYo12JxXfZyd4G90d3HpyvDsbFvOD72S2eNTUtzHHtHftTIXfOLLrqoyToxFZF5xPbt2zFs2DC77JOWxviXt3fi2O58DJsZi4mX9u2wcyBtHxtiezg+9gvHxr6xx/Fpj9/+3UFT0ev1SlQUMU+EwNPRVFrq07bOcRgh2EZkICtrtFaHtC74KaXJhav2U3cBP/lTKib2CbUq1FUMI041zVMuCCE4ONgU/SfhuzNnzjRtM2DAAMTFxbUoCMp+jPto7o+Q3AFoaRt7SBee2CfEJAY6AiG+Hrh8VKxqFdW1SE7LU9GDy/fmoLCiBku3nlTN080ZU/qGYVZiJGYMCEeQD01JCCGEdB5lZWU4ePCg6bVMeKUsicwrZI5SUFCA48ePIyMjQ62XNB5B7rpL6yokTY5RguDeDZkYe2EvuLrZ3804QgghpCOgplJsN5oKBcE2ImLgoCd+a5fOF1Ewq0SDwU/+btX2qU+fBW/3tg+ZXFBz587FxIkTkZSUpJZlZWXB3d1dhaSaI+Gsss4SkjL81VdfqTTj5nj55ZfVZP7yyy+HPbI6ra5+YD/HLeIt15CEVUurFVOSo4WG1OKUbKQXVRoMSlKzIRr1aGVKEqmiB2ODmdJECCGkY9myZQumTZtmem1M9b3hhhvw0Ucf4aeffsJNN91kWn/llVeqxwULFqgaxl2FuKQQ+AZ7oKygCoe25aL/2K4jZhJCCCGnAzWVr+xGU6Eg6ABImu+ePXtMeeyngrz/wgsvVBPu5opbSqisFO3+8ccfVSitvVFcUYNtxwvV8yn9Qm19OnaB1A4c3ztEtSfOG4TUTDElMQiCezNL8NeRAtWe+SUVA6PElCRC1R0Uh2aakhBCCGlvpk6d2qL73o033qhaV8fZ2QmJk2Lw10+HkZKcTkGQEEIIcQBN5aKLLrIrTYWCYBuRtF2J1LOGTUcKcOOHm1vd7qObRmNMz2Crjt1WJD/9l19+UeYfPXrUW9lJWk11dTWKiooaRAlmZ2c3SbkRI5IZM2YoQ5HHHnvM4nHEqfhvf/ubMigxT0O2J9YdyoNOD/QJ90WPIEa7NUYEvsToANXuO7MfThSIKUm2ci3efLRACYTS3lh+ADGBXkoYPHNQBMYkBNOUhBBCCGkjAydGYfMvR5B5qBj56WUIifFlHxJCCOn2OKqmMnv2bNx66612palQEDwF0cTatF0xaBA3YXHCsXSv26nOGUe2a2+7bLm7Lg43Uox71apVquCkOSNHjlTONsuXL8ecOXNMdXikLs/48eNN24mDzvTp01WqznPPPWfxWF988QVuvvlmdQGL6469smp/jno8o5u5C3cUkiJ8y6SeqhWUV2OFMiXJQvKBXJVa/OG6o6oFerth+oBw5VoskZenktZOCCGEOBo+AR7oOSxUpQzvSU7HGVf1t/UpEUIIIR2Oo2oq1157rd1pKvzl3oHIBbng/EHKEUcuTfML2Hipyvr2vnCNIa0Sbiqhpn5+fqa6gOI44+XlpR5vueUWVZtHilWKA41c7HLhGg1FJKRVLtyzzjpLbWfch4uLi3LTEeQYIha+8cYbGDt2rGkb4zHsBfky19cPpCDYVoJ93HHpyB6qVVZrlVOxRA8u35utTEm+25aumoers/pjLNGDYkoiZiaEEEIIsUzilBglCO7/KwvjL+4Nd09OzQkhhJDuqKnMnTtX7UMEUXvRVBzHZtVGiP212GCLam2OvO5Ie+zFixcrR2CpxRMVFWVqYgpi5LXXXsN5552n1GyxzZaw1u+++860funSpcpae8mSJQ32MXr0aNM27733nrLPli+L+Tb33nsv7In92aXILqlSLrrWhBKT5vFyd1FGIy9fNhSbH52JL28bh5sn9kSPIC9U1erw595sPLR0F0Y/9ycu/9cG/GfNYRzPr2CXEkIIIY3o0S8IAeFeqNFocWBzNvuHEEII6aaaSlxcHKKjo+1KU3HSt1S52UEoKSlRyqsMtqi65mg0Ghw5ckSFh3p6NrwA24JWp8emI/nILKpAVKA3xvQM6RAVuyvQXn3aFv61+hAW/m8fpvUPw4c3jbHoxJyTk6MKdzo7Uyc/FeRPyb6s0jpTkiykZJQ0WD8g0q/OlCQSidFtMyXh+NgvHBv7huNjv3TW2LQ0x3FUOqtPrB3j7X8cx/pvDyI01heXzx9N065OgH8b7RuOj/3CsbFv7HF82vO3v0FTKUBOqQbhfp4q0KeraCp6vV6Jfq6urqf973xLfdrWOQ7zEjoJuVDH9QpBbW1Au1wEpG0wXbjjkWtanIil3TuzL04WVuAPZUqSjU1HC5RYKO3NFQcRHeCphEERCEf3DIabi3OLf/j/OpyPgycL0KfMBWN7hXaZP/yEEEJIawwYH4m/fjyMvBNlyDlWiogECreEEEJIY+Q34PjeIeyYdoSCIOn2lFfVKpdc4Yz+HW/dTQyIk/NNE3uqVlhnSiICoYizGcUafLT+qGoBXm6q3qA4Fk/pFwYfj/o/S8v2ZOKpn1ORWaypW3JEFZWVOhEdFRpOCCGEdCZevu7oPTIMaX9lIyU5nYIgIYQQQjoFCoKk27PhUD5qtHrEBXsjIcTb1qfjkAT5uGPOyB6qaWq0WHsgT6UV/7k3RzkYf7c9XTV3MSXpE6pMSSTi8B9LdzVxkxKHKSkq25H1IgghhJDOJGlyjBIEpY7gxEv7wMPbjQNACCGEkA6FgiBxqHRhpmrbHk83F8wcFKGapANvPVaI31OylGvx8YIKLN+Xo1pziEAoCcMSOXjmoEimDxNCCOnyRPYOQHC0DwoyypXj8JBpsbY+JUIIIYR0c+yj0iQhHVi8c1VajkkQJPZXB0KKwT523iCsfnAqls2djHln9kPPUJ8W3yeioKQRi1EPIcQyOp0e6WmFOLG7WD3Ka0KIfSI3LJOmxKjne5Iz1PyFEEIIIaQjYYQg6dYcySvHiYJKuLmwAGlX+DE0INJftfgQb9z75Y5W33PrJ1swIj4YSdH+SIoJQFJ0AGKDvRgJShyeQ9tzsOarAygvqqrri3T4BHpg8hV90Xs4a6kSYo/0HxuJ9d8fQmFmOTIPFiG6b5CtT4kQQggh3RgKgsQh0oVHJwQ3MKsg9o3YyFtDWZUWyWm5qhnx83RFogiE0QEGkTDGHz1DfZlaTBxKDFz2rz1Nlos4KMtn355EUZAQO8TdyxX9RkcgdW2GihKkIEgIIYSQjoQKCXGY+oGk6yBpxOImLAYilpKmpIZgRIAn3rl6BPZmlWBPeglSMoqxL7MUpZpabDxcoJoRLzcXDFIioT8S6yIJ+0b4ws2FVRNI90LSgiUysCXWfn0APYeGwdlZvkmEEHsicXK0EgQPbctBxWV94e3vbutTIoQQQkg3hYIg6baIm+3Gw4Yac1P7M0Wuq9UWXHD+IOUm7KwHYmqd4aN3QrmTHumuOuidgCfPH4QR8UGqGanR6nAguwx7MoqRkl6MPRklSM0oQWWNVpmXSDPi7uKMAVF+SFSRhIaIwv6Rfsr0hFiJTgscXQfP9DSgoh+QMBFwZv/ZgppqLYqyK3B4e65ZmrBlygqrkHmgCDH9mY5oK/RaLSo2b0b1oUOo6N0bPqNHw8mF3x0ChMf7IzzeDznHSrFvQyZGnBXPbiGEEEJIh0BBkHRbNh0pgKZGh0h/T/SL8LX16ZA2MjspCi+N74PDv5+Ej7Y+kqncRY9es3qo9Y2RiD+JBJSGUQaHRnEyPpJXpqII9yiRsBgpGSUqknDXyWLVzIXIvuG+9SJhTAAGRfkz3dwSqT8By/4B55IMBBqX+UcDsxcBgy7g9d4BiMlARUk1irIqUJhdgcKscsPzrAqUFmjatK/ykpZFQ9JxlPz+O7KfX4jarCzDWMhkLDISEfMfgf+sWex6gsQpMcj5dB9S1qRj+JlxcGI0LyGEEEI6AObLdWokzRo4pXyrHtXrDmThwoUYPXo0/Pz8EB4ejosuugj79+9vsI1Go8Gdd96JkJAQ+Pr6Ys6cOcjOzjat37lzJ6666irExsbCy8sLAwcOxBtvvNFgH2vXrsXEiRPVPmSbAQMG4LXXXoO9pQuLYQXpenXQsv+X3kAMFOS1LJf11iAiX59wP1w0PEa5GX9523jsWjALyQ9OwzvXjMAdU3tjSr8wBPu4K/FwX1Ypvt12Ek/9nIrL3t2ApCd/w/RXVuGeL7bjveRDWH8wD8UVNYCji4FfXw+UZDRcXpJpWC7rySmjrdWhILNcRfttXXYUf36UiqWLtuA/89bgo3+sww+vbcfqz/dj14qTOJ5aYBIDPXxcERzdskO3ER9/D46QjcTA9HvnmsRAI7XZ2Wq5rCek76gIVU+wJE+DE/vqy18QQgghDo1oKEfWALuXGh67kKYSFxcHf39/DBo0yK40FUYIdmIkjVNJRn2Hd3AkzerVq9WFKRdwbW0t5s+fj1mzZiE1NRU+PoYfjPfddx9+/fVXfPPNNwgICMBdd92FSy65BOvWrVPrt27dqi78JUuWKFFw/fr1uO222+Di4qK2FWRf8nzIkCHquVzMt99+u3ou29qFINif9QO7Gh1dB00E4rgQb9XOGRxlir7KKtGYIgmlJqE8l2WHc8tV+2lnvQAmbsZG4xIxMZGowjA/BxBZ5B/eZf+QHrOwUpY5AcseBgacy/ThVtCU16g0X4n0kyg/afK6OLcSep2+mWsX8Av1QlCkN4IivBEU6YNAeR7pDS9fd/Xd+WT++hbThn2DPBDV1xTXSToxTVgiA6G3MLayzMlJrfebMYPpww6Om4cL+o+LxO6VJ5GSnIG4QSG2PiVCCCHELjSVBgEJXUhT+fTTTxEVFYVNmzYpvcReNBUnvfwKdnBKSkrU4BUXFyvVtrHie+TIEfTs2ROentY5n1qMpGny47lOxLj8k05Jr8vNzVUXolzUU6ZMUZ81LCwMn3/+OS699FK1zb59+1QU4IYNGzBu3DiL+5EvxN69e7FixYpmjyVfALl45aK3xGn3qRWcLKzApEUrVXTYtsfPRICXW4vb63Q65OTkqD5ydmbgbGej0+pQXlytIp3KCjQ4ub8Qe9dltvq+8Rf3RsKQUCVwuHt2zP2N3NIqJQ5KmrEx5fhEQaXFbSU9XVKNB4lQKCYmMQHKHKVbRajK3biPz2t9u4jBgH8U4OYFuHk3erR2Wd2jqxfQRb+XItDJNW0Q/MpVqq8hzbcclaU1LQoCIvIpsS/CG4ERPup1QLgXXFupc9mcy7ARugzbhvK/NuH4DTe0ul3cxx/DZ+yYTpnjOCqd1SenM7fIzyjDl09vUunC1z83Qf07R+xjbEjHw/GxXzg29o09jk+7/PbvBpqKXq9XoqKrq6sS/05HU2mpT9s6x2GEYFsR/bSmwvpImv891EokzT+AXlOti6SRH8enKCzIBSEEBweblOqamhrMnDnTtI2Epkooa0uCoOzHuA9LbN++XUUSPvvss7AlyWl56nF4bGCrYiDpWOSPX3VlLUoLqpQwokS/Qk2D1xLNdCq3JjZ8f0g1Y7qkX7AnfIM8DY/BHmavPeAd4HFK0YQS9SemNObGNJIynJIpxiUlSiAUofBwXrmKJpT25976dGZJRU6sEwcNEYX+iAv27roi4clN1m2XvdvQ2gtXz9MTFa1Z5+J+yn9ja6q0DaL9DM8rUJRTAW2Nrtn3yY/8wLpIv3oB0Ac+ge6nfI30Hh6O2edUYs3vGpTX1huH+LoWYNIsL7WedO7fQM2ePSj45BOrtq/NNUS3E8cmJNoX0X0DkXGgCHvXZ2D0uT1tfUqEEEJI+0BNBfaiqVAQbCsiBj4f3U7drzeEvL5gMD9olfkZgLt19aEa3ymYO3euyktPSkpSy7KysuDu7o7AwIZpYxEREWqdJeSi/Oqrr1RIbGN69OihFHNRvZ988kn87W9/gy1ZtT/HVD+QdCxaie4rrDKJfMYoPyX4qWUa1Ghar+/g7OKkxBER8eT5ib31jsDN4R/qiaqKWkMrl1aGvBNllvfv7ASfQI96oTC4TjisO6Y0qdlkDQHebpjQO1Q1I+VVtdibaYwiNDweyClDQXk11hzIU82In6erQSSsSzkWkbBnqK+KaLVLKouAPUuBbZ8AmTute8+Uh4CgeKCm0vB30+KjpWWa+ue1ZpGYtRpDq2z9ujhlnJxbFBD1rl6o0AWjsCoMhZXBKKwIQFGZLwpLvVBW3vyNB7nfExjmYUjzjfRDYJSvQfyL8O6YyNbUn9B72/XoGeKEzOqBKNcFwce5EFHu++C8TQf06Zy7qI6Mvroa5Zs3o2z5cpQuX6FqBFqLaxj/3SIGEqdEK0EwdW0GRs6Oh7OLfUR7EEIIIacFNRXYi6ZCQdABkDTfPXv2qFz0U0Xef+GFF2LBggUqb74xa9asQVlZGTZu3IiHH34Yffr0UcUzbUF1rQ7rD+Wr56wfePqRLSK0lTYT2SeP5SXVloNgG+Hp69ZAgDMJcnUCnbefu8lJ0do6aNc8PV4JfSoCsVDOx0yQNHstgqXs0/g5MlHvLGyOCIISTajOLcgsyrDuXH0C3Jv9Qebj4YpRCcGqGdHUaLE/q7QuirBEpR6LaYk4HG88XKCaES83F+WOLKnGiXV1CfuG+8Hd1dl2d+6OrTeIgKk/GMQ4wdkNcHZtKNY1wMlQz2Pqw6dfQ1CnMxy3zaJiS+ssPNfVpe7qdUB1GbRVGhRrPVBYG4jC2hgU1cagUNtDPa/Rezd7ul7OxQh0OYkg1wwEup5EkEs6glzT4eeSA2foALnXIm23u3VRjE2iIq2IenTxMEWmOzvpEeOR0nR8WOOxQ9CWlaN87RqU/rkcZatXQ1daalrn7O0N78mTUbFxI3R1EftNcHKCa0QEvEeN7JgTJF2O3sPCscb3AMoKq3B0dz56DaNYTAghhHRlTeWiiy6yK02FgmBbkR9dEqlnDfJj+jNDLnmLXLMUiJ9g3bHbiOSn//LLL0hOTlaKs5HIyEhUV1ejqKioQZSgOOLIOnOkaOaMGTNUQcvHHnvM4nEkf10YPHiw2oco2rYSBLcdL0RZVS1CfNxVBBZpHkllLCtqKvKVFta/rq1uPt3RiIursxLoDMKZ8bFeVJPXbu7Wi0Mi8k2+om+LddAmXd7XlAIsQl6Il69KsbKEiIEVxdWmiEXD56wTD+uWifApwmJ+urRyi/uRDE6JMqwXCT1USrL5cw9vV1Oqp6ebC4bGBqpmpEarw8GcsjrjEkMkYWpmCSqqtdh6rFA1I+4uzugf6aciCBProgkHRPqp/XYYZTnAjs+B7Z8C+Qfrl4cNBEZcDwy5Aji2TtXxEP2sItcNtRoXuHpq4R1Wo4LsMPuF9jEUkdon7t6GhvYvqq8pqzGk+GaWoiizxFDnL7sSJYW16rNZwslJD3/fKgT5liPIpwSBXoUI8sxHkHs2PFFkQXCsBWq86kpN1Cnn2mpD0zQjDHUoEpmeDvz1HjDgHIN468KyCqeKpPeWrliJ0uV/omLDRuhr6utCuoSEwG/6dPjNnAHvcePg7OFhchk2DIXZnZS6vxkR8x+hoQipv4bcnDFwQhS2/34cKWvSKQgSQgjpHjiopjJ79mzceuutdqWp2FQQlA596aWXVD27zMxMfP/990oxNXLjjTfi448/bvCes846C8uWLTO9LigowN13342ff/5ZFc4Um2excRbL5w5BJu3Wpu32nm74sVUi5gj65iNpZLv2+PHcKLJL+kX6dNWqVaaLy8jIkSPh5uaG5cuXqz4TxEL7+PHjGD9+vGm7lJQUTJ8+HTfccAOee+45q1OUq6qaj+zqLHfhKf1OzYG2uyDXgJgWiOBlFL8MUXP1AmCFRPdZgZe/O/yaiewTEczLz63da+KpOmi3Jym3YfNIQREeRQxsSx00uQ6UYBnkgchelkXiak2tisKor3Nonv6sQVlRFXS1esM2hVXAoeJmzSAaCKN1NQxNUYaBHhgY5a/aZXXv0er0OJJXXudsbIgmlKhCiSTcnV6sGnBCbStpxX3DfesEQkNtQtmXr8dp/DmXeqcHlwPbPgbSlgG62roP4wMMngOMuAGIGVlfX2/QBSiJewjZb3+KWjPt1NUHiLjzOvjbUTqqigzNr6x38a0z9pDnIgg2h5unSxMXX6ntFxDmpX6ktxkRf2qr2imysYVlWiv/9v72sKHJv0N+UUBAD7MW2/C1V9Ap11bsjlQdOWJIBf5zOSp37mwg7LnHx8N35gz4zZgJr6FDmoh7/nI3+I3XlZtwrVl5DokMFDFQrSfEjMTJ0UoQPJ5aoBzI5W8QIYQQ0qVxUE3l2muvtTtNxaaCYHl5OYYOHYqbb75ZuahYQlTUDz/80PTaw6Ohy9o111yjxMQ//vhDmWTcdNNNKpJNnF5sjlyQYoOtHHGcGl3AdT+u2iuSxkJIq/TBjz/+CD8/P1NdQHGc8fLyUo+33HIL5s2bpwpaigONXOxy4RoNRSSkVS5cEWFlO+M+xCJb3HSEt99+WxmRiCGJUeR9+eWXcc8998BWrN6f6xD1A2urtSbRylJkn6xryczAiKubc5PIPqMRh7wWEa01V9OOQkS/nkPDkJ5WgKwTeYiMDUVMv+AOEXqllltwlDTL/zjpJcqwtLpJZKH5axFgxVyiMFOizixHGcpX38ff3UxYrY8unBDsj7P6hCuDFEHcjI2mJVKXMCW9GPnl1SrtWNq32+p26QT0DPUxmZbIowiGUuuwRQqPAts/A7YvAUrN7tL1GG2IBky8GPDwa/I2FeX00pIm/ybXVjgZlvcY1enChgi6JiMPM3OP4pxKaGtbNvUwmHn41AmABhHQO+DUTT0sIvtykxTgjnFWN3F4NfCJFYKsiIAV+YZIRRl7ac0Zxsid1JYEQ/8YwLX7OqDqdTpodu9WtQBLly9H9SGDkZERzyFD4DdjhooEdO/Vq9XrRr4bsr3UGCw4dAjBvXvDZ/RoRgYSiwSEeSN2UDBOpBaoWoLjL+7NniKEEOI4dCNNZe7cuWofMle0F03FpoLg2WefrVpLiADYONzSiFg1S7Tg5s2bMWrUKLXsn//8J8455xzVgdHR7WX+cRpIpIzYYIubsBiIGBEVWy7cDoqkWbx4sXqcOnVqg+UirkrkpfDaa6+ZoipFfZaL9J133jFtu3TpUlXUcsmSJaoZiY+Px9GjR03K9SOPPKJsr8VCu3fv3li0aBFuv/122IKcEo1Kv5TfY5P71hs+dDWsFZ+sQYSNxiKfn1mUn6dP+0f3tSci/sX0C4JbYA3Cw4NsFvUp9Q19AjxUi+hp2cK9plqr6hU2K9IWVClxqry4WrXsIyUW9+Pq7myqtyjjNS3YE+cPiIXv+D6ocnfC4XINUnNKTXUJM4s1OJxbrtpPO+v/zvQI8jKJhFKXUJ6r4JJ9vxhqAx5eVX9QiQIbehUw/DogYlCz/aDXalV0k0VbaFnm5KTWi+DRODqqPe7SSbSoRPgV1UX8ifAnAqCK2mwhpd3g5OvdINpPlklEZ7ciYZJ1d1HnigO0E1CRBxSfAIpPmjXj63SgPMcQfZiXZmjN4RvRvGAor71DulSUoTIF+WuTSgUuE1MQc+dfV1f4jB2rBEDf6dPhFhHR5v3Ld8N7zBiUJSTAOzwcTpIeT0gzJE2OUYKguA2POb+n+ptGCCGEOAzUVDoMJ738wrIDRJCwlDL8ww8/KDfcoKAgpayK9XJIiKGW1AcffID7778fhYX1NbfEkcXT0xPffPMNLr74YovHEvHLPPyypKQEsbGxaj+i6pqj0WiU+CXhobLf00rJO74e2qIMuARGA3ETOkTF7gpIn4qAmJCQcHp9aoFvt53Eg0t3Y3BMAH68c4LVKYUZaYXIOpmHyB6hiO7X8aKTRJGZi0WGNNR6Z155LempreHqYRSOzOrZKRHJkM4r4tUppTfaESJAlW/egsLDhxDUSyJpRnXZSBqVxl1WYxhzEXfr0rlNad0i9JZYJ/R6+buZajS6+Lqh1EmPzNoaHCrXYE9ROQ4UVZpumgn9cBxXOq3ExU7r4FtbAb3WCbpaJ2hChsOl90zow4ZBV6OFvlIDnaay7lEDvaYSukp5NCyvyciEZscOw+eBE4oCRaT0h0d1CQKLDsKpToSK/ehDJXicCrU1WpUaJ6KfedRfUXal+u402yd+bvXCX0Sd+BfhrURVhyofsPdnOH1zg3pqHA/jeKnHyz4GBp5v3b7E1EVuZpkJhk4l5uLhSTg1azBTj14MUlQ0oQiEMepR3zjKUExRbIi2rAzlUsx5+XKUJ6+BrqzesdzZxwc+U6bAd/o0+EyeDJdGc4VTQW6oyU03uTssN+c6CpnjyByquLi4yRzHUZE+kbv6Hd0nMsY5OTkIDw8/rTHWanX4VIy2iqsx62+J6Duq7SI06ZixIR0Dx8d+4djYN/Y4Psbf/qetpxg1FakpWJZtuBkd33U0Fb1er7QqCaI63WCclvq0rXMcuzYVkXRhSSWWD3ro0CHMnz9fRRRu2LBBhVhKuKVc7OZIB0u4pjGc0xILFy7EU0891WS5TMylc82RNGT5YsngSTsd9DHjoI3UQufiAiedvr5Ol4Mh/Sh9mp+fr3Lu25Pfd51Uj6NivNQfw9ZITy3BzmVZqCwxjkUGvPxdMXR2JGIG+Z9ydJ+mrBYVxTWmVml6XqueV1c2L2qYcBKBwxXeAW7wCnBTj42fu3k6N/MHpQYaXQ00hfUul12R6uRkVPzzLejronPElsEpLAzed98F9ylT0GXxAnxjpEmapQf0tT5AdZUS3WorNNDkV6K8qNpw7ZRqUVmmQ2WlEyornVFR7Qqd3lkJh9JyjtWPsVwJfeqas84NHjXF8NDkw0uTD4/KAnhqfJFaNRqemkJ4VBXCRbnrpgOQWq0N67W2Rk7oUBzocxmqPINMyzw0heh78BuE5+1ExqIX4T5zBlwHD4ZLr95wcm36j7VysM6rRmleVV0zPC8vqmnWuVoZuwS7wy9Umkddc4dfiAfcvRsfQwuNrhSavK79PWgzIWPhMetN+K97Di7l9f8W6nwiUDLxUVSFjAWs+PtYjy/gM8DQGgfe6/Vw0hTCpSyzrmWoR+fSjPrXFblwEmFRTGrMjGoa/+XSegZD5xcFrW80tL71jzp59IuCzkuiDNt3cqvLz0fNunWoXrsOtdu2yT9Q9ecXHAy3iRPhPmkSXIcPg5O7O2SGoOYJjeYKp3RsnU5N1mSC2JGT9lIzt2PSNXFxccbASdHY8utRpCSnUxAkhBDimIj413Oyrc+iW2HXguCVV15pei5OK0OGDFEpqVLQUVxvTxVJcZU878YRgnKX3lKEoEymRWiU1h60twjW1ZB+lB8/EunZnhGCYsyw+cQu9fzs4QkqvbQlDm/PxcavDQKiOSIOyvKzbk1Er+FN6xCKE62q3WeM7jI3oCisUimjEnXYGmJaYJ4WKqYdqmafRPcFecI70F39CHBUSv/4A4ULnmySmqrPy0P5gicR8Ppr8DvzzA6vHaavqjJEylVW1kXMaaCrrKx7rIugU+vrIutUJF1Vk8g6yxF3hv2aO5MakW+GpW+H9Eatqw80nkHQeASrx6q6R41HEDSewah294fO2RWVHiGqFTVjtu1aUw6X6mK41JTAqaYM+tpy6LQVqNFpoHeqho+PM/wD/RAS7Iew0ACEhPhDm52F/b/swJ7EW5vsr8ojUC1PSvk3wvfuROXevdA5OaMqsAdqB41FVexAVPhGo6zWC0W5GmjKm78p4u7pYkrvVVF/EvEX4Q1/MfVgulzrhF8LjLkK2qPrUJJ5AP5RfeGUMBEBHXIXVaKVDDVPLKETM5XSTMtRhuJ4XHQCTnItagpUc8tNsbgfvYu7IZLQFFVoFmVoXG5Fgeqqw4dVFKCkAmt2Gf7NMOLesyd8Z0yH74wZ8Bw8uENTeUUQlBs6HR0h2N6R+MQ2DJoYja3/PYr0tCJVKkFqnRJCCCGEdFtBsDG9evVCaGgoDh48qARBqS3YOApMos/Eebi5uoPGuoSNzUkEmZA3npTLa5mwG9vpIFEAxn3Yc822jsbYl5b6+3TYcbIQRZU18PN0xYi4oBb3LYLd2m/qI1Usserz/SjKqUB5YXUDd14RBK2pN+cbaEjdNaTzNjLtCPaEh1eX+vp1eppwzsIXWqxTl7NwIXzGjIG+usZMlDM8mgt29WKcpWVm77GwTLbvVOS74eUFZ09P1YzPnbzktRecvTzh5NnMMmctnHJ3wDl9PfTlGah0CkKFSwjKffujInwiyn0GoqzSDWXF4jxdpVJva918VGsa9mWgCHqccNajpEyPknI9KjOc4Osfj6T+iabzbXz+Mj6pA65HQVANSkp0KNf7QO9cd62rYDWJjq1PxfTx1iMo2g/BcYHqB64S/iK94e3fzqYejoizM3S9pqDKdwCcbJk64u4FhPQyNEvId1pT1Ewdw7pWmgknMUApPGJodTS5QqQWZqM6hnq/aGgya1C69QBK1/yF6iNHGr5l6NA6Z+AZ8OjVzDl2EB3xb2Fj7CVliJweMndIGBKKIzvzkJKcgUmX92WXEkIIIeS06FKKxMmTJ1WaaVRUlHot7i1FRUXYunWrsnwWVqxYoe66jx071sZnS2zlLixmIq6tRNZlHihS5gQtIemMf/3Y8IejEQ9v13pzDmOEn5ljrIgZzg4c3Xe6VGzZitoW0v5FQKjNysaB8dbViWwPJF3wlMU69egJZ+N7LC3z8jIcoy0imE4HHFltMAgRoxARTCQaMMQLAYlTDE7BceObCHdyc6Kqora+bqXJuMbwvKRAo74fLnonBOqk1b1RAhkr9NAqEbG5jnKCztUTGaWeBrXGSdLdAD/PGvhU5cIj+yC8sg/CuyJbNUPaMuAWHwfvESPhPXIEXN1GAv4JpzROpAsi16cIedIiB1veRlvTKMqwkWBYdAKoLgUqC1XTpe9GRbYHStM9VdNqzCIjnQGfeC/4DYmB75hEuMX3MwiIvlVAValFZ+12R2rgHF0Hz/Q0oKIfkDCxy9TAIbYjcUqMEgT3bczE2It6wc2d1wwhhBBCuqggWFZWpqL9jEhhxB07dqgagNKkzp844Eq0n9QQfOihh9CnTx/lhisMHDhQ1Rm89dZb8e6776p6f3fddZdKNbYLh2HSqaxOMwiCZ/RrmubbmPKSlsVAI1G9AxDdL7Be7KszcXD37FJaepeICKw6eBAVW7eicus2lK1bZ/2bJbpGxDSjWNeSMNcmsc7waFjmaV9GJuL+uuMzYPunQNHx+uVRQw0iYNKlgFdgs28X0VHcpaWF9rAsfui0Bjdko1tySb4GGZllOLw3H26lrdfA9Orrhxmze6mIP/n+SNSskZqMDFRs247KbVtRsXUbqtLSUHPsOIqlff+92sYlKAheI0eYRELPgQOVYEocFBc3IDDO0JpBm5uOst9/QenKVSjfkgqdptq0ztkN8I3SwK9HBXyiquDiJtHHh4DdyYAYLpvjGdDQKVmlI5u99osS6+pT/yypPwHL/gHnkgyYvqXi/Dx7kcFFj5BmiBsYDL8QT5Tma3BwSw4GTjDcICeEEEIIORVsqmps2bIF06ZNM7021vW74YYbsHjxYuzatQsff/yxigIUgW/WrFl45plnGqT7fvbZZ0oElBRiSYsRAfHNN9+0yechtqOwvBo7Txap52f0a2g0Ywkf/6Yp45YYe0EvxPRvuRYhaTuSjqvZvVuJQRXbtqJy+w7oTqHwfez7/4HPhAmOkVoqEVJpywzRgAf/lAKHhuUeAcCQy4Dh1wHRw9rtcBLhakh1b1h/7PeVx3Dgq0Otvr/HiHDEJxoc4RvjFh2NAGnnnatea0tKULljByq2bVOCcOWuXdAWFqLsz+WqCSLKeg0ZAq8Rw+E9ciS8hg2Di18nRHIRu6YmOxtlK1ag9M/lKN+0SZzATOtcw8JUPUC/GTPhPXYMnMXYpjTLcoShcZmkLmuKDS17j+WDirGJX3S9QGhqZqKhiIqW/i6JGPj19XXVQM0oyTQsv/wTioKkWeTGSuLkaGz84TBS1qRTECSEEEJI1xUEp06dqlLXmuO3335rdR8SSfj555+385mRrsaag3mqDNWASD9EBrReQD2qbyB8Aj1aTBsWsw/Zjpw+tYWFqNy+3RQBWJmS0uCHu+Ds7a1EHokK8xo+HJkPP4JacRe29DfCyQmuERHwGTeu+4uBeQcMIuDOL4ByQxSsIn6SIRpw4PmAu3ennc60ybHYsfQgvLWSDdy07/XQo8LFsJ21uPj7w3fKFNXUPqqroUlNrROMRSTcCm1RESo2bVItXzZycoJH//7wHjHCEEk4ciTcWqgdS7oHMmeoPnRICYClKyyYgvTurWoB+s2cAc+kpKamIAES7Rcjt3ssH0BShiUC16JoeAIoyQAkzV1MUaSdaOZE3f2aCoYSafj7Y03FQMMnM+TXL3sYGHAu04dJswycEI1NPx9B9pES5B4vRVgcb4wQQggh5NRg3iPpVvUDrUkXFpydnTD5ir5Y9q9mIkAAVbBbtiNt/8Fec+KEEnOMKaHVhw832U6id7xGjjQJOp79+8PJzMk74rFHkX7vXJNRhYk6ATBi/iP2lcbbnlRXAKk/GoTA4+vrl/uEA8OuNkQDhvaxyam5uTqj16weyPrfSSX+mYuC8lqQ9bLdqSKpwUocHjYMIbfcbBCBjhwxCcoiEtYcP46qfftUK6y7KSSRh+qaUqLyCHj07dOhLrGkcxC378odO1G6/E8VMVp97Fj9SicnZQoiAqDvdDEF6Xl6B5P6geEDDK25up3lOc0LhvJYkW+oZ5i719Cs/6QG1+Vj64Gek0/vc5Bui9Qo7jU8TKUMS5Tg1Guad/gmhBBCCGkJCoKkyyOOwW2pH2ik9/BwRPUJQObB4iaRgSIGynrSOvraWmj27TeJf5ICrM3Na7Kde5/epnpwItq4xcS0GN3nP2sW8MbryH5+YQODEYkMFDFQre9uZOwwiIC7vwGqSurTE/vOMoiA/c4y1FKzMZde2B9LARz+/SR8zMoJSmSgiIGyvj2R60TcX6UFXXaZWlaTk4NKqUO4fZu67jR796rahNJKfv5ZbePs7w+v4cPq6xAOHgxnCw7zxP7QVVWhYuNGQyTgypXQ5tX/TXFyc4P3hPHwmz4DvtOmwi28E/9Wi8DsF2loPUY1L+iLsNdYMEzfCuTua/0YZdntftqke5E0OUYJgmmbsjFhTh/WNSaEEELIKUFBkHR59maVIK+sCt7uLhiZYH29P015DXKOGurWTbmyLzQ1FYiMDUVMv2BGBraArrxc1XgzRQDu2Al9RUXDjdzc4JWUZBD/RoxUooxrUNtrMYroJ+l/5Zs3o+DQIQT37g2f0aO7V2SguKLuXmoQArPM0h8D44ER1wHDrjEYDtgZIvrVnNsXK5KP4eSJAvSIDcb0KfGnFRnYFkQEcpt9Fvxnn9XsdakrKUH56mTVjEKSZztcl6Rj0BYXoyw52VAPcM0a6Mz+rjj7+cH3jDNUJKDPpMlw8W3B6drWSAp/aF9DM+fIGuDj81p/v29Eh50a6R6I2VlghDeKsiuUKJg0RdLgCSGEEELaBgXBTkKr02Jr9lZkl2UjwjcCIyNGwsW540SNhQsX4rvvvsO+ffvg5eWFCRMmYNGiRejfvz5yR6PR4P7778eXX36Jqqoq5d78zjvvICLC8GNk586deOGFF7B27Vrk5eUhISEBf//733HvvfdaPOa6detwxhlnICkpSblFdxbG6MAJvUPgIUXjrWT/X1nQ1uoQ0sMXgyZHIzc3F+HhQRQDG2GMxFLmHxKJtW8foG3oMis/1pXZgzESKylJufO2ByL+eY8Zg7KEBHiHh3ePFFBJgT62ziACSmpwrcaw3MXdUBNQagMmTDFEI9kxIv6dOTUeOTleCA8PV8ZOtsLZxwc+48er1lLkqtSylAa83zRydcQIuPXo0f3rUtoRNVlZKF2+HGXLxRRkM1Bb2yAa2G/GdPjOmGG4EdDVXabjJxjEfTEQsVhH0MmwXrYjpAXkb5SIgGu/OYA9yenKaIR/twghhDiCprItZxtyK3IR5h2GEeEjqKmcJhQEO4E/j/2JFza9gOyK+jSgCO8IPDzmYcyMn9khx1y9ejXuvPNOjB49GrW1tZg/f75yaU5NTYWPjyGy4r777sOvv/6Kb775BgEBAcqt+ZJLLlHCnrB161b1I3/JkiWIjY3F+vXrcdttt8HFxUVta444QV9//fXK7Tk7u3PTnVa1sX6gIDXJUtdmqOeJkziRNu8XS7XaGtOgVtuIEfDow1ptVlGaDez8HNj2KVBg5tQbPsggAg65AvAOtvo6Js0j9Si9khJVC77++mZrW1YfPKRa0ddfW1XbkrTD35iDB5UIKJGAmj0N67hK3UepBahMQRITu8cNACNyE3D2IuUmrIUTtnm6I9fFBWFaLUZoqqFuZ81+gYYixCr6j4vEhh8OIf9kmTIYiewVwJ4jhBDSbenqmsqnn36KqKgobNq0CbfffrvdaCpO+pZsfh2EkpISNXjFxcXw9/dvsE6i6I4cOYKePXvC8xQinuTCnbdqnqnYvhFjIf5Xp77aYRewOYbot3B1UU+ZMkV91rCwMOXQfOmll6ptJJpw4MCB2LBhA8aNG2dxP/KF2Lt3L1asWNFg+ZVXXom+ffuqC/uHH35oMULwdPvUnBJNDUY8/QdqdXokPzgNcSHWua1mHS7Gty9uhaubM25cNBFuni7IycmxeZRTZ9Ocm2sDGru5ShRVVFSnnqdOp+u646OtBQ4tN0QD7v8foK+LrnT3BZLmGITAmJEms5SuRlcem7a6X4uTsdeQIWpZV8Eexkev1aJyx446Z+DlqDl2vKEpyPDhBmfgGdPhnpCA7s6faxfihbTPkO1S/52P0OrxcL9rMHPSI506x3FUOqtPOvr7t/zjVOzbkIUB4yIx48ZB7b7/7ow9/G0kzcPxsV84NvaNPY5Pe/z27w6ail6vV6Kiq6urEgJPR1NpqU/bOsdh2EMbkYGsrK20OqR14aaFTS5ctZ+6ZaJyj40ca1Woq5er1ymnhMgFIQQHB5uU6pqaGsycWf/FGTBgAOLi4loUBGU/xn0Y+fDDD3H48GEVSfjss8+iM1l/MF+JgT1DfawWAwVjdGDvkeHw8HZTfzwdAW1JifphrqKkRATZvRv6qqoG2zh5eCjXTpUCLALIsGFw8fOz2Tl3WQqOANuXADs+A0olRbCOHmMMImDixYCHry3P0OGR+oF+06erJug0Gmh27zalGFdu3wFdaSnK169XTeHiAs9BgxoI5K6hoQ7fl42RvizfsMGQDrxiJbQFBaZ1kvorqd2+M2fAb9o0h+o/NaE99AX0ZmKgkOPirJa/Gju6Uya0pHuQOCVGCYIHtuZg4mV94elje9MpQgghpDWoqRTbjaZCQbCNiBg49vOx7TYAEvI64Uvr6gX9dfVf8HZre2SKiF1z587FxIkTVX0/ISsrC+7u7ggMDGywrdQPlHWWkJThr776SoXEGjlw4AAefvhhrFmzRqndnc2puAtXV9biwBZDCO6gSfZn1tCe1GRmNkiRrEpLM9SvM8MlKKhO2Kir/zdwYNev1WUrajTAvl8M0YBHVtcv9woGhl5lMAkJH2jLMyQtIHUvvUePVs0Y2VZ18GCDFPrazEwlGkrDxx+r7dzi48zqEI6Ee88Eh6znpUxBVq9WkYBla9c2MBsSx2ffqWcoZ2CfSZPs2xSkg5CbhHITsLmbhHKXe9GmRZgWO61D6+GQ7kNEgj9CY32Rd6IM+zZkYtjMOFufEiGEENIq1FS+shtNhYKgAyBpvnv27FHmIKeKvP/CCy/EggULVN68oNVqcfXVV+Opp55Cv379YIs7C8lGQbC/9YJg2uZs1FbrEBTpjaje3afmjl6nQ9WBgw1MFGozzCLT6qB40QFkpxhEwF1fGVyDFU5A72mGaMD+5wCuHh1xZNKBiKGN1BCUhquvVstqMjJQsW17A5FdUmCLpX3/vcOJ7NIfpctXqEjAis2bGxgOuUZGGlKBZ86A96hRyuXZkZEi2OZ1byyJglkVWWq70ZEGUZqQlpAbD4mTY7D68/1IWZOBoTNiHfJmBCGEENJVNJWLLrrIrjQVCoJtRNJ2JVLPGsRV+I7ld7S63Tsz3lGuw9Ycu61Ifvovv/yC5ORk9OjRw7Q8MjIS1dXVqnCleZSgFK+UdeZI0UwpbCmGIo899phpeWlpKbZs2YLt27ebCmJKNKIIdaJs//7775hel4rXERzKLUN6USXcXZ0xrmdIm9OFJTqwK0+cm0tvbIApvXG4ilySRzFNIO1AVSmw51uDEJi+tX65fwww/Fpg2DVAUDy7upshhjoB0s47t9k0fG1hIcokSu7P5WobJ09PVXuwO6Thy9/3qrQDKF3+p/p8UoPUHI++fQ2pwDNmwjNxUJf+G9se6PQ6HCo6hO052/HL4V+seo845xFiLf3GRGD9twdRlF2B9LQi9OgfxM4jhBBi1ziqpjJ79mzceuutdqWpUBBsI/Ljxtq03QnRE5TzTU5FjsUUIUkPkvWyXXunB8kFdPfdd+P777/HqlWrVMFJc0aOHAk3NzcsX74cc+bMUcv279+P48ePY/z48abtUlJS1AV4ww034LnnnmuwDylSuVvS5sx45513VHHMpUuXNjlmR7kLj+0ZDC936/ov93ipas6uTsqhr9sbIAweDOc6ByTSDki69cnNwLaPgT3fAzXldR3vCvQ/GxhxA9B7Ol1CHQgXSYWdMkU1QSdGPSkpqNy2rS5df5sy6qnYtEm1fEtGPfL3uNGkwZ5QpiDbtxtMQZYvV27NDUxBRo5QAqAyBYlz7JTFKm0VUvJSVJSfiIDSSqsb3ahphTBv3rQh1uPu6Yp+YyORkpyuGgVBQggh9o6jairXXnut3WkqFAQ7ELkgxQZbHHHkQjW/gI2OOP8Y848OqRUkIa3idvPjjz/Cz8/PVBdQHGe8vLzU4y233IJ58+apgpZyIcrFLheu0VBEQlrlwj3rrLPUdsZ9iOuNuOmIc5GxJqERcd0Rp5vGy+2lfqAxOrDXsDB4+dpvCp/88ak5ebJB7bLqQ4eabCfRfl4jR5qEBUltdLJBLcduT3k+sOtLQzRg7r765SF9DCnBUh/QN9yWZ0jsBGd3d3gPH65ayC23qO9y9ZEjDb7LNcePo2rfPtUKP//cFHmovsuqDuEIePTpAycbusMpU5D16w31AFeuVFGPDUxBJk5UqcC+U6fCNcT6CO3uRnFVMXbk7DAJgHvy9qBGV9PkTvSQ0CEYGj4U3+z/BoVV9X1paUI7InxEJ5096S4kTYlWYuDh7bmoKKmGt7/9zm8IIYQQR9VU5s6dq/Yhgqi9aCpUDjoYcQsUG2wpJG5eO0gm/XLhdpSb4OLFi9Xj1KlTm7jX3Hjjjer5a6+9pi5AUbOrqqrURSpqtBFRpMVaW5xupBmJj4/H0aNHYUsqq7X464jBtXKqlfUDa6q0SNtk+BIPmmhfZiL62lpo9u1vUP9Pm5vXZDv3Pr3rzQvkjkRMjMOn5HUY4jx9eKVBBNz3K2D8kS9h5uIQLEJg3DgVIUVIc8g/+B69eqkWdNllallNTg4qt203pPpv3QbN3r2qFp+0kp9/NplwiKgo4qCqQyjRvh4ebY7sk7p+cjOhondv+IwereoithSFLKYgZeIMvHYd9JWVpnXOAQHwm3oGfGfMgO/EiQ4ZeSzibkZ5BrZl10f/HSw62GS7YM9glbIyLGwYRkSMQP/g/nBzNtRPHBg8UE1o1f46cUJLujehPfwQ0dMf2UdKsHd9BkbOTrD1KRFCCCHtBjWVjsNJLzNcB6ekpESpu8XFxUrVNUej0eDIkSMqVFNU2tNxF5T89+yybET4RqgfC4466W+PPl25Lwc3fbQZMYFeWPuPaVaJYnvXZ2LFJ3vhH+qJa58eDyfn+vdInn5OTo5S40Uk7Wh05eWo3LWr3gF4x84GjpwKNzd4JSWZnEu9hg+Da5Bj1gbq1PEpPgls/wzYvgQoPl6/PGqYQQQcfCng2X3MaE6Xzv7udEe0ZeXQ7NpZXw90564mfw/EkMOzDX8PSn7/HdnPL0StmWu8mHxEzH8E/nVFjIWa9PR6U5AtWxqagkRH1aUCz1DHdTRTEPl3O60wrUH6r6SrNCbBP0EJf8PDh6vovli/lo0d/jz2Z5ObhJHekR12k7ClOY6j0ll90pl/H8VlePnHe+EX4olrnxkPZ7M5DrHt2JC2w/GxXzg29o09jk976SnGuZnMy6TespRYkXlXV9FU9Ho9amtrVV3A062x3VKftnWOwwjBTkIuVHENbK+LwNExpgtP6RdmdV/uXWdIFx44MbqBGNgZ1ObmNnAmlYgg8x/egrOfn8F0wOhMmpQE59P8o0msHaBqIG2ZIRrw4J8qdkchwt+QK4Dh1wFRQ9idpENw8fWBz4QJqlmMGN66Fdq8PFXHTxrwfosRwyIGpt8711Dz0vwyz85Wy2seehC68golAlbJ3yIzpLah0RnYQ9yRHejfqoqaCpXyaxQAd+buRLmxTmgdrk6uGBQySIl/wyOGq0eJCGwLIvpNi52GLVlbcCj7EHpH9MaoyFFdZkJL7JM+I8Ox9psDKM3X4ERqAeKTHDeVnxBCSPfWVEj7QUGQdEnaWj+wIKMcmYeKlRA4cEJUh55bczXDGmNvNcMcktw0YPsnwI4vgAqzFO2EyYZowIHnA25td6Ii5HSQOqBeSYmqBV9/vaGm6IkT9RHFW7eh+vBhVB88pFrR11+r97lKvZERw1Gxbn0TMVBRtyxn0Yv1y5ydVQ1SgzPwDLjHxjrM4OVX5jeo/7c3fy9q9bUNtvF181W1/4aHDVdRgEmhSafkTtfchDbeOd6u7uKTrouruwsGjI/CzuUnsCc5nYIgIYQQQlqFgiDpchzLL8eRvHK4OjthYh/r7oCn1kUHJgwOgU+Ax2nV2WqMXlxFU1Pr0v3qXEXNCvDDkqvoiBFwi+pYYZI0Q3U5kPqjIRrw+Ib65b4RwLCrDdGAIb3ZfcRukCg9ce+VFnjxRWpZbUFBnev4NlTKzYfUVNTm5KBs2W9W7dNzxAgEzZkD32lT4Rrctgi3roiIqsdKjinhTwRAEQKPljSthRvuHY6R4SNV9J+kofQJ7MPIPdJlSJwcrQTBY7vzUFqggV8wswwIIYQQ0jwUBEmXI7kuOnBkfBD8PFuvaaWt0WH/xjozkUnRLdbZKm+mzlaD/ZWWonLHDlMEoNQC1FdVNdjGycMDXkOHGlKAR46E17BhcPHzO+XPTE4TiYzK3GEQAXcvBapK6gbKGeg7yxANKI8ujlUjjXRdRMRTqb0zZphcgTW7d6Pgs89RumxZq+8PvvpqBJx3Lror4vS7L39fg/p/BRqDEZU5IviJ8GcUAKN8ohwqTZp0L4IifRDTPxDp+4uQujYDYy/oZetTIoQQQogdQ0GQdN10YSvdhQ/vyIWmvAa+QR6IS6yPKGytzhbeeF2JgjWZmQ1S9arS0pq8xyUoqC7yr67+n9Tecndvl89LToPKQmDXNwYhMHt3/fKgBEMkoEQE+tuX4zQhp4LUG/UePRp6nd4qQdA1zLq/n12Fsuoy7MrdZRIA5blGq2mwjbuzu0r5NRqADA0bigAPGgSR7kXi5BiDILguA6POTYCLC9PRCSGEEGIZCoKkS1FVq8X6Q/ltqh+YstaQLjxgQpTJdU/ShCUysKU6WxkP/QNZCxdCm1nv0mnELT6uvpj/iJFw75nAqBJ7Qcbv6FqDCCipwdq66E0Xd2DgBYZoQKkRyJpdpBviPWqkinKWGxsW/745OcE1IkJt15XJLs9ukP67v3A/dHpdg21E7JPaf8boPzEDcZe/A4R0Y3oNC4OXnxsqiqtxdFceeg8Pt/UpEUIIIcROoSBIuhRbjxaiolqLMD8PDIpq3Ua7OLcC6fsLASc0MBOp2LLVlCbcHHqNxiAGurjAc9AgeI8YrsQ/eexu0TX2jLa2Glt2fYIT2fsRG9Efo4ZcDxdXCz/qS7OAHZ8D2z8FCg7XLw9PNIiAQy4HvLt/rbTORKvT1jul6uiUag9I/VMpeaCinCX11VwUrEuFlfVtqZNqa0ToO1x0uEH6b3pZepPtYnxjGqT/9gzoCWcpC0CIA+Hi6oyBE6OxbdkxpCSnUxAkhBBCSLNQECRdMl14St8wqyLyUtdmqse4QcHwD6l3hqzNNeynNUL+fjtCb70Vzj4+p3zO5NT5c+1CvJD2GbJd6sY6ZxkidryOh/tdg5mTHhG1EDj4hyEaMO03Cf00bOfuCwy+1CAERo8wCSGk/fjz2J94YdMLyK7INi2L8I7Aw2Mexsz4mexqG6Lqn77xeoP6qIJEBrZUH9VeqNZWIyU/Bduy6wXAkuq6up91iNDXP6i/Kf1XmhiCEEKAxEnR2PbbMZzYW4iinAoEhnuzWwghhBDSBAqCpEuxar/19QO1Wh32bsi0aCZibYSfz/gJFANtKAbOO/gZ9I0CfHKcoZa/enw9ZmakAWVmkZ6xYw0i4KCLAA/fTj9nRxID562aBz0apqTmVOSo5a9OfZWioI0R0U8MR8o3b0bBoUMIPgUH9c6iuKoYO3N3mgTAPXl7UK2rbrCNl6sXhoQOUdF/xvp/Pm68UUOIJfxDvRA3KATHU/KRuiYDE+b0YUcRQgghpAkUBEmXIbO4EvuzS1Ww1+Q+oa1uf2xXPipLquHl746EIaGW62w1lzbcTepsdeU0YYkMVGJgo+g+vZMTnPR6LKo8iGllWXDxDgGGXmUwCQkfYLNzdqQ0YYkMbCwGCrLMCU5YtGkRpsVOg4uz/YlPjoSIf95jxqAsIQHe4eFwsoO6mXq9HhnlGQ2i/w4WHWyyXbBnMEZGjMSwsGEqCrB/cH+4OdMFnBBrSZoSrQTBveszlduwi5vtv/+EEEIIsS8oCHYSYmJRvmULqrOy4B4ZCZ9Rozo0UmPhwoX47rvvsG/fPnh5eWHChAlYtGgR+vfvb9pGo9Hg/vvvx5dffomqqiqcddZZeOeddxAREaHW79y5Ey+88ALWrl2LvLw8JCQk4O9//zvuvfde0z5WrVqFadOmNTl+ZmYmIiMj2/UzJdelCw/tEYggH3erzUQGjo9s4rInfe935pko/PTTpm/sonW2uhPbdn9SnyZsAREFs1xd8cDACYiInwSI8HT0B+Bop56mQyJmDuZpwpZEwayKLPxy+BdM7jEZAe4BFAYdXEA+UHTAJABKHUCJJG1Mgn+CKf1X6v/F+sXSqImQ0yB+cCh8gzxQVliFQ9tz0G9M+87JCCGEEFtoKsoLIDdXZfxJ8A41ldODgmAnUPL7701rOUVGdmgtp9WrV+POO+/E6NGjUVtbi/nz52PWrFlITU2FT109vPvuuw+//vorvvnmGwQEBOCuu+7CJZdcgnXr1qn1W7duRXh4OJYsWYLY2FisX78et912G1xcXNS25uzfvx/+/vUmH/K+dv9MdYKgNe7CpQUaHE81uBFLce3GVB89iuJvv1XPnX19oSsr63J1troFUgOw6BiQl2bWDiC3OA0I8Wv17X9qTgL7v+yUUyVt47F1j6lHiRj09/BHkEcQAj0CEegZaHhufPQIRJBnw0c/dz+aQXRRKmsrVcqvUQDckbsD5TXlDbZxdXJVjr+q9l9dCrBEBBJC2g9nZydVLmXTz0ewJzmdgiAhhJAuTVfXVD799FNERUVh06ZNuP32222mqTSGgmAnXLjK7dHc6VFMLbKzDcvfeL1DLuBly5Y1eP3RRx+pC0ouyClTpqC4uBjvv/8+Pv/8c0yfPl1t8+GHH2LgwIHYuHEjxo0bh5tvvrnBPnr16oUNGzaoyMPGF6/sOzAwEB1FrVaHNQfy1POpVtQP3LsuQ0KVENM/sEkxbV11NdLn3Q9dRQW8R49G7Pv/QcW2bXZfZ6tLoykB8g8osc9c+EP+IUBX02TzME8PAK0LgueGjUZ05LAOOmliiYyyDPx65NdWO0dqvok4JBGDUiNOmrW4OLkgwCOgoXDYgoAoj96u3owoswH5lfnYkbPD5AC8N38vavW1DbbxdfPF0PChGB42XEUBJoUmqeuDEEskJyfjpZdeUvMVyTb4/vvvcdFFFzVIO1+wYAH+/e9/o6ioCBMnTsTixYvRt29fdmgjBk2MxuZfjyLzYDHy08sQEsPauoQQQroe3UFT0ev1SlTs16+fWmcLTcUSFATbiAykvrLSum21WmQ/+1yTC7duRxI6g+znnofP+PFWCVBOXl6n/INXLlYhONgQhSEXcU1NDWbOrHcDHTBgAOLi4pToJxdvc/sx7sOcYcOGqbTjpKQkPPnkk2qC3p7sOFGEUk0tAr3dMKRHy18SnU6vauZYMhMRcl95FZrUVLgEBiL65Zfg7O5ud3W2uiQ6HVCSXi/2mQt/5sYfjRFhILQPENqvrvVFcU0BsPONZt2BpYZghA54bta7cHFtPX2ctG8K6JbsLSrt01IdQYkIFLfhZXOWQQedEgKLNEUorCpEUVURCjWNHmW5psi0rKK2Alq9FgWaAtVgpY4o9eUaC4gNREOzdcZlnq6evDTa+O/f8dLjDer/HS1pmqcvbr8jw0eq6D9J/+0T2Idp48RqysvLMXToUDWBljvsjXnxxRfx5ptv4uOPP0bPnj3x+OOPq5Incrfe05PfaXN8Aj3Qc2goDm/PRcqaDEy5sh+vREIIITaHmkqxTTQVS1AQbCMiBu4f0U5GE3qDqp02eoxVm/ffthVO3g2j3axBp9Nh7ty56oKSi0vIklqG7u5NFGipHyjrLCEpw1999ZUKiTUiYa/vvvsuRo0apS7e//znP5g6dSr++usvjBgxAu2dLjy5bxhcnFsWRaWIttTM8fBxRa9hDaMJS1etQsHHHxvOfeHzcKurl0jaQE2lIbKvsfCXfxCoqWj+fb4RJsGvwaN/D8ltMv3j8Gnqp3h51z8NYqBRTDcTBkUMFP7R7xqKgTZAjEIeHvOwchMW8c9cFJTXamzG/ENtJ/+FeoWqZi1V2qp6gbBOLDSKiabnZutFRJT31OhqkFOZo5q1SJSaSmOuEw6tiUp0d3EcAVr6dH/B/gb1/5RI2wgR/ET4MwqAUT5RjNYkp8zZZ5+tmiXk34jXX38djz32GC688EK17JNPPlFzlx9++AFXXnkle74RSZNjlCC4f2Mmxl/cG24ezIAghBBiW6ipfGUTTcUSFAQdAMl737NnjzIHOVXk/TL5ljQdyZs3IiYl5kYlYl5y6NAhvPbaaypP3hb1A1PrzEQGjI2Cq1v9xLcmOxuZj8xXz4Ouvw5+FsxQSB0iupXnmgl+ZsJf0XGDmm0JZ1cguFcj4a8fENIH8Go5srNWV6vca7/a/5V6fXm/yzFG64yX0r5AttnvF4kMFDFw5qRHOFw2Ymb8TLw69VU1XuYGIxIZKGKgrD9VPFw8EOEToZq1SGqyuVjYWjSiPMr1Ju+TllluiCi2Bh83nyYRhy0JiCIyusr3wlbRnFlbcCj7EHrremNU5KgWI/XKqsuwK3eXKf13d95u1T/muDu7q5RfowHI0LCh6jMS0hkcOXJE3bQ0z26Qej1jx45V2Q3NCYIyuZZmpKSkxHTDVFpHIfsWEbMjj9Ea0f0C4B/miZJcDdI2ZWHgxCibnYs9YQ9jQ5qH42O/cGzsG3scH+M5GZtgfLQF5ufRFu644w6liaxZs6bJ57C0P0vHkfdLGZQnnngCZ555pmm9pBFLMzJ+/HiTpiI3Ppvbt6V5TFvHnoJgG5G0XYnUs4aKLVtw4rbbW90u9r1/wXvUKKuO3VYkL/2XX35RNXl69OhhWi4OwNXV1ar+jnmUYHZ2dhN3YEnDmTFjhjIUkbvyrTFmzJjTEh8bk1dWhV0nDXmDU/q2HGlUXlyFo7vzm6QLS/p2xoMPQVtYCI9BAxH+wAPtdn5dGm0NUHi0YXqv8bmmhVxNzwAgtH9T4S8oHnBxa/NpiOnAA6sfwNr0tSrK7P5R9+P6QderKKOZ4x7Ell2f4ET2fsRG9MeoIdczMtAOENFvWuy0esEponXBqaOQSD8vXy9E+Vr3Q1f+AZVrrlUBse7R2HR6nXqftPSydKvPz9/d32LqcnN1EdvDVOXPY39aFGwlutMo2EratxL/sg3pv/sL96vPaI6IfVL7zxj9J2YgjhQlSewLYwaDRARam90gLFy4EE899VST5bm5udBoNOgoZFIupVbkb46zDcuRxA3zx54/NNi58hhC+jJC0J7GhliG42O/cGzsG3scHylTJucl9fOkCXo3N/T6a6NV76+UmsJ33NnqdlHvvA2vka1ncmrd3KCrOw9ruffee1VE3/Lly5VWYvwcYWFhSlPJy8troqlIPUDjdkZNZfbs2bjlllvw8MMPN1hnCYkWFGMSS9vJMunT