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@bohemian916
Created September 6, 2018 11:59
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('data3781.csv', index_col=0, parse_dates=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df_ts=df.index\n",
"df_ts = pd.to_datetime(df_ts, utc=True)\n",
"df_ts = df_ts.tz_localize('UTC').tz_convert('Asia/Tokyo').tz_localize(None)\n",
"df.index = df_ts"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"pd.options.display.max_rows = 10"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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>temperature</th>\n",
" <th>humidity</th>\n",
" <th>pressure</th>\n",
" <th>temperature2</th>\n",
" <th>humidity2</th>\n",
" <th>pressure2</th>\n",
" <th>Unnamed: 7</th>\n",
" <th>Unnamed: 8</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Created</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></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>2018-08-27 23:41:17.232</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>27.62</td>\n",
" <td>60.93</td>\n",
" <td>1013.53</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:43:20.090</th>\n",
" <td>28.41</td>\n",
" <td>56.49</td>\n",
" <td>1013.35</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:46:17.972</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>27.74</td>\n",
" <td>65.91</td>\n",
" <td>1013.61</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:48:21.320</th>\n",
" <td>28.11</td>\n",
" <td>54.09</td>\n",
" <td>1013.21</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:51:18.548</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>27.63</td>\n",
" <td>65.47</td>\n",
" <td>1013.50</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:18:45.867</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.31</td>\n",
" <td>56.82</td>\n",
" <td>1009.36</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:22:51.463</th>\n",
" <td>32.70</td>\n",
" <td>60.12</td>\n",
" <td>1009.13</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:23:47.119</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.30</td>\n",
" <td>56.88</td>\n",
" <td>1009.50</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:27:52.712</th>\n",
" <td>32.69</td>\n",
" <td>60.11</td>\n",
" <td>1009.24</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:28:47.836</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.25</td>\n",
" <td>57.06</td>\n",
" <td>1009.58</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5569 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" temperature humidity pressure temperature2 \\\n",
"Created \n",
"2018-08-27 23:41:17.232 NaN NaN NaN 27.62 \n",
"2018-08-27 23:43:20.090 28.41 56.49 1013.35 NaN \n",
"2018-08-27 23:46:17.972 NaN NaN NaN 27.74 \n",
"2018-08-27 23:48:21.320 28.11 54.09 1013.21 NaN \n",
"2018-08-27 23:51:18.548 NaN NaN NaN 27.63 \n",
"... ... ... ... ... \n",
"2018-09-06 19:18:45.867 NaN NaN NaN 33.31 \n",
"2018-09-06 19:22:51.463 32.70 60.12 1009.13 NaN \n",
"2018-09-06 19:23:47.119 NaN NaN NaN 33.30 \n",
"2018-09-06 19:27:52.712 32.69 60.11 1009.24 NaN \n",
"2018-09-06 19:28:47.836 NaN NaN NaN 33.25 \n",
"\n",
" humidity2 pressure2 Unnamed: 7 Unnamed: 8 \n",
"Created \n",
"2018-08-27 23:41:17.232 60.93 1013.53 NaN NaN \n",
"2018-08-27 23:43:20.090 NaN NaN NaN NaN \n",
"2018-08-27 23:46:17.972 65.91 1013.61 NaN NaN \n",
"2018-08-27 23:48:21.320 NaN NaN NaN NaN \n",
"2018-08-27 23:51:18.548 65.47 1013.50 NaN NaN \n",
"... ... ... ... ... \n",
"2018-09-06 19:18:45.867 56.82 1009.36 NaN NaN \n",
"2018-09-06 19:22:51.463 NaN NaN NaN NaN \n",
"2018-09-06 19:23:47.119 56.88 1009.50 NaN NaN \n",
"2018-09-06 19:27:52.712 NaN NaN NaN NaN \n",
"2018-09-06 19:28:47.836 57.06 1009.58 NaN NaN \n",
"\n",
"[5569 rows x 8 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.6/site-packages/pandas/core/frame.py:3697: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" errors=errors)\n"
]
}
],
"source": [
"df1 = df.dropna(subset=['temperature'])\n",
"df2 = df.dropna(subset=['temperature2'])\n",
"df1.drop(columns=['humidity','pressure','temperature2','humidity2', 'pressure2', 'Unnamed: 7','Unnamed: 8'],axis=1, inplace=True)\n",
"df2.drop(columns=['temperature', 'humidity', 'pressure','humidity2', 'pressure2','Unnamed: 7','Unnamed: 8'], axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" 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>temperature</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Created</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-08-27 23:43:20.090</th>\n",
" <td>28.41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:48:21.320</th>\n",
" <td>28.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:53:22.970</th>\n",
" <td>27.85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:58:24.646</th>\n",
" <td>27.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-28 00:03:26.288</th>\n",
" <td>27.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:07:47.219</th>\n",
" <td>32.77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:12:48.697</th>\n",
" <td>32.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:17:50.086</th>\n",
" <td>32.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:22:51.463</th>\n",
" <td>32.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:27:52.712</th>\n",
" <td>32.69</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2771 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" temperature\n",
"Created \n",
"2018-08-27 23:43:20.090 28.41\n",
"2018-08-27 23:48:21.320 28.11\n",
"2018-08-27 23:53:22.970 27.85\n",
"2018-08-27 23:58:24.646 27.74\n",
"2018-08-28 00:03:26.288 27.56\n",
"... ...\n",
"2018-09-06 19:07:47.219 32.77\n",
"2018-09-06 19:12:48.697 32.75\n",
"2018-09-06 19:17:50.086 32.73\n",
"2018-09-06 19:22:51.463 32.70\n",
"2018-09-06 19:27:52.712 32.69\n",
"\n",
"[2771 rows x 1 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df1"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\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>temperature2</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Created</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-08-27 23:41:17.232</th>\n",
" <td>27.62</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:46:17.972</th>\n",
" <td>27.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:51:18.548</th>\n",
" <td>27.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-27 23:56:19.566</th>\n",
" <td>27.64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08-28 00:01:21.237</th>\n",
" <td>27.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:08:46.278</th>\n",
" <td>33.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:13:47.080</th>\n",
" <td>33.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:18:45.867</th>\n",
" <td>33.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:23:47.119</th>\n",
" <td>33.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:28:47.836</th>\n",
" <td>33.25</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2798 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" temperature2\n",
"Created \n",
"2018-08-27 23:41:17.232 27.62\n",
"2018-08-27 23:46:17.972 27.74\n",
"2018-08-27 23:51:18.548 27.63\n",
"2018-08-27 23:56:19.566 27.64\n",
"2018-08-28 00:01:21.237 27.71\n",
"... ...\n",
"2018-09-06 19:08:46.278 33.35\n",
"2018-09-06 19:13:47.080 33.34\n",
"2018-09-06 19:18:45.867 33.31\n",
"2018-09-06 19:23:47.119 33.30\n",
"2018-09-06 19:28:47.836 33.25\n",
"\n",
"[2798 rows x 1 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##plt.xkcd()\n",
"fig, ax = plt.subplots(figsize=(10,8))\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax.plot(df1['2018-08-28 02:00':'2018-08-29 00:00'])\n",
"ax.plot(df2['2018-08-28 02:00':'2018-08-29 00:00'], 'r')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,8))\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax.plot(df1['2018-09-02 18:00':'2018-09-03 18:00'])\n",
"ax.plot(df2['2018-09-02 18:00':'2018-09-03 18:00'], 'r')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,8))\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax.plot(df1['2018-08-31 00:00':'2018-08-31 23:00'])\n",
"ax.plot(df2['2018-08-31 00:00':'2018-08-31 23:00'], 'r')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"import ambient"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'d1': 6.425, 'd2': 1.037609554085524, 'created': '2018-09-02T07:41:07.136Z'},\n",
" {'d1': 6.415, 'd2': 1.037716420754328, 'created': '2018-09-02T07:42:06.354Z'},\n",
" {'d1': 6.415, 'd2': 1.03782318742313, 'created': '2018-09-02T07:43:06.603Z'}]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"am = ambient.Ambient(6128, '', 'xxxxxxxx')\n",
"ec = am.read()\n",
"ec[:3]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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>created</th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2018-09-02T07:41:07.136Z</td>\n",
" <td>6.425</td>\n",
" <td>1.037610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2018-09-02T07:42:06.354Z</td>\n",
" <td>6.415</td>\n",
" <td>1.037716</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2018-09-02T07:43:06.603Z</td>\n",
" <td>6.415</td>\n",
" <td>1.037823</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" created d1 d2\n",
"0 2018-09-02T07:41:07.136Z 6.425 1.037610\n",
"1 2018-09-02T07:42:06.354Z 6.415 1.037716\n",
"2 2018-09-02T07:43:06.603Z 6.415 1.037823"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df3 = pd.DataFrame(ec)\n",
"df3.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"df3['created'] = pd.to_datetime(list(df3['created'])).tz_localize('GMT').tz_convert('Asia/Tokyo').tz_localize(None)\n",
"df3 = df3.set_index('created')\n",
"df3.drop(columns=['d2'],axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x1152 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(20,16))\n",
"s = '2018-09-02 18:00'\n",
"e= '2018-09-03 18:00'\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax1.plot(df1[s:e])\n",
"ax1.plot(df2[s:e], 'r')\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(df3[s:e], 'g',linewidth=1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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>d1</th>\n",
" </tr>\n",
" <tr>\n",
" <th>created</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-09-02 16:41:07.136</th>\n",
" <td>6.425</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-02 16:42:06.354</th>\n",
" <td>6.415</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-02 16:43:06.603</th>\n",
" <td>6.415</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-02 16:44:06.821</th>\n",
" <td>6.435</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-02 16:45:07.011</th>\n",
" <td>6.420</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 20:48:06.362</th>\n",
" <td>0.660</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 20:49:06.614</th>\n",
" <td>0.640</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 20:50:06.842</th>\n",
" <td>0.675</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 20:51:07.191</th>\n",
" <td>0.660</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 20:52:06.455</th>\n",
" <td>0.660</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>6000 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" d1\n",
"created \n",
"2018-09-02 16:41:07.136 6.425\n",
"2018-09-02 16:42:06.354 6.415\n",
"2018-09-02 16:43:06.603 6.415\n",
"2018-09-02 16:44:06.821 6.435\n",
"2018-09-02 16:45:07.011 6.420\n",
"... ...\n",
"2018-09-06 20:48:06.362 0.660\n",
"2018-09-06 20:49:06.614 0.640\n",
"2018-09-06 20:50:06.842 0.675\n",
"2018-09-06 20:51:07.191 0.660\n",
"2018-09-06 20:52:06.455 0.660\n",
"\n",
"[6000 rows x 1 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df3"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(10,8))\n",
"s = '2018-09-02 18:00'\n",
"e= '2018-09-03 07:00'\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax1.plot(df1[s:e],'r')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(10,8))\n",
"s = '2018-09-02 18:00'\n",
"e= '2018-09-03 07:00'\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax1.plot(df3[s:e], 'g',linewidth=1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(10,8))\n",
"s = '2018-09-02 18:00'\n",
"e= '2018-09-03 07:00'\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax1.plot(df1[s:e],'r')\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(df3[s:e], 'g',linewidth=1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(10,8))\n",
"s = '2018-09-03 00:00'\n",
"e= '2018-09-03 23:00'\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax1.plot(df1[s:e],'r')\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(df3[s:e], 'g',linewidth=1)\n",
"ax2.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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qh1jEhTm9RkMDkJ9vW8zNnEmFhHfu9P+4AsXq1UBCArlZg5UxY6ieXXNzoEfCuAhf80MfFnMMo4ErjaHRAD5oLuonT1JmpC0xd9NN5HpVEgJCneZmYNMmykQN5h6bGRlAXR0XDw5CuDQJw2KOYRj/o2Sy2upW0L49lcJYu9a/YwoUBw4A1dUkYoOZcM40Zpggh8Ucw2hA650vo5GcHLJCpaXZXj57NlnvcoOsl6wvUIrxTpkS0GE4hZMgghbN2axs3QpZWMwxDON/srOBAQOAuDjby2fNomk4uFq3bKFaez16BHokjuEkCN3CIi70YTHHMIz/sZfJqtC3LwmczZv9N6ZA0NAA/PCDb9pw+QIlCYI7QegSXcfM6Xjs/oDFHMNoQKsbg9FAczOQl2c7Xk7NsGHkag1l9u4F6uv1JeY4CSLo4DAQhsVcGMIm9/AlKL77wkLqQTp4sOP1Bg6kdUO53tyWLUBEBDB5cqBHog1OgtA1QXH+Mz6BxRzDMP4lL4+mqamO10tJIXdeYaHvxxQotm+nOLTOnQM9Em0MHgy0bctiTqfo2VXJQtQxLOYYRgPsxvAiSoaqFjEHAAUFvh1PoJASOHLE1PdUD3ASRFDiLAxEzyKO0QaLOYZh/EteHlmiunVzvN7AgTTNz/f9mAJBcTFw6RIwYkSgR+IaY8YAhw5xEoQOYetW6MJiLgzhu7TwJSi++7w8qlnmzNrZqxe59ELVMpeVRVO9iTmlE0Q41ABkgoaguHYFMSzmGCaMCIo789xc5y5WgMTegAGhL+aGDw/sOFyFkyB0Cwui0IXFHMNogEuTeInaWuDcOW1iDiBXa6i6WbOygH799JP8oMBJEEGHs5heZzdxza3NqG6o9uaQvE5Q3IgGMSzmGEYD4ZIAcaz8GGoaanx3AEWY2WvjZUlKCnDqFNDa6rsxBYqsLP25WAFTEsTu3YEeCWPA03Zei7YtQqfXO3lzSIyfYTEXhvAdDmOP4YuH47ff/dZ3B9CayaowcCBw9SpQUuK7MQWChgYqvKtHMQdQu7V9+4DTpwM9EsYLnKo6FeghMB7CYo5hwggtMTN1TXW+G4BSY07JVHVGqJYnycmhbFC9irn77qPpZ58FdhyMS9g7//UQRsLxfo5hMccwjBk+tdzm5QFJSUC7dtrWD1Uxp9dMVoV+/YAbbgCWLqV6eUxQ40wIhUsYSSjDYo5hXIDvDj0kLw8YNEj7+n37AlFRoVcGIysLiI3VbqEMRubNI1fxwYOBHknYo1WMcYhN6MJiLgxhQcIEjLNngeRk7etHRQFjxwLffeezIQWEvDyKG4yKCvRI3Oeuu4CYGODTTwM9EoYJe1jMMYwLhMOdrc/EflMTcP48kJjo2nazZ1MZjFBKgigoMLmQ9UqXLsDddwOffAJcvuzatmVlwLhxwKJFVK6G8QrOzl1dx8yFwbXXE1jMMQzjH86fp/gqV8XcrFk0XbvW+2NyhYsXgVtuATZs8Gw/ra2hIeYA4Ne/BmpqgCVLXNtu6VJg717g5ZeBIUOA8nKfDI8hFCFkTxBxzJz+YTHHMBpQ7mj17qIO6N1tcTFN+/RxbbuhQ8k1G0gxV1dHFsL164HXXvNsXyUlVJpEz/FyCtdcA0ydCrz7LlletbJ0KXDttcCmTUBREb1mPIatV+GLUzEnhEgSQmwVQuQIIY4LIR5XLfulECLXMP8NO9v/j2GdfCHEc94cPOMefMK7Tzh8dj57j4qYc9UyJwQJqc2bgfp6749LC488Qpak6dOBH36gQsbuomTmhoJlDgCeeoq6eixfrm3948eBw4cpgeLGG0nUsZjzCK03mbp2s+r8RtrXaLHMNQN4Sko5BMA4AI8JIdKFEFMB3AZghJRyKIA/W24ohIgE8HcAMwGkA7hXCJHutdEzDON1fHbRdFfMAeRqra8Htmzx7pi00NoKrFoF/PznJnfismXu70/pghEKljkAmDmTWny99Za2MiXLllEXiXvuoddz5wKHDpHIYzzC3XOX3ay+xZ5RTAgRL4TYJIQ4aZh2McwXQoi/GoxgWUKIa5wdw6mYk1KWSikPGp7XAMgBkAjgUQCvSykbDMtsBT2MBZAvpTwlpWwE8AVIADKMLtH73WFAx19cTNmP3bq5vu2kSUBEBFnH/E1hIcWFXXstlUqZPNmz+moFBZTFmpTk3XEGiogIip07dAjYts3xulJSoeGbbgJ69qR5c+aQuPNEIDMA7FvVjWEiOvYs6HnssGMUA/AcgO+klIMAfGd4DZABbJDh8RCAxc4O4FLMnBAiGcBoAHsBpAKYJITYK4TYLoS41sYmiQCKVK/PGeYxjK7Q+YUkOCguBhISyG3qKnFxVMpDKbbrTywL/M6fT6VFMjPd219+PtC/v77Lklgyfz7QvTtZ5xxRWEiP2bNN83r2JHG3bBkXIGZCEgdGsdsAKLV9PgVwu+H5bQD+TxJ7AHQWQvR2dAzNYk4I0R7ACgBPSCmrAUQB6AJSmc8AWC6sbbW2rto2z1YhxENCiEwhRGZzc7PWYTFuoHfrUiDRu6jTMn6fxsy542JVGDECOHrUe+PRiiLmhg2j6c0309RdK2GoZLKqadMGeOwxYN06KiRsjwMHaJqRYT7/jjuoBqHigmZcwpitGsKlSUIFC6NYTyllKUCCD0APw2ouG8I0iTkhRDRIyC2TUq5U7XylQTnuA9AKwNJ/cg6A2pfQB4DNYlFSyg+klBlSyoyoULpjZUIKFsIe4A0xd+oUuTz9SVYWia/27el1r15Ahw6mPrOuICUJllATcwDw8MNkdXWUCHHgAFkkLduYTZxI0927fTc+xi56EHM6uPZGKQYpw+MhyxVsGMXsodkQpqAlm1UA+AhAjpTybdWiVQCmGdZJBRAD4KLF5vsBDBJC9BdCxACYA2C1s2MyTLChgwtJcCOld8QcABw75p0xaSUry1x8CEEuX3dajFVUANXVoZP8oKZXL+rWsWaN/XUOHqRSM23amM8fMgTo1AnYtcu3YwxxnFnV9e5ZCHKaFYOU4fGBeqEdo1iZ4j41TJXcA82GMAUtlrmJAOYDmCaEOGx43AzgYwADhBDHQIkND0gppRAiQQixHgCklM0AFgL4BuQjXi6l5JQlRreEw8XQJ8K1qopqtXlDzPkzbq6uDjh50tqSlJbmnmVOcSOGomUOoFi4zEygtNR6mZRkmRszxnpZRAR1hGAx5xH2zl1n1y3OZvUtDoxiqwE8YHj+AICvVfPvN2S1jgNwWXHH2kNLNutOKaWQUo6QUo4yPNZLKRullPOklMOklNdIKbcY1i+RUt6s2n69lDJVSpkipfSw2ibjDcJBkDC20SLUfPL7cLdgsJq+fYGOHf0bN3f8OIkQSzGXmkqB/K7WvVNqzIWiZQ4wJTasW2e9rKiIumhcY6fKwoQJZHWtduR9YmwRDnXmdI49o9jrAG4SQpwEcJPhNQCsB3AKQD6AJQAWODsAB6cxjAuwu9VNPKkxpyAEMHy4fy1zyrFGjjSfn5pKIq+gwJQYoYVjxyhmbMAA740xmBg+nET3mjXAL35hvkxJfrBlmQOA8ePpM927l7JbGZcJZTerrscu5U7YjoMDgP9nY30J4DFXjsHtvBhGA856GzJO8IaYA8hClpXlvxIWWVlAu3ZUSkRNWhpNXXW1HjhA4i821jvjCzaEoALPmzYBV66YLzt4kOrJWQpjheuuo+05CYJhXIbFHMMwZvjE+qiIuYQEz/YzYgRw+TK57PzB99+TJSnC4lI5aBBNXUmCcBQzFkrMmwdcvQrcdx+gLjN14ACQnk41A23RsSMJXY6bcxu7MXNOektzzJz+YTEXhrCr0H34s3OT4mLq/OCpRUqpT7Zjh+djckZREfUQveUW62UdOpAwdcUyV1gIVFaGvpgbPx7429/I1fqrX9G8lhZgzx7qouGIG24Adu4kMchoJhw8B3ztdQyLOYZhzPDJH0JhIcVSeco111DHAEflL7zF2rU0VXcrUJOa6pqYcxYzFko89hiwcCGweDEJ+SNHgEuXgKlTHW93yy1AbS2wfbt/xhlm2Du3OQFC/7CYC0PYpO46odDbEAjg+HNzSfx4SkQE/eFv3Ag0Nbm3j8OHtVn21qyhRIXBg20vd7XWnL2CuaHKI4/QdN06YOtWeu5MzE2dCrRt6x+xHoK4a73Sw3+C3q+9vobFXBjC5mr30ftnp6k0ibffY0MDcOaMd8QcQJayy5fJHecOTz8NzJwJnDtnf53aWmDLFjqWvT+6tDQqAvzqq8Ann9D7dISS/GBZMDdUSU+nxJE1a+izTEtzngDTpg1lsq5Zw31avYjWdl+MfmExxzCMbykooD9mJQPUU268EYiJcd96U1hIYu3pp+2vs3kziTN7LlaAYsMiI4EXXgB++lMSL2+8Abz7rrX7NVySH9Qoma2bN1MiybRp2rabNYv6tPq704eOCRXPAeM+LOYYRgPhEGDsMxRXpLcsc+3bkzBwx3ojJVnkunQBvvySLEa2WLEC6NwZmDTJ/r7GjydRWFtLbt927YBnnwWeeILcheoesmfPkhUvnMQcQGL46lUqU6JVzCkJJ+xq9Tp6jpljq6JjWMwxDGOG1wWrYqXylpgDgJtvptZYjlyltqioIHHx7LNAv37A889br1NbC6xcCdx9N1kAHREbSzFeM2ZQkH9lJcWHlZQA//u/pvV++IGmzrI5Q43JkynzFwCmTNG2Te/elLWsJKAwmgnlmDnGMSzmwhC2LrmP3u8OA/Ld5+ZSE/aOHb23z9GjaepqNwilPt2gQcBTT1GBWssitV9/TYJu3jzX9i0EWfymTAF+9jPgnXeAnBxatmYNZeHaa2UVqsTEkCi+/noqTaOV2bOplEl5ufN1GSP2zm9ndeYY/cNijmFcIByEsNcv+Hl53rXKAdQ2CnC9T6si5pKSKM6tc2cSXWqWLqUyKtdf7/74Xn+d3K4vvkhZtxs2kPvQsvhwOPDBB/bd2faYNYtc4uvX+2ZMIYan1yU9uFkZx4ThlYVhXIfvaD0gN9d7yQ8KnTqRm9Rdy1xSEsXePfwwxcctWwasWkVxdN9+C8yd65nw6t6dSnOsXAn8+9+UfTtrlvv70zORkUB0tGvbjB5NRZnZ1eoSzq5TdmPmdOBmDYcbaU9gMccwLhAOos6rF83KSuDiRe9b5gBTn1ZXOHeOhEWPHvR64UJ6PW8ecMcdwJw5ZBGaP9/z8f3ylyQIf/lLcjdy83jtKJmw33zjvOQLoxk9X7/0PHZ/wGIuDOGTInzx+3d/8iRNfSHmhg8nq58rf/ZFRVTrTLG69elDiRSHDpke+fnAkCGejy8xEbj3XqCujjI527f3fJ/hxOzZlAX7/feBHolusBszx1atkIfFHMO4QDhcFL0q+JSyJN52swJkmWtuBk6c0L5NURG5WNX06QOMGmV69O/vvTE+9RQJxzvv9N4+w4Vp04C4OOCrrzzfV20ttRULUbQmOOi5NAnjGBZzDKMBrqDuJidPkpjxpkBSUNpiueJqtSXmfMnIkVQ0+Wc/898xQ4W2bYHbbgOWLwcaGz3b1wsvkHV43z7vjC3E0EPMHOMYFnMME0b43bJYWEjuRmf12txh0CCq86Y1o7W1lWLm/CnmACA5OTyzWL3BvHlUG/Cbbzzbz8mT5O6+5Rbr7hwhhLPzW883o+HgFfEEvsKEIXxSuE84fHZefY9nz1LWqS+IiqIWWrYscxUV1t0hLlygMiF9+vhmPIz3mT6d6tMtXerZfoqLyUoKAAsWeD4uHyClxKX6SwE5NrtZ9Q+LOYbRgJ7vaF3Fq++1sNB3Yg6gEhY//ABkZ9Prc+eAn/yESoMsXmy+rrosCaMPoqMpw3j1airv4i4lJcDYsbSvPXuAlhbvjdFLrM5djfg34t3a1lkYiLPerexm1T8s5hjGBcJJ1HlMSwuJq759fXeM55+nLNEZM4DnnqO4qM8/JzG3ZIn5uizm9Mm8edSCbdUq97ZvaqJOEomJ1Bu3tjYoXa1ltWUe7yOUPQd87XUMizmGcQG9Xyz9ekEsLaVsU19a5vr3py4Bly8Df/oTBczn5gK//z1w+DBw7JhpXRZz+mTsWCogvGaNe9uXlpLLXRFzAHDggPfG5yUihO//jlkQhS4s5sIQPqG4lH8wAAAgAElEQVQZR3hNsJ49S1NfWuYAcrXu2QMcPEhWueRkcqdFRlJnB/V4YmNd6xHqZ85ePovm1uZADyO48LSAsFKSJDGR6gfGxQWlmPNG3Jq713aOmdM/LOYYRgNcmsQNCgtp6kvLnEJ6Ook6hR49yPW6bBllsQJkpRsyhMRBkNLvL/3wr0P/CvQwgg+lgPD27a5vqxZzUVFUSzAz07vj8wKexK1prS/HMXOhC4s5hgkxWmUrWlqDIMDbX5Y5e8ydS67V3bvpdVaWKaMxiGmRQfDdBRvTpgFt2rjXq1URcwkJNB0zhjp9BFkShFcsczoPA3FEKL83b8BijnFIU0tTcAiDIEEPF5QF6xag91u9bS7TMn6vWR8LC4H4+MC1sZoxg6Y7dlBZktJSU6HhICY+zr2MxpCmbVvgxhspbs7V32dxMbnXu3al10GaBOEN65hTC52d5Xpws7JXxDEs5sIQVwTJgL8OwNyVc304Gn2hhwvK/pL9uFB3we3tvRozFyirHEB/3qmpZJlTCgsHsZhTYuU6xnYM8EiClNmzgTNnKLHFFYqLySqniKWMDJoGWdycPwSVHm5GGfdgMcc45Fz1OWSWBF98ib/Rg4hTCJq7bF/XmNPC+PEk5o4coddBLOaUgrFB8/0FG3fdRRa6v/3Nte1KSiheTmHw4KBMgvAkm9VZTJyerl+Me7CYY5zCd3Mm9PBZBE0wc6AtcwCJuQsXqEZZz56UGBGk1DbVAuCYObvEx1NB6GXLgPPntW9XXGwu5qKigKFDgePHvT5ET/DHeWvXzRos1wzGbVjMMYwL6P0OV8v4vfIeq6qA6urAW+YmTKDp998HtVUOoMQV9ZSxwRNPUBHgf/xD2/pSWos5gLKala4hQQKXJmE8gcVcGOLqCa93AeMN9GCRU/D0wuyV96pksgZazKWnAx060HMWc/pn0CDg1luB118HevcG7rzT8fqXLwN1daZMVoX0dBJ51dW+G6uL+MUyx6VJQhYWc4xT9CRkfA1/Fho5fZqmgXazRkYC111Hz4NczCk3TSzmnPCnPwG/+AUwfDiwcqV5lw9L1DXm1KSn0zQnxzdjdANPbsKc9V4NhetWKLwHX8JijmHCCL9dEFevJovY8OH+OZ4jxo+naZCLObbMaSQtjdysS5dad/mwxJ6YGzKEpkHkauXSJI5hD5FjogI9AIbRE3q4oHj6p+Dxe6yvB/77X3KBxcV5ti9v8OCDNA0GYekARWizmNOIusvHa68BETZsEyUlNLUUc/37U+25ILLM+aM3KxO68K8nDHHVOqMHAeNrnLkxgomA32WvXUuxSPPmBXYcCklJwCuvkBUniGHLnBvMm0ddPnbssL1cyXrt1ct8flQU1SAMJsucHzpA6OH6xbgHizmGYbzLv/9NlpApUwI9El3BMXNucNtt1GHkX3b62ZaXA+3aUX06S9LTg8oy51FvVmcizskNOSdA6B8Wc4xT+G7OhB6slI4uzJpKk3jyfV+4AGzYANx3X9BbwoINtsy5Qdu2wE9/SjcQtjpDlJfbry2Ynk6JOvX1jo/x6qvAihWujevXvwa2bbO9bOVKshRb4I/SJLqOmeP/IYewmGOcogcBw5jwuDSJJ9/3P/8JNDdTcVfGJThmzk0WLaKCwgsXAq0Wn50jMTdkCNWhy821v++SEuDFF4ElS7SPp6ICeOcd4M03bS9/5x0ac2Wl2WyvJEC46WZly5z+YTHHMBpw1i6HAXD1KvDee8DMmabSD4xm2DLnJl26ULmSH34APvvMfNmFC44tc4DjuLnPPyfBl5+vfTyK6/a774DaWvNljY3A/v0kOjdsMFukB+sYE7ywmAtDXC4azALGiB6slAG7y/78c6CsjFxMjMtwzJwH/OQnwIABwH/+Yz7fkWUuNZXctHv22N/v0qU0LSwki7MWFHHY0ABs2WK+7PBhmg8Aa9aYLTJmsy5cCOzcqe1YBowJWqHsZtXBtTeQsJhjnMInkb5wdGHWIszdEu9SAm+/TbXc/t//c317xijiWlq5N6vLREQAkyYBu3fTbxGgqSMxFx0NXH+9teBSOH6cxNfIkSTklK4mzsjOJpHYoQNldqvZvZumM2YAGzdSazIDxpuwv/+d3sv991u7jf/2N7L4uQjfkIc+LOYYRgN6Kk0SEI4fp0r8CxYAHH/jFhwz5yHjx5NbtaCAXldVkQizJ+YAYNo0+u2WlVkvW7aMknh+9zt6rezXGTk5FI83YwaJOfXN8O7dVCrnkUeo1ZiqpIrxJiwykjpc/Pvf5sdsbgaeeYaSi6qqbB6aS5OELyzmGIbxHMVlNHt2YMehYzhmzkMmTKCpYv0qL6epMzEHAFu3Wi/bsQMYN87UQUSrmMvOpni8WbMogeLQIdOy3btpfzfeSEWLVa5Wo2Vu4EDK0AWAvDzTtqdPk4u2vJySMmzgrhdFDwkQLEQd41TMCSGShBBbhRA5QojjQojHDfNfFkIUCyEOGx4329n+jBDiqGGdTG+/AcZ1XC4azCeRET24nD0uTeLOe1y7FhgzxrqhOaMZjpnzkPR0cm26IuZGjwY6dbIt5goKKK4uMZGElxYxV10NnDtHY5k6lebt20fT4mJy1Y4fT7Xxxo0zi9czWubS06llGWCeaaskVowbR67YrCzjIq3XaD3HzDGO0WKZawbwlJRyCIBxAB4TQiipau9IKUcZHusd7GOqYZ0MTwfMMIGEha0NLl6kP1C2ynkEW+Y8JDISuO46YNcueq1FzEVFAZMnW8fN1dYCpaVASgrF4w0YoC2jVRFc6elAnz5ATAxZ1ACTyFQsfYMHm1nehJJgkZ4OdO1K5VbUljklseKzzyiW7uuvrQ5v7/oUCkWD9XAjHUicijkpZamU8qDheQ2AHACJjrdiQgk+ifQl4jyuM+fqe12/nuKCZs3y6LjhDsfMeYEJE4CjR4GaGm1iDiBXa36+eYLDqVM0HTiQpikp2ixziuBKTycR2K+fScwdPkyCc9Qoep2aSrXmKioAABFK6zGlZEpqqrWYS0ykvrK9e5v26wJ6uo4xruFSzJwQIhnAaAB7DbMWCiGyhBAfCyG62NlMAvhWCHFACPGQg30/JITIFEJkNmtNAWf8Al8ATOhB2Pr9LnvtWvpzGT3av8cNMdgy5wXGjyer1b59JjHXtavjba6/nqaKOxQwWeFSUkzTU6fMkxlskZ1NLtn+/el1//4m0ZWXR69jY+l1aqppPgBxtoheDxlC07Q0czerEotnuV8VbsfMsZtV92gWc0KI9gBWAHhCSlkNYDGAFACjAJQCeMvOphOllNcAmAly0d5gayUp5QdSygwpZUZUVJQr74FxET0IEsY3aCpN4urvY8cO4KabyBLBuA3HzHmBceNouns3ZbbGx1MJEkco8WlqK5hihVOLudpa66zXs2dNhYUByowdPNjUyk4tunJzTceycVxReNZ8fmoqJVBcuUICNSfHrpgzy7Y/eNBunTq+9ocumq6+QohokJBbJqVcCQBSyjIpZYuUshXAEgBjbW0rpSwxTMsBfGVvPSZ44QuACT1YKf16l11ZCZw/Dwwf7nTVI+ePYE3uGqfrhStsmfMCnTuT4Nm1y3GNOTXt21PijqWYi4+n7hKASdRZulpff51KhbzxBrBqFfDNNyZLH0Ciq6KCypCcPGmyxgFAcjLF7BktcwYx17YtTdVir6gIqKszF3NFRWZ16gAALS3AXXcBDz5oNlsP1y1nhMJ78CVaslkFgI8A5Egp31bN761a7Q4Ax2xs204I0UF5DmC6rfWY4IZPIu0V1oMBT92sLn3fSsC34hpywKLti3DrF7e6OarQh2PmvMT48ZQlev68NjEHkHBSi7n8fFO8HGBfzO3aRRbp554D7rkHuPZaai2moLhbd+4E6uvNLXPR0ZRYYThuxBmLosRqN6w6Fg8gIdjaSoJOhfz2W7LYnTpFws4C2dgArFhh5S7WQwIE4xgtlrmJAOYDmGZRhuQNQ8mRLABTATwJAEKIBCGEktnaE8BOIcQRAPsArJNSbvT+22AYJiC4IOYaWxp9PBh9w5Y5LzFhAnDpEpCZqV3Mpaaax6cVFJgEHEDiKSKCrGsKNTWUbPGb3wA330xCbe1aoF070zqKmPvmG9NxLI+blwc0N0NYCDMMHEgFuNViTjnPlP1axs19/BFNGxupRIoFcutWstwpGb8GOGZO/zgNTpNS7gRsftM2S5EY3Ko3G56fAjDSkwEy3octbe6jh8/OYTsvb1sWc3KAuDjK2mM8QvluWiS38/IIpfRHfb1rYk7JLO3QgXqxzp1rWh4bS4JObb3bt4+sY5MnA3/4A1m7LONGFdG1caPpOJbH/e47YNs2iCaLxL+4OKBvXxKZ0dFAz56mZA5lv2fOADBdl+SRI8AddwBffUWC1PK8VMToDz8AEycaZxstc3v2kIjs1s3BhxUY9OAVCSQcscw4hU8ifYg4b+HS952dTRYJJeCbcRu2zHmJtDRTrJsrblaAhFNhIYk0tZtVWUct5pS6cePGkQXNVgJQ164Uk3fyJFnsLItqp6aS6Hz6aYjOna23T00lt+inn5rH4iUl0TlnaZlr2xZ49VV6rqqLZwwTOVVgPnZLpk4FnnzS9jImqGExxzAuwMLWAqUPpQbCSRC7A8fMeYmICFNWqyuWOYDEmmUmq3qdvDxTvNmuXcDQoZR0YQ8hTFa01FTrvsWKiDxyBOKOOwBYXGMmTCDR9vLLwCefmOZHRZGgsxBzcvQo2mdMjO26eAX5prGrjmO05l+9CqxcSRm0jK5gMcc4hf+ETejhs/BbAkRtLVkxlKBsxiPYMudFFFerVjHXvz8JpNxck0XL0jKXmkoZpcXFZLnbs8fUD9bZvgHz5Af1PgFyqd52GwCL8++FFyj+76WXyMJnuV9FzNXV0bajRpH469/fZscKebmabr7Ky+0XHa6ro8xce5w5Y5V4YaSx0bwXrRfRw7U3kLCYC0NctS6xNUpfOIyZ8+YF8cQJmmq0zHGQtWO4zpwXuekmsoJZxqjZIyqKLHG5ucC6deSm7dnTfB11qZDcXBJZimh0hNoyZ0nv3vR48EGgE1n4zK63kZFkZbO3X4Mgk0oiklK4e+BA+x0rHn6YphZJEEYSE4GlS20vy8kBrrkG+OlPbS9/910gI8O+2Dt+HGhosL2M8QgWcwyjAT2VJvEUze/RhUxWxjlsmfMi48ZR0WAN9Q+NpKZSosLGjWQRs7RwK2IsNxfYvp2eq5II7OJIzAlBAuett1x3s/fvT+VX6uuB41TxS44wvN+UFLLMqYsJA5ACwL33UpKHKm7OaM1PTgYeeADYtIn2raa4GJgxg0SsOnZQzddfk9Xyhx+sl12+TGLz97/X9v4sCIdrryewmGOcwuZtfeG3mlE5OWTRsHRHMW7BMXNexlkbL0vS0kgYDR0KLFxovTwxkRIM8vLIejdgADBokPP9jhhBos1eu7suXeg8MqD5eqvOaFVKl3ToSNOBAykMQmlpptC1K7mer7vOzDJntJqnp5PYa20FNmww3/Z//xe4eBG4/XYqe9JoUWro4kWTQLRl9cvOpiLHH3xAws4dmprMe+hacuoUjT0MYTHHOIXviEzoQdj6rTTJ0aP0Z2bPDWR5bB18doGELXMBZuRIEl1//7vtFmAREfR7P3wY2LwZmDXL2npni6lTSXBpjC3V/P0PHkzTDz4g6x5U55iSvGERNycHDKAn48YBWVmU8AAAyjHT00nUCmEse2Lk2DFg7Fjg1lvJ4mfpSt2wgYRUz572xRxA9fk+/ND++6qosJ+A8Ze/kCfAECNoxrlzZP1UJ4qEESzmwhD+U3WfcBC2mn4fUtJd+HXX+X5AYQKLuQBz771UQmTyZPvrpKUB27aRCJo1S/u++/Z1uorLoRzXXAMsWAD85S+QtbXm2yrWciVurtnQ9ksRc4MHk/AyxNyJqiqaP2QICdlevayLDufmkliyV7B47VqK//vpT0nwGsZkJDsbaNMGmDSJYussW5EBNKZx44DHH7daJCGBLVtIyNmyzh05Ql0vNoZnXwIWc4xTWPzp6zPwOJtVy59JQQG5VbRk8xngBAjHcAJEgImMtC5HYokS99a+PXDDDT4ZhubvXwjgr38F7rzTepnSsUKxzJ0pBADIAQYhZtGeTJRfoNeK9TApydzyVllJ57tazKktd01NJKJuuYXq4bW0UAcONdnZJBafeor2vWWL9bh37qQxHz1q+z3v2UNTW2JOieHdti0sXa0s5hjGBfQk6nyK4kZxQczxZ+cYtszpACWjdfp06grhA1w6TyIjgc8/B95/33zbmBiyBho6PkilU0RSH1quWO4UsafE1inJTJZiTukckZZGsYOWBYv37weqq6mtmVLjz9LVmp1NYnHsWPNjq1GyaG2VTWluARQLoi0xp7hxL1wwup3DCRZzDBNGeE1Q7doFdOrEmaxehBMgdMCwYTQ11ITzJm5//9HRthMxBg82lQ8qJMsc+hjEXNeuQMeOJjesIuY6dTKtV1RkKiys9K1NTaVkjb59zQWXsnzECNr34MHmYq6mhgTYkCEUUxcTYy3Irl4Fli+n/V+8aB0316xyyyrvR012tkmkbt1qvTzEYTEXhnCdOdfRU2kST92ZmgTfrl10B26rhRHjFsqfeEsr92YNWkaNAnbsAObN89kh3LnG2Lw+paeTmGtpMfVwjYujZUKYypcAEGUWWa9JSRTzpmSd5uWRNU6JuUtONnez5ueTCFN6wY4fD+zda1quiMr0dLpmJCVZC7L16+l4999Pry27WzQ1AfHxJDQthaCUJOZmzKAxsphjGGvYPWZCD5+Fz2Pmqqsps80FFyvjHI6Z0wnXX+/TmxhPvn+z61N6Olm7zpyxbclSCgvX1UGUlJovS0qiqeJqzc0lkaRk+aq7TwC0n379TCVWhgwhd6fiFlXi2ZSYvH79rMf0n/+Q1e7nP6fXltm0zc0kEpOTrcVccTFZ/9LTKXt42zYSsWEEizmGYVxj7166E3ZRzHEChGM4Zi68kRYFfj1GEU45OZCFZ8yOAYAsc6dP0/lsmTBgKeby8syLHqsLFgNkmVPXm7TMps3OJiGoJF7062ctyI4cIbGmbGsZN9fSQtecvn2thaASL6eIuaqqsIubYzHHOEUPrkV/oYfPwud15vbsITeNEsisET1YNQMJx8wxgIeWOfX5rcSz7thhu0hvSgpZu7780vqKocTWnTtHQu/kSfPessnJNC0spBu7/HzzTGCLbFlkZ9P2iuWuXz+gtNRUeLixkY6Rng50707FmS3drACJvb59aVxqy5tazCn1906dsn7PIQyLuTDE1T9V/hPW12fgyM2q5X04XefkSbrYd+zo6tAYB7BljgHcjJmzdc527gwkJACrVtleT7GAffkl0K2b+ba9e5MruaiIhFN9vbVlDiDBVVlJYlFtmbMsWnz8uHmyVN++5oWH8/NJWKan042ipRtXYehQEoJNTUBZmWl+Tg4lXnTvbm1VDBNYzDGMC+hJ1KnxqkXx9GnTxdwF2M3qGOU7apHhFevDEN6wzFpdn9LT7fdRVQRXVRVEv2TzZVFRJASLikzb2xJzZ86YrG9qy1y7dlR4uKCAXJ6nTlHyiIKSKKG4WtWWNWX/lpY5ARJrSgFmtatVKXsiBK0TG8tijmEs0YNr0V/o4bPwuZv1zBm3xJxehbC/UP7Em1ubAzwSJpB4cp5Ynd8GcSQjI62XJyaaauX1s9Ghok8fssplZdFrtZu1Vy/aNi/PZH2z7NGsZMsePEivMzJMyxQxpwiy7GwSYsoxkpNJzKnHGxlJ6yhiThGCSiarYvkTwlRaJYxgMccwIYZPs1kbGihzzA0xxzhGQiImMgZNrTbaHDFhg1fd7IrA6ZNovSwiwlhqRCTbOJ+TkkgwffABtQ7r3dt82ylTyIWrFBS2vCYo2bIHDtDrMWNMy5SYPLWY69+fYuWUfdXUkAtXfUzAWsxVVNB6SqycMnYWcwzDWOL1TDM/o4zb45i5s2fpTpjFnNdpla2IjYxFY0tjoIfCBABPalnavT4pbsu+/WwvHzgQ6NgRomcv650mJZFQy82lFlyWN4nz55OVftkysvIpNewUUlLoxm/nTrLEde1qWhYbS+JQ7WZVxgqYu3ENiQ4y0iBXOnakeEBFCKoLGisoVsUwgsUc4xS9ChjGByhxLEo2G+M1pJSIjYpFU4t/LXM7z+7Emz+86ddjaqGltQWbCjYBINfz7qLdAR6Rf/CqZU4RSMn9bC9/8UXg3/+2FmqAKZGgTx/g7rutl99+O8XGnTxp7WIFTPO++cbcKqeg1JprbiZBpk6QUCdYKBa2iEjT8r59TUJQielTu4GTkkhIhlGtORZzjFP0ECfmL/TwWfg0Zk4Rc5wA4XUUy5y/3azPbHoGv9n8G+Pruqa6oMioPVB6ANOXTgcAfJXzFSZ8HB5Fqr0aM9etG/D++5B33WV7eUYGcOuttkMzFFfor35lKhaspl074I476Lk6+UFBmdfQYB4vp6DUizt1ikqT2LLMFRSYEiwiVXKlXz9TUeG8PBqf+gYzKYlEojrjNcAIIT4WQpQLIY6p5r0shCgWQhw2PG5WLfutECJfCJErhJjhbP8s5sIQPQiSYMMVN6Xecfj7OH2aLpwJCa7vNww+O0+QIMucv92sZVfoD+/UpVP4864/Y/xH47HqxCr8cccfUXW1yq9jUaNYKK80XjF+Jov3Lw7YeHyNz+oMPvyw0crm0jk4YwZZ7h591P46SlszR2IOsG+ZKyqibjKAuZjr1IksbVu2mBIs1F03hg2jciT19WTVS0kx1bADgrU8yScA/sfG/HeklKMMj/UAIIRIBzAHwFDDNv8QQkTa2NYIiznGKfwnrC9s3WV7Lebv9Gm6CEc6vK4wbmC0zPnZzXq1+SoA4IFVD+CZTc8gqywLhVWF+Nu+v+HExRNu7XNX0S58dPAjj8ZVUV8BAPjw4Ic4UEpB9AvWL0BBZQFmfTYLUkpsP7Pdo2MEI57UmXP3/LZpNe/QAVi0CGjf3v6GN94IvPwyMHeu9bL4eIptA+yLuYYGk1hUu1kBYNYsast1+DAAQKqva+PHk+UtM9O6OwUQlGJOSvk9gEqnKxK3AfhCStkgpTwNIB+AwyrtLOYYp7Alz4QePgufujPdrDGnRg+fYSBQYub8bZmrbaoFANQ01BjnldSU4ELdBVysu+jWPn/73W/xizW/AECWNa0Wvoq6CuPvo7Ke/vee/OZJvLPnHeM6606uw7qT6xDxSgSmfDoFQ/8xFOevnIdYJFBYZaMHqc7wWgcIN5a7TGQk8NJLplIjaoQgi5ll8oPCrbeSZW/yZBKNHTqYL589m9yvy5ZZbzt+PE137CDLnTpeDghKMeeAhUKILIMbtothXiIA9eDPGebZhcUcw4QRWi7mDu/uT592O/lB+ZNiS69tAhEzV9NQg6aWJlQ/V42TlVRiYlyfcThRcQLNrc2oqKuw2ubw+cNORVOXNl2Mzyd/MhnXfXid2fI95/ag6moVpJTIvpBtnN/tzW549ftXkVmSiR2FO8y2+fjWj/HImEfw+MbHjfN+MuonyKvIQ++3qGxG8rvJOFftnyzG2sZao+D0Br7MmHd23ntazsguv/0t8OqrtpclJVHyxfLl5M61ZOJEoEsXKlFiSbduZI374guy7lla5rp0oTIn/s1ojRJCZKoeD2nYZjGAFACjAJQCeMsw39YX4vBLZDEXhnA7L9fRU2kSn9WZu3IFuHjRbcucst9gCK4PRpSYOV+7WfMq8tDSSll+lfWV6Na2GzrEdkCv9lSe4pExj+DI+SMAYLTMNbY04pv8bwAAo/85GqnvpaKxpRGTP5ls8/cSHxcPgDJlD5YeRF5FHka9PwpHzh9BZX0lxn80Hl8e+xJ7i/di6D+G4r4V92HOf+cAAF7c9iKuXXItPj78sdk+Ezok4NVp5sJgRI8RmNZ/mtm8zac2e/T5aOX/jvwfXtr6ktf369UOEBqX+8yaf+edprg6V4mKAmbONL60GvuECcDRo/TcUswFpnBws5QyQ/X4wNkGUsoyKWWLlLIVwBKYXKnnACSpVu0DoMTRvljM6Ziqq1V4P/N9nx8n3Nxiv/vud2hobrC5TA+fha0Ls1cSOJTsMTfFHPcedYw/6syV1JQg7b00rMxZCQCobqhGx1jqsatMB3QZgKJq+hO8WHcRl69exoJ1C/A/y0yx240tjfjNpt/g+8LvUd1QbXWcDjHkMlt/cr1x3pGyIxj1z1F4dtOzAIBLVy8hv5KC2z8/9jm+PP6l1X6Gdh9qfN67Q290bWvurnsk4xGsnrMaL09+2Tjvuc3PmQni2sZam2P0lKvNV3Gl6YrV/JqGGtQ11bm9X0/qzHlK0F3fZs2yv0xxtQLWblZAF4WDhRCqSsy4A4CS6boawBwhRKwQoj+AQQD2OdoXizkds/z4cjy6zkGmEeMWf9z5RxRcKgj0MHyCRxdrD8qSACo3a7D9YQQJSszcxbqLOFh60CfHOFN1BgCw4yy5ML87/R3aRlPVfUWADegywLj+xbqLeH3n6/joECUzbDuzzbhMEV9ltdblH+qb63FDvxvwx51/tFr24aEPkdQxCcuPL8d/s/9rd6zDegxDWjf6k74t7TYkd04GAKz88UrjOnHRcYiNisVLU8hC1qVNF5TVlqG4pti4ztRPp2LYP4bZPY67NLc2o76p3mp+2ntpuOnfN7m8P6/0ZvV3zJyvmT3baNmzGvsEQ6majh2BHj2stw0yMSeE+BzAbgBpQohzQoifA3hDCHFUCJEFYCqAJwFASnkcwHIA2QA2AnhMSsdNm1nM6Riu2+U7LC+oeipN4rGb1d57PGHIbBw0yKP9smXONoplrqK+AmM+GIOyK2Ve+/P9296/oeefexrLkFTUV6CgsgBPfvMk9pfsBwDERlGfTsXd2qVNF1TUV6C+2SRYpn461f3eVBYAACAASURBVPj8/JXzAID3M9/HqhOrUNtYi8KqQlyqv4TaplqMTbBOvhvRcwS+nfctXpv2Gg6dP4Svc7827Tt5Kv57N4m7KclTcOeQO40W8lVzVhkth3cMuQMJHRKM41TI/2U+Tj1+CgAQqarikFuRa7Q0epOm1iZjJrCa0iulZnGAruJLN6uz7YLu+ta+PcXV2SI9nYRcWpr9oselpZT1GgRIKe+VUvaWUkZLKftIKT+SUs6XUg6XUo6QUt4qpSxVrf+alDJFSpkmpdzgbP8s5nSMu3/arv5BBN0J7gd0dwerEY++y6wsikOJj3drc06AMOdAyQEcKzfWDzX2ZlVI+WsKMksyXdrna9+/hrV5a42vi6vJQrXj7A6U15ajrLYM3dt2R11THVLfM48zioqgOl2Rhkr7DS0N+OrEV9h9zrzzwos3mAerv7PnHdzx5R1YkbMCye8mo/ub3fFN/jcYk0DlKA4+dBALr10IABgUPwg3pdyEId0tylCABNuPhvwIW+7fgq0PbMXLU15GQ4vtcIcDDx3AoYcPmc1LiU9B5zad0adjH7PfmK9ueptbm22KOWWZu7Q4NsC4hVaxpqvrXkQE8OyzwIMP2l4+ZAiVRLl82b/jChAs5nRMhOCvz1fYu+jp6mKnwivjzsoCRoxwe3OOmTMnY0kGJv1rkvH1U98+ZUw46BjbEbVNtS5ZeA6UHMDzW5/HkoNLAABFl4vQ550+OHv5rPHGr+xKGZI7J9vs8qCIOQB44YYX8MyEZwAA+4rNQ3XSu6ebvVbcs+2i2wEgMVJRX4H4uHisumcVRvYaiWcm0r5SuqTY3IeyHyEEpvY3Wf+6t+1u8732at/LyjKnYCnefHWdbG5tNrNaqlESTCwpqSmxmSEMmM5Rd2ImjWLNw/M8mG+0bI7td7+zL+buvRfYt892WZQQhNWAjvGXm1WvAsYT7AmOYL7YKXjazsvmOo2NVHHdAzHH2azWKOU5lM9GifUa05usWnkVecZ1axtrjW5SS05fOo2MJdQyaXXuamzM34iFG8gaVlJTYvxNVF2tQmLHRNQ21hq3VWLk1PNemfoKfjn2l1bH+cO0P+DHQ3+MtfearH9v3vSmceydYjsZrXCJHRJx2+DbECEi0D6GCs+mxJOYaxvdFmvuXYPWF1sxud9kALY9DUtmL0HJrx0m8dlE/Rv2VdmNphbbblbAvnUt8e1EM1e1LewlX3mDkIupY4xEOV+FCVb8ZZnTg4DxNpYXNT1d5HwSM5ebCzQ1ecUyp6fP0pe0i26HVtmKI2VH0LNdTwAm61h693RsPbMVeZUmMXf9v65HeW05in9dbLWvrLIss9czl1FJBwGB81fOG68VlxsuI6F9AgqrCjEleQq6t+2OT27/BAAwd/hcTOprshR2bdsV5U+Xo8efe5jNE0JgVK9RxnlTkqcAALac3oKMhAy8OPlF7C3ea2Z9U8Tc6F6jjfNmpVKm4vK7lxvj76w+o5h2aBfTzuYye1j+/t296d1VtAsAMCHJdk9Yd92s9t6rgifZzG7HzOmo9BJjG7bM6Rh3xRyfsM6xa5nTqRDxOMA5yyAWPLHMcQIElh9fjuXHl6NVtuJq81WM7DUSlfWVSHibet02tTRhzb1rjJmbuRdz8VXOVxj6j6E4fP4wYiNjUVxdjF+uN7earchZAQCIjjBviD6422CU1pQaBc7lhstI6JCAQ+cPYduZbXg041FjNuvPr/k5Fk1dZLZ993bdsexHVIH/vZnv4WejfwYASOyYaBR+ad3S8PT4p41irnu77tj34D4zURUTGYO4qDgM7znc6jPp0a4HRvR0/3dlC/Xv3N3r5Lq8dfj6xNd2l9vLZgUc/8adxcTZixPUgr3rE4u10IfFnI7xWdVuC/QqYDxBzxc9n7jfs7KAmBjr4pwuwAkQwD3/vQf3/Pce5Ffmo11MO7SPaY8DJQeMy2saazArdRbuSr8L01Om42j5Ufxo+Y+MsXO9O/TGupPr8N7+98z2m1mSiaOPHkXt72rx7MRnjfNH9x6NExdPGH8Tm09tRu8OptJWWqxe9w2/DwBlkarj6j6/83Psf5AyYYUQqGmswbg+4+zup+73dWgT1cbp8TzFWzFzDS0NDtuQ2ctmdXb+2bPaKeeFPTdrcXUxzl4+63DfztCzmzWYxxYMsJjTMexm9R1273B18Fk4Evlux8xlZVEpgOho62UaCfcECCkl2kS1wX3D78Mr219BfFw82kS1wdYzWzGy50gApv6oyZ2TsWGu7WoEyufX0toCKSUeXP0gCi4VoHvb7oiOjMb0lOnGdW/sfyP2Fu/F4fPUrLy6oRq926vEXLQ2F6Z8SSKhQ4LZvMSOichIoDi9mQNn4unxT+PWtFs17c/XqH/Dbou55gZUNdgXc/bcrEo2sD3sJUcYj2vHMnftkmuR8tcUm8s8jUcN2tIkKoJ5bMEAizkdw3XmfIfdOnPhenfoYSYrwAkQVVerEBsZiwdGPoDVuauNYm574XY8mvEoBISZOFBEyPg+4zEleQpe/3+vo6CyAF8c+wIAcN2H1yHpnSR8eOhDNLY0Grsj9GhninGbMXAG9hbvxfELx43z1KJMiWXzlKn9p+LN6W8GRYa9Vcycmx6MhpYGXL5qv6yFvWxWdY07Wzh1s9qxzNU01jgteeIs3i6kSpMwZgT+zGPcxu2YOT5hnaLnu0Cb7bxciJmxWufcOaCkxGMxF84JEFJKxL9B4m14j+GoaaxB97bdERcVh7qmOqTEp+DEwhM4/Mhhq22H9RiGrQ9sxd1D70ZZbRm2F25Hj3Y9cKD0gFmnA8UFOqzHMJx7khqMd2/bHZ1iOxnX2f6T7RjZayQyH6T6dV3iuvjybQcMb9SZc9fNqnZF28KeZc5ZaRJnIhGA3YQMZy5cy/UY/cFiTscEw11wqKLn0iReQ0rgr38Fhg8HIiOBadOcb+MAX7lZpZTG4rvHy48b+30GE5euXgJAVple7XshIyED9w2/zxhD1qVNF6R2TcXgboOttlXOc6WeG0AlO7rGmepnWdZcS+yYiGOPHkN0ZLRZIWLFxTomYQzkS9LYVSGU8FrMXLNjMdfc2mx8qHHqZnUzAcLZfgH7Yk7BWc/YcLzRChVYDegYfyVAhCP2SpPo/WLn0vhfew14/HFg7Fjg8GFg9Gjn2zg6to/ico6WH8XwxcPR0NyA9/a9h3d2v+PV/XuDU5eozdSvxv4KQgjsf3A/7h95v0nMObCQ9e9MvXA7t+lsnJfYIREXf0MFhhM6JKD0qVKr7Yb2oCb1aldqqFriLPFKzJwTy5wi4iwFlDMLmrObGXvWM0f7Vc4pd8UcZ7vqHxZzeqKmBvj+e+NLtsz5Dj3HdTlMgNDiZpUS+OQT4IUXgPnzgY0bgWGeNyr3lWXuxa3UXupnq3+Gzac344eiH4Li+9tfvB9v/PAGLtZdxLVLrsXtg2/HC5NfMFtHbZmzRcVvKvD0hKcBANGR0ZAv0fenzkhVSovY49v53wIApqdMR7e23dx7MzrC8vdv7/NpaW3B6Uun7e5Hi2UOsBZQjtysjq7ZRldoAC1zTS1NTo/BBCdO1YAQIkkIsVUIkSOEOC6EeNww/2UhRLEQ4rDhcbOd7f9HCJErhMgXQjzn7Tfgd86cAfID5MZ5+21yddVQxpu7sSB89+Ucu+28dPDZ2YyZc3Xcv/sdMHEi8OGHtptYu4EvEiBOXzptbNb+2dHPkF+ZjyNlRzD5k8leO4a7TF86Hc9uftaYsGCrLIdSF65Tm05WywAgPi7e6k+86tkqsySGuKg4h+MYGD8QAIwZs+GA+veuiCtLobPs6DIM+OsAvLT1JZTXllv9LhtaGtDQ0mBXICnCx8oy50B0OYunA3wUM2c495yJOXvtyYIBvXtFfI0W004zgKeklEMAjAPwmBBCKe39jpRylOGx3nJDIUQkgL8DmAkgHcC9qm31yU9/So9AsHcv0NICXLgAwD9u1nDNmA3VC4em0iQtzUBpKXDrrVRbzkt4IwHi8PnDKK8tBwC88cMbGPDXAbg7/W5cfOYiGp4ni0bPdj2x8+xOPLjaTs9GLyOlxM6zOyEWmc6VhuYGXGm8gsn9JmND/gZERUTh+UnPW21bWV8JwDUru6Xwi4t2LOYAIOexHLw0+SXNx9AzltesplYSXZfqLxnnLT++HA+segAA8Mr3r6Dnn3vi/q/uN9tOEVX2MloVy5xl4WBHokuLmLPrZvWhZU4Rv/aKIAOOu1r4Az3cSAcSp1cQKWWplPKg4XkNgBwAiRr3PxZAvpTylJSyEcAXAG5zd7CBZHfRbjz/3e+Bgwcps89TWluB/fu1ry8lcMBQXPQixcqEq9DyB3ouTeKxyG8w/Jl4UCDYFp66Waf/ezpG/3M0ntn0DH78nx/j2c1UHHf+iPno2rYrYiJjkLcwD4cePgQAWJ693DsDd8K+4n2Y9C/qhqD8EV9uuIzObTqjd4fe2HByA5bMXmKMYVNTVmu716pWHh7zMJ4c96TT9QZ3G+xyWyw9oz5PpZQQEMYkFAD46NBHVtt8nfu1mZhRvkt7rla7MXMORJfDuDfpOO7Nk20VPLHMRf9vNI6cP+Jwe1/iSZuzcMCloCshRDKA0QD2GmYtFEJkCSE+FkLYCvpIBFCken0OdoSgEOIhIUSmECKzuTmwdwAATOLJcJK8u/ddvLbzD0B1tVFMaaaw0HqbFSsosDw7W9s+iouBcrJIKPvyR8xcuCZZhJqbVUFTzNxVwx9CWpq3hmR2bHfE3JmqM9hyegvSuqbh/478H/6T/R8AQKfYTpjW35RlO6jrIPTu0BtLZi8xK57rTaSUeOOHN3DvinvxxMYnzM6RmkYKgai6WoXObTqjZ7uekJC4pvc1Nvf1wewPUPhEodtjeX/W+5gzbI7b24ciltcsCYn4uHijFRQArjReAQDcPIiigx4Z8wjiouKM3x9AbtaYyBi7Yk6x+LmSAKHFumZPUHnFMtfsRMw5sMwBQOFl93+rk/41CatOrHJr26iIqKCIgw1mNKsBIUR7ACsAPCGlrAawGEAKgFEASgG8ZWszG/Ns/ptIKT+QUmZIKTOiopybon3O++8DGRnAnj0ALE6k6mqgUeNdwtWrwLhxwJMWd8+HDfWktIq5zEzTcw/FnCvWpXC1/oXahcMli2JDAxARAQwY4NUxaG3ndaz8GPYV7zMLxv708Kd4aMxD+PzOz9ExtiOW/WgZMh/MRNVzVTYtTuraagqL9y/2iqto7sq5xli4d/e+izNVZ4zLqhuqAZjE3KD4QQCAId2G2NxXt7bd0LdTX4/HxJhj+RuzFHPKb/HlyS9j5Y9XYvGsxbSd6jxpaG5AfFw8aptqbR7D6Ga1EF/Kf4Wtc05L3JtdMeeFOnOexsw52v5kxUmH3S12nt2JlTkrHe7fHs7iQhlAk2oSQkSDhNwyKeVKAJBSlqmWLwGw1sam5wAkqV73AeAFH6WXqK4GrlwBEszb1ODCBQoAB4BTp4Dx462FU0UF0Ls3nLJsGXD+PCVOqFFEXEGBtrEeMPVvNLpZw9Rq5g/s1pnTuZtVSkmW4h49gDg7F8iGBiA5GYiN9eq4tCRANDQ3YPhiasa+IGMB5o+cj3F9xqGkpgSjeo3C6N6jcfk5+1X5bR1PYcH6BZicPBnp3d0L261rqkNtYy0+P/a52fyTFSeNz6uuVmHG0hk4VHoIjS2NmDNsDi7UXUB0pPtt0BjXsHUDGh8Xj0v1l1DfVI+46DhU1lci57EcDO42GNcmXkvbWZw3jS2N6BTbya61qrm1Ge1j2lsJKKVF2v6S/RibONZsmaOYOWdxaz6NmZPOY+YcbQ8Aqe+l4p+z/omHxjxkdx3FmukqcdHmVlPGGi3ZrALARwBypJRvq+arlcwdAI7Z2Hw/gEFCiP5CiBgAcwCs9mzIXkSpoWXp1n3uOWPGKEqpfpOVmNPiapWSMlABk4tUQRFzWjNjDxyg8hBRUdaWubIysgAGgpoaEra+4vJloMp+eQBfYa/OnB5waE29Wg8MHkwu1M8+s7mKbLjqdRcrQCIuQkRYfZa1jbXGO/qSGtO93j8y/4HxH43HgnULsPXMVrNyHM6wJ2g9ibt5YuMT6PHnHoiJjMGD1zxo/JzzKvNw++DbManvJGw5vQXfFnyLC3UXcLnhMrq27YqXp7zs9jEZ97CMmYuPi0dxTTHa/qEtZi6bibyKPJtlWtQWvVbZinYx7exaq1paW9A2uq2VgFKyhy/UXrDaRosgsyeYtNSZs2dFdLZvBU9j7squOI4Bdff8Y8ucc7T46SYCmA9gmkUZkjeEEEeFEFkApgJ4EgCEEAlCiPUAIKVsBrAQwDegxInlUsrjNo8SCLZupVi0zZtN80pLgY8/Bp54AmjXzpjsYDyR4uNpesHiRC0uhhUbN5JoS0ggwaXQ0GAScfYsc+XlJleulORmzcgAunWzToAYMQJ49VWt79olnFr/FiwAbrZRlaa01Bhv6BH33w/M8X9MkJ5j5mxhTOCoqCDhX18PzJ0LbNtmvW5jg9eTHwD6c4wUkVaWufZ/bI9Xtr8CADhXfc44/+ejf44Xb3gRizMX42TlSZdrpNn6rjwRc0r9r/i4eHww+wM0PN+Ah655CHkVeWgX3Q4dYjvgmU3PGNff8/M9bh+LcR9b16z4uHisyVsDANiYvxGAdW0/y5sgCYm20W0dWqtsLW+VrYiLijNz6yo4c5W2iWrjUczcxTrHRgZfulkB52LSUR27g6UHzc5/Nc4ytmsaavCXPX9xuE6ooyWbdaeUUkgpR6jLkEgp50sphxvm3yqlLDWsXyKlvFm1/XopZaqUMkVK+Zov34xLlJSQuwn/n73rDI+jOtfv2SaterWaZVuW3OTeMNgG0yEONQ24QCChhxQIJf2GlhvSSEIauRASSiAXAg6dALbBNjZgyyDZli1bsizbsiSrd622nPvjmzNzpu5KNgR79T2Pnl1NOefM7MyZd973KwCefFJbvm0bfZ5/PoEwwcyFlQfQaafRp8zMVVcDxcXAywal+a9/BfLzgeuuI4ZJsGd79lA0a3KyGcw1NwPXXksS7i9+QcsOHiTwaABzKjN3+DBQGXuUkS0gCYVGHtyxbh0dj2wHDgATJgAvvDCytqzsgw/M7X8CZsfEHUsMnaV1KRF9TzxBnxs2mLeJ8I8FzHFwuF16MNcbIAb8nnX34ED3Aby5900AlOD2kQsewV2n3oUZOTPwyPmPYHHh4pj7smMnjwTMFaaQO4bwlfK6vchNzkVDV4MqrclmlNjG7D9jIgCisrkSV8+7GueWnQvAGhwZ729RO9eu3URPoonNivAIcpJy0D5oViwcZVbO4ff47WXWKEAwIzEDrQNmNlBYtGMBosusRyLDAs4y68L/XYjLnrvMcp1g5uzm37X71uLWf0eP6j6eLX5LCGzaRJ8LFgCrVpHvHKDJnzNmEKBSmDlXNzk2q/UpZdDz/vvEQv3zn/o+duwAliwBxo+n/4XUKvo4+2wCPgEpr9AXvwg8/jj5Mwk/ua1btbFagTnALNdyTj6BsVpvL3DGGcDMmTpGzVGya2sD9u8HOjv1ASFVVQQMRwAwAZjl1M5OArctR5a+YTRml5rkWDBHn7kOBczNnAlMmaL3xZTtY5JZPS4PfrT2R9jaRNf0v3b9C6WZpQCAWX+ahXvX3Ytnv/gsXr+c2BPGGKpvrsY1C65BgmdkPnxWE/9IwFyER/DnLX9G33AfegO9eG7ncwD07EdOUg6a+prQFejC1XOvBgB8eMOHWP+V9WM+rf9BM96vuUm5GAwNoii1CK9d/ppaSUM2q98ryZvkyFb5PX4TmOPgyEnKsWTmojFMfq9/1MxcblKuLTPHObGMHzczFw3sRbv/7Jg7AYLtwKBVwFO8WfyCuY0bycH7F78ABgaAfykh0zt3AtnZQG4uMXMCzImH4Kmn0qcM5qqq6POVVyipL0CftbXEcOTl0TIBSqqrKVpw5UoCTvX12j6bNwPf+AZw5pnA7t3a9gD5zMkyqzz51NcT2yfsiSeAoiJLQGcCaN3dwDnnEMt2+DABTLGt0wNJBgKyT6AYtzHow8lWr6bzLgPAnTvps7+f/o7UBpwnItlsAyCOIVBnaV1ddO0VFAALF1qCOQ58rDLrql2r8KtNFPy+q20Xvjz3ywj+KIhkbzLGJY/DF8q/cMRA6Gj4zDX1NuHGV27EP6v/iXvX3Ys9HXvwg5N/gH9+UXtpEw+Rlr4WfHHmF8F/zDEvfx6WT1h+ROMfs9GbSS7lHJMyJgGgmrZOJt/fAgAJgPLW3rd0YINzbgm+IjyC4vRiyzQe0UqvOcm60fLM5SbnWvrpCUv2JUcFW9HKeUUDe9Fk1mjR5NHcW+zGn5qQCgCO0bTHu8U3mFu0iMDZxInAP6jkDqqrgfJyKmFUUKD6frnblbesadOAjAwzmHO5aNkHH9Cy/fuJrZo2jSIHAT2YmzxZq3cpWLX6emLpZs6kh2ltLQG86mpi91JTCfBYMXOBgN5vb906Yhv37jUduu6G6ewk4Lhli5Y+RYCoaCYDAZk9E2BOgFRhkYiehZTt/vtp/a5d2jI5bcuRsnNvvQVkZlr7NlrYJwLaIhFz8M1RMMtyXqKQdmcHXdceD4G5AwdM/p/cxehF4Cgb5xxhTpNtb6AX9Z31+HPFnzEpYxI8Lg+qb65G5Y1HLymp8cEM2GfXN9qWQ1uwdt9aAEBdR53KSEzKmITPl39e3U5E2L142acnrmvMzKysAHN2+f4A6/vG7yGwFoqEcNYTZ+GDxg9M661k1sWFi7G50ZwU3smRn4Or/VlZtOoRaQlpjhGfsTBzo2XOhH3ctV+jte9US/d4t/gEc0NDJF0uXaoxZO+8AwSDJI2WK6kLCguJEert1Zg5t1vHjoFzYpMuvpjWvUROtqipoU87Zq68HCgleUn1mxPgpbyc9gsECBTu3KmNKSeHokcjETCFiePTFUlMlloFW7h/v/15aGsj2biqCnj+eeB739OPA1Fk1ooKrW6nDLbEsRvB3Pe+R8EaQcMNXVmpBaEoPorGcZjAXGSEeeBWryZwLYCm3I6FHPeJpCZ58EGgrOzoBIpI5iizdnWSfydAYA7QZHxhCQl0Xxxli/CImqy1oqkCM/84E+2D7ZifPx8A+fzkp+Qflb6M160AkbHWnlz88GJcuepKAEBtZ60qXwkfP2FXzrkSz37xWaQlpB3pkMfsKJlV0uD8lHxcOutSLCpc5LivLgpWCoA458lzAED3O9v5zHHOMT1nOvZ2ml+khcxqN4/4vQ4+c1FkVjdz0wuTDTvlBObEeKKCuSipRaLl5xT34WhNBCEZTYx/DMzFm23dSg/2k06i/08/nVisV14hpkoAJ5FH7tAhuNu1UjA6MNfcTOBqxQrg5JO1IAgBGoxgLhikdTNmUDtpaRoIk/31hMy1axeBuRkztL4jEZLLDlDkD7/kElonQGE4DGxXMsU0mKl+dSynnUbtv/gicN55JC3n5OjBnJgYly8n30DZKiqAxYu19oSJYz94UA/c1q2jdUbfwgceoGAQj4fOp7CdO7VcZ3L7tbW0vbEcGud0Xrq6zABJsIjGUmxnn02ytsHsUpMcVcZu7Vr6fY6GhByrdXZpYG6BwlKIcyPOcUrKx9K1kFievPhJHOo9hGUTloH/mGN23uyPpT/5NxQPuGgyEwBdEuDMxEzsbN2J5j66LnOTc3XbZvoz8YXyLxyF0Y7Z0TTjfepiLjz9+acdAZHVS5Df68f21u3Y2rTVMkm7FfiK8IgaEGNcJ9qwSwHi5KMXLQCCMQav22sJuDg4fG4fIjziyI5FA3PRZNJoYO5IX4btxif6HQNz8WYi+EGAOeEH9/vf06fMzAFATQ1cvX3a/jKYEwzYnDkEiLZtowd0TQ2Qnq4lZ01NJb+y2loCOELKLS3VM3NFRbSfAHOrV5Ovl8zMAdT/bmLAIhecD3i9Wjt1dZR6ArAGc8PDdMx79xKAPeccbV15uV5mjSg33wcfUCULISO3t1PbIi2JAAJ9fSRllpYS6BTMYCSiRQr/6lca2OrsBJ5+GvjqVwk8y2Cuulr7jWQw9847xK6uX68/rptuIik1MxO4/XZtuVzXVmb+hoaorXXrTKfoE5FZxbVjTHNzhOZYzqtbAnPp6cQMinPzNCXD5RlH35m4N9CLvuE+DP9wGJfPuRzvXP0OHvrsQ0e9H2HGB3OszFwoEkLJb0sAANcvuB63nngrKlsq8U7DO1h39TpcPvvyj2fAY3bU7Eiq1hil+aXFS/F67eu4YNoFKM8tN80LdjKri7mQ6c/U1YMVbQLWvmXRghScauuKcfncPluwxsDg99pHtAL2zJew0fq8xbw+ShaBaGAunuu3xieYO+00CnzIVySdnBxg7lwCToAZzK1eDZd8jVmBudmzKZ0JQFLr7t0EyMRDJS+PAIkANLMVNqKsTA/mRN95eQQARWCGBZjjCpjjM2dSxn7B8Ikxud2WMiuv/IhYs9de06Jzhc2YQeNQbh4mbi4hH7/7Ln0KAHDyycSSCbAl0oicS+H/qtRaX08M1JIltK8AUJs2Ebj93Ofo9xBgrreXxr5iBf0vgznRt9G3b906YP58Ou8yi9jQAHQoPo8yMyeibmtqTL5rtpNKJEJ9/O53+hWvvEJ+jb0xZinv7tYCRD4BMKdOosGgFl0N6IMgRIqeo1z5AQDWNazD1OypaiWEUyaegtKs0qPej2zygyMWZm7H4R245sVrUJ5bjkPfPoQ/n/9n/PCUHyI/JR+PX/Q4Tio+aSxC9RgxY9LgWMzqvllUuAhz8+biM2WfsQysSPQk4r1GfT5BDk5gLjHTFNEqQEf/sDUb73V5EeERS9AkJF47QMXA4HV5HQGNFfgUY3Yz9xEzc9HOdVTmLgrYs/N5HQNz8QrmFizQMzeABmrS0zV5VXxGA3Pjx1My4alTKd3Dyy8TmJPTO8hganfMjwAAIABJREFUzu3WZNOyMgI6PT0keQrQxhi1J4CeLLMC1L/imxZxu/SgUARknHSSDTMXBN54AzjlFPO68nJiy0R0qvBNO+UUCr4QEqqcLkUcG6CtF2yfAHMCYP7853QMDz5I/2/cSOdj8WI9mBOBEHPn0rm1AnOyT10wSEDynHPouOVIWrG9y6Vn5sQxDA+bAkVsJ539+6mu7nuGhLCrVxMjKWruRjMB6oGjDuacjAMaMwdQEFBDA1VDsUtTcoTWP9yPb7/xbXz7pG9/LO1bGQPTy6wxMHOPbH0Ej1c+jstmXaZWm2CMoem2Jlw598qoDuhj9ukwK8AdKwg3+swBwEc3foRLZ11qWi/+/6DxA7UmL6Axc6KEmGxiXhG+o1bjtMs1J8CkVcoTYT63zxnMOaQ+SfAkfGwyayyl/OzWc06PAxfswabYb7Tlwo4Hi08wZ2UiGbCQPwFixpKTgepquGRfi5wckjEHBgikzJmjrTv/fPKF2r9fn95BAJ6qKgJ5iYm0/MILCYjccw8xVwLMAdr+48YRkBJ9A8D+/eAKMxXhEZI1a2vpyhd9TJumB3Oi7FZxsSZfGk30L4CSmLz8fhqPCG6orCQ2MCNDD+Zqauj8nXoqgTQZzDFG4OGSS4gVHBwkZm7uXDrPInoY0Fi38nJ9+8Gglr5EYhBRW0vsWnk5UFJCDJyInN26VYvelJk5GbzIwBBA5MtX0vgnTwaGh7UKCpUKWDtoyFQuxitAazSTt5PBXDAIzJtn9iscgUV9cMlg7tpriRV98EE16OFoh/df9a+rsKx4Ga6cc+VRbXckJiZ7J2buvcb38Nrlr+GHp/zwkxrWmH1MppNLY3SZsASBEhtnFVixt4teAmWQF+ERMMaQ5c8yJQ6O8AhSfCmobtXPN6I9IYVaAS5xDUcDc5Y+c8r4nJISRwOCgD1YEmOzC3AQ7UaLJrdiDVta6NHIIvZgc4yZGwNzmp1yCj3MZDAl0pMAcGdla8sFoDp4kB7isyUH7vPO0xLo2oE5GfwtWUJRtb9RSpHI/QtmT7Byct8vvgiE6MZRwVxvLzF2lZXUx8SJ+rqtArykptqfB9GXAm6YHDU6darGvMnHYWTmJkygPiZM0IO5KVOApCQ6R4ODwJtvkhy6dCltk59PwCYUov69XjquvDyNsduxg0Da0qUU6CCWy+CvpIRAngCyFRWU7mXyZD0zV1FBfoDS8QrjwwHgggto/BJrx7cpIMyY4kTsPxIwJwrdy2Buxw59dO9RNs6gB3MZGcBzz1EliOefBxC9PmOs9tqe13DF81fguZ3P4cHPPPiJSpSMMWuZ1aHOZlVLFZYWL/1ExjdmH59ZyaWx+tFZpbOxWw8At55orjrAOcmsBSkFauCMsAiPYGnxUmw8sNF2DHaASwCW9gFzZQkxVq/bXmZljFlG34r9YwJzNv54grGzW6+CORufPDFtDgbM/dM6DoR8lvs/8ghw89fHwNwYmBOWng488wzwne/olyt+c65sKYpNAKpnnyUmRfh1ART1ma44kMsy67hxxIzt26cHfwDw7W9ryYZl4CbAoAzwkpPJp2nNGpVJifAIyawAsVD79hHQmjCBlokkwAqY4yn2jrQoLKQI2507gWAQLCJNXlOnEohpbycGzg7MiXGXlGhyZ1UVMXAAsXbJycBPf0qvXIIlzM8nENbaSuBo6lRi1OT2BSC9UmF5BIgSn9OnU78AATER/LBwoa6iBwIBivhdsYLOk5GZy80B7ryT/pFLrm1TooQbGzVWUPj3ieOULRwG/vIXyin4739ry6uqSFr2+fRgThyfYECPxP78Z0qZA+nB5HJp0dWyLVtGLDFiT98RzW565Sb8fdvfccPCG5Di+3giZO3MNjWJDSvxyNZHMC553FiKkePERusz57Stlc9cUWoR0hLSdCBPyKwFqQU41KuPnufgWFy4GFubDemAJLOLaFXBnEWZMIDAmlMABOAss8YC5uxkVtGn3f5iPztm7nUq+ILeQfN64ZESCSYgEDK3//LLwLbtY2BuDMzJ9vnPE3skm2DmcsdpywSY+9vfCJQIiRYgNkk4/8ttyQ9QmZkDgIsuIgAiy6mABopkgMcY9R8Oq/nlVGYOIMkMIMA4cSJ9lxkqgACSnTFG4PGjj8x1YwU4feEFAikymGtvJ2BbU6MHc/X1FOFaV6dtn5hIKUGE35nMzAHEtsnBIPn5ejCXmkqsGaAxctXVdLzJyXowd+AAsZULFujyBmL7dhrvwoXUj5GZm1yiAeTaWi01yUA/ScVDQ+RbCGj+fRMm0Mwjs5kXXkhS5o4dWq1aEdk7dy6lg7ECc8Z8eC++SODvmWfMaVfa24nh3Uhv++pD59FHKYBGqnzB09NIPnawWNJ3RLNQJKTmZrto+kVH3N5ozDI1icWDjHOOG1+5MWrqhzE7NuxIfOai7WcEe4wxE8iL8AgYGPKS83Dvunt1fmARHsGiwkX4sOlDc8lAzslnzibXHAdHgjvBkpkTFg2QJXoSbe/vBLe9jCmO205mFWAtGpiyY/1VZi5oBnNiHQ8moLXD3H51NQBG59IK7MWLjYG5aCaYOSswV1sLnHWW5v8m7O67iftNlhgwJzDndlM91j/9Sb98/nyKur3ckA5B9D+fkq1GeIQYqXvuAa6+mtjFM8/UwJxgjWJ1cF+5kqJW//lPMHnuEiDt2Wf1xyEYtbVrKZBjkZKYc9IkAmGbN9N6o2+h2FeMUwScCGlTjuzt7SVptqKCgFlBAUmEAoTJufgKCghU19drgHHJEl3eQPVcLFigpWMJh1WAxidNovOcmmoGtVdcQZ9CahVjuPRSAotCWu7ooCjXb32LGFsxK+3bRwB3zhwCc3I1ETkfnhwZ+3//R1U6LrkE+PKX9eN56CFKGfPGGwCkB9CWLfQpJ5POyEA0OxrMXMWhCkzMmIh3v/ouzpp81hG3N1KLJTUJ5xzXvHANXtpNkdoi6GHMjn0brc+c035WPnPqd0PghIu5cHbp2QD0ACbCI8hNykWWPwt1HYZ5RTG/x4/+YD8Kf1VoCqzITc519Jmzi2YVY7WLZgWcgaDY3471EyDPaX/GXegZcJZZhy1k1KoqgLkAhH04cEi/fmiIpudx+QTmduwaC4AYMzsTYG6cBMYEmAI0UCLbtGnANdfolwkwl56u91kStny5xqoJc7mA22/H5rosnHWW5vom+ufzSLaM8Agxaj/6EfCHP1BpLL+fctYxRsyckHhjsZtuov1/8hP9O2dZGbX31lsEYAVzJY5NyVOmRgYLhuwLSlJVGcytXEltLV2qBZwIZu6ddwj8yWAOIJatspLYNMEgVlcTCJMjgd1uAoj79hFb5fcTCyZSzTQ1EWjKyCA/uvJyOrkNDWqEa6RkojkPIAA+frwGVgWY27mT5NKLFAZKzEwiPcqFF1L/VVVaxRDAzMyJ4A5x3kSaF4CA2XnnAVddRWBa+GUGAlp+RKM0KxjC3bu1AI4oYM7FXFEj1uxsTf0asLsZCn5VgAv/cSFuWXILlhYvjZq5/uMyp9Qk7+x7B657XHj0o0dx2xu3wevy4rkvPfcfGeeYHV0brc9cLPuZAB6YCeQJmbU0qxR+j98yOGJu/lxM/f1US5YtyZuEp7c9jaa+JhOYy0nKsZRZdXnmbNgzp+AKkVR4tAEGN3yN+rTziXv/fYAHExGMmNcHAprAEoJ+fTBIU3xaGgfCCWhs1ve/Zw9Nc1dcQeP791tjzNyY2dmllwI/+Qk27pLAXEYGAS3GgM9+NrZ2BCCZM0cDLzHaY48RflJTxuXkEHiYOROAQ7i3z0cApqFBx8q1tUV5U83JIYZvaEg/Vr+fpMRQiHzAhFwnju355wn8CF+9c88FbriBztEPf6gxcGKfP/wB+O539csA8gcEcPuj5aQoiuV//Svd+WeeSf8LMLdvH41VlqOFxLtpE8mTXq+emVu3joIfGNMHfQi/womTaFlZmRIlrJROm1mu1S2VmbmpUwmcMaaBOTntypw5xLTt20fJjhMSSAqXwVx1NR3fZZfR/wKc9fSQ7HrCCXROAwGSbQHgqadIls7JUaVZ9QHk82nt9FEqBJ4nMcwWFq0QuJOt2rkKANDc14x7TrsH1y28btRtHalFK+f1TsM76rrajlr43D6MS3Y+N2N27NhoKw04+doZfeqs0pgAGmADrGVaF3PhjqV3AABeqHlB1wYDQ0lGCf645Y+WY8tJylHdF4zGwBwDIIAoMqtDahLxjLECaz09wPOr7GXWUAi4404OhH2AO4hQWP+82rVLS/PJXQGdl8ru3fTemp4OIJSApsP69oUoUjqFdtp3YAzMxZ09WfUkfrnxl9E3HD8e+P73sek9iV1wuyn32QknWDuTW5kM5kZoCrZBl6hUcvPNwO9+B64kd3XM3TNxIqFACcx1dtpvrtqttwKMgRlZFUVqbcmfg//6L4X8EcfW04ON/tOxapWybXY2SYCPPw7ce68ZxN50k1YODCCwmJ4ObN+OCHPhd/+eQscs2n/oIfIrPEuR7WbMICBkFQlcUkKM1NateLn9JMpRLJi5igqaQc44Q2sHIPClnKdIsgJqSkuB+npwwc5Nm6a1I9KTCP++pCTykxRgbtMm+r1TUrTgj6oqkqOXLSN2UwZz4jf60pfoXAm/uQ8/pM9Fi7R6qmLb3/yG+rjsMtpe8bsBQGzv+PG0XIxJThhsYU6FwKNZ6wAdx4avbMD1C68fdTtHy+zKeT2/83n8+O0fA6AC7N9Z9h3cc9o9/5ExjtnRt2h+brHuZ1xm53dnFRghl/6yCo5YPmE5rpl/jWUaoJnjZlr2E+ERTM+ejoe3PowD3Qcst4maZ26UMuvuPfSMGQqa1+/ZA8AdBMJeS5+1Rx8FdmwHPB4XEEpAwyF9/2rMGGcA49hbr50TEfyQlAT4PD40t+nBZHU18SqFhUo5r95hTcGKM4tbMPf91d/HHW/eEdO2bW1AV4fhVN19N/CTn8TeYUoKcO+9aDr/enzuc/Q2E4s1NWkUtArCTj4ZuF57WDqCuQkTCFQ88AAGCiYDMBU7QGUlBT3qctdOmUJAIcGn31gBc2vb5uDppxV3LwnQPrhdAnOjMUVqPZBQhmEkUOEG0X5XF4EWEcDxpS+Rr6CQGY3MXHc3WCiE/92xFK+8AorS9ftVOfju9acT85eZSVLoz36mhlWpE3BpKXH9b75Jy6dNI8YrN5eYucFBvX/fnDkEtIJBfdqVmTMJoK1dS8ElImgmN5cYu0BAC+4QwSuCmRPAbeFCGk9aGi2rqaGZ8PrrCWT29dEFI2az00/X0skoyYy5YBVtLNGT6Ljeyt7a+xa++9Z38WHzh/jJ6T/BkvFLRtzG0TY7n7n+YD82HaByfluv34pN12zC/Wfe/4kmNB6zj9+i+bvFsp+Vr51du0YpVYA5q+AIsc7FXJZz9+kl5KZiJdEuLKSXuYe2PGQJBHe27sQ5T56Dq/51lX7cSjtJ3iTLhMWcc+Sn5KOhu8ES/D7zLI2zp9+MlGpqALhCQDAJA0pqkTfr3sTb+94GQK68Eydx+BMBDGaiZp++fmpVFQkVjAEI+VC5I6Bb5/HQe2+Sz4fD7WZmrqwMcHuU8+gaVl2W483iFszZ1bk7eJB8zLuk662iAgA3nKqvfU1jdmzsRz/S3MjAGPDDH+Kp7XOwapVGtkSzt9/WvncZagiL6kuOYO6aa0iWXLIEby/9AQAtC4qwZ56hoMdLLiEMoto3v2mOfFUiWv/dRAxjWxsIqCo5097GqUdW0ECRQiuDBI7a20FsnGIPdlwh/PyJZdq2jRi7u+8mUCZM+J0BeA8nUkELxohVa2pCf0Im7nlxrgaQ//53AksKylbPqfALfO01+ixUpNqiIgJzu3aRH5wAkhddRLL2HXcQuBJpV1JSCIj99a/0vwzmAELSFRUU1OJy0XkWzFxFBR3ruHG0TpTgevFFWn/BBVqk8e7dYCL9igBzNTXgHykXXJpz6g0B5kaSOPjFmhfxs3d/hpa+Fty57M5PTaUEo89cUWqR6nT+lXlfwfyC+chPyf9PDW/MPiaL5ucW637GZXbtGgMnRDSrup3RZ05Zx2AIuFC2mz1uNl689EVkJ2Wb2s32Z+PmxTdj7b618NzrMe3b2EuuH09te8ryGMuyyrCnY49lIMOUrCkIR8Jo6DZXDXrvfQXMDZsL2e/eDYomDfoxpPjynv3k2fjma98EQIBs9mzA7WbAYDZqDuh9/ior6V2XgwOhRGzfpQdzM2YAYBzJiQlo6zIzc+Xl0nztDuriveLJ4hbM2fkGPfQQgRsRCAgIMEdy43CMkvy//w3cdx/wxBP65ZuIFNBVp3KyNWs0PCXLo319wBNPxlAi5cwzqa7qyy/jUXwVABAK6Se3igrCGmvXEgaRzTTBXXQRAl++Dk83EEhpawOBpLw8tOWVowX5RwbmFGZuW5jAXEcH6LUtIwOhsmn41hML1WBaAHRybrgB+O//1