/Px8uLk1/O1dWlqKtkBBsI2IQGFt2q7PxInK+UbSgi3WEXRyUo62sl17m1jIH4G7775bFeNetWqVqrNjzsiRI9XFIxf1nDlzTK42x48fV4q0kZSUFFUg84YbbsBzzz1n1bF37Nihwl7bizUHDNGBg6L8Ee7fcn2gfRsyodfpEdkrAMHRBucfIf+991CxaZMau5hXXlF1Ax2KyiJDSm9j4a/gMKBr7o+RExAY16C2n+m5T2iz9f3aSlZ5Fu5cfifSCtPg6eKJFya/gBnxM0zrpUbg6GE3Iz4nR/1htZd/3IghfXh05GjEO8d3qbGRv+O+7r6qxfrFWvUeEcpKq0tbjDo0pjUblxuNVEqqS1Q7hmNWHUvEQGMqc3MmKo3FRYlcNNaYFTFQUrob13gUcfC+VfdhVMQoFRVpSdSM8Y1pkP7bM6AnHZ9Jl+eRRx7BvHnzGkQIxsbGqom8uZtfeyOTdfleynFs+ffRb2YgUlfmojBDA1R6Ijy+4z5zV8FexoZYhuNjv3Bs7Bt7HB+58SYilaurq2omGglZzeE2ZQpyIyNQm53ToqbiP2VKh2kqP/74I1auXNnEwEwCoURTETfixpqKlGszfl7RVCTL8tprr1U3Ka1h165diI6ObthndcgyGd+QkJAm9ZPbWk+ZgmAHIhek2GAr5xvzemhqpeGHm6zvCEdbSRMWtxu5eP38/Ex3ziW1xsvLSz2KOi0TZCloKRNiudhFDDQaikhIq4iBUqxbtjPuQyyy5Y+MILV8RGxMTExUX3bJd1+xYgV+//33dvssq/fXpQu34i4sQqAxXdg8OrBi61bk/vMt9TxqwRPwaCSOdi9Tj5ONIv3qHsvqo4Sa4ObdNL1XPfYG3DrWCTQ1PxV3Lb8LuZW5CPEMwVsz3lLpiITYGyLSSbRcW9JjJS1ZhECr0pnrHstqypT4aDJVsRJJSxZhUM7veMlxi4YvRsQUxviZ+gf1N6X/ShNDEELsFWMGg9x5N7/xKK+lEHdzeHh4qNYYmUx31A8mrU6PTUcLcfBkIfqUu2Jsr9BWayB3FD4Bnug9PBwHNmdj79pMRPbsXAdDe0V+NHfkNUBOD46P/cKxsW/sbXzkPFRQVV1rK06uroiYP79VTcXZgnDWnpqKv7+/mm+YayoSFSiayv3336/EOXNNxRhkZa6piK+DaCrSD9ZqKpb6zNiXlsa5reNOQbCDUfbXb7yO7OcXotYsnUVUbLlwO8IeW1i8eLF6lGKU5ogN9o033qieS066XDCiZkttHblI33nnHdO2S5cuVek0S5YsUc1IfHw8jh41OEtKiKx8AdLT0+Ht7Y0hQ4bgzz//xLR2qs8njsHJB/Ksqh94Mq0QJXkauHu6oM9Iw49abVER0h94UIllARdegIC6IuRdmuoKs2g/M+FPljWq99UAv6iGwp/xuV+0ydSjM1l1YhUeSn5I1SgTU4K3Z7yNaN+mrtCEdFVEpAv2DFbNWmq0NU0jD1sQEqXJd0jERxHWpVnDvJHzcHn/y1VkISFdBZksiygo2Q1GAVCi/aTo9v/93//BXli2JxNP/ZyKzGJjOvIRRAV4YsH5gzA7yTY1/JLOiFGCYNrmbEy4tC88vPgTgBBCSNeAmkrH4aS3ZUVHO0Emk6LySr5949QRUWiliLVMQtsafmmO1LAr37IF1eLuGxkJn1GjOiQysCvQlj7ddbIIF7y1Dr4ertj+xJlwc2leuPrtP3twcEsOEqfEYOrV/VWI78m770bZn8vhHh+PhG+/hYuvT7Ph1Tn2lJIqX8uyHAu1/Q4AxWLq0QzObobIvsbCX0hfwNM+UoRkXD7b+xle3PyiimKaED0BL5/xsqqb1hx2Nz7EBMfG9oggKOnJIhL+dvQ3vL/n/Vbfs2jyIpzT65xOOT9i2+9OS3Mce6SsrAwHDx5Uz4cPH45XX31V3WSUbIa4uDgsWrQIL7zwAj7++GM1j3j88cdVWo3U5rF2ntaRfSJi4P8t2dYkRtd4f3/xtSNsIgrKv71fPrMJBRnlmHJlPwyeWl9X2hHhv132DcfHfuHY2Df2OD7tpacYNZWKLVtRm5sL17AweI8a2WU0Fb1er2r/SbrvqURKWtunbZ3j8PZgJyEXqs+YMfBop4vAUTCmC0/sE9KiGFhZVo3DOwzbJtalCxd+8YUSA6U+QfSrrzQrBtrc1KPgiGXhr67+mEW8gupMPRoJf4Fi6mG/X2uJYhIh8It9X6jXl/a7FPPHzoebCJmEkFM3VXH1QqRPpEo5tkYQDPNu3bGdEFuwZcuWBlkGxtp/Usv4o48+wkMPPYTy8nJldCbGaJMmTcKyZctO+0dGe6UJS2SgpTvtskxmfrL+zEGRnZ4+LPPOxMkxWPNVGvYkp6uIQc5FCSGEdDlNZewYW59Gt8J+lQNCRBBMq6sf2K/lulb7N2ZBV6tHWJyfapp9+5DzwiK1LuLBB+CVmGjb/qwsbOjgazL1OCK3Oiy/R1xGReBrbOihTD1C0NUQZ9YHVz+INelrlJOwpCzekHgDf5AQ0o6IEYi4CYuDsKU6gvLdk/WyHSH2iJQ6aSl5RUSsp59+WjV7Y9ORArM04abIp5L1st343p3/73j/cZHY8P1BFSWYeagY0X1YS5AQQghxZCgIEruluKIG244XqudT+oU2u538cDA3E9FVVCB93v3QV1fDd+pUBF13XcsH0mmBo+vgmZ4GVPQDEiYCzqcQeiz7KT5hWfgrb6Gul9TwslTbL7gX4Gb7iIf2chIW85D9hfuVk/DCyQsxM36mrU+LkG7p/PzwmIeVy7CIf+aioLwW/jHmH2o7Qkj7klOqadft2hupG9h3dAT2rstESnI6BUFCCCHEwaEgSOyWdYfyoNMDfcJ90SPIu9ntsg4VozCrAq7uzug3OgJZzy5A9eHDcA0PR9TC51uOQEv9CVj2DziXZMB0n9w/Gpi9CBh0geX3VJfXmXo0Ev6UqUcLk3z/mGZMPaJMDkndkb35e5UYmFOZo8wV3pr+FgaHDbb1aRHSbRGx/dWpr+KFTS8gu6LeYVwiA0UMpBhPSMcQ7ufZrtt1BElTYpQgeHBbDiZd3hdevu42OxdCCCGE2BYKgsTu6we25i5sjA7sMyoClct/Q/G33ymBLfqll+AaFNTCG38Cvr6+LonHjJJMw/Lz3wCCEhpG+onoJ1GAzeHiDoT0sWDq0QfwaN40o7uy+sRqPJj8oDI96B3QG2/PfBsxvjG2Pi1Cuj0i+k2LnYYtWVtwKPsQekf0xqjIUYwMJKQDGdMzWLkJZxVrLNYRlFt/kQGeajtbER7vr0qr5B4vxb71WRg+K85m50IIIYQQ20JBkNglkgZcXz+weUGwqqIGB7fmqOf9+jgj6+4F6nno//1fywVHJb132T+aioGGoxsefr6n+fd7h9aJfhZMPZiKpzA6Cev0OoyLGodXpr4Cf3f7d7gkpLsgacGjI0cj3jnertzmCOmuiFHIgvMHKZdhp2ZmGLK+sw1FLEUJrlyyDylr0jFsZiycbHw+hBBCCLENFASJXbI/uxRZJRp4ujm3eCc9bVM2amt0CI7yRs1rj0NXXg6vUSMResf/tXyAY+uBEkNkYYv4RQNRQ5sKf962u7tv72h1WiUEfr7vc/V6Tt85eHTco3QSJoQQ0u2ZnRSFxdeOUG7C5gYj/p6uePHSIWq9rekzKhzrlh5AcW4lTu4vROxAzmkIIYQQR4SCILHrdOFxvULg6ebSvJnIOoOoF1u9H1W7d8M5IAAxL70EJ9dWLu2y+rpaLTLrGWDwpW08e8eloqYCDyU/hNUnV6vX9428Dzcl3kQnYUIIIQ6DiH5nDorEX4fz8Pn6Q/glNR+R/p44KzES9oC7pyv6j43E7tXpylyEgiAhhBDimDB/iNgl1qQLS/2bvBNlkCw4/x/fVMuin38OblFW3H33jbDuRKzdjiC7PBs3LrtRiYEeLh545YxXcHPSzRQDCSGEOBySFiw3Ne+d0gPurs5IyynDnvQS2AuJUwz1fA/vzEN5UZWtT4cQQgghNoCCILE7yqtqsflogXo+tX94s9ul1JmJhOfvhFttBYKuuQZ+M2ZYd5D4CQY34WZxMrgCy3akVfYX7MfV/70aewv2Kifh9896H7MSZrHnCCGEODR+nq6YNchwc3Hp1hZMyTqZkBhfRPUJgF5Xn21BCCGEEMeCgmAnodPpkZ5WiINbctSjvO5IFi5ciNGjR8PPz08Vk7/ooouwf//+BttoNBrceeedCAkJga+vL+bMmYPs7PpU2p07d+Kqq65CbGwsvLy8MHDgQLzxxhtNjlVVVYVHH30U8fHx8PDwQEJCAj744INTPvcNh/JRo9UjLtgbCSHeFrep1tTiwCbDuUYdWwmPAQMQ/tCD1h9EjD9mPNnMyrri2rNfoEGIFSSfTMb1/7seORU56BXQC5+d8xmGhg21fiwIIYSQbsylIwzReD/uzEBVrRb2QuJkw3mlrs2ATquz9ekQQgghrWsq+wuRtjlLPXYlTSUuLg7+/v4YNGhQp2gq1sIagp3Aoe05WPPVgQYpGT6BHph8RV/0Ht58BNzpsHr1anVhygVcW1uL+fPnY9asWUhNTYWPj4/a5r777sOvv/6Kb775BgEBAbjrrrtwySWXYN26dWr91q1b1YW/ZMkSJQquX78et912G1xcXNS2Ri6//HJ10b///vvo06cPMjMzodPp2iVd2MnJsvOdOAvXVGnhVZGNoKqTiHl1KZw9PNp2oMKjhkdnV0BXW79cIgdFDBx0wSl/Bkfhi31f4IVNLygn4bGRY/HqtFfpJEwIIYSYMbFPqKohKGZpy/fm4JzBtjcWEXqPCMPar91QVliFYykF6Dkk1NanRAghhHRLTeXTTz9FVFQUNm3ahNtvv73DNRVroSDYCRfusn/tabJcLmRZPvv2pA65gJctW9bg9UcffaQuRLkgp0yZguLiYnWxff7555g+fbra5sMPP1RRgBs3bsS4ceNw8803N9hHr169sGHDBnz33Xemi1eOI1+Uw4cPIzjY4FInavapIkYhq9JyWq0fuOe3A+oxOnM9oh57DB69erXtQBUFwIa3DM8v/hd0PuEoSU+Df0w/OCdMZGSgFU7CL295GUv2LjF0YZ+L8fi4x+Hm4ta2cSCEEEIcoJ7gJSNi8M6qQ1i69aTdCIKubi4YMCEKO/44rsxFKAgSQgixR7qDpqLX65Wo2K9fP7WuIzWVtsCU4TYiAymRada0qsparPkqrcX9icot21mzPzn2qSIXq2C8wOQirqmpwcyZM03bDBgwQIWyiujX0n6M+xB++uknjBo1Ci+++CJiYmLUBf7AAw+gsrLylM7zaH4FThRUws3FCeN7h1jcJmd/FnJztHDSadF3sD8CLrm47QcSMbCqBIhIAhIvARImQdP3PPWo0olJi07Cc1fNNYmB9464F09NeIpiICGEENIMl47soR5X7c9BTonGbvopcZKhnvKxlHyU5J3a3I0QQghpC9RUijtUU2kLjBBsI7XVOrx37+p2GwBRtf9zX7JV2972xhlw82i7WCWhpnPnzsXEiRORlJSklmVlZcHd3R2BgYENto2IiFDrLCEpw1999ZUKiTUiKvbatWvh6emJ77//Hnl5ebjjjjuQn5+v1PG2IhNlYXRCMHw8XC3+8djyxi8Sr4jwioNIePWRtrvYlucBG981PJ82H8qmuBPCcbsDUifwruV3KfMQd2d3PDf5OcxOmG3r0yKEEELsml5hvhgZH4Stxwrx/fZ03H5Gb9gDgRHe6DEgCCf3FapaguMuso/zIoQQ0n2hpvJVh2oqbYERgg6A5L3v2bMHX3755SnvQ95/4YUXYsGCBSpv3lxsFEHus88+w5gxY3DOOefg1Vdfxccff3xKirZ5/UBL5H3+NU5URarnQ68aAxdf37Z/mHWvAzXlQPRwoP85bX+/IzsJ/2pwEg7yCFJOwhQDCSGEEOu4rC5K8JutJ08r66O9SZpSZy6yPhPaWt4gJYQQQjpKUxFjko7WVNoCIwTb2mHuzipSzxoyDhThl7d2trrdeXcNRXTfQKuO3VYkL/2XX35BcnIyevQwTESFyMhIVFdXo6ioqEGUoBSylHXmSNHMGTNmKEORxx57rME6KYwpYa1SQNOI5MzLRPfkyZPo27ev1eeqqdFi4+F89fyM/k0FQU1aGvZ88Dtq+14Db/da9Dl7BNpMaRaw6T+G59MeBdoaXeigrE1fi/tX3Y+K2gr0DOiJt2e8jVi/WFufFiGEENJlOGdIFJ78OQUHc8qw82QxhsW2PvfrDBKGhsLb3x0VJdU4sjMPfUZ2THF2QgghxJE1ldmzZ+PWW2/tUE2lrTBCsI2Icitpu9a02EHByvmmJXyDPNR21uyvLamxcvHIhSshpytWrEDPnj0brB85ciTc3NywfPly0zKx0D5+/DjGjx9vWpaSkoJp06bhhhtuwHPPPdfkOJKGnJGRgbKyMtOytLQ0ODs7N/iyWMOmIwXQ1OiUE1//CL8G63SVlUifNw8ZYWPU66RZfeDkfApi3ppXgdpKoMcYoE99/UTSPF/t+wp3Lr9TiYFjIsfg07M/pRhICCGEtBF/TzfMTjT8QPhmywm76T8XF2cMqqsluCc53danQwghpJvjiJrK9OnTce2113a4ptJWKAh2ZOc6Oykb7JaYdHlftV1HhLQuWbJEOd74+fmpuoDSjCGnoj7fcsstmDdvHlauXKlMRm666SZ14YobjjGkVcRACWeV7Yz7yM01pPUKV199NUJCQtR7RfUW1fzBBx9UbjpeXl6nnC7c+IuavfAFFKaXoiiwrwrqGzjRMHFtE8Unga11OfjTGR1ojZPwS5tfwrN/PQudXocLe1+Id2e+iwCP+jsXhBBCCLGey0YZout/2pmhMiPsBREEZX6Vvr8QhVnltj4dQgghpNtpKnPnzu1wTaWtUBDsYMT+WmywG6vaomJ3lD22sHjxYuUIPHXqVBWCamxiCmLktddew3nnnYc5c+Yo22wJaxX7ayNLly5VF6p8Ccz3MXr06PrP4euLP/74Q4XJijPONddcg/PPPx9vvvlmm8/ZJAg2ShcuWbYMRV9/jczoiep1XFIIfIM8294pyS8D2mogYTLQ07oQZUd2Er5v1X34JPUT9fqe4ffgmYnP0EmYEEIIOQ3G9wpBTKAXSjW1+CM122760i/YE/GDQ9XzlDUZtj4dQgghpNtpKnFxcYiOju5QTaWtsIZgJyAXaM+hYcg4UIjSgkr4BXshum9Qh6jYRqwpVi0uNm+//bZqlnjyySdVa40BAwaoC/h0OFlYoWrquDg7YWIfw4RUqD55EpmPPwGdkwuyE6YCWmDQqUQHFh4Ftn9qeM7agS2SW5GLu1bchdT8VOUk/OykZ3F2z7Pb3ueEEEIIaYDM/eaMiMGbKw4qc5Hzh57CnKaDSJwcjaO78rBvQybGXdgLru4utj4lQgghpIGmknmgCOUlVfDx90BU38Auo6no9XrU1tbC1dXVYtpye2gqpwIFwU5CLtSYfkGorfVr9iJwZJLT8tTj8NhABHi5qef6mhqk338/dKWlKBl9Caq0rvAOcEfC4JC2H2D1i4CuFug9HYivz+cnDUkrTFP1ArPKs5ST8JvT38Sw8GHsJkIIIaSdmDOyhxIE1x7IRVaxBpEBp5D10AHEJYaoSMHSAg0ObsvBgHFRtj4lQgghpKGm0j+IPdKOMGWY2AWr03JM9QON5L75T2h27oKzvz+yB5+vlg0cHwVnlzZetnkHgZ1fGJ5Pa+joQ+pZl74O1//veiUGJvgn4LNzPqMYSAghhLQz8SE+GJMQDJ0e+HbbSbv6oTVosiFiMYXmIoQQQki3h4IgsTnVtTqsO5jfoH5g2bp1yP/3v9Vz34efQfrhCvX8lMxEVr8A6HVAv7OBHiPb89S7DV/v/1pFBpbXlGN05GgsOWcJYv0Nhc8JIYQQ0r5cOsrgGvjt1pNWpSR1FgMnRClhMOtwCfJOltr6dAghhBDSgVAQJDZn2/FClFXVItjHHUnRAajNy0PGPx5W6wKvvAInXHqr5z0GBCEgrI0uOzl7gd1LDc+nzW/3c+/qiHvwy5tfxjMbn4FWr8UFvS/Av2b+i07ChBBCSAdyzuAoeLm54HBeuZoH2Qs+AR7oOcxwczYlmeYihBBCSHeGgqCV2NPd2+7Wl0Z34Sl9Q+EEvRIDtXl58OjbF2EP/gP71meq9YMmnUJ04Mrn5YjAwAuAqCHt8wG6CZW1lZi3ah4+Tv1Yvb5r2F14duKzdBImhBBCOhhfD1clCgpLt9pP2rCQNMUw39r/VxaqNbW2Ph1CCCHdAOop9tmXFARbwc3NYHBRUWFIWSWnj7EvjX27en+uKV244MMPUb5uHZw8PRHz6is4cagc5cXV8PR1Q6+h9fUFrSJzF7D3JwBOjA5sRF5lHm5edjOWH18ON2c3vDD5Bdw+9Haa3RBCCCGdxKUjDWnDv+zMRGW11m76XQq2B0Z4o6ZKiwObs219OoQQQrow1FPan+rqavXo4uJy2vuiy3ArSCcHBgYiJ8dgeuHt7X3KoklrVtPdHfn8IgZKX0qfSt/mlGiQmlkC6Y7xVVnIee11tW3E/EdUhGDqO7vU6wHjIuHi5nwK0YEABl8KhA9s98/TVTlQeEDVC8wsz0SgRyDemPYGRkSMsPVpEUIIIQ7F2J7BiA32womCSvyWkoWLhsfAHpA5auLkaKxbehB7ktNVhoYjzlsJIYTYl57SldG3kxak0+mQm5ur+lH2dbpQELSCyMhI9Wi8iE/nIpABdHZ2dsgvgRH5g2Ds0+QDeepxdKgbyh57BKithd/ZsxF42WUoK6zCsd15p5YufHIrkPY/wMkZOMNQj5AA69PX4/7V96Ospgzx/vF4Z8Y7iPOPY9cQQgghnYyYd8wZ0QOv/3lApQ3biyAoDBgfhY0/HEbeiTJkHy1BZM8AW58SIYQQB9dTujL6dtSCZB9xcXHtoilRELQC6eioqCiEh4ejpqbmlDtbLoD8/HyEhISoQXTUkGHz0FZVP1Cvx+1bv0HNyZNwi4lB1NNPqz7ftyFDViGqTwCCIn3adqCVzxoeh14FhPZp50/RNVmathTPbnxWmYeMjBiJ16e+jkDPQFufFiGEEOKwGAXBdYfykF5UiZjANpqndRCePm7oMyoc+zdmISU5nYIgIYQQm+spXRldO2pB7u7u7aYnURBsAyJknU6etlwEIoh5eno6rCBojlanx5oDuZh1bBOid6wFXF0R88rLcPHzg16nR+o6g5lIYlujA49tAA6tAJxdgTMegqMjTsKvb30dH6Z8qF6f1+s8PDXhKbi7uNv61AghhBCHJjbYG+N7hWDD4Xx8t/Uk7p7RF/ZC0pQYJQge2JKDiZf2VSIhIYQQYis9pSujs1MtyH7OhDgcu04WwT/rBO7Y/YN6HXbvPfAaNkw9P7GvAKX5Gnh4u6L3iPC27Xjlc4bH4dcBQQlwZMRJ+IHVD5jEwDuG3oHnJz1PMZAQQgixM3ORpdtO2pULY0RPf4TE+EJbo1PCICGEEEK6FxQEic1I3n0SD2/5DB7aGvhMmICQW24xrUtdm6Ee+42JhKt7G+4iHF4NHF0DSPTblAfg6E7Ct/x2C/449odyEhYh8P+G/Z9D168khBBC7I2zB0fCx90Fx/IrsPloIewFmS8kTTFkaaSsSbcrsZIQQgghpw8FQWIz/D5ajJ4lmajxD0T0ohfgVBc6W1FSjSM7T8FMRCaqK+pqB468CQgw3HF3RA4VHcI1v16D3Xm7EeARgPfOfA/n9z7f1qdFCCGEkEZ4u7vi3CFR6vnSrSfsqn/UjVkPFxRmVSDjQJGtT4cQQggh3UUQTE5Oxvnnn4/o6Gh1F/KHHwypo5b4+9//rrZ5/fXXGywvKCjANddcA39/f+Vee8stt6CsrKwTzp6cDpk//xfjd69UzwOfeQ6uYWGmdfs2ZkKn1SM8wR+hPXyt3+nBP4GTmwBXT2DyPIcdoA0ZG3Dtf69FRnkG4vzi8Nk5n2FU5ChbnxYhhJBuyN69e7FgwQJMnz4dvXv3VkXDhwwZghtuuAGff/45qqqqbH2KXYLLRsWqx193ZaKiuhb2gruXK/qNiVDPxVyEEEIIId0HmwqC5eXlGDp0KN5+++0Wt/v++++xceNGJRw2RsTAlJQU/PHHH/jll1+UyHjbbbd14FmT06UmPR35Ty5Qz5cPnYW4s6ab1kk6yt5TMROR6EBj7cAxtwJ+BmtzR+PbtG9xx593oKymDCPCRygxMN4/3tanRQghpJuxbds2zJw5E8OHD8fatWsxduxYzJ07F8888wyuvfZa9e/5o48+quZuixYtojDYCqPigxAf4o3yai3+t9u+6vUlTY5Rj4e256osDkIIIYR0D2zqMnz22Wer1hLp6em4++678dtvv+Hcc89tcld62bJl2Lx5M0aNMkRA/fOf/8Q555yDl19+2aKASGyLvrYW6Q8+BJfyMuwLikPZtX9rsF7SUYqyK+Dm4YI+o9pgJrL/v0DGdsDNB5g4F47oJPzmtjfx/p731etze52Lpyc8TfMQQgghHcKcOXPw4IMPYunSpSpDozk2bNiAN954A6+88grmz5/P0WgGyYK5dEQPvPJHGr7ZegJz6oxG7IGwOD+VtZFztAT7NmRixFm80UgIIYR0B2wqCFpjzXzdddepCWdiYqLFSaZMQo1ioCB3q8XG+a+//sLFF1/cyWdMWiP37bdRuW0bKtw88cKoa/DaQEPNnMZmIn1HR8Dd08rLU6cDVtRFB477O+AT6lADoanV4NG1j+L3Y7+r1/839P9Uo3kIIYSQjiItLQ1ubm6tbjd+/HjVampqOBitcMnIHnj1zzRsPFyAEwUViA32tps+S5oSgxVHS5S5yPAz4+DkTIMyQgghpKtj14KgpJi4urrinnvusbg+KysL4eENo8hk++DgYLWuOaSejXlNm5KSEpMAKa2jkH1LCk1HHsOeKd+4Efnv/ks9f2PopSgNCsfwuABTf2jKa3BoW456PnBCpPX9lPI9nHNSoPfwg37cnQaB0EHGJr8yH/euuleZh7g6u+LJcU8q8xD5LN3JDbCrjo8jwLGxbzg+9ktnjU1H7d8aMfB0tndEYgK9MLF3KNYezMPSrSdx35n9YC9I1sa6pQdQkqfB8b0FiE8MsfUpEUIIIaS7CoJbt25VKSZSo6a9I50WLlyIp556qsny3NxcaDQadOSkvLi4WP0AkChGR0JXVISSBx9Stf6OjZmG5OhhmNTDF8UF+aZtDm7Mh7ZWj4AID+i9KpGTY8VY6LQIXfGcKoZZNvhGlJfWAKU5DjE2x8qO4bFtjyGrMgt+rn5YMHwBhvoNRU5O2z+/vdMVx8dR4NjYNxwf+6Wzxqa0tLTD9k3an8tG9VCC4LfbTuLeGX3hbCeReG7uLug/LhK7VpxU5iIUBAkhhJCuj90KgmvWrFHCRlxcnGmZVqvF/fffr5yGjx49isjIyCbiR21trXIelnXN8cgjj2DevHkNIgRjY2MRFham3Io7cvIv4qYcx5FEDb1Oh/QnFkCfnw/3Xr2wZMzlwMlynJkUY4rwlB9EK3cdU88HnxGLiAiDo12r7PoKzoWHoPcKgs+MB+Dj4e8QY/NX5l+4f9P9KK0pRaxfLN6a9hYSAhLQXelq4+NIcGzsG46P/dJZY+Pp6dlh+ybtz6xBkfDzcMXJwkr8daQA43vbTyRe4uQYJQge3ZWHskINfIN4bRFCCCFdGbsVBKV2oNQDNOess85Sy2+66Sb1WmrSFBUVqWjCkSNHqmUrVqxQk2xxu2sODw8P1RojE/KOFhtk8t8Zx7En8j/5BOXJyXDy8EDQohex8QuD8Detf4SpH7IOF6Mgoxwubs7oPzbKuv7R1gCrF6mnThPugZNX80XNu9PYfH/gezy94WnU6msxPHw43pj2BoI8g9Dd6Srj44hwbOwbjo9jj40t/mYePHhQuQ2/9957FudbpHm83F1w3tBofLHpuDIXsSdBMDjKB9F9A5UBnNR8HnN+L1ufEiGEEEJOA5v+si4rK8OOHTtUE44cOaKeHz9+HCEhIUhKSmrQpP6MRP71799fbT9w4EDMnj0bt956KzZt2oR169bhrrvuwpVXXkmHYTuhck8Kcl55VT2PeORhbHIKQa1Oj56hPogL8W5iJtJnRDg8faysM7TzC6DwCOAdCoy5DY7gJPzGtjfwxPonlBh4ds+z8e9Z/3YIMZAQQkjXITQ0FHv37sX555/foaVYuiuX1jkM/293FsqqamFPiLmIcd6m07KuLyGEENKVsWmE4JYtWzBt2jTTa2Ma7w033ICPPvrIqn189tlnSgScMWOGugs+Z84cvPnmmx12zsR6tGVlSJcxramB36xZCLziCqz+fo9ad0a/MNN21ZW1OLAlWz0fNCnaup3XVgOrXzI8n3Qf4OHb7Z2EH1v3GH47+pt6ffuQ23HnsDvpJEwIIcQmZGZmYvHixc2uHzduHN555x2cd955+OOPP/jvVRsYEReIXmE+OJxbjv/uysTlo2NhL/QaFgYvPzeUF1fj6O589ZoQQgghXRObCoJTp05tkxOq1A1sjDgKf/755+18ZuR0kXHNeupp1Bw/DtfoKEQ987RanpyW20QQTNucjdpqHYIivRHVJ8C6A2z/BCg+DvhGAqNv6dYDVqApwD0r7sHO3J0GJ+HxT+LCPhfa+rQIIYQ4MFVVVSqzozmqq6vVY15enpoTtLdBXHdG+kqiBF9ctl+5DduTICilXQZOiMK2344rcxEKgoQQQkjXxW5rCJKuTfEPP6Lk558BFxfEvPwKXAICcDCnFOlFlXB3dca4XiFN0oUHToy27gdDTSWQ/LLh+ZQHADcvdFcOFx3GHcvvQHpZOvzc/VS9wNGRo219WoQQQhychIQEfPrpp82KgZKxIeVepLYza7+2nUuG98DLv+3HpqMFOJpXjoRQH9gLgybFYNvvx3E8tQDFuZUICOu+8zBCCCGkO8Pq/KTdqTp8BFlPGyICw+6+G94jhqvnq/YbogPH9gxWRbOF3OOlqjm7OGHAuOadoRuw5UOgNBPw7wGMuL7bjuCmzE249n/XKjGwh28PLDlnCcVAQgghds++fftQXFysxEDJ5CBtJzLAE5P7GrIpvt120q66UATAuEGGcU1dm27r0yGEEELIKUJBkLQruqoqpN9/P/SVlfAeNw4ht/7NtG61hXRhY3SgoSaNe+sHqC4H1hpMSnDGg4Br93Qv/OHgD7j9j9tRWl2KoWFD8dm5n6FXAN38CCGE2D9DhgxBcnIyxcB2Mhf5dutJ6HTWl9jpDBInG8xF9q7PhLaG5iKEEEJIV4SCIGlXcl56GVV798IlOBjRixbBycUQCVhZrcVfRwrU86n9DYJgTZUWaZuy2mYmsunfQHkuEJQADLumWzoJv7ntTTy+7nHlJDw7YTbeP+t9BHsywoIQQghxJM4cFAF/T1dkFGuw/lA+7ImEwSHwCfRAZWkNDu3IsfXpEEIIIeQUoCBI2o3SFStQuGSJeh79wkK4RYSb1m08ko/qWh1iAr3QO8zgCHxoWw6qNVr4h3qiR/+g1g+gKQHWvW54fsbDUtm6W41elbYKDyc/jH/v/rd6fevgW7FoyiJ4uHTPKEhCCCGENI+nmwsuGGa4Ybp06wm76ipnF2fTzdyUZEO2ByGEEEK6FhQESbtQk5WFzEfmq+fBN90E3ylTGqxfXVc/cEq/MJNxSAMzEWcrzET+eheoLARC+gJDLu92TsJ/++1v+N/R/8HVyRVPT3ga94y4B85O/IoSQgghjsqlIw0Ow//bk4USTQ3siUF187eMA0UoyCi39ekQQgghpI1QbSCnjb62FukPPABtcTE8k5IQft/cJts0rh8oE8fMQ8VqIjlwQlTrBxEhcP1bhudTH5Zb091m5I4UH8E1v16DHbk74Ofmh3fPfBcX973Y1qdFCCGEEBsztEcA+ob7oqpWh193ZcKe8A3yUKnDQsoamosQQgghXQ0KguS0yVv8Liq3bIWzjw9iXnkZTu4NzUGO5ZfjSF45XJ2dMKGPYeKYui6jvgZNgBUpsRveBqqKgfBBQOIl3WbUNmdtxrX/vRYny04ixjdGOQmPjRpr69MihBBCiB0gWRVGc5FvtthX2rCQNMVgLrJvYxZqqrW2Ph1CCCGEtAEKguS0KN+0CXmLF6vnkU8+Cff4+CbbJNdFB46ID4K/p5tyo9u/sQ1mIuX5wEbDMTBtPuDcPS7bnw79hNv+uA0l1SUYEjYEn53zGXoF0kmYEEIIIfVcPDwGLs5O2Ha8CIdyy+yqa2IHBqta0NWVtTi4JdvWp0MIIYSQNtA9lBViE2oLC5Hx4EOAToeASy5BwPnnWdyucbrw4R250JTXqFSTuERDxGCLiJFIdRkQNRQYYPkYXQm9Xo+3d7yNR9c+ilpdLWbFz8L7s95HiJcVfUEIIYTYETU1NZgxYwYOHDhg61PptoT7e5rmUN9uPQl7Qkq/JE42RAnuobkIIYQQ0qWgIEhOWdTKnP8oarOz4d6zJyIfe9TidlW1Wqw/lK+eT+1vmMym1JmJDJgQBefWzERKs4FNBtddTHtUcme6vpPwmofx7s531eu/Df4bXjrjJXi6etr61AghhJA24+bmhl27drHnOpjL6tKGv9uWDq1Ob1f9PWB8FJxdnJBztAS5x0ttfTqEEEIIsRIKguSUKPx0CcpWrlT1AmNefQXO3t4Wt9t6tBAV1VqE+XlgUJQ/inMrkL6/EHCCdWYia18DaiuBHqOBvrO69GgVagpx2++34b9H/quchJ+a8BTuHXEvnYQJIYR0aa699lq8//77tj6Nbs30geEI9HZDVokGaw/mwZ7w9ndH7xHh6vkemosQQgghXQZXW58A6XpoUlOR89JL6nn4Qw/Bc+DAZrc1pgtP6RumCmOnrjU45MUNCoZ/iFfLBypOB7a83y2iA48WH8Wdy+/E8dLjykn41WmvYlzUOFufFiGEEHLa1NbW4oMPPsCff/6JkSNHwsfHp8H6V199lb18mni4uuDCodH4eMMxZS5iTCG2F5KmROPA5mykbcrGxEv6wN2LPzEIIYQQe4f/WpM2oSsvR/p986CvqYHvjBkIuubqFrc31Q/sHwatVoe9GzKtNxNZ8zKgrQbiJwK9pnbZkdqStQVzV81FcVWxchJ+e8bb6B3Y29anRQghhLQLe/bswYgRI9TztLS0BuvkZiBpHy4bFasEwd9Ts1FcUYMAbze76dqoPoEIivRGYVYF9v+VhcFTDSnOhBBCCLFfKAiSNpH1zLOoPnYMrpGRiH7u2RYn+pnFldiXVaoC+yb3CcWxXfmoLKmGl787EoaEtnygwmPAtk+7fHTgz4d+xhPrn1DmIYNDB+PN6W8i1KuVz04IIYR0IVauXGnrU3AIEqP9MSDST82tftqVgevGxcNekPlg4pQYrP36AFLWpCPpjBiKwYQQQoidwxqCxGqKf/oJxT/8ADg7I+bll+ASGNji9sl10YFDewQiyMfdZCYycHwkXFxaufSSXwR0NUCvaUDCxC5puvLOjncwf+18JQaeGX8m3j/rfYqBhBBCui0HDx7Eb7/9hsrKStO/hR1BaWkp5s6di/j4eHh5eWHChAnYvHkzujsiul1aZy6y1M7choX+YyPh6uaM/PRyZB0usfXpEEIIIaQVKAgSq6g+ehRZTz6lnofeeQe8R41q9T2mdOF+YSgt0OB4qsFteOCEVtKF8w8BO74wPJ/+WJcboWpttRICF+9crF7fnHQzXj7jZXi5tlIzkRBCCOmC5OfnY8aMGejXrx/OOeccZGYayoPccsstuP/++9v9eH/729/wxx9/4NNPP8Xu3bsxa9YszJw5E+np6ejuXDQ8Bq7OTth5oggHsu3L0dfTxw19Rkeo5ynJ3X8sCCGEkK4OBUHSKrrqaqTPux+6igp4jx6N0L//vdX31Gp1WHMgz1Q/cO+6DEAPxPQLRGCEZUdiE6teAPRaoO9ZQI/WhUd7okhThFt/vxW/HP4FLk4uWDB+Ae4beR+dhAkhhHRb7rvvPri5ueH48ePw9q7/N/6KK67AsmXL2vVYEn347bff4sUXX8SUKVPQp08fPPnkk+px8WLDjbjuTKivB6YNCLfbKMGkyTHq8eDWHGjKamx9OoQQQghpAQqCpFVyX3lVOQtLinD0yy/BycWl1ffsOFGEUk0tAr3dMDg6AHvXW2kmkrMP2P2N4fm0+V1qdI6VHMO1/7sW23K2wdfNF+/MfAeX9rvU1qdFCCGEdCi///47Fi1ahB49GhpJ9O3bF8eOHWt3R2OtVgtPT88GyyV1eO3atXAEjGnD321PVzdg7YnwBD+ExvpCW6vDvo2GuR8hhBBC7BOaipAWKV21CgUff6yeRy18Hm4RhlQQa9OFJ/cNQ/reApQVVsHDxxW9hoe1/MZVC6XqEDDgPCB6WJcZna3ZW3HvynuVk3C0TzTemvEW+gb1tfVpEUIIIR1OeXl5g8hAIwUFBfDw8GjXY/n5+WH8+PF45plnMHDgQEREROCLL77Ahg0bVJSgJaqqqlQzUlJiqG+n0+lU6yhk31JHsb2PcUbfUAR7uyG3tAqr9udgel3EoL2QODkaqz9Pw57kdAyeZp/mIh01NqR94PjYLxwb+4bjY7/oOunfnbbun4IgaZaa7GxkPmKI0gu6/jr4TZtmdW+Z1w9MrTMTMRSbbiG6MHMXkPqDlM3uUtGBkh78xLonUKOrQVJIEv454580DyGEEOIwTJ48GZ988okS6QQRgGRCKmm909owd7AWqR148803IyYmBi4uLhgxYgSuuuoqbN261eL2CxcuxFNPGeogm5ObmwuNRoOOQvqguLhY/QBwdm7fpJxZ/YPw5fYcfL7hEJKCYVcExjvD1d0ZxTmVSPnrKMJ7+cDe6MixIacPx8d+4djYNxwf+0XXSf/uiPFaW6AgSCyi12qR8eBD0BYWwmPQQIQ/8IDVPZVXVoVdJ4vV89ER/vh19wHr0oVVdKAUoLkEiEi0+5GRL/O7u95VbsLCjLgZWDh5Ic1DCCGEOBQi/ImpyJYtW1BdXY2HHnoIKSkpKkJw3bp17X683r17Y/Xq1SoyUaL9oqKiVL3CXr16Wdz+kUcewbx580yv5T2xsbEICwuDv78/OnLyL+KoHKe9J//XTfJUguDaw8Vw8w1EkLc77In+40qQkpyBjD0VSBrXE/ZGR44NOX04PvYLx8a+4fjYL7pO+nencUmV1qAgSCyS/957qNi0CU7e3oh55RU4u1s/0VxbZyYyKMofeXsKoNfpEdnLHyHRvs2/KX0rsP+/gJMzMPWRLuEk/OT6J/Hz4Z/V6xsTb6R5CCGEEIckKSkJaWlpeOutt1RKb1lZGS655BLceeedSqzrKHx8fFQrLCzEb7/9poRJS0jasqXUZZmQd7QYJJP/jjhOYkwgEqP9kZJRgl92ZeGGCQmwJ5Km9FCC4JEdeagsrYFPQPumjtvz2JD2geNjv3Bs7BuOj2OPjXMb901BkDShYutW5P7zLfU88onH4dGzbXd2pZ6NcEa/UFO6cKvRgSufNzwOuQIIte/ae1IncO7KudiSvUU5Cc8fOx+X97/c1qdFCCGE2IT/Z+8+wJsq2zeA39np3ntTKHvvPVUc+LlwoejnFnEAKrjHXwQcCCrurbhRP1yo7L1B9iqje++dJvlf75vuRYG2OW3v33WdK6cnaXJIgKZ3nvd5xHRhUXH31FNP1XldaGhokz6eCP9ElX7nzp1x4sQJPPbYY+jSpQv++9//oj0Rw0UOJhyS04aVFgh6BzvDv4Mbkk5m4/CmRAy4TFnnR0RERJwyTDWYs7IQ/+hjoqYVbv+5Eu5XXXVOz5HFYsX6sgrBvkYH5KQVQW/UoGP/BoaRxGwFTqwE1Fpg9OOKfk1icmJwyx+3yDDQSeeEJeOXMAwkIqJ2LSIiQvbjqyk9PV1e19REDx5RfShCwKlTp2LEiBEyJNTpdGhP/tMnCDqNCvvjs3EkyTYoRUl6jLJ9GHxwY7x8f0hERETKwhp5qiA+bU94+mmUJiZCFxYKv2eePedn50BCNjLyS+Bs0MJ83NbQstMgf+gMDQwTWf2S7bLPFMCz7v4/SrAnZQ+m/DEFp3NOw9/JH19c+gWGBw2392kRERHZ/f1DXZNkxdLhc+1l0xjXX389oqOj5eTgxMREuVTZzc0N7Y2nkx7ju9g+cP1xZxyUJrKfLwxOWuRlFCPmYLq9T4eIiIhq4JJhqpD5zTfIW7kK0OkQtHAhNM7nPhVu3VFbhcDIUA+c3mOrFOze0HLhU+uB0xsAjR4Y9ZhiX40/Tv6Bpzc9LScJd/fqjrfGvQUfRx97nxYREZHdlA/qEGHgM888A0dHx4rrzGYztm3bhj59+vAVauZlwysOJuGXvfGYfWkX6DTK+axfq9egy9AA/LsyFgfXxyO8p7e9T4mIiIiqYCBIUtGRI0iZv0Du+z06Cw7dz2/K77pjtkBwgMqAotI8+IS6yK1OViuweq5tv99tgHuIIqsePtj3Ad7ea+upOC5knJwk7Kir/KWHiIioPdqzZ0/Fz8r9+/dDX2UAmdjv3bs3Hn30UTueYds3urMPvJ0NSMsrxtqjqbioWwMtWuxAfCgsAsHTB9KRk14IVy8He58SERERlWEgSLAUFCB+5ixYS0rgPGYMPKZOPa9nJbvAhN0xmYAV0J4uOPswkehVQOxWQGsERs5S3CthMpvw/JbnsTx6ufz6tm63yUnCGnUDy5+JiIjaiTVr1shLMcxj8eLFcHV1tfcptTuiIvDqvoH4cMMp/LAzVnGBoIe/E4I6eyD+aKYcLjL4SuW2hiEiImpvlLOugOwmae5clJw8Ca2vLwLmvVxnH6DG2BSdBtEzepCrE/JSCqHVqxE10K+B6sCy3oED7wJcA2AvZosZO5J2YHXiankpvhaThO9dea8MA9UqNZ4e/DQeHfgow0AiIqIaPv3002phYE5ODn755RccOXKEz1ULuK6/bYXF6iMpSM8rVtxz3mNUkLw8tDEBZrPF3qdDREREZVgh2M5l//Y7spf9JBoAIfDVV6H18Djv+yrvHzjEKpYMFaHjAD/oHer5K3b0TyBhD6BzAoY/AntZeWYl5m+fj+SC5Ipj3g7eUEGF1MJUOGod8dro1zAyeKTdzpGIiEjJxJCPUaNGYfr06SgsLMSAAQNw+vRpuZT422+/xbXXXmvvU2zTOvu7oFewG/bFZeN/exNwx4imn+x8ISL6eMPRVY+CnBKc/jdNDhshIiIi+2OFYDtWEhODpOeek/ve998Hp8GDzvu+xJt+0T/QYAGMScUNDxOxWIA1L9v2B98DOPvYLQycuXZmtTBQSCtMk2Ggm95NThJmGEhERFS/9evXY+RI2wdnP//8s3xPkJWVhTfffBMvvVS2GoCafbiI8MMu5U0b1mjU6DrcthLkwPp4e58OERERlWEg2E6JfoHxsx6FJT8fDv37w3vatAu6v6PJuUjKKUIvixbWUis8A53gF1FPL6HDy4Hk/YDBFRj2EOxBLAsWlYFW0fCwHnqNHh3dO7boeREREbU22dnZ8PT0lPsrVqyQFYFi4vDll1+O48eP2/v02oUrewdCr1HjcGIODiZkQ2lkT2kVEHckE1nJtj7TREREZF8MBNuplEWLUbR/P9Rubgh67VWotBe2elwuF7YCAy0G+XW34YF19yK0mCurA4dMAxxtv0C0tN0pu2tVBtYkqgTF7YiIiKh+ISEh2LJlC/Lz82UgePHFF8vjmZmZMBqNfOpagLujvmKgyA87lVclKKYLh/XwkvsHN7BKkIiISAkYCLZDeRs2IOOTT+R+4NyXoAu48IEeYrmwn1kFpwILNFo1Og/xr/uGB5YBaUcBozsw9MKqEi9EakFqk96OiIiovXrkkUcwZcoUBAcHIzAwEGPGjKlYStyzZ097n167cd0A27Lh/+2NR0mp8oZ39BhpGy5yeEsiSk1me58OERFRu8dAsJ0xpaQgYfYcue9x881wmTDhgu8zv7gUO05noHeJrcqwQ18fGJ10tW9oLgXWzrftD3sQMLrBXnwcfZr0dkRERO3VtGnTsHXrVnzyySfYuHEj1Grb28sOHTqwh2ALGtnRG74uBmQWmOTEYaUJ7eEFZw8DivNLEb2bH7gSERG1+kAwLy8POTk51TZSJqvFgsQ5c2DOyIChc2f4zn68Se53S3Q6UGpFN5O24WEi+74FMqIBRy9g8H2wp36+/eBt9K73ejFl2N/RX96OiIiIGta/f39cffXVcHZ2rjgmeggOHz6cT10L0WrUuKafrUrwx12xinve1WoVuo+0vUc8yOEiREREdndejeNOnTqF6dOnY+3atSgqKqo4LqbKib5xZjOXAShR+kcfI3/zFqgcHBD0xkKoDbZ+f02xXLhLiQY6K+Dm44DAKPfaNyotAdYusO2PmAEYKn9hsIc8U17dPQ7LwkBh9qDZ0Kg1LXxmRERErU9cXByWL1+OmJgYlJSUVLtu4cKFdjuv9ua6/kF4b1001hxNRWpuMXxcmua9XlPpOjwQ2387jcTobKTH58EryL7vB4mIiNqz8woEb7nlFhn+iaUhfn5+9QYrpBwFe/YgdfFiue//9NMwdOjQJPcr/h6sPZaCUWXLhcUUuTr/Puz5EsiOAZz9gAF3wp5MZhNmrJ0hh4a4G9yhU+vkfjk/Rz8ZBk4Iu/Dl1ERERG3dqlWrcOWVV8olwkeOHEGPHj1w+vRp+R6hXz9W2rekjr4u6BPijr2xWfhlTzzuHtU07/eaipObAR16eyN6T6qsEhx1U2d7nxIREVG7dV6B4L///otdu3ahc2f+EG8NzDk5SJj1KGA2w/Xyy+F2zdVNdt+n0wtQmFqEQLMRKrUKXYbWMaDEVASsf822P3IWoHeEvYhfTp7f8jx2JO2Ak84JH1/yMSLdIrEzaSeik6MR6ReJAf4DWBlIRETUSE888QQeffRRvPDCC3BxccGyZcvg6+srB41MnDiRz2MLmzwgWAaCP+6Kw10jIxT3wX33UUEyEDyyLQlDro6E3nhev44QERGRPXoIDhw4ELGxyutNQnUHYInPPAtTQgJ0ISHwf+H5Jn1juO5oCnoV297IRfT2hqOrvvaNdn0G5CYArsFA/9vt+jJ9tP8jLI9eDrVKjddGv4YojygZ/g30H4hxAePkJZcJExERNd7hw4cxdepUua/ValFYWCh7Cb744otYsKCsXQi1mCt6BcKgVeNoci72x2cr7pkP7uwBN18HmIrMOLFTecNPiIiI2ovzCgQ/+ugj+Qbv888/l5WC+/btq7aRcmR9/wNy//pLvENH0MLXoanS7LsprDuSgu4mTcVy4VpKCoANr9v2Rz0KaO3Xy2bFqRV4c8+bcv+JQU9gRNAIu50LERFRW+Hk5FTRNzAgIADR0dEV16WlpdnxzNonNwcdLunuL/dFlaDSiBUl3UcGyf0D6+Plh9dERETU8s6rRj81NVW+2fvvf/9bcUxUnXGoiLIUHTuG5Jdflvu+M2fCoWfPpr1/kxkZR7JgtOpgdNMjpKtn7Rvt+BDITwHcw4C+t8Be9qbsxVMbn5L7t3S9BTd2udFu50JERNSWDBkyBBs3bkTXrl1x2WWXYdasWdi/fz9++ukneR21vOv6B2P5vwn4394EPHV5Vxi0yhqS1mWoP7b97yRSY3KRciYXfuGu9j4lIiKidue8AsE77rgDffv2xTfffMOhIgplKSxEwqxZsBYXw2nkSHjefluTP8b2UxnoWmArMu05MhBqdY2lyMW5wMZFtv3RswGNDvYQmxuLh9c8jBJLCcYEj8GjAx61y3kQERG1RWKKcF5entwXfQTF/nfffYdOnTpxwrCdDO/ojQA3IxKzi7DyUAou71VHj2c7cnDWI7K/D45tS5bDRRgIEhERtZJA8MyZM1i+fDk6duzY9GdETSJ53nwUHz8BjY83AufPg0p9XqvDG7RhdyJCzBqIhR7dhtexXHjbe0BhBuDVEeh1A+whpyQH01dNR0ZRBrp6dsWCUQvYI5CIiOgCvfnmm7jnnntgNBpl38CeZasQxPLh9957j8+vnWnUKlzTLwhL1kTjx12xigsEhR4jg2QgeHxHMoZf1xEGR/t8cExERNRenVdKNG7cODlpmJQpZ8UKZH3/vVjHjaBXXoHWy6tZHif133R56RjmDGcPY/UrC7OAzW/Z9sc8AWhafoKcyWLCzLUzcTL7JHwdffHWuLfgqLPfhGMiIqK2YubMmcjJyZH7ERERsp0MKcu1/YLl5bpjqUjOKYLS+Ee6wTPQCaUmC45uS7L36RAREbU755XSTJo0CTNmzJD9YcQnwjpd9U/0rrzyyqY6PzpHJXHxcqqw4HXPPXAaOrRZnsOY1DwEZllE90gMGh9a+wZblgBF2YBPV6D7NWhpop/l3K1zsS1xGxy0Dlgyfgn8nPxa/DyIiIjaosDAQCxbtkz2DBQ/c+Pi4lBUVHfoFBpax/sEanYdfJwxIMwDO89k4uc98bhvdKSinnXRf7zHqCCs//YYDqxPQM8xwfIYERERKTgQvO++++Tliy++WOs68YPcbDZf+JnRObOaTLJvoCU3Fw59+sBn+gPN9iyuXhUDJ6sKxVqgW3/f6lcWZABb37Xtj30CaIblymfz6cFPsez4MqhVarw66lV08ezS4udARETUVj399NN48MEHMX36dPneb+DAgbVuw2FzyhguIgLBH3bG4t5RHRQXuEUN9sfmn04gMzEfiSeyEdjJ3d6nRERE1G6cVyBosYjKMFKa1DffQuG//0Lt6orA116DqkblZlNK2psKFwD6ji5Qa2oEfpsWAyW5gH9PoMsktLSVZ1bijV1vyP3HBjyG0SGjW/wciIiI2jLRP/Cmm26SfaV79eqFlStXwquZWpTQ+RO9A5//9SCiU/OxNzYLfUM9FPV0Ghy0iBroh0ObEnFgfTwDQSIiohbU8o3dqFnkbdqE9I8+kvsB//d/0AcHNdsznZ6cD5csWxXowJrLhfNSgO0f2PbHPt3i1YEH0g7giQ1PyP0bO9+IKV2ntOjjExERtRcuLi7o0aMHPv30UwwfPhwGg8Hep0Q1uBh1uLRHgFwy/OOuOMUFgkL3UUEyEIzek4LC3E5wcNHb+5SIiIjahfNOa1atWoUrrrgCkZGRchP74tNhanmlaWlImD1HrM2B+403wPWSi5v18dauOCUv4w1WDOxeY7nwxjcAUwEQNACIugQtKSEvQU4ULjIXYUTQCMweNFtxS2OIiIjaArEcuNxtt93GMFDBJve3DRdZ/m8CikzKa+vjG+YK3zAXWEqtOLw50d6nQ0RE1G6cVyD4zjvvYOLEifKT4Ycfflhurq6usrH0kiVLmv4sqV5WiwUJc56AOS0Nhk6d4DdnTrM+WxazBQl70uS+OtIZanWVwC0nAdjxsW1/7JNyynFLyS3JxQOrHkB6UTo6eXTCa6Nfg1bNAlgiIqLm0L17d3z77bcoKSlp8HbHjx/H/fffj/nz5/OFsJMhHbwQ5O6A3KJS/H0oWZGvg6gSFA5uiIfVUhk2ExERUfM5r8Tk5ZdfxhtvvCEbSZd76KGH5HIRcd0DDzTfMAuqLuPTT5G/cSNURiOCFr4OtdHYrE/RmYMZUBdZUKCyot+wgOpXbngdMBcDoUOByHEt9lKVWkrx2LrHcCLrBLwdvLFk3BI46Zxa7PGJiIjam7feeguzZ8/GtGnTcNFFF2HAgAFy8rDRaERmZiYOHTqEjRs34uDBg/L9oggFyT7Eh7fX9gvCm6tPyOEiV/YOVNxL0WmAHzb9eAI5aUWIPZKB0G7sR0lERKTICsGsrCxZIVjTxRdfjOzs7KY4L2qEwn37kPLGIrnv9+QTskKwue1ZEysvD+pLMaqLX+UVWTHArs9t++OebrHqQLFkaf72+diUsAlGjRFvj3sbAc41gkoiIiJqUuPHj8fOnTuxfPly+Pr6YunSpTL4mzJlCp5//nlZGTh16lTExcVhwYIFcHNz4ytgR9eWLRveeCINidmFinstdAYNOg/xl/sH1yfY+3SIiIjahfOqELzyyivx888/47HHHqt2/H//+5/sJUjNz5ybi/iZs4DSUrhcOhHukyc3+2PmZRYj8Uim3C8KcYS3c5Xm4eteASwmIGI0ED4CLeXLQ1/iu6PfQQUV5o+aj+7e3VvssYmIiNq7ESNGyI2ULczLCYMiPLH9VAZ+2h2PB8Z2hNJ0HxmI/WvicGpfmnzP6ezBITVERESKCwS7deuGuXPnYu3atRg6dKg8tnXrVmzatAmzZs3Cm2++WW0pMTV9VVzSc8/BFBcHXVAQAl58sUWGZxzZkgBYgViNGQN7VZlinB4N7P26sjqwhayJWYPXdr4m92cNmIXxoeNb7LGJiIiIWttwEREIimnD08ZEKm7wmlegMwI6uiHxRDYOb07AwMsj7H1KREREbdp5BYIff/wxPDw8ZH8YsZVzd3eX15UTbzQYCDa97GXLkPPHn4BWi6DXX4PGxQXNTTR4PrTJNvltn8GMF6N8qlcHWs1Ax4uAkEFoCYfSD2H2htmwworroq7D1G5TW+RxiYiIiFqjy3oG4LnlB3EqLR+7YzLRP8wTStNjVJAMBA9tTED/iWFQa86ruxERERE1VyB46tSpatVqgtI+ZWyriqOjkfTSXLnv8/BDcOjTp0UeVzR4zk0vQhGsSHBRoU+Iu+2K1KPAvu9s++OeapFzScpPwoOrHkRhaSGGBgzFk4Of5N8/IiIiogY4GbQyFBQVgj/sjFNkIBjZ1xcbnI/LJcNnDqQjoneVD6CJiIioSZ33x26iErBHjx5ympzYxP5HH33UtGdH1ViKihA/YyasRUVwGjYMXnfe2WLPkPikVl7qzRgW5Q1t+Se2a+eJWBjocgUQ2LfZzyPflI/pq6YjpTAFkW6ReH3M69Cpdc3+uERERESt3XVlw0V+25eIwhIzlEajU6PrUNtwuAMcLkJERKS8QPDZZ5/Fww8/jEmTJuGHH36Qm9ifMWOGvI6aR8orr6D42DFovLwQuGA+VOqWWUZRkFOCU/+myf19hlKMLl8unHQAOPizbX/ME81+HmaLGY+vfxxHM4/C0+iJJROWwEXf/MuliYiIiNqCQeGeCPF0QF5xKVYctLWCUZruowLlZcyhdOSkKW8iMhERUbteMvzuu+/iww8/xE033VRt8nCvXr3w4IMP4sUXX2zKcyQAOX//jcyvv5HPReCCBdD6tNwSiiNbE2ExW5GosSBVY8Wo8kBQVgeKd25XA/49mv08Xt35KtbHrYdBY8Bb495CkHOVwSZERERkVykpKXKzWCzVjov3h6QMarUK1/ULwRsrj8mlw1f3tVUMKombjyNCunki9lAGDm5IwNCrI+19SkRERG3SeZWYmUwmDBgwoNbx/v37o7S0tCnOi6o+3/HxSHz6GbnvddedcB4xvMWeH9Ej8nD5MBF9KTr7uSDAzQGI3w0c+Q1QqVukOvDrw19j6eGlcv/lES+jlw9/uSAiIlKCXbt2ydYxAQEBMvzr06cP+vbtW3FJynJNP9sHqpuj0xGXWQAl6jHSdo5i2rC5tHrATERERHYMBG+99VZZJVjTBx98gClTpjTFeVEZa2kp4h97HJacHBh794LPww+36HOTcDwLWckFsGiAw3ozRncuqw5c87Ltsuf1gE/nZj0HURW4YMcCuf9wv4dxcfjFzfp4RERE1Hh33HEHoqKisHnzZpw8eVIOn6t6ScoS4umIYZFeEHMBf9odDyUK6+UFJzc9CnNNOLk31d6nQ0RE1L6XDM+cObNiX0wUFgNE/v77bwwZMkQe27ZtG2JiYjB16tTmOdN2KnXJEhTu3g21szOCXn8dKl3LDtAoHyZy3GiFSQVb/8DY7cCJfwCVBhj9eLM+/tGMo3hs3WOwWC24uuPVuLNHyw1SISIiorMTod+yZcvQsWNHPl2taLiIqBAUy4YfHNdRvrdXEo1Gja4jArHz99M4uD4enQb42fuUiIiI2m8guGfPnlrLg4Xo6Gh56e3tLbeDBw829Tm2W/lbtyL9vfflfsCLL0Af3LJ9XoryTYjebftUdruqGI56DQaEewBLX7LdoM/NgFfz9XVJKUjBA6seQEFpAQb5D8IzQ55R3BtWIiKi9m78+PH4999/GQi2IhN7+OPZ/x1ETEYBtp/KwOAOXlCabsMDseuP04g/loXMpHx4+DvZ+5SIiIjaZyC4Zs2a5j0TqqY0IwMJjz0umvjBffJ1cL3sshZ/ho5uS7L1bXHXIclaiAmRXjDEbgZOrQPUumatDiwwFWD6qulILkhGhFsEFo5ZCJ2mZasjiYiI6OzEqpHbbrsNBw4ckL0EdTVWM4jBc6QsjnotLu8ZgO92xsoqQSUGgi6eRoT19MbpfWk4uD4BI67vZO9TIiIialPOa8owNS+rxYKEJ55AaWoq9JGR8HvyyRZ/ysUwkfLlwiecAeQBozt5A2vut92g/22Ae2izPLbZYsacDXNwOOMwPAweWDJuCdwMbs3yWERERHRhtmzZgk2bNuHPP/+sdZ2o7DebzXyKFei6AcEyEPx9fyKev7I7nAzK+7Wgx6ggGQge2ZqIIVd1gFavsfcpERERte+hItS8Mr74Avnr1kNlMCBo4UKoHRxa/ClPPpWDjIR8aHRq/J2XK49d4nAYiNkCaAzAyFnN9thv7HoDa2LXQKfWYfG4xQhxDWm2xyIiIqIL8+CDD+KWW25BYmIiLBZLtY1hoHINCPNAuJcjCkrM+PNAEpQopJsnXLyMKC4oxYldKfY+HSIiojaFgaDCFB44iJTXF8p9vzmzYewcZZfzKK8OdOjggnxYEeHlCN+dr9muHHgn4BrYLI/7/dHv8fmhz+X+S8NfQl/fvs3yOERERNQ00tPTMWPGDPj5cfBDayKqN8VwEeGHnbFQIrVahe4jbe85D6xX5kRkIiKi1oqBoIKY8/IQL6Y5m0xwuegiuN94o13Oo6SwFMd3Jsv9k662Y3f7HQPidwE6R2DEjGZ53E3xm/Dytpfl/gN9HsBlHVq+byIRERGdm2uuuYa9plupa/oFQ8xr23YqAzHpBVCirsMCodao5OqV1FjbqhUiIiJq5YHg+vXrMWnSJAQGBspPKX/55Zdq1z///PPo0qULnJyc4OHhgQkTJmDbtm3VbpORkYEpU6bA1dUV7u7uuPPOO5GXl4fWRvTsS3rhRZhiYqANDEDAS/9nt4m6x3Yko7TEAnd/R6xMyYYKFkzK+NR25aB7AGffJn/M45nHMWvdLJitZkzqMAn39rq3yR+DiIiIml5UVBSeeOIJ3H777Xj99dfx5ptvVttIuQLdHTCio7fcX7Y7Dkrk6KpHh74+cv8gqwSJiIjaRiCYn5+P3r17Y8mSJfW+wXz77bexf/9+bNy4EeHh4bj44ouRmppacRsRBh48eBD//PMPfvvtNxky3nPPPWhtsn/5H3J+/RXQaBD02mvQuNlviEb5cmG/3l6Izy7E5bpdcMk6DOhdgOEPN/njpRWm4YFVDyDflI/+fv3x/LDn7RaGEhER0blPGXZ2dsa6devk+7Y33nijYlu0aBGfToUrXzYspg1bLFYoUY+RQfLy2PZklBSV2vt0iIiI2gS7jhO79NJL5Vafm2++udrXCxcuxMcff4x9+/Zh/PjxOHz4MFasWIEdO3ZgwIAB8jZvvfUWLrvsMrz22muy8rA1KD55Ckkvvij3fR6cDsd+/ex2LqkxuXITSzNOOYvE2II5hp8A8d5ryP2Ao2eTPl5haSEeWv0QEvMTEeYahkVjFkGv0TfpYxAREVHzOXXqFJ/eVuyS7v5wMWgRn1WIrafSMSzSVjGoJIFR7nD3c0RWcoEMBcX0YSIiqiQ+0Ik/lomk2GyYQnQIivKUfViJ2kQPwZKSEnzwwQdwc3OTVYXCli1b5DLh8jBQEMuK1Wp1raXFSmUpLkb8rFmwFhbCccgQeN19t13P59AmW3Vghz4+WB+TgSvUWxBcegYwugFDH2jSx7JYLXhq41PYn7YfbgY3LBm/BO5G9yZ9DCIiImpeBw4cqPe6mu1g2gur2YyC7dtRsmqVvBRfK5VRp8EVvW0fov+4U5nLhsXKkfIQUAwXEa12iIjIJnpPCr54cjOWL/oX25fFy0vxtThOpNgKwcYQy4BvvPFGFBQUICAgQC4N9va2fXKZlJQEX9/q/ey0Wi08PT3ldfUpLi6WW7mcnBx5abFY5NZcxH2LNzBVHyP5lVdRfPgwNB4eCJg/D1aVCtZmPIeGmErMOLbd9rx1GOSLnT9sx+/aZbZzHzodMLiKP0STPd7i3Yvxz5l/oFVr8cboNxDiHNKsz/+5vjakHHx9lIuvjbLx9VGulnptWuLn2iWXXCJbu0RERFQ7vmzZMkydOlW2iGlPcv7+G8kvz0Np2XtR8afX+vvD78kn4HrxxVCiyQOC8c32GPxxIBEv/Kc7XIw6KE3nIf7Y8ks00uPy5IAR/w72a69DRKQUIvRb8X7tD+bys4rl8Yn39kBk36afAUBtg+IDwbFjx2Lv3r1IS0vDhx9+iOuvv15W/9UMAs/FvHnz8MILL9Q6LnoTFhUVoTnflGdnZ8tfAEQVY8mmTchfulRe5zD7cWSInRT7pfhn9mahpNAMR3cd9uVn4HLrenRQJ8FidEdqxDWwNuG5rYhbgU8OfiL3Z3abiRBVCFLs+Gev+dqQsvD1US6+NsrG10e5Wuq1yc1t/qmsd911l1yhsWnTJvj7+8tj3333He644w589tlnaG9hYPzDj4hpcdWOlyYn244vXqTIULBviDs6+DjhZGo+/tifiBsGhkJpjE46dOrviyNbk+RwEQaCRNTeiWXCG7473uBtNn5/HBG9fbh8mFpnICgmDHfs2FFuQ4YMQadOnWQfQTHNTrzprBkilZaWysnD5W9I6yK+d+bMmdUqBENCQuDj4yOnFTfnm3+x5EE8jjklBadfeVUe97jtNvheeSXsbdN+2zKRHqOCsSI5Cw9pfrJdMWIGfII7NNnjbEvchsWHFsv9e3regyl9psDeqr42DASVh6+PcvG1UTa+PsrVUq+N0WhEcxMfsor3XiIUFMPdRH9nERJ++eWXuPbaa9FeiGXBojJQhLy1ujZZrRARobjeZfx4qDQaKIn4uzi5fwgWrDgih4soMRAUuo8KkoHg8V0pGD65kwwJiYjaOrPZgoLsEuRnF8vLguxi5GeXICUmR1YCNiQvsxiJx7MQ1Nmjxc6XWg/FB4J1vYEuX+47dOhQZGVlYdeuXejfv788tnr1anmbwYMH13sfBoNBbjWJN+TNHQaJN1wqiwWJjz8OS3Y2jN27w2/WTKjsXJWWkZCPpOgcqNQqdBseiA3vvI9QdSqKDd4wDLpHPDlN8jgns05i1rpZKLWW4tKISzG973TFTBQW59ESfwfo/PD1US6+NsrG16d9vzYt9TNNDHWbMmWK/PA2Pj4e33zzDf7zn/+gPSnYuUsuE67vXY04Lq4Xt3MaPAhKc02/ILz61xHsOJ2J02n5CPd2gtL4RbjCK9hZLhs+ujUJvceH2PuUiIjOm9lkQX5OcbWwL78s7JOhX1YJCnKKUZhruqBnWTwGkeICwby8PJw4caLalDqxPFj0APTy8sLcuXNx5ZVXyt6BYsnwkiVL5JvMyZMny9t37doVEydOxN1334333nsPJpMJ06dPlz0HlTZhWDaX3rEDJdHRSNq3H4U7d0Ht6Iigha9Dpbf/VN3yYSLhPb2QVpSHG4u+k+9crSNnAnrHJnmMjKIMTFs1DbmmXPTx6YP/G/5/igkDiYiIqPGWL19e69g111yDDRs24KabbpI/38tvI97LtQclKcmNvp3yojbAz9WIUVE+WHs0VVYJPnpJZyh1uMi6r4/K4SK9xgXzvSQRKU6pyVwW7pVX81UJ+aqEfUX5jQ/6xMRgRzc9HN0McHLTw8nNIB/nyJb6ZyeUc3KtXQxFZPdAcOfOnbJHYLnyZby33XabDPiOHDmCzz//XIaBIiAcOHCgfKPZvXv3iu9ZunSpDAHHjx8vPwUXS1PefPNNKLm5dDm3666DPiwMSvhkQnzKKojqwOQ172OQKgNpam94D76zSR6j2FyMh1c/jPi8eAQ7B2PxuMUwaPgfExERUWt01VVX1XvdJ598IrfyAMes4Am7TemUNhMOjbydUhduXdc/WAaCy3bHYcZFUdColffBbdQgP2xedgJZyQWIP5aFYC6DI6IWUlpirhbs2ar6yvazilGQYztWnF/a6PtUa2xBnwj4bFtZ6OdePfwTLRLEar6aPQRjD2c2uGzY2cOAgE7uF/TnprbLroHgmDFjZJ+V+vz0U1kPuwaIasKvv/4ara25tJD55ZdwHNDf7s2lT+5NlZ9OOLkbENrJAe7/+1AePxB5N8boLrz3kMVqwTMbn8He1L1w0btgyYQl8DR6NsGZExERkT20xPTi1iapoydcXADPXKCuhdrinWCGM5DTUbnvgSZ09YOrUYvE7CJsjk7DyE4+UBq9UYuowf5ysIjYGAgS0YUylZgrqvaqL90t2y8L+4oLziHo06oqAj5xWRHyudoubcf0tqDvPFfNiarBkTd0qnPKcLkR13fiQBFqOz0EW2Nz6brCwHJKaC59cKNtuXDXYQGw7PwQ7uYMxFp84DOyaaoDl+xdgj9P/wmtSos3xryBDm5NN6CEiIiI7GPq1KmyT6Bo3yKGwLV3Pi5+eO8iNWb9ZIGIS6uGguKdoPh1T2UFfHOVV3VXzqjT4D99gvDl1jNy2bASA0Ghx6hAGQae3JMqf0l3dLV/+x0iUp6SolLbEI6cyrCv6jLe8mW9JYWND/o0OnWVkK/KpbtBLs11LAv7DI7aFmlpENnXFxPv7SGnDVetFBSVgSIMFNcT1YeBYAs0l66X1Wr35tLZqQWIP5op36V2HegK62e26b+faK/HM8HeF3z/y6OX44N9H8j9Z4c+i8EB9Q97ISIiotajY8eOePnll3HLLbfIVR+iV6DYgoKC0B718+2HM30DsBBJuO0fM7xzK6/LcgLUVsAzH9A8OA9FH0bA2K0blLpsWASCKw4kIbvQBDcH5U3y9Q52kQNGkk/l4PDmBPSfGG7vUyJq88Ty1PhjmUiKzYYpRIegKE+7VZ6JoE9W7YlAryzsq9afr6zCz1TU+JYVWp0ajiLUqxH2ySW8ZWGfqOzTO7RM0HcuROgX0dsH8ccykBSbBv8Qb7u+PtR6MBBsRqWpqU16u+ZwaGOivAzt6gnX458BxRk4afFHXtdrL/g/kB1JO/Dc5ufk/p097sTVna5uknMmIiIi+3v22WflFhcXJweI/PLLL5gxY4bs9SwqB0U42KdPH7QXGrUGcwbNwcyCmdjRSYUusRZ45AGZzsDhEBXc84FXlrvCLSYdZ26diuC334LT0KFQml7Bbojyc8ax5Dz8vi8RNw8OhRKJ4SIiEDy4IQF9Lw7jL75EzSh6T0qNCrR4WREnlqs2VQWaaCVWUlS+dLc83KvRp6/ssrT4HII+g6Yi5Cvvz1c17BN/DnFMb9QoLug7F+J396AoD+jcTfD19eD/idQoDASbkdbHp0lv19TMZgsOb7EFgt0GuQFrbcNYFpdeg/FdAi7ovk9nn8Yjax5BqaUUF4ddjIf6PdQk50xERETKEhwcjGnTpsktNzcXf/75J/73v/9h3LhxcHFxwaRJk3D//fdXGwrXVk0Im4CFYxZi/vb5OBRWOXXYUeuITHUBZk4uwPurukC79whi7rkXgfPnwe3yy6Ek4hdiUSX48h9H8OOuWMUGgh37+2LjD8eRm16E2EMZCOvhZe9TImqzYWBdPepEaCeOi+WqDYWCMugrFBV9tmq+ghphX9VlvKUlje9PqzNqqg/hqDGBt3wZr+g7SkR147+OZiQGhmj9/VGanFx3H0GVClo/P3k7ezizLx2FOSVwcNEhPO9boCgbxyxB+M06DM93PP/lwplFmXhg1QPIKclBL+9emDtiLtSqutprExERUVsiAsDrr79ebmK68Nq1a2X14JYtW5okEBT3+fzzz+Orr75CUlISAgMDcfvtt+Ppp59WTGWHCAXHhozFzqSdiE6ORqRfJPr59cOcDXPw95m/Me2yRHzoORzW1ZuQMOtRmNPS4HnbbVCSq/oGYcGKo9gdk4UTKXno6OsMpdHqNegyJAD/ro7FgfXxDASJmmmZsKgMbMj6b45Bp9OgIK9s+EZFVV9lRZ/Z1PigT1Tq2ar2qgzjKK/oKxvKIa5j0Ed04RgINiMxKMTvySdsU4bFm9SqoWDZm1Zxvb0GipQPE+kywAOa7Uvk/qLSa9Ez2BMeTufXnLnEXCIrA2NyYxDoFIjF4xbDqL3wScVERETUumg0GowfP15uTWXBggV499138fnnn8uAcefOnfjvf/8LNzc3PPTQQ4paPjzQfyDC1GHw9fWFWq3GyyNfRlphGnan7MaDo0/hfZ+rUfzdz0ieNx+mlBT4zpoFlVoZH6D6uhgxJsoHq46kYNnuOMye2AVK1H1UoAwEz+xPQ25GEVw8+Z6TqCklHM+sNqiiLmKwz69v/3vW+xJDNsQAoKphX7VefSLsczNAp7ffsE2i9oaBYDNzvfhiYPEiOU246oARURkowkB5vR2IN00xh9Llfjf9b0BJLmL1kfizaBAeijq/JcyiHFz0DBRvdJ11zlgyfgm8HS58MAkREREpV3JyMh599FGsWrUKKSkp8v1Azaq+prJ582bZn/DysmW24eHh+Oabb7B9+3YonUFjwJvj3sStf96KU9mn8Gi/w3jL/wHkLF6CjI8/kZWCAS+9BJVOGUM8xLJhEQj+tDsOj17cGRoFNqf38HdCUJQ74o9l4dCmBAye1MHep0TUahUXliIjPg/pCfkVlykxOY36XhHyefg72ibtVizdrb6MV1T1EpGyMBBsASL0cxk/Hvk7diAjOhqekZFwGjjQbpWBwuFNCYAVCIp0gvsh22ThV0quhRVqjO58foHge/vew28nf4NGpcHrY15HR4+OTXzWREREpDRiyW5MTAyeeeYZBAQENOvS3WHDhuGDDz7AsWPHEBUVhX///RcbN27EwoUL6/2e4uJiuZXLybH9gmuxWOTWXMR9i3C06mO46FywZNwSTF0xFcezTuDZDp5Y8H8vIPX5F5H9v+Uwpacj6I03oHZygr2N7ewDD0cdknOKsf5YCkaf5wfGza3byEBbILgxAf0mhkKjUZ/Xa0PKwdeneYnlu5lJ+chIyLeFf2VbXmbDlYANGX97FznQoiH899b8+G9HuSwt9HPnXO+fgWALEeGf46BByAsPh6Ovr12XhIheEIc3lw0Tcd8KxBcg37sXfo3rDTcHHXoHu5/zff5+8ne8s/cduf/UkKcwLHBYk583ERERKY8I5DZs2NAiE4XnzJkjA70uXbrIJcmi+nDu3LmYMmVKvd8zb948vPDCC7WOp6amoqioqFnflGdnZ8tfAMSS4XI66PB/ff4PM7fPxPak7XgpwAUz576E/OdfQMHGTTh5y61wnj8Pao+Gf7luCROi3PHD3lR8tSkaXd3r6IetAM4BVhicNLJf2b4NJxHUzfW8XxtSBr4+TcNqsSIvswQ5KcXISS5GtrhMKUJeekmd7e0FB1ctXH0NcPM1yktXHz02fxuHotzSeh9HfI/WtURWiJN98d+Oclla6OeOGO52LhgItkMxB9PlJ0AGRw06JL0qj63wuROIU2FkJ+9zXhKyJ2UPntn0jNy/rdttmBw1uVnOm4iIiJQnJCSk1jLh5vL9999j6dKl+Prrr2UPwb179+KRRx6Rw0Vuq2cwxxNPPIGZM2dWfC0CRXHOPj4+cHU9e3h0IW/+RbWkeJyab/5FX8HXHV/Hg6sfxKrEVYjoEYG7PvsU8fdPg/noURQ8/AiCP/wA+pAQ2NPUEQYZCG44mQWDi4f84FiJuo3Ix56/YhC3Lx99x3S8oNeG7I+vz7kR//+KPn4Z8fnISMxHurhMyENmYgFK6xnmoXfQwivICZ6Bts2r7NLgWPvfuA5O+OvDg/U+/qgbOsPPX5kVxO0N/+0ol6WFfu4YjefWS5eBYDskllQInf1OQFuYC4QMwecpkeIt8jkvB4nNicXDqx+GyWLCuJBxmNF/RjOdNRERESnRokWLZOXe+++/L3v6NafHHntMPtaNN94ov+7ZsyfOnDkjqwDrCwQNBoPcahJvyJs7DBJv/ut7nJHBI/Hc0Ofw7OZn8dGBjxAwJAD/+XopYu+6G6aYGMTcPAUhH7wPhyaYzny+egS5o4u/C44k5eK3/Um4dUgYlKjHyCDs+TsGcUcykZNWBHdfxwt6bcj++Po0vs9fekIeivPrruDT6NTwDCgP/JzLQkBnOcCjse0dOvb3g0qtktOGqw4YcfYwYMT1nRDZ1/e8XmNqHvy3075fG/U53jcDwXZGjH4/vb9smEjeW4AGyB76OPZ9Yeuncy6BYHZxNqatmobM4kx08+qGeSPnyal6RERE1H7ccMMNKCgoQGRkJBwdHaGrMRQjIyOjyR5LPE7NN7ti6XBr7U11daerkVSQJNuuzN02F75jF2P4N18j9t77UHz4MGJunYrgt9+C07BhdvvlRQwXeen3w/hxZ6xiA0FXbweEdvOSq2AObUjAsGvZx5paf5+/jPI+f/F5FZf19fkT2Z6br2NF4CcuvQKd4erjAHUTDAQSoV9Ebx/EH8tAUmwa/EO8ERTl2ST3TUT2w0CwnTmyJVH2k/B3T4eX5hQQPhJrirsA2ItuAa7wdW1cianJbMLMtTNxOuc0/Bz98Na4t+CoO/unsURERNT2KgRbyqRJk2TPwNDQULlkeM+ePXKgyB133IHW6r5e9yEpPwk/Hf8Jj617DJ9c8gm6ffkF4qY/iIKtWxFz730IfPlluE26wi7nd1XfIMz/8wj+jcvGseRcRPm5QIl6jAqUgaDokz34yg6yMopI6URv95zUwrIBH3kVy32zUgrl72x1EZV5tmW+zvAsC/48Ahyh1TVvYYYI/8TgEJ27Cb6+HgwDidoABoLtiPihUr5cuJv1W9vBcU9j3ZZUudvY6cKiT8WLW1+UjbAdtY5YMn4JfB1ZKk5ERNQe1bdUtzm89dZbcprxtGnTZAN70Tvw3nvvxbPPPovWSlThPT3kaaQUpGBj/EZMXz0dX176pVwunCiGqPzxJxIeewylaWnw+u/tLX5+3s4GjO3ii38OJePHXXF48rKuLX4OjRHWw0sGJaKCKnpPCqIG+dv7lIiq9/nLLqkW+onLzMT8evv8GRy1tuAvyNm25DfIWS7/NTops5cnEbU+DATbkbhjtr4qem0JOho2AB0nwBI8GOuPrTyn5cIfH/gYv5z4BWqVGq+OfhWdPTs385kTERGRkojBHOUDOcR+Q5pycIeLi4usSGzJqsSWoFPr8Pro13H7ittxOOMw7l95P7687EsEvvYaNN7eyPziS6QsWIDSlBT4PvYoVC3c925y/2AZCP60Ox6PX9IZWo3yqu/UGjW6jQjE9l9P4cD6eAaC1K76/BERnQ8Ggu3I4bLqwE76NdCpi4GxT+JAQjbS80vgbNCiX6jHWe9jxekVWLx7sdyfM2gORgWPavbzJiIiImXx8PBAYmKinJbr7u5e5y+toiJGHDebzXY5x9ZGtF55Z8I7uOWPWxCTG4MHVz2Ijy75CH5PPAGdnx9SXn0NGZ9+KisFA+e+BJVe32LnJioEvZz0SMsrxrpjqRjf1Q9K1HVYIHb8fhqJJ7JlACOWUhK1lz5/RETnioFgO1GYV4Lovbalwd0d/gY6XwYE9ce6VcflsWGRXtBrG/6099/Uf/HUhqfk/pSuU3BTl5ta4MyJiIhIaVavXg1PT0+5v2bNGnufTpvh7eAtQ8Fb/7gV+9L24fH1j2PRmEXwuvNOaL29kfDU08j59VeY09MR9Oab0Dg7tch56TRq2Uvw442n5LJhpQaCYslwRC9vnNybioMbEjDqhih7nxK16z5/tqW+5QFgS/T5IyI6FwwE24mjW5NgKbXCRxsNH91JYOwX8rj4lLcx/QPj8+Lx0OqHUGIpwejg0XhswGMtct5ERESkPKNHj65zny5cB7cOcljb3X/fjbWxazFv+zw8NfgpuP3nP9B4eiLu4UeQv3kzYm67DSHvvyeDwpYgpg2LQHDl4WRk5pfAw6nlKhTPRY9RQTIQPLolEUOvioTOwACGmrfPn+jxV97rzzbswwkGR/b5IyLlYyDYTn64VQwTcfwH6HYV4N8T2QUm7I7JlMdHdao/EMwpycEDKx9ARlEGunh2wSujXoFGzTdXREREZFNUVIR9+/bJQR8WS/VfnK+88ko+Teeon18/zB81H7PWzsJ3R79DgFMA7ux5J5xHjkTY558h9t77UHTwIE7fPAWhH30IfWhosz/HXQNc0T3QFQcTcvC/vfG4fXgElCi4i4dcgikquo7vTEa34YH2PiVSoOICU1nF33n0+Ssb8iECQEc39vkjotaLgWA7kBSdjcykAmhVRehk3AiMWS2Pb4pOg6hyj/RxQoinY53fa7KY5JvR6Oxo+Dr4yk+sRY8bIiIiImHFihWYOnUq0tLSaj0h7CF4/i4KuwiPD3wcC3YswKLdi+Dv5I/LO1wOh549Ef71UsTcdTdMMTE4fdPNCHn/fTj06N4iw0UOJhzCj7vjFBsIqtQqdB8ZiC0/RePg+ngGgq1weW78sUwkxWbDFKJDUJTnBfXXKzWZ5e9BFaFfWeVfQ33+3P0ca1T8sc8fEbVNDATbgfLqwI7GTTD0vhzw7SK/XnfUtlx4TGffeisL526di62JW+GgdcBb49+Sb0aJiIiIyj344IOYPHkynn32Wfj5KbO3XGt1S7dbkJifiC8OfYGnNz0NHwcfDAoYBH14OMK/+Rox996L4kOHcWbqVAS/+SacRwxv1vO5sk8Q5v5xGAfic3A4MUdWDSpR16EB2Lb8JFLO5CLlTA58w5R5nlRd9J4UbPjuOPKzysO6eDi5GzDyhk6I7Fv37ytN2ucvyBke/uzzR0TtBwPBdlAOf2Jnktzv5rgaGPNVRdhX0T8wqu7lwp8f/BzLji+DCiosGLkA3by6teCZExERUWuQnJyMmTNnMgxsJrMGzEJyQTL+Ov0XHl7zMD6/9HNEeURB6+ODsC++QNyDD6Jgy1bE3ncfAue9DLdJk5rrVODppMeErn7480CSHC7yzBXKfG/o4KKXAdLxHcmyStD3VgaCrSEMXPH+gVrHRTgojk+8t4d8Tdnnj4io6TAQbOOObU9GaSngoY2B/8B+gFek7XhyHpJyimDUqTEowjYlsKpVZ1Zh4a6Fcv+xgY9hbOjYFj93IiIiUr7rrrsOa9euRWSk7T0GNS21So25I+YitSAVu1N2Y9rKafjqsq/kqg2NszNC338fCU88iZzff0fCY4+jNDUNXnf8t1mHi4hA8Jc98ZhzaRc5gVipw0VEIHhsRzKGXdcJBgf+2qNUorpPVAY2ZNVnh/HvqlhkJOazzx8RURPhT8a2Pkxkte2Ha3fH1VCN/r+K69YeTZGXQzp4wairPiDkQNoBzNkwB1ZYcUPnG3BL11ta+MyJiIiotXj77bflkuENGzagZ8+e0OmqT9d86KGH7HZubYVBY8Cb497E1D+n4mT2SUxbNQ2fT/wcLnoXqPR6BL76ipw2nPH550h55RWUpqTA9/HHoFI3fVgnVpZ4OxuQlleMNUdScHF3ZbaTCejoBo8AJzkh9ti2JPQcE2zvU6I6mIrNcvhL5TLh+m+XeCJb7rPPHxFR02Ag2IalnslBWooVapjQeYg/4BFWcV19y4UT8xLx4OoHUWQuwvCg4ZgzaI5sCE5ERERUl2+++QZ///03jEajrBSs+r5B7DMQbBpuBje8O+FdTPljCo5nHseMNTPk1zqNTgZ/fk/MgdbPTwaCGZ99htLUVLmEWASGTUmrUeOafkH4YP1JuWxYqYGg+LvXY1SgrDw7sD4ePUYH8T2tHcglvjklsr9fdlphjcsiFOaUNPq+xOvZbWQQ+/wRETURBoJt2ME/dsnLSIftMI5/uOJ4fnEpdpzOqBUI5pXk4YHVDyCtMA2dPDrhtVGvQavmXxEiIiKq31NPPYUXXngBc+bMgboZKtKoUqBzIN4Z/w5uX3E7tiVtwzObn8G8EfMqgi6xVFjr7YWEJ5+SS4jNmRkIevNNubS4qZcNi0Bw9ZEUWSkoKgaVqPNgf2z5OVoOmkiKzkZAR3d7n1KbZDZZkJNeiOzUQuSkFVWGfmXBX6nJ0uD364xqmIoavo3Qsb8ffEJcmvDMiYjaN6Y9bVRJoQnHD4jSewO69dUDbkEV122JTofJbEWIpwMivJ3ksVJLKR5d/6j8xNnL6IUl45bAWd+0bx6JiIio7SkpKcENN9zAMLCFdPXqioVjFuKBVQ/g95O/I8ApAA/3q/zg1+3KK6Hx9ELcQw8hf/MWOYE49IMP5JLiphLl54LewW74Ny4b/9ubgDtHRECJDI46dBroh8ObEnFgQzwDwQuo8ivOL61V4ScCPxEC5onlvnUP8pVEXu3saYSrtwPcfBzg6m2Em49j2aUDdEYtvnhyc4PLhsVE4IBODHSJiJoSA8E26sQfa2CyGOCmTULQVbdVu67qcmHxibL4IT9/+3xsit8Eo8aIt8e/jQDnADudOREREbUmt912G7777js8+eST9j6VdkO0dXlu6HN4dvOz+Gj/R/B39McNXW6ouN55xHCEff45Yu+9F8WHDuP0TTcj9MMPoA8Pb9IqQREI/rAzFncMD1fsclwxXEQEgid2pWDE5E5wcG7aJdRthcVsQV5mca2wT1T8icuSwtIGv19r0MDNuzzsc6gM/3wc4OJphEbbcPXwyBs61TlluNyI6ztBrVbm3zEiotaKgWBbJIaJbEoEEIJunfOhcq3s7SLCv7XHbANFRkf5ysulh5fiu6PfQQUV5o2chx7ePex26kRERNS6mM1mvPLKK/jrr7/Qq1evWkNFFi5caLdza8uu7nQ1kgqS8M7ed/Dy9pfh6+iLsaFjK6536NkD4d98jZi77oYpNhanb56CkPffg0PPnk3y+Ff2DsL//XYYR5JycTAhBz2C3KBEvmGu8Al1QWpMLo5sTkLfi0PRXpUUlZYt47WFfOXLemWVX3qRnPbbEEc3ffWwr8qlg4vugkLhyL6+mHhvD9nzsWqloKgMFGGguJ6IiJoWA8E2KH3D70guCIEapegyeVK1606nFyA2oxA6jQrDIr2wNnYtXtnxirxuRv8ZmBA2wU5nTURERK3R/v370bdvX7l/4ED1Ch+lVo21Fff1ug9J+Un46fhPeHz94/j4ko/Ry6dXxfX6sDAZCsbecy+KDh3CmdtuR/DixXAeOeKCH9vNUYeLuvvh932JcriIUgPB8irBNV8dwcEN8egzIQRtldViG+Ahw75qVX62rTDX1OD3q7UquHpVVvbJir+yJb4i9NPpNc16/iL0i+jtg/hjGUiKTYN/iDeCojxZGUhE1EwYCLY1FgsO/rUXwDCEB2XB0b/65Ld1R23VgQPDPRGTd1y+ebTCims7XYvbu99up5MmIiKi1mrNmjX2PoV2SwSuTw95GikFKdgYvxEPrn4QX176JUJdK6vgRO/A0C++QLzsKbgZsfffj8C5L8HtP/+54Mef3D9YBoL/2xuPJy/rCv1ZloXaS8cBvtj043EZjsUdzURQ59bbi67UZLYN7qga9pVN7BX7YsBHQ4xOusplvTWq/JzdDVDZeVmuWBYcFOUBnbsJvr4eDAOJiJoRA8E2pvTfn3Asw/bJcLfLB9e6fm1Z/8D+HVSYvmo6CksLMSRgCJ4a8hQ/xSciIiJqZXRqHV4f/bqcPHw44zDuX3k/vrzsS3gaPStuo3F2Qsh779qmD//2GxJmz0FpWho877jjgt7/jezkAz9XA5JzirH6SDIm9lBmD2q9USsnDu9fF4+D6+MVHQiK9j5F+abaYV/Z12cd4KFWwcXTIAO+iiq/Kv38DA789Y+IiGz4E6EtMZci+re/UGy9Cc6OxQjpU71HSpHJjK0n0wFVMdZmL0BKYQoi3SLx+pjX5ZtJIiIiImp9HHWOeGfCO7jlj1sQkxuDB1c9iI8u+QgOWoeK26j0egS+sgBaHx9kfPopUl59DaUpKfCdPRsq9flV9mnUKlzdNxjvrYvGDzvjFBsICt1HBclA8OS/aQ1Os20JZjHAI6O42sTe8n5+Yr+kyNzg9+sMGlvYV63Cz1b1J6b5ajTKrNQkIiJlYSDYluz/HodSyqoDR0XUKrHffioDRaZSuId/j9O5x+Unx2KisKve1U4nTERERERNwdvBG+9OeBe3/nkr9qXtk21hFo1ZBI26su+bCP78Zj8uQ8GUV15BxudfoDQ1DQHz50Gt15/3tGERCIpVKCm5RfB1MSryBfUKckZApBsSo7Ox/deTcA3UwhSia7YedWIqb80+fuWXuRnFst9fQ5zcDbUn9pZdGp0vbIAHERGRwECwrTCbkPn3J0gwPQmVyoquo8Nr3WTdsVQY/H6H2eEg9Go93hz3JoJdgu1yukRERETUtCLcIvDWuLdw1193ycFx87bPw1ODa7eF8brjvzIUTHjySeT88QdKMzIQ/PZb0Dg7n/NjdvR1Rt9Qd+yJycIve+Jxz6hIKJWYNiwCwSNbksuOxMvgbeQN5z7FVgR6+dnFNcK+ooqvi/IaHuCh0aptwzrqWNbr6mWEtpkHeBARETEQbCv2LsWhpG5yN7SbB5w9an86++eZH6H33CT3546ci94+vVv8NImIiIio+fT17Yv5o+Zj1tpZ+O7odwhwCsCdPe+sdTu3SVdA4+mB+AcfQsHWrThz61SEfvC+DArP1eT+ITIQFNOG7x7ZQZHVa9F7UrBvTVyt42L58Ir3D2DivT1qhYKlJbYBHtWW9VZM7S2CufQsAzycdXVU+ImJvY5wctPbfYAHERG1bwwE24LSYpjXLsTRohfkl91GhtS6yc9HViLH6UeItx339HgAE8Mn2uFEiYiIiKi5XRR2EWYPmo352+dj0e5F8HPywxUdrqh1O+fhwxH65ReIvedeFB8+jNM33YyQDz+AISLinB7vit4BeOHXgziWnIf98dnoFaysoR0WixUbvjve4G3WfHUE6fF5yK0SAOZnlzT4PeUDPMrDvmp9/bwdoOcADyJqIVazGQU7dqAkOhoFkZFwGjgQKg0rjalhDATbgl2f41RqEAotbnB01SG8p1e1q49mHMVLO2xLiV1Lh2J6v3vtdqpERERE1PymdJ2ChLwEfHHoCzyz6Rn4OPhgcMDgWrdz6N4d4d98jZi77oYpJgZnbp6CkPffg0MvW1/qxnA16jCxhz/+tzdBDhdRWiCYeDzrrINEivNLseO307WO64waGfLJZb01qv1EGKjmAA8isrOcv/9G8svzUJqUJL/OF0GPvz/8nnwCrhdfbO/TIwVjINjamQqBDa/jUIEt5Os6LLDaG5PUglRMXz0dJZZClOZ3wOSoRxS5jIOIiIiImtasAbOQXJCMv07/hUfWPILPL/0cUR5RtW6nDw2VoaCoFCw6eBBnbrsdwYsXwXnUqHMaLiICweX/JuCpy7vCqFNOZUp+TuOmCgd2ckdIV0+4+hjh5u0oL41OHOBBRMoOA+MffgSwVh9UVJqcbDu+eBFDQaoXZ9K3djs+Rk6WBbElfeSXXYcHVFxVYCqQYWBSfhKsJT4ojLsF47oE2vFkiYiIiKilqFVqzB0xF/18+yHPlIf7V94v3xfWRevlhbAvPofT8OGwFhYidtoDyPrll0Y/1rBIbwS4GZFdaMLKw+VDO5TBydXQqNsNuiICAy4LR9RAf/hFuMLBWc8P0olI0cuERWVgzTDQdqXtmLhe3I6oLgwEW7PiPGDjGzhcOF5+GdzFA24+jnLfYrXgyY1P4lD6IThrXZEfczs8HdzRI9DNzidNRERERC3FoDHgzXFvooNbB6QUpMhQMLckt87bqp2cEPLuO3C9chJQWorEOU8g7cMPYa3rl80aNGoVru0XLPfFcBElCejkLqcJN8TZwyBvR0TUWhTs3FWxTLhOVqu8PkH8X/7e+8j44gtk/vADsn//Hbmr1yB/61YU/vsvio4dQ0lcHErT02EpKGjU//nUNnDJcGu2/X1Y8jNwuPgS+WW3EZXVf2/segOrYlZBp9ZhmMujWGbSY1R3b6g5zYyIiIioXXEzuOHdCe9iyh9TcCLrBGasmSG/1ml0tW6r0usROH++nDac8fEnSH19IUpTUuH3xByo1A3XElzbPxhvrzmB9cdSkZRdBH83I5RAvP8deUMnOU24PiOu78T3yUTUqpTExjTqdjm//nrO961ycIBabI6O8lLlKL627df6Wuw7OpZ9j6Pt6/Lb1fra4aw/S9oaq4IHvjAQbK2KsoFNb+JMcT/kl7rJ/iYdevvIq3449gM+O/iZ3H9x+It451dRFZiD0Z1t1xMRERFR+xLoHIh3xr+D21fcjm1J2/DM5mcwb8S8OpfEil/W/B57TIaCKfMXIPPLL1GalorABQug1uvrfYwIbycMDPfAjtOZ+HlPPO4fEwmliOzri4n39pDThqsOGBGVgSIMFNcTEbUGoqIv8+uvkfVz49o6OE+YAI2rKyyFBbAWFMJSWL5V/9paVFTxPaJ1hFlsGRlNfv4VYWNZmChDw2pflweLlWFizbBRVSWsLA8ulRg25ih84AsDwdZq67tAURYOma+WX3Ye6g+NTo3NCZsxd+tceWxa72kY5D0B0xNXya9HdmIgSERERNRedfXqijfGvIEHVj2A30/+jgCnADzc7+F6b+91++0yFBTLzXL/XIHYjEwEv/0WNC4uDQ4XEYHgj7ticd/oDorqwSdCv4jePog/loGk2DT4h3gjKMqTlYFEpHjW0lLkrlqNzKVLUbB9e+UVWg1QWk+PQJUKWj8/OSSqMRVpVotFBoFi2XBFaCiWEFfsl4WIVb+Wty07VjVcLCyo8XVh7bCxSZ6ZGn9ko7HuKsaqX5cHiY71BI3lX5dXR8r7MJ5zVV9rGPjCQLA1KsgAtixBntkTZ/K6ykPdhgfiROYJzFo7C2arGVd0uAL39b4Py3bHy+t7BrnB27lxDZWJiIiIqG0aFjQMzw17Ds9segYf7f8I/o7+uKHLDfXe3u3yy6H18EDc9AdRsG0bztw6FSEfvA+db90VdZf3CsTzyw8hOjUfe2Kz0C/UA0oilg8HRXlA526Cr68Hw0AiUjTR1y/rhx+Q+e13lf0CNRq4jB8PjylTYM7KQvwjj9iOVw2eyj6MEZVojQ2yRHWdyslJ9pNtahVhY5UwUYaGdYWNFUFj7SrG2l8XwlpQUPk4RUUwiy0zs8n/DCqDof6gUYaHlUEjDAZkfv5F/QNfVCpZOSheR3suH2Yg2BptfgsozsERzQOwWlUI6OgGi3shHvj9ATlBTkySe2HYC/IT2XXHUuW3jI5idSARERERAVd1vEpOG16ydwle3v4yfB19MTZ0bL1PjdOwYQj76kvE3HMvio8cwZkbb0LIRx/B0CGi1m2dDVpc2sMfP+2Jl8NFlBYIEhG1BmLYR8bSpbI622oyyWMaT0+4Xz8ZHjfcAF1AQOWNFy+qtixVEJWBSlmW2iJhY1HR2asaawaNhVWrGmsHjeX3Ux7qWYuLYS4uBrKymuCkbQNfxGAYp8GDYC8MBFub/DRg2/syCDxUOE4e6jTUBw+vfhgJ+QkIcQnBorGLoNfoYbZYseF4WSDI/oFEREREVObeXvfKUHDZ8WV4fP3j+PiSj9HLp1e9z4+xWzeEf/M1Yu66C6YzMThz880Ief89OPTuXeeyYREI/vpvAp69ohuMOmU0TyciUjJLcTFy/vhTLgsuOlA5BMnYuxc8p0yBy8SJdfZxFaGfqDTL37EDGdHR8FTY4IoWCRtlv0HHJr9vq9VaGTZWrWo8y/LpoiNHZVX92ZSm2vIae2Eg2NpsfAMw5SPW+RrkJquhd9Dg88K3sC9tH1z1rrJZtIfR9knsvrgsZBWY4GLUom+Iu73PnIiIiIgUQqwkeXrI00gpSMGG+A2Yvmo6vrrsK4S6htb7PfqQEIR//TVi77sfRfv348zt/0XQGwvhMmZMtdsN6eCFIHcHxGcV4q+DSfhPn6AW+BMREbVOpoQEuSRYLA0uX+qq0ungetll8LhlChx69jzrfYjwz3HQIOSFh8PR11dxwzVa889KVdnSYHg2/vvyt21HTCMCQdGn1574t6Q1yU0Cdnwkdw9pbpGXRREp+Ct+BbRqrawMDHcLr7h5+XLhkZ28odXwpSYiIiKiSuL942ujX0M3r27ILM7EfSvvQ0ZRwxMltV5eCPvsUziNHCmrIOIemI6sZT/V6tN3bf9guS+WDRMRUe3Ks/ytWxH34IM4MeEipH/wgQwDtQEB8JkxAx3XrUXggvmNCgNJeRwH9JfThMt7OdY58MXfX97OnpgStSYbXgdKi1DgNwanom0v3TKtLSB8fujzGOg/sNrN1x5l/0AiIiIiqp+jzhFLxi9BkHMQYnNjZaVgYWnlNMi6iB5QIe8sgdt//gOYzUh86imkvf+B/AW33HX9bIHgxhNpSMhq+P6IiNoLc14+Mr7+GievmISY2/+L3H9WAhYLHIcMQdBbb6LjP3/D+957oPU8h3I0UhyVRiN7ONq+qBEKnsfAl+bCQLC1yIoFdn0md4+4PwKL2YoU5xikOyXg7p534z8d/1Pt5pn5Jfg3ztbschQHihARERFRPbwdvPHuhHfhZnDD/rT9eHzd4yi1lDb4fInlbAHz58Hr7rvk16lvvIHkl+bCajbLr0O9HDE4wlP2Yv95TzyfeyJq14pPnkLSS3NxYvRoJL/4fyiJjpZ97zxuvgkdfvtVVl67XnQRVFp2dWsrXC++GEGLF8kBL1WJr8VxJQx84d+21mLDa4C5BNbQEdh3UKTIpTjsuxkTwydiet/ptW9+Ik2+Aevs54IANwe7nDIRERERtQ4RbhF4a9xbuOuvu7A2bi3mb5+PpwY/Jfsn1Udc5ztrluyBlDxvvmyEX5qWhsBXFkBtMGDygBBsO5WBH3bGYtqYyAbvi4iorREfkOStW4fMr5Yif/PmiuP68HB4TJkCt6v+A42Li13PkZqX0ge+sEKwNcg4Bez5Su4eDX8Y+WmlMKmLYexSgpdGvAS1qvbLuK58uTCnCxMRERFRI/T17Yv5o+ZDBRW+O/odPjnwSaOeN8+pUxH0+muATofcv/5C7N33wJybi0t7+MNRr8Hp9ALsOmNrlE9E1NaVZmYi/aOPEH3RxYib9oAtDFSp4DxuHEI+/ggd/vgdnrfewjCwnVCVDXzRjx8vL5USBgoMBFuDda8AllIUdxiDbzedkYcSAo5g0cULYdAYat3cYrFWDBQZzeXCRERERNRIF4VdhNmDZsv9RbsX4beTvzXq+8Q0zNAPP5D9BQu2b8eZW26FPisDl/UMkNf/sJPDRYiobSs8eBAJTz6FE2PGIuW11+X0YI2bG7zuuhOR//wte686Dx/OCcCkGAwElS7tOLDvW4gWzc+5B8MjIVQevvGqifA01t1o9HBSDtLyiuGg02BAuEcLnzARERERtWZTuk7Bbd1uk/vPbHoG2xK3Ner7nIYMQdhXX0Lj443io0dx+qYbcYOvrafg7/sTUVDScF9CIqLWxlpSguxff8PpG2/C6WuvQ/ZPP8FaXAxDt64ImDtXTgv2ffRR6INtg5aIlISBoNKtnQ9YLXgnsh/OHAK0Vh0c/FTo26NLvd9SXh04LNILBq1yylGJiIiIqHWYOWAmLgm/RA4XeWTNIziWeaxR32fs2hXh33wDfVgYShMS4Tb7AYwuTUZecSlWHEhq9vMmImoJpuRkpL75Jo6PG4+Exx5D4d69sm2C6xVXIOybrxGxbBncr70GaqORLwgpFgNBJUs+BBxYhl+dHfGeOQ1dk4fKwwPGdGqwKTP7BxIRERHRhRA9queOmIv+fv2RZ8rD/SvvR1J+4wI9UQkjfiE29uwJc1YWHvtrMQYlHcKPu7hsmIhaL6vVioIdOxD3yAycGDceae+8C3NaGrS+vvB+6EF0Wr0KQa+9Cse+fTlEiVoFBoJKtvZl7DTq8ayPD3zzwuBVGAiNTo2oQdXHVleVW2SqaNo8Jsq3BU+WiIiIiNoS0at68djF6ODWASkFKTIUzC3JbdT3aj09Efb5Z3AaNRIaUwme3fYZnFf/ibjMgmY/byKipmQpKEDmd9/j1H+uwplbpyJ3xQrAbIbDgP4IemMhOq5aCZ9p0+TEdaLWhIGgUiX+izPH/8Qjvt4ohRUT8q+Thzv284XRSVfvt206kY5SixUR3k4I9XJswRMmIiIiorbGzeCGdye8Cx8HH5zIOiGXD5vMpkZ9r9rRESFLlsDtqqugsVowY8/32D33DVllQ0SkdCVnziB5/gIcHzMWSc89h+Jjx6AyGuE+eTIifvkZ4V99BddLL4VKV//v50RKprX3CVDdsla/iAf8fZCt0aCPWz947gpHKSzoNiKwwaeM04WJiIiIqCkFOgfinQnv4LY/b8P2pO14ZvMzeHnEy3JZ8dmIX5QD5r2MaKsR3v/7Fp1++wpJLmb4P/0UVBr2uiYiZbFaLMjfuBEZS5cif/0GsU5YHteFhMDj5pvhfs3VcnIwUVvAQFCBSmK24JHcfTjjYESAgw8ecHkSu0ri4e7niICO9f/nIz5tXV82UGR0FMuViYiIiKhpdPHsgjfGvIEHVj2A30/+Dn9HfzzS/5FGfa/ofT3g/57GMzEl+O+en5H1zTcwp6cj8NVXoDYY+BIRkd2Zs7OR9fPPyPz6G5hiYiqOi7YHnlOmwGnkSKjUXGBJbQsDQYURod7za2Zil4MRTtBgyUXvY8+7WfK6bsMDG2xOGp2ah/isQui1agzu4NmCZ01EREREbd2woGF4bthzeGbTM/j4wMcIcArADV1uaNT3Oug10F53A+ZrHTF797fI/ftvxGZkIPidJdC4ujb7uRMR1aXo6FFkLv0a2b/+CmthoTymdnGB+zXXwOPmm+TEdKK2ioGgwnyw/mn8ijxorFa8PvRZuOf6IzUmFmqNCl2G+jf4vWuP2qoDB0d4wlHPl5aIiIiImtZVHa+S04aX7F2Cl7e/DF9HX4wNHduo772ufzCu29EHxU6ueHHnFyjYuRNnptyCkI8+hM6v/qF5RERNyWoyIXfVKmR+tVT+P1TOEBUFjylT4DbpCtkDlaitY82rgvxx8ne8fXq53H/SqQuGd74GhzYlyK8jevvAwUXf4PezfyARERERNbd7e92LaztdC4vVgsfXP459qfsa9X39wzzk4Lvt7h1w/IlX5UTO4uPHcfrGm1AcHd3s501E7VtpaipS33kHJ8ZPQPwjM2xhoEYDl4kTEfblF4j43y/wuOF6hoHUbjAQVIi9KXvxzMan5f7UnHxcf/EimErMOLY9WR7rfpZhIoUlZmw7lSH32T+QiIiIiJqLaGHz9JCnMTJoJIrMRZi+ajpicmIa9X2iSlD4Ks2AsG++gT48HKWJiThz8xQU7NnDF42Imrwll/i/Jf7Rx3B83HikvfkWSlNSoPHygve0+9Fx1UoEL3oDjgMHNtiei6gtYiCoALE5sXho9UMosZZiTH4BZna4FnALRvSuFJQUlsLV24jgLh4N3sfWU+koKbUg0M2Ijr7OLXbuRERERNT+aNVavDb6NXTz6obM4kzct/I+ZBTZPpxuyNV9gyB+5xYfZCc5eCDsm69h7N1LNvSP+e8dyF29pkXOn4jaNktREbKW/YTT116HMzfdjJzffgNMJjj07o3AV19FxzWr4fPQQ9D5N9yWi6gtYyBoZ9nF2Xhg9QPyjVTX4hIsyMyDZtQsed2hjbblwl2HBUKlbvjTinVl/QNHd/blJxtERERE1OwcdY5YMn4JgpyDEJsbKysFC0ttTfnrE+jugBEdveX+j7vjoPXwQNinn8Jp9ChYi4oQN306Mn/4ga8eEZ2Xkrh4pLz2Gk6MHoPEp55C0aFDUOn1cLv6aoT/8APCv/vW1iNQ33A7LqL2gIGgHZnMJsxaOwunsk/Bz6rG28mpcBxwF+Dij4yEfCRGZ8sgsOuwgLPeF/sHEhEREVFL83bwxrsT3oWbwQ370/bj8XWPo9RS2uD3lC8bXrYrDhaLVfbrCnn7bbhdcw1gsSDpmWeR9u67cqkfEdHZiP8r8jZtQuy0BxB90UVI/+hjWXWsCwyE76Oz0HHdWgTOexkOPXvwySSqgoGgHf/T+r+t/yi5aVoAAFquSURBVIdtSdvgqNZjSUI8fNVGYMQMeX35MJGwHl5wcjc0eF9n0vNxKi0fWrUKwzp6tcj5ExEREREJEW4ReHvc2zBoDFgbtxbzt89vMMy7pLs/XIxaxGcVYuvJdHlMpdMhYO5L8LrvXvl16uI3kfTCC7CazXySiahO5rw8ZHy1FCcvuxyxd96FvNWrxS/acBo2FMFL3kbkP3/D6667ZCUyEdWmreMYNQOzxYydSTsRnRyNSEsk/k37Fz+f+BlqlRqvFqjRucQEjHwIcPKG2WTB0a1JjRomIqw/Zlsu3C/MA65GHV8/IiIiImpRfXz7YP7I+Zi5dia+O/od/J38cVfPu+q8rVGnwaTegfh6Wwx+2BWHYWVLiEVDf99HHpHTh5Nfmousb7+DOT0dga+9BrWh4Q/Iiaj9EFPJM5d+jexffoGloEAeE5XGYlmwx803wRAZae9TJGoV7FohuH79ekyaNAmBgYHyDcAvv/xScZ3JZMLs2bPRs2dPODk5ydtMnToVCQm2yrlyGRkZmDJlClxdXeHu7o4777wTeXl5UJKVZ1bikmWX4K5/7sK8ffPk5Vt73pLXPR58CUYlHgMMrsDQ6fLYyb2pKMo3ycrA0O6eZ71/LhcmIiIiInubEDYBswfNlvuLdy/Gr9G/1nvbyWXLhv88kIjcIlO16zynTEHQG2/IqsHcf1Yi5s475fI/Imq/rKWlyF25Emf++1+cvPwKZH79tQwD9R06wO+Zp9Fx/Tr4P/M0w0Ci1hII5ufno3fv3liyZEmt6woKCrB7924888wz8vKnn37C0aNHceWVV1a7nQgDDx48iH/++Qe//fabDBnvueceKCkMFJ+UJhck13m937GVtp2hDwCOtvDvYMUwkQCoNQ2/RMWlZmyOti21GB3l07QnT0RERER0DqZ0nYLbut0m95/d/Cy2Jm6t83Z9QtwR6eOEIpMFf+xPrHW968RLEPLRR1A7O6Nw5y6cueUWmJJsK2iIqP0ozcxE2gcf4sTFFyNu+oMo2LIVUKvhPGE8Qj/9BB1+/01+iKBxdrb3qRK1OnZdMnzppZfKrS5ubm4y5Kvq7bffxqBBgxATE4PQ0FAcPnwYK1aswI4dOzBgwAB5m7feeguXXXYZXnvtNVlVaO9lwrKHCuruoSLmBi/QFWKsgwc0Q+6Xx7JTCxB/NFNe2XX42YeJ7DqdiYISM7ydDegW4NrkfwYiIiIionMxc8BMJBUk4a/Tf2HGmhn4/NLPEeURVe02YnXQdf1DsGDFEfywMw43DAytdT9OgwchbOlXiL37HhQfP4HTN92M0A8/gKFjR74gRG1c4f4DyFy6FDl//AFrSYk8pnF3h/vkyfC48QbogoLsfYpErV6r6iGYnZ0t3zyIpcHCli1b5H55GChMmDABarUa27Ztw9VXX13n/RQXF8utXE5Ojry0WCxyayqiZ2B9lYGCiAmTtFrs7HMdBupd5FS1gxts1YEhXT3g7GE46/msPZoiL0d1Er1XrHJSG5078TyL5tdN+fpT0+Hro1x8bZSNr49ytdRr0xZ/roWHh+PMmTO1jk+bNq3OVSfU8kSP7Lkj5iKtMA27knfh/pX3Y+llS2Vfwaqu6ReEV/86gp1nMuWAvAhvp1r3ZezcGeHffI2Yu+5GyalTOD3lFoS8+w4c+/VrwT8REbUES0kJclesQMbSpSj6d1/FcWP37vC45Ra4XnYp+4kStcdAsKioSPYUvOmmm2S/QCEpKQm+vr7VbqfVauHp6Smvq8+8efPwwgsv1DqempoqH6epiAEijXHSszvCUlJgMVtxaFO8PBbUwwkpKbawryGrDtv+nH389I26PdX/C5MInMUvZyJQJmXh66NcfG2Uja+PcrXUa5Obm4u2RqwMMVeZPHvgwAFcdNFFmDx5sl3Pi6oTE4cXj12MqX9OxcnskzIU/OLSL+AiPgQv4+dqxKgoH6w9moofd8XisUu61Pk0ikqgsK+XIu6++1H477+I+e8dCFr4OlzGj+fTTtQGiHYAmd9+i6zvf4A5I8N2UKeD66UT5XJgY69esjCIiNphICgGjFx//fXyTfO77757wff3xBNPYObMmdUqBENCQuDj41MRNjYFMU24MToEdZPBphgmUpxvhoOLDr1GdIBG2/AvCEnZRYhOK4T4v/HyAR3g4ahvojNvn7+YiR8y4u8AA0Hl4eujXHxtlI2vj3K11GtjNBrR1ojnrKr58+cjMjISo0ePtts5Ud3cDG54d8K7uOWPW3Ai6wQeWfMI3pvwHnQaXcVtJvcPkYHgT7vjMfOiztCo6/6lX+vhgdDPPkX8jJnIW7sWcQ8+BP/nn4PH9dfz6SdqhcTv9gXbd8hlwbmrVgFlH/Ro/fzgcdONcL/uOmi9bRPIiaidBoLlYaBYGrJ69epqgZ2/v3+tqrjS0lI5eVhcVx+DwSC3msQb8qZ8Uz7AfwD8HP2QUpBSZx9BldUKPyd/eTvxuIc32ar9ugwNgE5/9pdmw4k0edk72B1ezm3vDX9LE7+YNfXfAWo6fH2Ui6+NsvH1ad+vTVv/mVZSUoKvvvpKftDL6hFlCnQOxDsT3sFtf96G7Unb8czmZ/DyiJflsmJhfFdfuDnokJhdhE0n0mTFYH3UDg4IfvstJD73HLKX/YSkZ59DaWoqvKdN4+tP1EpY8vOR/euvMggUvUHLOQ4aBI8pU+AybqycME7UVpgtZtlOTqwgFUVjIv/RqDVQAm1rCAOPHz+ONWvWwMvLq9r1Q4cORVZWFnbt2oX+/fvLYyI0FJ+6Dx48GPYmXuQ5g+bIKcMqqKqFgiIMFKV9swfNkbfLzShCzCHbtOBuwxs3DGXdsVR5yenCRERE1B798ssv8r3g7bffXu9tWqp3dE3s4Vkpyj0Kr49+HQ+ufhC/n/wdfg5+eLjfw/I6vUaFK3sH4MutMfhhZyxGdKz+fr8WtRp+L74IrY8P0t97H2lvvQ1Tcgr8nnkaKk3jfsHia6NsfH3a5mtTcvoMsr79Btk//wJLWTsLlYMDXCdNgsfNN8EQZRs8JH5jtrbB/rctgf92lGdlzEq8suOVarMlRNHY4wMfx4TQCU3+eOf6b9OugWBeXh5OnKj8VODUqVPYu3ev7AEYEBCA6667Drt378Zvv/0me8WU9wUU1+v1enTt2hUTJ07E3Xffjffee08GiNOnT8eNN95o9wnD5SaETcDCMQvltOFqfwkswOwxr8jrhcObEuT/fkFR7nD3czzr/ZaaLdhw3FYhOLpz/Z+kEhEREbVVH3/8MS699NIG3/e1VO/omtjDs7qO2o6Y0X0GXj3wKj45+AmcLE64MvRKed24CEd8uRX4+2ASomMS4GJsxK8oN94IB6MRhYvfRPb336MgIQFOIhSsYxUQX5vWhf922s5rYzWbYdq2HcU//4zSHTsqjquDgmC46iroJ06E2sUZ2eIg++G3+OtDzWtD8ga8uPfFWsdFLjRr3Sw82+dZjPQbadfe0XYNBHfu3ImxY8dWfF3e1++2227D888/j+XLl8uv+/TpU+37RLXgmDFj5P7SpUtlCDh+/Hj5l/7aa6/Fm2++CSWZkF+AsbHx2F2SjlSNBj5mM/rBAZoik7xeTAY+vDlR7ncb0bggc29sFnKLSuUSC7FkmIiIiKg9Ee1kVq5ciZ9++kkRvaNrYg/P2m7xvQUFmgIs+XcJlhxZgki/SIwNGQsfHyuifONwLCUP2xJLcfPgRn6wf889yI2IQOJjj8O0cSOKn3gCQW+/DY17w++N+dooG1+f1v/amLOyZCVg1rffwhQbazuoUsFp1ChZDeg4fDhUDKzs9vpQyywTfn/D+/VeL1aQvn/sfVzV/aomXT58rr2j7RoIilBPpNf1aei6cqJa8Ouvv4ZiHVoOfD8VGlgxsNoVJfI4rv8CMeZhyMsshsFRiw59fc5pufDITt71Nl8mIiIiaqs+/fRTOZTt8ssvb/B2LdU7ui7s4Vnbvb3vRVJBEpYdX4Y5G+bgo0s+Qm+f3pg8IARz/ziMZXviccvQ8EY/x26XXAKdpydipz2Awt17EDN1KkI//BC6gAC+Nq0Y/+0oj6j2K9q5E6boaBRFRsJp4MBay/SLDh9G5tdfI/vX32Atq8BWu7rC/dpr5aAQfWionc6+/eC/neZltVpRWFqIPFMe8krykGvKRX5Jvu3SlI/cklx53YnME9VWiNa6H1jl9XvT9mKgf/Wk6EKc6/saRfcQbPUsZmDF7LJOCDWJYypgxRwccvhGHuk82B9aXePSYfYPJCIiovZcBSECQbGqRKvl29nW9svq00OelkP3NsRvwIOrHsSXl32J//QNxPwVR7AnJgsnUnLR0del0ffpOHAgwr76CrH33IOSE9E4fdPNCP3wAxg6dWrWPwtRe5Hz999IfnkeSstaeOWLIMHfH35PPgGXsWOR+88/yFj6NQp37ar4HkOXLvCYcjPcrrhCDgQisjeTxVQR3okwL68s1JOXVffrOVYe+lmsTdfjMrXAVuhlL3wH1ZzObAZyEhq4gRX5mQU4fTz9nJYLp+UVY1+c7LTAgSJERETU7oilwjExMbjjjjvsfSp0HrRqLV4b/Rr++9d/cSj9EO5feT++vPRLjO3sg5WHU/DjrnjMubTLOd2nsXMUwr/5GjF33Y2SkydxesotCHn3HTiWDR4kovMPA+MffkSURlU7LsLB+IcelhWAlrJhTdBq4XrxRXJasEO/fpz+3YKUPMm2qaryyqvvGh3eleRXu67I3HR9gzUqDZz1znDW2TYnnRNc9C4Vx3KLc/HH6T/Oej8+jvadB8FAsDnl1V8iWu5I4Vj5f6tfhCu8gpwbdbcby4aJdA1wha/rua0RJyIiImrtLr744ka1liHlctQ5Ysn4Jbjlj1sQmxsrJxDf2OclGQj+tDsOj14cBa3m3JY+6QIDEbb0K8TdPw2Fe/ci5o47EfT6a3CZ0PSTHInaA7FMWFQG1gwDqxJhoNrbC5433Aj366+Hzs+3Rc+RgJVnVtYeYurohzmD5lQMMbVnVV6t8K7sUgR8cpltlWW34rqax5q6Ks9B62AL8vSVgV7FfpVjIuATQV/V61x0tmPiPkTFe0MB7a6UXbIaXiwPrquHoHiN+vn2gz0xEGxOzn4NXm21qnCo8KJzqg6sulx4DKcLExEREVEr5e3gjXcnvItb/7wV+9P2w8OwEO6OlyMltxgbTqRhbOdzDxa0Hh4I/fQTxM96FHmrVyPuoYfh/+yz8Ljxhmb5MxC1VZbiYmT9/EvFMuGGBC1YAOfhw1vkvKh2GDhz7cxaoZMIosTxhWMWnlcoKD50KygtqDe8q3asRuVe1WPF5uJmq8qrK8SrK7wrD/bKL0WVenPTqDUykBWvgQj/qr4+4mth9qDZdq/iZCDYnMKGAa6BQI6YIFw7FY4v6YEcsz90Rg06DWg4PCwnJhKvLwsER0fZt7yUiIiIiOhCRLhF4O1xb+Ouv+/C+vh16BClR9becfhxV9x5BYKC6FcW/OZiJL3wArJ++BFJzz+P0tRUeE9/QLyZRsGOHSiJjkZBPYMRiNob8e+j6MhRFB89Ii+LjhxGyanTgNncqO83Z2Y1+zlSHc+7xSwrA+uqQCs/9tLWl2QQJkK6usK7OpfdilCv1P5VeTLQ0zs1uipPaSaETZCBbF3VmyIMtHf1psBAsDmJtHfiAts0YZkCV/2HWlkdGDXQDzpD496IHEjIRnp+CZwNWvQL9WimEyciIiIiahl9fPtg/sj5spLiZPE/0Htp8M/BccgqKIG7o/687lOl1cL/xReh9fFF2jvvIG3JEhTs3i37C5YmJ9cajOB68cVN/KciUh6ryYTiU6dQfFSEfkdQfPgIio4ehTnd1tO+JrWTEyz54l9Kw7Q+LFRpKiazqWLprAjvqu5X7Y8nLmNyYxqcZCukF6XLD1zsUZVXfrylqvKUaELYBIwNGVvZ39FPWf0d2+er0pK6XQlc/4Vt2nCVASOFTp0QnTLi3JcLH7VVBw6L9IJee259VYiIiIiIlPpLk6iYEJUUBt8VKDS54dd/u+LWoeHnfZ+iksTnoQeh9fVB0gsvomDLllq3EeGgHJiweBFDQWpTzNnZtav+jp+QoWAtKhX04eEwdOkMY+cuMHbtIqcEa7y8ED3hIluIXlcfQZUKWj8/OA7g8J5aYV75JNuyfRnoVT1etuS22n4TL7Et5+PggwCngHr74ZWHd3K/SlWeOGbUGFtVVZ4SadQaDPQfiDB1GHx9faFWKyfHYSDYUqFgl8thOb0JOfHH4BoUhaPRYbBER8M7xBm+Ya7n3D9wNPsHEhEREVEbMqXrFCTlJ+Gzg5/BGPgjvtjrj1uHnn9lSzn3yZORsmgxLFl1LGsUIYdKJQcnuIwfz+XD1OpYLRaYYmJsod/Ryqq/0kTRtqruqj9D584wdukMQ3n416mTXGpfF1FBK0NzEQpVDQXLQiJxfVtYdt9QmFdXkNfcYZ6j1rEitJMhXpX98suMogwsPbz0rPe1YNQCGUgR1cRAsKWIktDwEShyjIKLjw8OfbFDHu5+DtWB2QUm7I7JlPujOrEsm4iIiIjalhn9Z+BMdjzWxP2DRMN7+Ot4f1zSqe8F3WfBzl11h4HlrFY5OCF/40Y4jx59QY9F1JzE8t2iY8eqL/k9fhzWgoI6b68LCpKVfsbOnW3Vf127ymOqc6hQEsvp9z19B9SLP4VHTmUgmOmqhuWh29FVAcvtKybZ1lONd7aqPHHZ0mFeeb+88suqS2zF1pglpaKHoBgqovRJtqRcDATtIOlkDjKTCqDVq9FpkH+jv29TdBosViDSxwkhno7Neo5ERERERC1NrVLjtTHzMfarGORojuKZrY+gd+B38Hdq/HvmugYmNEbsvffJJZL64GDoxBYSDH1ICHTBIdCHBMulkW2hEoqUT0x4FRV+FUt+ZdXfEZhiYutcuqsyGGSVX7Ulv507Q+Pi0jRTbEu/AO5XoWusGh55QKYzcCREBWvpF1h4ps8FDUeoGebVDPBySnIaDPPE10XmIjQVMbhChHYVAd1Zwjx5vEqw15L98lrLJFtSLgaCdnB4k62XYMf+vjA4aM+5f+DoqPObuEZEREREpHR6jR6P952PJ7bei0JDCu775z58cdkXcNU3vs3O+Q48EMMVCsX277+1r9TpoA8MhE6EhCIsDC67lF+HQOPsfF7nR+2bpbgYxSdOoLjqkt9jx2DJzq7377Os+quy5FcfFiYH6TTrFFu1CofCqveSE1/N2zYPHd07oqC04KzVeFUr8pozzKsa5JUHe0oL89rTJNt2z2IGTm+CMf4YUBAFhA+3rSBVgNb1t70NKCk0I3qXLdjrNiLonD4lYv9AIiIiImoPLuveAS/8di+KfRchOjsaj6x5BO9NeE+GhedKDDwQ04TPNhgh4uefZFVWSWwcTHGxKImNhSk2DiVxsTDFJwAmE0rOnJFbXTTu7jIYFNWEoqqwaoWhzt+vWQIbal1K09KqVf2Jy+KTpwCzufaNtVoYOnSoqPqTl126QOvl1WLnuztld4NTbEVQmFKYgkm/TGqWMK9qgFc1uGsrYV57mWTbrh1aLgfMqnMS4F5+zDUQmLjANmvCztrnvxg7it2fjVKTBR4BTvDv0PhPOY8l5yEppwhGnRqDIzyb9RyJiIiIiOxJp1Hj6l498OmO/8KlwwfYkbQDT296GvNHzpfLis+FWObbmMEIWg8PuRm7dat1H1azWfYZlGFhfFz1sDA2DuaMDJizsuRWtH9/7ZPQaqELDLQtR64IDW3BodjXuLmdx7NESmUtLUXJqVM1lvwehTktrc7bi9e/WtVfl87Qd+wItf7cA/CmdDj9cKNup1Pr4GHwqDfMqyvAY5jXfibZtusw8PupMjqvJifRdvz6L+weCjIQbCEWixVxRzNxdFO6/Lrb8IBzGt+99miKvBzSwQtGHZN+IiIiImrbrusfjI83BqIobgocQj7Dn6f+RIBTgBw8cq7EYAQsXiSnCYtgr5yoDBRhoLz+LKGiGMYgNmBwrevNefkyKDTFisrCssuysNAUFwerySQnwYqtLmpX1xphYZUKw4AAqHS6c/4zU8sw5+TYBnyIJb/y8ohcAmwtKal9Y5VKLu+tDP9sgz5kf8pz+N2wOWUXZ2PFqRX49eSv+De1jqXzdXj/ovc5xZao5jLhFbNrh4GSOKYCVswBulxu1+XDDARbQPSeFGz47jjysyonF+39JwYuXkZE9m1cP8CK5cJRnC5MRERERG1f1wBX9AhyxYH4TpjkMx1/pSzGJwc+kaHgjV1uPOf7E6Gfy/jxyN+xAxnR0fCMjITTwIFNMihE4+wEjQh3OneudZ3VYkFpSkplWBhXNTSMk1VjFhEqHTokt1rUahkKVg0L5aVcjhwslyorJUxqy8TrKF4zUfVXdORwRc+/0oTEOm+vdnSUgV/FoA8RAEZFyeNKU2IuwYa4DTIEXBe3DqWW0orBFKL6r8RSR7jJKbZE1RXnAlkxti16DZBjmx1RNyuQEw+c2QxEjIS9MBBsgTBwxfsHah3Pzy6Rxyfe2+OsoWB+cSl2nM6Q+wwEiYiIiKi9mNw/BAfiD+Lw8c6YPno63t77NuZtnwdfR1+MCx13zvcnwj/HQYOQFx4OR19fqFpgWZ14DJ2/v9wcBw6sdb2loEAGg6KSsHqFYVl1YXExTPHxcivYWvv+1c7OtrCwZoVhsK2i0d7LTlsj8ZoUHzsmK/7Kq//E1+J4XcRy8JqDPkRY2xJ/v86X6FEvKgB/jf4VK06vkNN8y3X26IxJkZNwWcRl8jZiiq38Hk6xpfasuErgV7GdqdwvzDz3+8yrv0dnS2Ag2MzLhEVlYEM2fn8cEb19oFbX/6neluh0mMxWhHg6IMLbqRnOlIiIiIhIea7sHYi5vx/GwYQcvOJ9IxI7JWLZ8WWYvX42PrrkI/T26Y3WTlSMGaOi5FZndWFqWh3LkW2XovLQkpeH4sOH5VbnwBR//1phYXmFocbTs11XF4pQTCwhL1/qK3v+HTmCErG0u44BNCq9HoZOnaoP+ujcuVX1gIzNicVvJ3+TW0xu5RJ2HwcfXN7hclzR4Qp09qysdOUUW2o3ivPqD/tk4Gcr0mqQgyfgHgroHIGYzWe/vbMf7ImBYDNKPJ5VbZlwXfIyi+Xtgjp7NGq5cHv+gU1ERERE7YuHkx4Tuvnij/1JWLY7Hk9f/jRSClKwIX4DHlz1IL687EuEuYahrZLVhX6+ckO/frWutxQVycrB8iEnNZcjWwsL5eRksWHHjtr37+hYGRZWDQ3FcmRRXWgwoK2wlJSg5MSJsgEfZT3/jh6FJTu7zttrfLwrl/qWD/qIiGiV06JFX8C/Tv8lQ8A9KXuqTfadEDoBV0RegcH+g+udSsspttRmAr/s2NqBX+aZcwj8PGyBn9zCauyHAAaXyh6Ci3rYBojU2UdQZZs2HDYM9tT6/jdrRfJzii/4duJTq7XHbANFRkc1rt8gEREREVFbGi4iAsFf9sZjzqVd8Nro13DHX3fgYPpB3L/yfnx56ZfwcvBCe6Q2GmGIjJRbXb9HmNPTbWFhXOVk5PKwsDQ5GdaypbFiq4sYdiGHm1QdclK2HFnr0/TFCmKac8GOHSiJjkbBBfR4LE1Pr1X1V3zqFFBq641XjUYDQ4cOtab8ar290ZqZzCYZnIsQcG3sWpgsJnlcTOkW4Z9YEjw+dDwcRSVTI3CKLSleSX7DFX4FtgGv5xf4hQJuIYDRtXHnIsL1iQvKpgyraoSCZf9vTpxv14EiAgPBZuTkarjg251OL0BsRiF0GhWGRrbPNzpERERE1H6N6uQDHxcDUnOLseZoCi7p7o+3x7+NW/64BbG5sZi+ajo+vuTjRgcb7YUI60SoJYOtvn1rXW+RvQkTyqoKy8LCeBEcxslpyKJfnggNxVa4c1ft+zcaZTBoCwtrLEcODobaweGczjfn77+rTYHOF7+s+vs3OAXaWlqKktOnZdVf8VFb+Ceq/8ypaXXeXu3mJpf4Vl3ya+jYsc1UQooQeF/aPtkXUFQEZhVnVVzXyaMTJnWw9QX0c7LvMkWi8w/8YusO+2TgV/e/+2qM7vUHfu4i8GvC5f/drgSu/8I2bbjqgBFRGSjCQHG9nTEQbEYBndzh5G5ocNmws4dB3q4+647aqgMHhHnC2cCXi4iIiIjaF61GjWv6BuH99Sfx4644GQh6O3jjvQnv4dY/b8WB9AN4fP3jWDR2EbRqvl9uLBGCGTpEyK3O6sKsrLK+hbawsCSussLQlJQEa1ERSk5Ey62+JbcVlYVVQ8OQEFt1YZWBGyIMjH/4kVp9+0QYKY8vXgSnIUNQfPRotSW/xSdOyKErtahU0IeG1q76Cwhoky2Y4nLjKvoCnsk5U3Fc/Du5POJyWQ1YtS8gkSKVFFRZ0ltjOW+jAz+3GmFfWPMFfo0hQr8ul8NyehNy4o/BNSgK6vDhdq8MLMefmM1IDAoZeUOnOqcMlxtxfacGB4qU9w8c09mnWc6RiIiIiKg1LBsWgeCaIylIyyuGt7MB4W7heGvcW7jr77uwLm4dXt72Mp4Z8kybDHzsUl3o4SE3h169al1vLSmBKTHRVk0YVyM0jImVg05ElV6h2PbsqX3/er2sIhRhoS4wCDm//VbnEI/yY/GPzBATG+s+17KhLLLqr0sXGDp3ll+rndr2MEYxFfjv03/LasDdKbur9QUUE7hFNeDggMEMyUk56gr8qm75tuzj3AK/Gkt6HeovtrIbtQYIH4Eixyi4+vqKoAhKwUCwmUX29cXEe3vIacNVKwVFZaAIA8X19SkymbHlpG2d+2gGgkRERETUTnXyc0HvEHf8G5uFX/bE466RHeTxPr59sGDkAsxYOwM/HPsBgc6BuKvnXfY+3TZPBHr6sDC51VVdKAZ1VIaF5X0LyyoMExNloFhy8qTcGqUsDNQGBlSZ7mur+tOFhlarNmzLRF/AjfEb8evJX7Eudh1KLCXyuAoqDAoYJENAMQDESde2w1BSKFNhw0t6822rHxtkcK0d9nmEKTvwa8UYCLYAEfpF9PZB/LEMJMWmwT/EG0FRng1WBgrbT2WgyGSBn6sBnf3KptUQEREREbXTKkERCIplw3eOiKioBBwfNh5zBs3BvO3zsHj3Yvg5+sklkmQf4nXRuLvDQWw9e9S63moyySXHtuXIcchbuxZ5a9ac9X79X3wBHtdfj/ZGBKwH0g7IEHDFqRXILM6suK6je0f5d130BfR38rfreZKdiam2pzfBGH8MKIgCmmNZqgj8suNsYV9mEwZ+VTcGfi2KgWALEeFfUJQHdO4m+Pp6nDUMrLpceHRU00/wIiIiIiJqTa7sFYj/++0QjiTl4mBCDnoEVfaCurnrzUjMT8RnBz/Ds5ufhY+jD4YEDLHr+VLdVDqdnFYsNlHHpg8Pb1QgqA8Lb1dPaUJeguwJKJYEn845XXHcy+iFyzpcJqsBu3h24e+JBBxaLgdXqHMS4F5tcMWCcxtcYSoqW9JbR9gntrzks9+H3qWyoq+uTQz1YLahGAwEFawyEKx/WTERERERUXvg5qjDxd388Nu+RFklWDUQFGb0n4Gk/CSsOL0CM9bMwGcTP+MghVbAcUB/OU1YDBCps4+g6Gfo5ydv19blluTa+gKe/BW7kisnOxs1RowNHYsrI6+UQTeH51C1MPD7qaKWtPqTkpNoOy6m3JaHgjLwi2sg8LNN+D5r4FdzKS8Dv1aLgaBCxWUW4ERKHkQh4YiO3vY+HSIiIiIiRSwbFoHgL3vj8cRlXWDQVi6JU6vUmDtiLtIK07AzeSemrZqGpZct5VJKhVNpNPB78gnbNGFROVQ1FCyrJBLXi9u1RSaLCZvjN8sQcG3sWhSbiyv7AvoPwhWRV2BC6AQ4653tfaqkxGXCK2bXDgOlsmM/3wNsetNW+deowM/5LEt6PVjh14YwEFSo9cdsI7X7hnrIT0OJiIiIiNq7kZ18ZH/t5JxirD6cgkt7BlS7Xq/RY9HYRbjtz9sQnR2N+1fej88v/Ryuele7nTOdnevFFwOLFyH55XkoTaoMLURloAgD5fVtrC/gofRDMgT889SfyCjKqLgu0i1ShoBXdLiCYTY17MxmICfh7H3/4ndUfi0GztSq7KvyNQO/doWBoEKtO5ZS0T+QiIiIiIgAjVqFa/oF49210fhhV1ytQFBwM7jh3QnvYsofU3Ai6wQeWfMI3pvwngwLSblE6Ocyfjzyd+xARnQ0PCMj4TRwYJuqDEzMS7T1BTz5K05ln6o47mn0lINBRBDYzbMb+wJS/UoKgNMbgOP/AId+adwzNeR+oNcNtuCPgR9VwUBQgUxmCzadSJf7DASJiIiIiKovGxaBoOi3nZJTBF9XY62nJ8A5AO9MeAe3r7gdO5J24OlNT2P+yPlyWTEplwj/HAcNQl54OBx9faFSt/7XK68kD/+c+UeGgOLvYjmDxoBxIeNkCDg0cCh0aq4KozqIJfTpJ2wB4Il/5CRhlC0rb7TOlwOBffn0Ui0MBBVo95lM5BWXwtNJj541miUTEREREbVnkT7O6Bfqjt0xWbKX4D2jIuu8nZjAunDMQjyw8gG5LDPAKQAP9X0IO5N2Ijo5GpGWSAzwHwCNuu1UoJEylFpKsTlhM36L/g2rY1dX9AUUBvoPlBOCJ4RNgIsY0EBUU0k+cGqDLQAUQaAYAlKVWyjQaQLQYTzw56NAblI9fQRVtmnDYcP4HFOdGAgq0Nqy6cKjOnlDLaaKEBERERFRhckDQmQg+MPOONw9skO9SyyHBQ7DC8NfwFMbn8InBz7BD8d+kJNcy/k5+mHOoDkynCG60L6AhzMO49foX/HHqT+q9QWMcIuQIeDlHS5HoHMgn2iq+ZcHSDtWWQUoegOaSyqvF+0ORKjX8SKg00WAd1SVwR6WsinDqhqhYNn1E+cD/NCD6sFAUIHWHbUFgqM7s38gEREREVFNl/cKwPPLD+J4Sh72xWWjd4h7vU/SlZFXYmP8RlklWDUMFFIKUjBz7UxZSchQkM5HUn6S7AsoqgHFIJuqfQEvjbhUBoHdvNgXkGoozgNOrS+rAlwJZMdUv170+xPhX8cJQPhIwFDPlOluVwLXf2GbNlx1wIioDBRhoLieqB4MBBVG9EE5lJhTMUWNiIiIiIiqczXqMLGHP/63NwE/7IptMBA0W8zYnby7zuussEIFFRZsX4CxIWO5fJgaJd+Ub+sLGG3rCyj+Hgl6tR5jQ8fKEHBY0DD2BaQq/9lYgdQjVaoAtwAWU+X1GgMQPryyCtCrY5UqwLMQoV+Xy2E5vQk58cfgGhQFtbgvVgbSWTAQVJj1x9Pkpegd6O1ssPfpEBEREREp0uT+ITIQXL43AU9f3g1GXd29AHen7EZyQXK99yPCnKSCJKw8sxIXh1/MCa9Ub1/ArYlbsTx6OdbErEGRuajiuv5+/WUIeFH4RXDVu/IZJJviXODkOlsAeGIVkB1b/ZnxCK8MAMNHAHqn83/mRPgXPgJFjlFw9fUF2sBAHmp+DAQVRkxLEzhdmIiIiIiofkMjvRDoZkRCdhH+OZSMSb3r7s2WWmB7f302j65/FMZNRoS4hiDUJRShrqHyMsw1DCEuIfB19OWU4nbYF/BIxhE5IfiPk38gvSi94rpw13BMirT1BQxyDrLreZKCqgBTDgEnVtoqAWO2Vq8C1BptwV/HsqXAXpGNrwIkagYMBBXEbLFiw3H2DyQiIiJq1Sxm4PQmGOOPAQVRtmVgXLrV5DRqFa7tH4y3Vp/Aj7vi6g0EfRwb14ZHDbWs+jqeeVxuNRk1RgS7BFeGhWWBodj8nPwYFrYhyfnJ+P3U73JJ8ImsExXHPQwemBgxUVYD9vDuwWpSAopygJNrK6sAc+KrPyueHSqrAMOGA3pHPmukGAwEFWRfXBayCkxwMWrRt4E+KERERESkUIeWy+bu6pwEuFdr7r6Azd2bwbX9bIGg+FA9KbsI/m7GWrfp59tPThMWA0TKe71VJXoIiut/vfpXubQ4JicGMbkx1S7j8+JlWCjCoaoBUTnRO05UEVaEhFUCQ38nf4aFrUCBqQArY1bKJcHbE7dX6ws4OmS0HE4zPGg4+wK2d6IKMPlg5TCQWFEFWFqjCnBk5UAQUQVIpFAMBBW4XHhER29oNVzzT0RERNTqwsDvp8qudNXkJNqOi0mQnPjYpMK9nTAw3AM7Tmfipz1xmDamY63baNQazBk0R04TFuFf1VBQfC3MHjQbRq1RLg8WW00miwlJeUk4k3tGBoSxubE4k3NGXsblxqHEUiInzFadMltOBErVKgtdQuWyZPE4/o7+HGRiR2LgjOgLKJYEr45ZjcLSwmpBslgSLPpKsi9gO1eUDUSvsS0FFlWAuVWm+QpiAIisApxgqwLUOdjrTInOCQNBBQaCYzpzujARERFRq1smvGJ27TBQEsdUwIo5chIklw83/XAREQiKZcP3j46scxnnhLAJWDhmIeZvn19twIioDBRhoLi+ITq1ToZ4YkNQ7WETifmJiM2JrQgMyysL4/JsYeHJ7JNyq+t+y8NCUWEoQsLywDDAKQBaNX9daw5HM47K5cB/nPoDqYWVPSbF839FhyvkJl4XasdVgEn7q1QBbgOs5srrtQ5AxKjKKkDPCHueLdF5408YhcjML8He2Cy5PyqKgSARERFRq3JmM5BTo2qkGqutt9Tuz4Ee1wFGTiJtKpf1CsBzyw/iZGo+dsdkoX+YR523E6Hf2JCx2Jm0E9HJ0Yj0i8QA/wEXXKEnQjsR5oltGIbVqkATYaEICMsDw/JLUVkoKg9PZZ+SW133G+wcXBEUVg0MA5wZFp4rsWRcDAZZfnJ5tR6RbgY3TAyfKJcE9/Tuyb6A7VVhZlkV4CpbJWBeUvXrvaPKhoGML6sCrN2egKi1YSCoEBtOpMkPIjr7uSDAjSXGRERERK1KXmXVWYN+m2HbnHxszeY9IwGv8stI26XBubnPtk1xNmhxaU9//LQ7XlYJ1hcICiL8G+g/EGHqMPj6+kKtbt42PeLxRKWZrDarMfNEhIWiWrF86bGoKCwPDMXXorLwdM5puW2I31Dte7UqLYJcgmx9C2tMRBZhoag8JFtfwFUxq2Q14LakbbBYLfJpEc/PmJAxshJwZNBI6DR8vtodiwVI2ldZBRi3o3oVoM4RiBhtWwYsqgA9wu15tkTNgoGgQqw7yunCRERERK2Ws1/jbmd0s/Wjyk+1bWIpWl33VVdQKJal6Z2a/NTbguv6B8tA8Ld/E/DsFd3goL+wqr+WIMLCQOdAuQ3F0GrXieBKTLoVlYXlgWH5pdiKzcXya7HVul+V7X6rhoTlwaEIEdt6WCiCVhH+/Rb9mxwSUrUvYF/fvjIEvCT8ElkZSO1MQQZwco0tABRVgPkp1a/37ly5DDhsGKA12OtMiVoEA0EFsFisFf0DR3O5MBEREVHrI355FNOExQCROvsIqmzXP7IfKMkHMk4CGdFAevlltO2yIN1WbSi2mM2178YloP6wsB03sh8S4YVgDwfEZRbi70NJ+E+fGo3+Whm1Si0r/cQ2OGBwrbBQLH+tOQ1ZhINiGbKYhlweHG7CplphoehNWG0actmlWJ7cmivljmUes/UFPPkHUgorgx4Rhk7qMEkGgbIHJLWvKsDEvWXDQMqrAG1VopLeuXoVoHuoPc+WqMUxEFSAw0k5SMsrhoNOgwHh9S9xICIiIiKFEn3oJi4omzKsqhEKlg25mDjfdjvRPzCwj22rqTCrjqCwbF/0uMpNtG1nNtb+XtfgsqCwjrCwjVe6qNUqXNsvGItXHZfLhlt7IHi2sNDfyV9ugwIG1QoLUwtSqwWF5ZciIBTVcmLQidg2Y3PtEFKEhTWCQnEpljzrNXoojfizisEgIgg8mnm04riYCnxpxKUyBOzt05t9AdtbFWD0auD4P0D0KlsldlU+XcsCwIuA0KGAVnl/r4laCgNBBSivDhwW6QWDVvnLG4iIiIioDt2uBK7/wjZtuOqAEVEZKMJAcf3ZOLgDQf1tW12/6IpwsLyasOLyJFCcDeTE2bZT62t8owpwC6ldVSgu3cPazC/EYtmwCAQ3nkhDfFYhgtzbX8WkCPX8nPzkJnolVmW1WuVE3ZpBYfmlCAvj8+LltiVxS7XvVUFVf2WhSzAMGkOTLfetGPpiqXvoi+gLuDp2tVwSLM6zvC+gGMIyOni0rAYcGTxSkQEmNVMVYMKesirAf4D4XbWrADuMsVUAyipAVokSlWMgqADsH0hERETURojQr8vlsJzehJz4Y3ANioI6fLitMvBCOXratuAB1Y+LyXRiqXF5QFgtNDwJlOQC2TG27eTa6t+rUpeFhZF1hIWhQCtaQhri6YghHTyx9WQGft4dh+njOtn7lBRFpVLB19FXbiJoqxkWphWm1RkUisuC0gIk5CfIbWvi1ur3C5WsVhQBoViSG+YSVnEpwkKjtnHTWFeeWYn52+fLQSvl/Bz9MGfQHDkdekfyDlkJKG4nzqecqAAUE4LZF7AdyU+3Vf+VVwGK//+q8u1eWQUYMrjNfOhB1NQYCNpZbpEJu85kyn32DyQiIiJqA0T4Fz4CRY5RcPX1FetZm/fxVCrAydu2hQ6uHRaKJXN1VRWK4NCUD2SdsW1imV21+9UAHmFVgsIqU5HdRFiovF8lrusfIgNBsWz4gbEduVT0HMJCH0cfufX3618rLEwvSq+3sjDflI/E/ES5iWEeNYlQr3ywibgsDw7F1w5aWxWnCPlmrp0Ja43+myIcnLF2hlwCnFOSU3Fc9DucFGnrCyiqFKmNs5htVYAiAJRVgLurt2UwuAIdRtsCQFEF6NZ2WwYQNSXl/RRvZzZHp6PUYkW4lyPCvDg1joiIiIiaOCx09rVtYUNrh4VieEl9YaGYzir7F560/RJelZhUWzMsLK8udAtumorI83BZT388978DOJ1egJ1nMjEw3NMu59HWwkJvB2+59fPrVysszCjKqJiCLHsV5sTiTO4ZGRjmmfJkqCe27Unba923qFYMcQ7BoYxDtcLAqkQY6Kxzln0BRRDYx6cPw962Li+1ShXgaqAwo/r1fj0rh4GIKsBWVM1MpBQMBO1s7VFb/8AxnX3tfSpERERE1N7CQhd/2yaWNdfsyyWGl1QNCjNOVQ45MRcD6Sds2/Ea9yt6t3mE1x0WugY1a8Wko16Ly3oG4IddcfhhZywDwRYIC70cvOTWx7dPrbAwszhTBoNVA0NZWZgTg1xTrpyWLLbGeH306xgWNKyZ/iSkiCpA0f+vvAowYW+NKkA3IHJMZRWga4A9z5aoTWAgaEfih+T6soEiXC5MRERERIohQjux7E5sEaNqh4U58dWnIJeHhpmnAXMJkHbMttUk+sl5RNQICsuWIrsENElYOHlAiAwEf9+XiOev7C5DQrJPWOhp9JRbXWFhdnG2rCQUfQG/O/rdWe8vqzirGc+W7CIvBTixyhYAyipAWyutCv49bQFgp4uA4IGsAiRqYvzpaEfRqXlyAppeq8bgDlzOQEREREStgAjtxKROsYnpnTWrfLJjq4SENcLC0iIg9bBtq0n0k5MhYR3TkJ39bBWNjTAw3AOhno6IySjAigNJuKZfcPXzO70JxvhjQEGUrTLSTsub23tY6G50l1uJuaRRgaDob0itnLkUiN9ZWQWY+G/1642iCnBcWRXgeFv1MhE1GwaCClguPDjCk59cEhEREVHrJ8I1sVxYbOIX+5phgJh0LHsUVl2KfBLIPGPrWZhy0LbVpHOqPyx08qkWFoqw6br+wVj4zzH8sDOuMhA8tBxYMRvqnAS4l9/YNRCYuMA2HZrsop9vPzl4RCwdrquPoJhiLK4XtyM7Ot8wPTcZOLGysgqwKLv69QG9K6sAgwYoclgRUVvFf212tI7LhYmIiIiovRC/6MvlwR0ATKh+ndkEZMXUMeAk2lZxKKYhJ++3bTXpXWoFhTcFBONzVQ62nLQiNqMAIUkrge+nVu9JJuQk2o5f/wVDQTvRqDWYM2iOnDIswr+qoaD4Wpg9aLa8HdnJuYTpIviP215ZBZhU49+s0d1W/SdCQPGhgYtfS/0piKgGBoJ2UlhixrZTtklJ7B9IRERERO2amBAqwjyx1VRabKsgLK8mrDoNWYSFJbm2pYdVlh+KxaW7DECO1REFH4cCxWdqh4GSOKYCVswBulzO5cN2MiFsAhaOWYj52+fLicTlRGWgCAPF9WTHMPD7qTKorbpo35qTCFV5mC76+1VUAa4FimtUAQb2rVIF2J//zogUgoGgnWw9lY6SUgsC3Yzo6Otsr9MgIiIiIlI2rQHwibJtNZmKbL0Ja1YViuAwJx6uqgK45h85ywNYbUNSFvUGXHwBvbNtM5Rd6p0Ag4vtstrxqteV7Yutkb0OqToR+o0NGYudSTsRnRyNSL9IDPAfwMpAey8TXjG7VhgolNdyqn68A7CYql/p4AFEjrcFgOLSmf0fiZSIgaCdrCvrHzi6s4/sc0JEREREROdIZwR8u9i2Ggrz83DzK9/gcvMq3KX98+z3lRNr2y6IqkZwKPbLwsSqQWJjw0Zx2Y56qolFwQOLitE5rwCubsW48JnTVGtCuBjsU76ZCssuxdeFNS6LgOQDQE5CrTCwnDxeHgaKyr/yKkBREcgl3kSK135+uijMevYPJCIiIiJqNg5OzujSezBW7szCXWhEIHjJy4BHBFCSb1uGLC6L84CSsq1iXxwvu77qcVkvZa28vTjUFMT05ToDxYbCxvKA0aX2vqi4VKL2NvTFarUthxcBnLisCOfquawV3NV327L7rCvkMxc3yx/FctkbUA+6o1num4iaDwNBO4jJKMDJtHxo1SoM6+htj1MgIiIiImrzxLThydu7INHqCX9VplzmWJvKFjwNvu/8q5pEuGMqqBIW5tUTKJaFjRX79YWNeYCl1HbfMjAqBArS0CTUutpLnS8kbNQ5Xvgy6bI+dXYb+iJePzHYpmrY1lA4V29IV0dY19Bt6vz72ELUWlvYLAJinbg0wqo1wqQ2oAh6FFl1yM/NRkT+3rPe1WGTH7q3yEkTUVNiIGjH6cL9wjzgatTZ4xSIiIiIiNq8fqEeCPd2wfMZU/GefnHZIseqIUxZkDVx/oUtcRSBWHkPQWdfNAlR6VU1UKwzbKxayXiWsFEGUGVLPIuybFtTUKmrL3E+17BRhFK/z2p46MsfjwJuIbZzbzCka6A67my3sVpgN+I5FM+DWAKvLdvKQrrKS2MjblPjssr3FUKH5AIVkgqBxDyxlSIpu0huyTlFSMwuQlpeMSxVXgY1LNhoeAj+yIC6jsxX3DYJXjjh2JOBIFErxEDQDtYfs326x+nCRERERETNR/TqvrZ/MF79axBed38Kj1o+kT3RUG1J6nxlLkkVlVtic/Jqmvszl1aGidWqEmvsn0vYKIggrTjHtjULK5CXDHw4Bi2mInirXkFXb0jX4G2qXhqq33f5pZiyfZ5VllarFRn5JUjKqQz2kkXQV76fk4Wk7CTkFJU27o+uVsHP1Qg/VwP0GjVeODMV7+oWyfCvaihYHhy+YLoVt7s6nde5E5F9MRBsYWKy8JaT6XKfgSARERERUfO6pl8QXv/7KN5O6obJs7YhJHcvcuKPwTUoCurw4e1n+IEYTuLgbtuaakCFXCZdV/ViHT0W6wsb81OBwoyzP57BDXD0aGR1XNXgrXEVdNXCPYUMfTSZLTLkE1tSdjESswtt+znFSMouLAsBi+XvmI3hpNfA380oNxH6BYh91/J9B/i5GeDtZIC6LPkzW6wYsaAA03KBZ3VfIBCVr5OoDHzRdCv2uYzCoAjPZnsOiKj5MBBsYfsS81BQYoa3swHdAlxb+uGJiIiIWrX4+HjMnj0bf/75JwoKCtCxY0d8+umnGDBggL1PjRRKBB0jOvnIoX7L9iTikQkjUOQYBVdfX0DNObbnTTx3Ysmv2C7EqQ3A51ec/XY3LgUiRqKtyCuuXLJbWd1XKIO/8kq/9Pxi2d6wMbyd9RUhX9VLEf6V77ucY7sqjVqF5yZ1w/1fFeGf4gEYqD4CX2QhBe7YYekCC9R4d1I3eTsian0YCLawLadtpfSjorwrPnkhIiIiorPLzMzE8OHDMXbsWBkI+vj44Pjx4/Dw8ODTR2cdLiIDwd3xeGhcRz5bShI2zLZ0WwwQaWjoi7hdK2CxWJGeX1IR6smwL7t8+a7taxECikCwMXQa2xJeUcknq/vKL6tU94lNr22ecHtijwC8e0s/vPDrIWzN7lZxXISMIiwU1xNR68RAsIVtPWMLBLlcmIiIiOjcLFiwACEhIbIisFxERASfRjqri7v5wcWoRXxWoWzf04kLdZRDLNmeuKBsynAzDX1pIsWlZqSI5bploV55dV/Vr1Nyi2AyN66sz8WgrbWEt1r452aEp6Pe7oUkIvS7qJs/tp1Mw4m4VHQM9sHgDt6sDCRq5RgIthDRf+HP/YmITiuUXw+L9G6phyYiIiJqE5YvX45LLrkEkydPxrp16xAUFIRp06bh7rvvrvd7iouL5VYuJ8f24azFYpFbcxH3LZr9N+djUOPpNSpM6hWAr7fH4r110bi4kysic9QY3MGLoYYSdLkCmPw5VCvmQJVbOfTF6hoI6yXzbNc3478l8W81t2wJb2WPvsqlvLbjxbLyrzFEC0LRIkoGe66GiqW7too+Q0Xw52RozK/j4v+RRq4bbkYikhwU7oEIp1L4+HhApZDzokr8uaNclhZ6T3Cu989AsAWsOJAoS6xFmXi5K9/eyBJrIiIionNw8uRJvPvuu5g5cyaefPJJ7NixAw899BD0ej1uu+22Or9n3rx5eOGFF2odT01NRVFR5Xuz5nhTnp2dLX8BULNPnSK46Wy/KG2KzpAbcBq+zjrMGBOCsR257Nze1mRGYXHBQoSXHKjoU3c6vwcezgzH2JSUCyrMyCwsRWpeCVJyTUjNL0FqngkpedUvC02WRofLPs46+Djr5d8fcenjpIOvi+1SfO3tpINWU19VnwWwFiA/uwD5aF34/5qy8fVRLksLvSfIzc09p9urrOKM2jnxSbGbm5t8gVxdXZs8DLz/q921umGU/3gQ/RjYd0EZ/0BTUlLg6+vLN+0KxNdHufjaKBtfH+VqqdemOd/j2IMI/sTwkM2bN1ccE4GgCAa3bNnS6ApBsexY9CNszudEvMYidBR9DhkI2t+KA0l44Os99b4nX3JzX0zs4W+HM6MLeX2KTeaKSbs1e/SJY2I/JbdYhoKN4WosW8JbVtFnW75rqNavz8NRB5VCphC3NP6/pmx8fZTL0kLvCcR7HNFXubHv+1gh2IzEDx5RGVjXjx9xTPwYEdeLfgyczERERETUsICAAHTrVtnUXujatSuWLVtW7/cYDAa51STekDd3UCdCg5Z4HDr7e/L/+/1wg+/JxfWX9Pj/9u4DPoo6C+D4S2hBQwIBQu+IgHREOiLgIdVIF0URDtuBgeOk3EkRBBTMgXxOpMgBnnKWoyggdwjSPoD0IsVQBFFAQCkmgNS5z/t7u7cJu5sNJGR25/f9fFbZmdnZ3Xk7sy9v/6UIObkN46OGLtgt35xMktNJv3XldRX/zl68GtBz6BB8BfNoYS/3bwU+U/DLLYWjf+vOqzNR67LcObN+nEK747pmb8TH2bEJT+e+KQhmok2Hz6ToJuztC07X63b1y+XPzJcCAAAQ9HSG4cTExBTL9u/fL6VKlcqy14TQyckbv/HlTQWhgNqVBdjfKpDNAum8FWj3rkD6gVkB7C3Q/mS32u9MW/n9lMbYfOcvXZXJKw56XReRI9zdes+MzRcdIUU8Wvhpsa9AZE7Jno3CPADYpiC4Zs0amTBhgmzdulVOnDghCxYskLi4OPf6+fPny9SpU836M2fOyPbt26VGjRop9qFjvwwcOFA+/PBD0x1EB5qeMmWKFCpUSLKazjCVkdsBAAA42YABA6RBgwYyduxY6dKli2zatEmmT59ubsDt5trH/RQNkfXql4uRumXyp5iBV/8dndu5XXgBIGgLghcuXJDq1atLr169pEOHDl7XN2rUyCR8vmaP08RwyZIl8sknn5gxcvr27Wv2tW7dOslqsXkiMnQ7AAAAJ6tTp475AXno0KEyatQoKVOmjEyaNEmeeOKJrH5psLFAc+1hbSvJfUWjUywLtMwUSEEqkJpV4M8X0FYZtq9A9hRoUS71Vl8fOy+vLNyd5uNealaBXlUAECoFwVatWpmbLz169DD/P3LkiNf1OlDizJkzZe7cudKsWTOzbNasWWYsma+++krq1asnWemBMjGm2bqOc2H5+DLUX7Z0OwAAAKStbdu25gZkdE7es0EZxhDMAlWKRcvbKw/yNxMA3GFBPYagdiW+evWqtGjRwr2sYsWKUrJkSTPTnK+CoLfZ5lwzv+gto2hyMaxNJTNjlv7b8vLLmK4PE0tuBDjzFTKHxl3HbMnI+CPjEB/7Ijb2Rnzs607Fhu81QEyRb0S7yvLC+9t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"text/plain": [
"<Figure size 1300x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hr_pv = runs.pivot_table(index='dist_bucket', columns='year',\n",
" values='avg_hr', aggfunc='median', observed=True)\n",
"pace_pv = runs.pivot_table(index='dist_bucket', columns='year',\n",
" values='pace_min_per_km', aggfunc='median', observed=True)\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(13, 5))\n",
"hr_pv.plot(ax=ax1, marker='o')\n",
"ax1.set_title('Median avg HR by distance')\n",
"ax1.set_ylabel('bpm'); ax1.grid(alpha=0.3); ax1.legend(title='Year')\n",
"\n",
"pace_pv.plot(ax=ax2, marker='o')\n",
"ax2.set_title('Median pace by distance')\n",
"ax2.set_ylabel('min/km (faster ↓)'); ax2.grid(alpha=0.3); ax2.legend(title='Year')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pace vs HR scatter — every run, colored by year\n",
"\n",
"If you're getting more efficient, points should drift **right and up** (faster pace at same HR) over time."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10, 7))\n",
"for yr, g in runs.groupby('year'):\n",
" ax.scatter(g['avg_hr'], g['pace_min_per_km'], s=g['distance_km']*5,\n",
" alpha=0.5, label=str(yr))\n",
"ax.invert_yaxis()\n",
"ax.set_xlabel('Avg HR (bpm)')\n",
"ax.set_ylabel('Pace (min/km, faster ↑)')\n",
"ax.set_title('Every run, sized by distance, colored by year')\n",
"ax.legend(title='Year')\n",
"ax.grid(alpha=0.3)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Easy runs only (HR < 155, ≥5km)\n",
"\n",
"This is the cleanest comparison — aerobic baseline pace at a given heart-rate ceiling.\n",
"Hard sessions vary a lot; easy runs are more reproducible."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>n</th>\n",
" <th>median_pace</th>\n",
" <th>median_hr</th>\n",
" <th>median_mpb</th>\n",
" </tr>\n",
" <tr>\n",
" <th>year</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2022</th>\n",
" <td>22</td>\n",
" <td>6.11</td>\n",
" <td>147.00</td>\n",
" <td>1.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023</th>\n",
" <td>47</td>\n",
" <td>6.15</td>\n",
" <td>144.00</td>\n",
" <td>1.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2024</th>\n",
" <td>42</td>\n",
" <td>6.42</td>\n",
" <td>142.00</td>\n",
" <td>1.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2025</th>\n",
" <td>32</td>\n",
" <td>6.84</td>\n",
" <td>144.50</td>\n",
" <td>0.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026</th>\n",
" <td>10</td>\n",
" <td>7.75</td>\n",
" <td>149.50</td>\n",
" <td>0.85</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" n median_pace median_hr median_mpb\n",
"year \n",
"2022 22 6.11 147.00 1.12\n",
"2023 47 6.15 144.00 1.11\n",
"2024 42 6.42 142.00 1.10\n",
"2025 32 6.84 144.50 0.98\n",
"2026 10 7.75 149.50 0.85"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HR_CEIL = 155\n",
"easy = runs[(runs['avg_hr'] < HR_CEIL) & (runs['distance_km'] >= 5)]\n",
"easy_summary = easy.groupby('year').agg(\n",
" n=('activity_id','count'),\n",
" median_pace=('pace_min_per_km','median'),\n",
" median_hr=('avg_hr','median'),\n",
" median_mpb=('mpb','median'),\n",
").round(2)\n",
"easy_summary"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/noise/Documents/obsidian/RunningLog/garmin/.venv/lib/python3.13/site-packages/pandas/plotting/_matplotlib/core.py:997: UserWarning: This axis already has a converter set and is updating to a potentially incompatible converter\n",
" return ax.plot(*args, **kwds)\n"
]
},
{
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"text/plain": [
"<Figure size 1300x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"monthly = (easy.set_index('start_time_local')\n",
" .sort_index()['mpb']\n",
" .resample('ME').median())\n",
"\n",
"fig, ax = plt.subplots(figsize=(13, 4))\n",
"ax.scatter(easy['start_time_local'], easy['mpb'], alpha=0.4, s=easy['distance_km']*4, label='Run (sized by km)')\n",
"monthly.plot(ax=ax, color='C3', lw=2, marker='o', label='Monthly median')\n",
"ax.set_ylabel('Meters per heartbeat')\n",
"ax.set_title(f'Easy-run efficiency over time (HR < {HR_CEIL}, ≥5km)')\n",
"ax.legend()\n",
"ax.grid(alpha=0.3)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Curve fits — HR and pace as a function of distance, per year\n",
"\n",
"Smooth curves instead of bucketed bars, so you can see the shape clearly."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1300x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from numpy.polynomial import polynomial as P\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(13, 5))\n",
"x_grid = np.linspace(1, runs['distance_km'].max(), 100)\n",
"for yr, g in runs.groupby('year'):\n",
" g = g.dropna(subset=['distance_km','avg_hr','pace_min_per_km'])\n",
" if len(g) < 8:\n",
" continue\n",
" # Fit a low-order polynomial in log-distance (HR + pace both roughly log-shaped vs distance)\n",
" for ax, y_col, label in [(ax1, 'avg_hr', 'Avg HR'), (ax2, 'pace_min_per_km', 'Pace (min/km)')]:\n",
" coef = np.polyfit(np.log(g['distance_km']), g[y_col], 2)\n",
" ax.scatter(g['distance_km'], g[y_col], alpha=0.3, s=15, label=None)\n",
" ax.plot(x_grid, np.polyval(coef, np.log(x_grid)), lw=2, label=str(yr))\n",
"\n",
"ax1.set_xscale('log')\n",
"ax1.set_xlabel('Distance (km, log)'); ax1.set_ylabel('Avg HR (bpm)')\n",
"ax1.set_title('HR vs distance, per year'); ax1.legend(title='Year'); ax1.grid(alpha=0.3)\n",
"\n",
"ax2.set_xscale('log')\n",
"ax2.invert_yaxis()\n",
"ax2.set_xlabel('Distance (km, log)'); ax2.set_ylabel('Pace (min/km, faster ↑)')\n",
"ax2.set_title('Pace vs distance, per year'); ax2.legend(title='Year'); ax2.grid(alpha=0.3)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Interpretation\n",
"\n",
"**If m/beat is going up, pace is going down (faster), HR roughly flat:** you're getting fitter.\n",
"\n",
"**If m/beat is going down, pace is going up (slower), HR roughly flat:** you're losing aerobic fitness OR something is biasing the data:\n",
"- HR sensor change (wrist optical drift higher than chest strap by ~5-10 bpm)\n",
"- Hotter / hillier running environment\n",
"- More easy/recovery running by design (intent shift)\n",
"- Reduced training volume per week\n",
"- Injury, illness, or major life change cutting consistent training\n",
"\n",
"**Quick sensor sanity check:** look at your maximum HR per year. If max HR drops sharply, the sensor or device may have changed."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>n_runs</th>\n",
" <th>median_avg_hr</th>\n",
" <th>median_max_hr</th>\n",
" <th>p95_max_hr</th>\n",
" <th>max_hr</th>\n",
" </tr>\n",
" <tr>\n",
" <th>year</th>\n",
" <th></th>\n",
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" <th></th>\n",
" </tr>\n",
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" <tbody>\n",
" <tr>\n",
" <th>2022</th>\n",
" <td>57</td>\n",
" <td>153.00</td>\n",
" <td>181.00</td>\n",
" <td>193.20</td>\n",
" <td>198.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023</th>\n",
" <td>84</td>\n",
" <td>146.00</td>\n",
" <td>169.00</td>\n",
" <td>186.80</td>\n",
" <td>190.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2024</th>\n",
" <td>76</td>\n",
" <td>143.50</td>\n",
" <td>173.00</td>\n",
" <td>186.20</td>\n",
" <td>189.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2025</th>\n",
" <td>81</td>\n",
" <td>147.00</td>\n",
" <td>175.00</td>\n",
" <td>185.00</td>\n",
" <td>191.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026</th>\n",
" <td>24</td>\n",
" <td>149.50</td>\n",
" <td>177.50</td>\n",
" <td>190.00</td>\n",
" <td>191.00</td>\n",
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],
"text/plain": [
" n_runs median_avg_hr median_max_hr p95_max_hr max_hr\n",
"year \n",
"2022 57 153.00 181.00 193.20 198.00\n",
"2023 84 146.00 169.00 186.80 190.00\n",
"2024 76 143.50 173.00 186.20 189.00\n",
"2025 81 147.00 175.00 185.00 191.00\n",
"2026 24 149.50 177.50 190.00 191.00"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"runs.groupby('year').agg(\n",
" n_runs=('activity_id','count'),\n",
" median_avg_hr=('avg_hr','median'),\n",
" median_max_hr=('max_hr','median'),\n",
" p95_max_hr=('max_hr', lambda s: s.quantile(0.95)),\n",
" max_hr=('max_hr','max'),\n",
").round(1)"
]
}
],
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