rejgLn2rDK0YpxanUyAxfcTT0UEbrVkK5KTKfL06qsBSBOwSPmiJBtWz5wC5viatQCAKr/CRl12GbFxv/0t/S+YOYBYu54e6kvIywLMNTYSwhfLBaMm58kTtnAhzXLPPUfgr7hYizSuqQH2KxLMokUE8jo76cdF7JKTVSFwK3tn3zv43QdUp3bZhGWfGiBn5TOXnZSNTH8mNh7ciFMmWpSyG7Pjxqz83Ua6n2XSYIt2rUCeysxZRMjq1lmlOmEM508737bd+fnzsengJtPYZPYxFAnhrb1vmdbPzZuLR7Y+At99PlOgEwPDpIxJ2LB/g255JAJ88AEHgn4MRnpNz5uaGqBoPEeCKwXBSAhdQwT4Vkxcgf5+cjkuL+eUFnUgG3WH9GBOzj/v4gmo3q0Btt27SXwBgNzkHAygFd3d9H8wSOv1YG7YlHwgXiwuwdy99wKH9pmZuUhEY7vUhz/0zFyHFBXe3Q1ccX0b2N36my4QAL7xDfougzbOtTr1sYK5tWs1Ekdm5jZsAAR5Ik8W+/eTYnjOOeSSJs8VQq0LSaSLwApf+hIRcb/9rR6AmuSJ4mKsvex/EQAxOGpWjVtuwdOTqQySEczt3QvceGOMQFgBc9WQwBwA3H47PvziTwEwXSYPW1PA3PYUAp3q76n4u73QS1JGuzyv5ObinhJiztRzOn48kJCgnmF18h0/HmhsxNCzL6EKs/F/7ynBHS4XBXaI5LyTJmntC7+55cu14AQRGf3GG8DwMP55SGHypk4l+XXPHpqxjGAuECAZV0RTjx9P7OiuXcB+5c3a69VA3uGRIWw7J2vZAqEA7llHvmZ5yXn4/vLvj6iPj9uMPnNu5sbcvLnYeGAjitMsIsrH7LiwT8pnzg74xSqzGpk5K7Nqd3rOdNvtD95KfryXzboMr9e+blp/8sST1WjXNfVrTOub+ppw5aor8cuNv1T98mpqgO6eCBD2whNJwat7XtXts3s3TXMpfg8izbPwP2//CgARJtu3K4kJZgIuF4MrkI39be14ZsczeH7n8zh8mJ6FAsz5mB81tRSgEYmQyCFElpKsiUB6gwrW5AqOAsz5kobHmLl4ssZGoO2QGcy9+66WX1cGc1u2AB63Gcy9+irw92cGYLQHH6RncFmZHrQ1NGjVp4xg7rHHSCmUfen276esGCtX0rNfZubWrAFEEjj5TenZZ0l9q60lllEch5yZJCy9kImcuosWAb/8JRVnuP5655R0G6VKNCqw+ta38Pt2isI0grlHHqFiBCIjh6MpYG4nZqjjBgD84Ad4nl+s79PJcnKAm27Cn8LkW2hk5t6MEJiTf8/OTuDH5BevnVOXSyfZqlZUBLS1IWHzeryM83TtYN48Opnf/a4+6EPMWHKSacHMKZLpbc+eRABcyKZf+hLNhkYwJ0wkT3a5yM/xmWfABqRoNbmkHGKTnDISM3C4/3DU7VbtWqU+ENZ/ZT2WTVgWdZ9Pyqx85twuN+blzwOAT4Vf35h9fHY0fOZibdcqNYm8zBboWTBzTmMW+y6bsAwf3fARSjNLTfsUpRXh1+f8GnPy5li27WIulT1/evvT6nJxXANBep7d8eYdWL9/PQBlvmfUd5D14/ynz8cdb9yB1/a8Bs4FmONISgZwaAF+8f59yE/JBwdXgxvKy6n9VBRix9AbuOSfl+C+dfep0ahKYgakeLKwa3A9nqz6Ow4dIgJATL/lhROB9P2oq6OKLdt3RJS2tfk6PSswBubiyRYuBEKDZjD3xBMUNePxaA//1lYCVWWlJLPKD+1NmwCEiKGSfRD+9S/KevGFL1A74p4SIIgxPZgLh4HbbgPuuotUPRG9up7uJaxYQdlQZGZujfRSFZZiuTdtoov/17+m/wU43SpVj5GZOSEnL1xIRM4zz5Br1sUX09it5ImNGzV/fwHcurvpps7IoJiAfkmlE2M1FFnAAw9Q0Y0vfUn1zwdWrsS68ZdhqHQWAIvzDTOY27uX5GGdvx9j6Pv5H/HMoeVwu6Xf4eKLsXPZNWawCC0tHGB4my8tBVyKo7OYzJVAAlckjJdwvp7hA1B1xq24p+cWfbGGU08l2vTSS7VlAsxt2YKDnonYHyokQL9kCXD66eBuN/aWnIGa3OX68aSlEcu4YIG2fOpU4NAh/S82aRLg9VJN1hhtXPI4tPZHZ/L2d+/HN074BoI/CmJK9pSo23/SZvSZczM3vrPsO9j41Y2feHmxMfv0Wyw55ezWG33fZMAmmwz0jAEQIjWJXR/yvj63D16313K7W068BV6X13Z8XhftZ5JZGVPL2X12ymfVOXDjRiAzOwKv10WBDgB+uemXWLVrFZqayOVn0iQgyc+AJnrRPG/KeQDoBT41lTxBGBjKO7+DvRkPAwDKc8tVt+CpU6mv7KRsBBb/FFeuugKbd5FrC5Xa5lhQOhHIaMA/av6C6166Dttq+pR9teoY7nE12JJ4P57fuQoXX0yeKPFicQvmENT7zAUCxGp97nMEZgSYEwxV+Qw6VfJDW2aohI9RJEI+AIsWUTvBoMaobdxI7lKzZmkMHUAgpb2dAiYSE4Gf/1xbnpJCzqOZmRqY6+wkcCZ82Tu7lBxoioy7dKm5kpfsA8g5RyCgHZ/Ho5FGubnAqlUE0ihDhn5yCYUI9Jx2Gt2kAliJgA6RNUQGeZs303cZzHV3U6GKTZuov0ceUVbMno2v+J7C7IU+ZGRo5zsYpCIHgBnM/eUvRITJpU8BSsXGOQHroSEl1dqKFfh1+SPw+ei4ZLAo/55BKRfS4XOvxIfTJQAGqGCu05uLD3CCnpkD8LvfAT/+MUfl3iZtYUYGIX05315mppqvb32IJNbWVtCPu3o1av5egdL6t/DUy1LggstFqWN+8AM98yfYPJFPD6Aft7RUZTyjSU4cHLlJuWqaESc70H0ApZmlnxo/OdmsfObcLjeSfck4qfik/9CoxuyTMCtANBqfOcu2YvCZk9k30b+8f6wyq1VeO127I/QLFOvfvvptXDv/Wt06EXx/Z856NH67EemJ6eq6TZuARYsjpE7961GcOWElAGBGzgw14H5SCfnElQ5egpPqX8KU7CngnKvBD0xRkaaMK0ZyzTXwe/zwuX2oqaFnnsijX5SRAyRQ5ZvVe8h3TzBzk3LygORWPB+msdfX01SXnEznfMn4JWhJfhPt87+Hzz/zOfzrX7FnjTgeLC7B3KxZgCusZ+Y++IDA0he+QIDGCOZmlutl1v5+hU1SLtLeAL0lyJWaREYNwcJt2kSES2Ghnpl76SV65t52GwVDbthA9PLGjbS9x0M4QIBCUSBhxQrq+3ArAQ8h4y5dCmwaeBwoWaOr5DV5stancCKtqKDzIVckW7AAePhh6mfA4Ae/fTsd39KlQPLMd1RgJc6TKEsrwNz69QRwPR4txQpALmKhEDGBS5dqYLO3l5i2OXMolZ8435WVxPhNm0bL5IhcAcKMwSaC4hc5hsVvumULpXkD7MG5nFj594cvwQ07bwEgJcVUwNyr7LOIwG1i5jZtAjDpHcx/shBGGxwk4N7QAAJmSj3eTZCCSuR2YOFjedddFFEtmyKpskkGWfirX6X6sDFaWkIaegO9tuubepuwpn4Nfr/59yjNMks9nxaz8pkbs/iw0SQNjqUOq916p4hV2Y6GzGq1zmpfu7ZPKDoBp0w8RV2/eTPwm99yvPUW8LMf5aMwleYsDo6ODpq3Fy2OwOt2AR99BfdMfwW3LLkFHFxl1iZNpD7nlaei9d3zwMAQUcCcIAoYYyguBoaefRi/Pef36v5TpgDMRWMpzEkF0igit+UwB2Pau68MZAF6Toj4tAiPoDC1EJxpL+GJiaT8xIvFJZjz+YDcDH1yVPEgX7ZMz8zt3Emp2sblCmZOuwHCYc39qb6RHn4CQBjBXF8fAZKlS2m5EcytWEH5ck87jYDi2rXa9oCemVuzhuRgkfWi5TBdwOLBf9JJwE1vXAV24bUqM1dVpZZyBUBgjnMCNrILlrArriDyZ2hIP2nIfbScdS6aOmlQW7bQeTLKr2vW0E21cqWemXvpJQJrJ55I/VdWErgTSSLnzCGMI0CS+H0uuIDAoQC2oRABcbeb3M4ESBXHnJJCuZ0B+k0DAQKkS5YQQBZgMRymN1Ox7aEmbVKQQV6PADllZRhYdiZ+N3wDvF6gJbxL3aarSynQEDGDh1CIAl7vuw/4xz+UhYrUKsCc7HMo+o4pYOa004Dly8Gm6P3kcMcd9KaA2Hzmkn3Jqu+M0apaqlD4QCHOeJzS8pw84eQYBvbJm53P3Jgd/zbaAAhgZPVYnbaxY9CcAiC4nPDboj8nxs80pmgsndTPgw8CwwFgxgyGujp6VglWcPt22mbW7Ag8Htqntlbbv6aG4q7knPh1dcDwMENvL83Hc+dqYy0uprm2p4far6nRBAUGhtmFmrtG62EiPpTc+ACAE1sfAgCk+FKwdy9XM0dFeET/sna4HBdeGDUT03FlcQmgHo/qAAAgAElEQVTmAKBgHF0hsj/b1KnkNy+DuYYG8gcQzFVbhx44XXklNfBhNTFzVVWkfM2apQdzooTookUamOOcLvydO7WgxBUraP+f/YxAiwBsMjNXWUnsWe446ru1LaIeQ3Iy0doA4ErsQ0ODVoxYOJkCdJPt309gaeFCoKGrAdWteqe2n/+c/OgAzedu40ZS7CZNAuAKorWbqLsdO7S68ciu0YG5ZctovHv3EisVDlPwyMqVxNgtXEhjrK6mKlsAnSeZmdu0iQI2BSAV7FVVFTAwQNHDQ0N6HwnxVih+h8OHCSwGg9Sn3L5gHL9K2VvQ3EznVsjKCnmGj6oVMJeYiJe+8Sbex4lYdFojmj6vJSx+7z3lS4CkCrl8zre+BbzwAoFPNYQ+NxfD7kRUgqJdrcCcLMvbWnExUaEpZn+wWB9onHMke5NtU5Pct+4+9fsTFz+hk2M+bWblMzdm8WGjCYCIxWfOjq2zA11OOejskgbbjceUoy5aGhWp31df5RgYsF5fV0dy5WxyU8b27dpxiQS8EyZweD0uMKbNW5ybmbW5c+m51tICHG6lZSozB6bKqZ0dDJEIPROmTtXGf+eyO5HZfi6Semej5TBXJVYx1s+MuwH4nx4wuNDcwnXMnAp0ewuAQBquuML21B6XFrdgbnwBpYaoq6OLb+NGjQV7eXIpmocpJKahgWhecVu1d5C+t3Ej5b8RYKt6jwbmysoIVKVlDwLefhw+DDXCZsoUAheBAOn5L71EywWYy86mG0JJC4YTT6TPSM52lZk7eJCe2yJHbnNrQB2TkGUBAN5+NDRQYEIkIlW7YhF0dWkFBmbNAm585UbM/KO+jIzHQ35xgFYxSztPHJyF0d7TB87ppp88GQj5DwHfmI62NgJclZVEGM2YATXy6b33CESeRz6yat36igo6HwsXAmnZ/VhzQobKzFVW0nKRyUOAOQF2br0VmDytH489SeciHCYAOm8esDu0Gkg9hMOHtYja+fOBrJwQWjsCunbOOUc5py00eQiQd+ON9P/qDZr8WFFBLO+8E4kOFH6IGzeSerpoEe3T0k+0Wmcn8Kc/UVq8xYu1awIrV+KVvGswbRZdkwLMdXZqbGasqWwA5wdXLKAuyZtkycz9dP1P8Wz1s3jn6nfw5MVP4rJZl8U+qE/Y7Hzmxuz4t9EmDQac/dDsWDMjsNLVZo2Wgy6aD6uh/quTzGpMoyL2HRoCfvZzoH6vPgGyWF9bC2RlA+OUl16hLnFw1NcTuVBQSGCpuFhh5pTj2rNHC5hnYCpwa2piaGggVm3OHO04BJjr6AB6ejnCYYmZU8Z/SfA1BJtmoLVVA3Oi/bIyAMOpCIdoW5mZczEXzi49B+5tV8Pj5epcHi8Wt2BuQhFRTpu3RFBbS+BAgLlu914M5m5ATw+lMZk4UbtxOzrDOvCXnk7LdyklSmQfgctfOxu4cR5aWrS3mZISPWO3bh1dkMKfjd3NcMrpVDKlvJwAW0tfC57JmY2OrhA4pzEVFZHUCgCNHd3o79fLsgAQdg9g/34NEKhgLqUJ3d1qHlwUFgLTs61zF/m9REm++irVp9+7l/oQuYo6+vrR3k6Ap6QEyEyj89rUGlADH04+Weu7ulrzERQ325QpBBpff50YuPPOA3qHexF0d6Ojg0Dgvn3kH2EF5oqKSOI9cGke1mVcj64uDYSddBLwX6+fCVxxLlpbqX+/n5jFg0sux9tzS9V28vPpDRQAmlo00A4ACxXAWXegV62WVVFBv3VqNgH51jbaR5RknUtZMNDUTYMVvo6XX06/ufqGe/sduGbw91i6lBhgAeYEwzdv3gjBnIPEEsuDzQ7MPfDeAwAoU/zlcy7/1IOjMZ+5+LXRJA2ORZ61Yuus9huVzGoI1HDymbMai3FcwmprAXCgo9OcNqqnh5ZlZnGkp9M8XFWlgb36eppfvT7qu7RUm7fCEVpfVqYd48SJ1MbBA8CuGo4LL9QLBaI0dEcHU4MTDNmTUF4OBIfphd+YFUowcVSSkpvA3L+veB1nFl+AggJNVYoXi1swlzeOLvb3tgR0fmCqJfTgww+J0ZowQVvc0tOB/fvpzUKuEV/b3KJmuxZgbsOBDUB2LVpaaLnI6yqDOaMvGwAsXk5XuQBm4qaOpNdh/35igMj/nm6g5s5ObN1KbJRg8kTqhc5OkgldLrppGBiQsR9dXZp0l59vXxEjy58FgG4ske7kpJO0sPbBcB92Ke5iJSVacGVjRzv5jYHk3SlTSFpcv56CK84+m6RjANjdsQvz51M0MefEUvrcxFJ19gZw6BDJsyUlQLt7B3AX04E5cZ6CrB9wB7BunQbCVHCbtw2HDxOYmz6dxtKf+hGCfnK2rawkhlCM/3D7EMJhAmYFBUCBUvWJe3uxc6e+MIM7hfTv5rYAwmECYUuXAlOm0O9TU0eU3Zo19PvPnN+H5NKPcOAA/ZaNjfQ7zZ1LMrU4tk2b6Hc77zySkvukkoqNjfZh9yK6dDRO4ACQ7DX7zEV4BIPBQfxh5R+OiRJY0ZiLMTt+7ePymXOKbHWSWWUbSQCEVbt2jN9QAGjYp08SL/YVQQrgmp+ukH8FMMvOAlyMmLXKSr3MWlKijbusTPOZ6+ziCAY1gMUYg8tFbj4VFQxDg1wndTLGkJFBqlVHB9DTQ+MTqUXEMdGLPwPATWBOgLdgkLa1klnvugsoKBzd3HcsW9yCOZebfuyHHw3g4YfJUVJlrgAgoVtlluRMEi3BOvXmmD5du2Ga+pqxYQPdTALMAYA7kK2COXEhIq0ROPt21NXRW47YXvhPzD9hEFOnUq43nWXuVQGSXC+9ta9TjQYVkqWcR+u116jvhARgXBIhybauQTQ301tUcjJ0OYtkE2DO46F69j4f+b+pefW8/ep5KimRzkd3G6qrCbhmZ1PfZWWUyLi7m3wChc34wwxMX3wInJtTp8Hbp6Y9KSkBPEkkcza3EshraNCzke6hPKxZQ0AoL4/2EXmVBJgTv7NXBT00aZWWauMPuUii3riRwKs6Jyf0oqqKfrfubgUA+gnMtbQFdNG+UxRf3ppaDcydfDJw/6Z78Gc2X+1XDprJzdXenjduJIAnJiyZnfvFLyjy2ir0XjBmauQttOOK5eFhxcz9Y/s/kOJLwdcWf+2YAUXRiqaP2fFrR8NnzrJdq/JbDr5txrEYAdnRSk2yYQNHRYWWVUAGilQ7lcPv1yocifEJV49MmuYxZ44yH3FNZpXB3JQp9LI5NMTQrrx0lpXpj3HOHCA4zJCYqKkvWh1bmtMqKhjaOzhycsh3WbbyckAkxlR95pRjycqiQEEeATIyuepqZGI8R/kieyxb3II5YbkFAWzYQA9sl3w2Enp0YE5cHB18r5ToUNucJzXjs5+l76JqEwAkRLJUmVU8lHcFVgNLf4XVq+l/AeYEQGK+ftTUUIAAIN203kE1uqioSJJ+B7pQUUHLBOsng7maGg3AuJTkt+09g2hqUtOPqUyY8Sbweynqd/lpgxgaIiYqMVGTWeHTwNykSdp+h/tadcAJAMJn3A6e1IJvfpP89GSbNovAw3nn0Q2vjsPXp05QJSVAejIFruzp3K0uFxGoAFBQFMSaNRpjx5h2bHV1FPShgjkFwIpoY91boLcf996rycriXLv8BObkZMtIJIn9cEdATX68eDFQrEi2u/cG0NJCQSKnn64vYl9XR9G44o1WgDnB/J1wgjnFDaD1v2cPTCbO3WBo0LRuX4N5e6NZgbnLn78c45LHRd/5U2LRiqaP2fFrR/I727FtgHNkq61vm0NqElPSYEM0a1RWT+r/wAHqTfhBy7Z7N4GgggKGDz7QmDrONWYuM1MLVujpAfr7GYJBUgBkMCeeVW2tQJuS2UFl5pRjFc+/qdO4WrVQXn///UBHG8O+es1fTj5/+fmA1weAGXzmGANjghRhKCmJjQ2NF4tbMCcunsf/PoTx4zVnfNV8feoDU5ZZ+yJt2L2b/AAKCrR2Tj+vDaecQkBBZvI8bjfq6uhBLJi50nx6Or+xmgCRCuYUgNQ/rI8kVG9ad8CSmesZ7jSlGEn26vPo6VhHAO3dQ2hu1sCcuBHCPAwrO/UzFIkgWDA1e7ivD5s302SRliaB3v5eE5jrzn8BRXN24667zO3PWziMrCyYI5ASelXQJoPF1u4eUykYAMgrDGDbNgJJQjYXYE5NAK2MyadEiohIXXniSEjtx9/+Rn4XZ5+tLU/K6EFVFbWVkEB9+/z0u7V2BFSH4UmTAI/iolVTN6RWwTj9dCDRoyX1q60lxm7BAnrjFGCurY1SnEyfbgZz4bCWpFmVUCxMRNH29FBtXAB46in76Dn1GL1JumhWzim7+vqvrI+676fJokX7jdnxa0ZwFavP3EiqPoj1UX3bbNi10cisdiDxIJVkVcGczPrt3k2BB+OUd7FXXtGOtbaW5pcEnz6AobOT0nBxbg3mWlsZ2ttpDiwq0h/jihVAop/pXtjl9SefrOT5ZFxHiKiMJQPS0xjcbq57zgkrLQXAmW6+Hok/4fFqcQvmhBUUB9DQAHz964YVniHs3Us3gN+vXRzDri5s26b4n0n3U2LqINasIfZFx/B5htSITPEG41LCuA8PHUBqqgb+hCxmlxYCnoDKzMlAcjDch927NYkV0ACDcAIVAIaDA6EEdPXpwZwwWZqT7cTTOpCaCpV9lGXW2lqzo2pLxwB6e/Vgzpc8iAf/0qbL/SPeTDNy6DydfLI0TkAF1Xl5FPAhlrf3DqC6miaSdCk7Rm6+Nn4BPAUDJxING8GczPyJc3rhF/vR10dJjEWqF6/LC1+qxszNmUOyc1IS7dPWRWBu/HhaLsa6Y1cA111H41ywAEjwELuYmkqpUt57T8tXmJNDQE5MytOmmcHcrl3kQwf3MD7YvR92Jpi5hx4Cnn2WxjIQHETEAc9xzpGakKpLGnzhPy5EIBz4VKchMZrlgzlO39jjzUb7O8dS7cFuva2UapGaZCQVIGQbHIpgX70k30r9CzAnXu5koFhTQ2BOAK+KCq1tWTECtLmus5OhVUmcLsAcYwz5+TRHtSrM3OTJ2vNOHPOMGcBP/wfIybG//y69lCHRz7F8ufn8AUBeHkPZFLU4jm69GO8kO2ZuTGaNLxMXRyAU0IEvIYG5/QSoZJYNAJDYhQ8+0CRW0Y6cS0zXj3tI/S6YORUwJXZhzhwNFAqAZGLmxIXpDmDnTgKYMn0N76CpFruQR0UouAyqXBE/OvtIZhWVn0QfdmDOl96O7m4NdGgyK3nlG/MBwTNo6ncgOID2AX0tLnG+jbKeJrP2oqnJDBY7+/pRXU0Th2wpGQGkphKIFedDMHMAnTcROZzgJTAnGFiZ+RsM9SM5WUtYKUAOS+zF4cPkk6e2rzTfroA5o5/HV66lMV10EU1OAmiXlVHQRzBIjB1AzFxfn+ZHN3Wq9kYtwJwAn+7Ff8FvYLxAzdfkRx8BxYJd9vXq6uZaWXpCOroDSrqVUAAv7X4JxWnFzjt9yuxI0lOM2bFvdhJo1P1GUPVB3cYC5I2mAoRlbVZpfUMDxz13m6XEnh4tmb1RZu3ooJfD8eNp/cKF2nzHOVd9ucX5Sk2lF8iWZqb67oqXXBdzqT5vxMxp0aSWOfkcfFYzMoCLL9LyehrP1dy5wA9/aP27aTKrtmxMZo1jMCcsEA5Y/u9LpYeZAHOcc3hZIpBAaUCM4dRW/kkAEGYamBNvFIGQ0qevT+dfp8qsQRuZ1TOEwUGYqWcvASEdmPP41fEzpvkmAICbJ6K1Ywg9PWZmTh2b6Jtz+D1+tA+265hITWalsRrBFrxmMDcYGkT7oL7ulZ20rJoRLCqTW9dAP3buNMvHwcgwzj9fkTMVNVMGc9OmaXn4En3E2FVUUJBGaqp2rq3Y0bSENITdxFgFAjITqkjLPQTmZFAIACcup2CNRx9V+lXAXGkpTcQeD9Q3VKUYBN59lwDppEn0mZ2tB3PJycCMibSxypIqJpi3nkH6DSorgZniPPn6dFUyrCwjMQPdQ93Y3b4bdZ11mJw5GftvtWcAP61mlLfGfObiwyz9JWMJgIhS7cGJ7bXzmTOuMyX+dWLmpPGEQsDAUASNjWYpUWQTSEpi2L2b/G1F28KndnwxtbdwIbF3Q0MM4TAxejIzB1BN7kOHgNo6Dq+XgtJksDRnDtDWytDRod/XKa2KaT0YRClM4zkybmtcJrJIzJ1nzczJ5yaeLG7BnLh4jOBFMFOuZHriyf5yqZ4M1dldZeaE1GnDzIVB7efmaqVFVPbL26+LfBXL+4b7YGkeakuAOZkFk4MfAA0wLFhAf0lS5hEPErHvIIFMAeZEW7UdtTBadlI2Ogb1leQFgEhItQZb8AwiO1sDJ5xzDIWG0GZg5gQoNDFz4tgS9O0La+0aQH+/GcwFwgE89piWjBnQgzl5e7+PUF1jozkE/qPmj0wTTFpCGoYimvxoLIN2uCOgOgzLxxAIBcCYJkfIzBxAQQ4iF5M4Xxs20HohM8gl4LZsoXQ2JYXkF9nSd1gdw5o1wGOP0/f/e46CVmpqgHLhV5jQ6wjmODgyEjPQPtiOab+fhpl/nKkLpjlWbCw1SXybUyCD434OPnN2bK8R5Ml9O12H0SpAyH1UVwOcR9DR5kIgoB+L8B0uKiL3i8ZGjfUTsqvI77ZokRK9vw/o66e2xTwkxnX55QA4w/vvc0ycSHOQEcyFQkAwKDFzVjn5HHxWY7k/7RjV2bOBnGyGadNi8yeMF4tbMCdsKDSk+1+AO5ZAOR9kmTUtIQNQ0lDITBdgz8wNR6h9NS0JJDDn69OBOQGQuof0T1txUSck6cGcat4BE7AQMuvVt+/Cu+/q2/LCjz4l862QWYUt/+ty0zH0BHpww8s36JYJEJaQasfMDaC8XJOQxXm2A3N2foJJGb269tVJ00vbG2XW4fAwPB59wkg7MJeZrJS3KNpsGn/HYAcqmip0y/weP4KRIPILQ2rwgzymzTlfVx2GZTNeYwlu0m7FW62QWAENzO3fr7/GBJgLh0k2XbgQKCyifg8007U3PEy1a8MhWv7+1kHs3En7lJdrPogymFu1c5XpN5HPl8flwbqr1+FYtLHUJPFp0Vgh2/2i+MxZLWMwpyYxjsHuOjTJrMZoVsn3a8sWACwCgKGxUT+W6mrA49VezOWgqJoaAmOFyjwvnhP1exn6+mh/IzM3bRqQk0PltsRcZgRz4MSs6Zg5h5x8xvVO50U9Nw5S+UiCTuLF4hbMiQulvqtet3w4PAyf24dAQiOQ1KbJrOCYnFEGZO8GwNUcYk4+cx6XR10vX/QCzCWm9+kifoTkaJQiRRsJyQZmTpFA3ZmNWHGqPgpVAIbZf56hK1QMAD0JO4GrzgQgMXM2Fz8Hx6LCRablYqy+FBufOe+gSWIFHMCcjZ/gwGk3A+5hC7BI2xuZuTX1a0zsogAnbreWVBkAuCsIDGYCuTt0zKKbuXHx9Iuxr2ufti1ooi1OL8aUs97GsmXmDOPBHMpLImRWlf01SPkya8qYloIG0CpcAHopX4A5EfywcKH2tr2rjljNmhqgvx9YuoyWV1YPqpG6M8V1JoG5tfVr8blnPodX97wKO6v+WvUxFfggbCw1SXzbx+Ez58Qc2TGBTtfhSGTWigqQLMldOHhQD3YoEIwjTXk3ranR2t69m3yE3R7aNi+Pnh/1exmamrRk8sbjJvKBW4I5ekln0nbWL0uOYM0iSMGJBbUy28oaFnJ4PFjcgjmALpjrXrpOl/crEA5gfNp45GM+kFepY+YmZhYCniFkLH5NF0Hpc/vQOdSp+ZEpJh7aGZlcV+VBgLkbvr9brX0KaMxc+4AezAlLSCaGp7BQW5bkTUI4txKJyx42HVssZvSZs7Ir51yJvOQ83TIx1raCpwDPkDlQZPnPsGixdl4F2DX5zIl2DCBPZ66gWcZNakNurh78CKtsrtT9L5IG72no1aUZGQ4H4O4pBdIOmvIZTUifgP3dej8xBob/Of1/4D3153jhBW25cVIyAk+jlC/A5bz5ETQ36yuPCGYOMDNzzc3AG2/Q/yecoDFzu+vp3IqgCdHGYKgfjz1G0dglk5SGJryL1s4hDAYHsfIpQpGFqdIFpViqjy7MKdlTTOuOFRtLTRKf9nH5zFkto9xnzi8OdtfhSFKTVFQAbk8E4AwHDphlVqouxJCURMycGNPOnWYVadEiSm1UX8/x9a9rNb7lNktLGXwJXJfQXoClxESq5cpcXDfvj8hnLpbSaVGAdaxpW+LF4hbMcc7x7ZO+DQA6v4Xh8DAS3AlI8XvgS+A6EOH1MbDt/4XU8o26dpK8Segb7sN33vyOro+ClAIkehLx8Fur8Y1vaMsFU/Pbivt12wuQZ2LmlIu6dcqvAFdQJ7OKMlwhbh2F6mQul+TT5vSGaPEGKQPXiYt2qMEG8g146RUaiBkMDYKB2TJzDd0NuuW6t1uXFpWr2gm/x/QZ1v4mRj8UAZ6+te5y3fJAOAD/0GQdmBP9FqQUoKm3ydT21Oyp6Bpu19UbBIAFw98CQgnw+AdNPo1GZk7tPxRQI1WFZWRofnIyM/dh9nfRxxrxq19R+haSQmjd3gPEzFVVUWStSACKxC6sX08Jmt1uqLVJN7etxfuN72Ne/jycUXKGpdTT+Z1OvHHFG5bjPhZszGcuvm204H0kqULsmCcTYDNsZ1cBwlSbVfkeDJJrRUoqMXOUIJj66e+nutVFRcTyT52qRbQGgxzV1Vq5SNHewoVAXy9DQiJw993Wx5rkZ7jvPuAGxbvGWNWiqJBh3DhNnRipz5w4XtmcwJrRolbdiMOXt7gFcwCxD6KOpbBAKACf24fCQoa//Y3rGDgXGDLd45GXr79QRORo73AvjLZyykps79mgk+Ts0n8I6XJX2y57B95Jb+vAgvCNM9bLtLsR5OXjxmnAQTanrOTGsQLAU48lm9YDAJOilQaDg8hJyjH5A9qCOen4p03j2qQBjpmZi4DeIhTNrrPs184HzMo/MoUXAv4OPTMHBo/LY5tA2ThRcHD4ExkQ8aB4Qsh0Tl+oecHy97TyE3S5NJAmv1Gvi/wMmPE8GhuB224T21I7DY0aM1deTm343D6Mm0DBOnPm0JjTEzOAzTfh/Z7n0dDVgJKMEluA43a5cVbpWZbrjhUb85mLT7Ni2EbjM2e1bKQ+c05txhQAwQmQBQKA38+RlkbVHkT7e/ZQQIN4JkydqjBzYGhr54hEzIFaIv/mrFlcrY9tdX+kpXE18t8YoXv22cBXvuoAxiwIAMc6t1HuT0uW1CkZcxze73EL5uwm+mAkCK/bC8b0Ep7Y5tprGVas0O8rktJOyzbw2QBm5MzAng59zaXh8DCumHOFKmWpfYeDWFiwEHs69uh8+XQTSEaDjpkTbItcVSCaXZ77c6Brgk5iNfofyGbl3xAMB3HW5LNQmlmqMUHQn0sT4+lJMLUdjASR5E1CxaEKk0wt7OWX9f/7vAysfRpyp+nPq9flxaLCRTjcf1i3XNQqzUnSa7LBSBDJCQkA4yaZ2E4GsJooOOdI9DOAM0yYqF++uHAxguEgdrTuMB3Xod5Dlsebm0sMnUlCdg9jyhTg/PP1i2sbKM9gZaVWTSQzMRNFZRSsI5a5GAPrmYDN4Udw9QtXq9L58TjxjfnMxbeN9poeSQRmLD5zTttFk1nFXCPySiYmAvn5TGPmwNXv2UqC3hkzqN7z0BBDm/JOawRzp58O/Pa3TC03aNm3BfMlg7kEH0OS3zmAQbZoYMzYZ7TEv46lzuL0Po8K5hhjxYyxtYyxnYyxHYyxbxnW384Y44wxC+8lgDEWZox9pPy9eLQGfjRMFEm2ykdl92aRnsb0CXtBF8+1869FaoIenHFwCoIwXJTD4WFkJGSoEqmwYCSILH8WxqeNtwU2SclacWHOOcqyyjA3b67O70/0ffPimy39oaZkzgAGck2RrPI5MB63lczqdXtVICvvW5RahFRfqp7hAwUWWLVTklGCtIQ01HXU6bYXAHXcOP3v4/UynLLcgzPO1ANDr9uLc0vPNaU5EZbl11d05pwjLdVlSg7sdB7sJgp/Ii2fONEsqczInaEPplDaNfrkARQ5PGFiWJdMWjV3ELfdpqU4Ee20dw/ghReApiaNhctIzEBuMYE5kZcJADKq78CEwGcAAMXpxebrP0YW41iwMZ+5+LRYolIt94slXYYFKLECeWqQg0ObJpnVIpoVUCTWFMDj5cgvgOozxzlXI1uzMqndM86gPJPV1UBrG1cDHvQgEigeP7JjNYK50bKYcl8jiVa1bN9hfPF4v8fCzIUA3MY5nwHgRAA3M8bKAQJ6AM4C4JRRdJBzPk/5u+CIR3yUzIlpUZfbvXlZfLd6y7JLVCpYKmO/w+FhYgUtLtoJ6RNw1axr8b3vcd1DnjGG0qxSkyTIOUd+Sr7lRZ2SwgBwPTMHjjuX3qmLwBXLrY4hGAmqErUV6HUxl2m5i7lM4wlFQvC4PPC5fSbWLjMxEym+FEsWNSWFmeRMQbXbvZVPSJ+g3x4cp53KcPLJ1qDNVqq2lFkBgOnAHC0xvzAIa+hqMC1Lvz8dU2+4C08/be73xq8Fcf315uW+5EF873v0XbBwWf4stLi3YPNmrguwSE91Y8XBVxH57whuPfHW49aPbMxnbsxki/W3jxaBadeuExMYa2oSgPK3yYs459i3TwuqKlSYOdFvYyO5ygi59KSTqE52VSVDWxvHwoXaS2GsedysxmYES6bjcgBusay3HJ/DOTXOqWPRrDGAOc55E+d8q/K9F8BOAELo+zWAO4Fj88xZ+TvIDqp2+1hGNNk8/K0uLJH+xEq6FJGXVmyhz8dMDvMASa1WvhdWNwznHCnJLoBxUyRrgifB9iazA2FWzA5g9gcRQMsks4YJFNrKmhZASIzRajKyA9VTsqao6Vrk5Ul+F/xJ5vHbTSx2E0VKCsmsZVLwp90Lg/huDHQR1jhUo4tYFnALADUAACAASURBVJabH9QBedHOrAV9ahZ4UVHkM2WfQWVLJUrKO3TbpqcD3d36KLzjdeIb85mLX3OSPe1spGyTOidYsduj8Jnr7gGefUZzKxFtHDxIAWCcEzPX3g4MDlI/jY2UkUCw9R4PpTqqqgI6O80SqzqGaMyYVYCBMUAhmgwdTXp1ApMWiplTW2My6wh95hhjkwDMB/A+Y+wCAI2c80rHnYBExtgWxth7jLGLRjfMo2/RLmRL0AZzGLrdw1+ss2KjIjyi+rrJpgKkEZSNAWhSsJJZ7ViqjHQXwCK66haON44dULU4H2K5FXCzGo+Qa+XjUduxCPt39F2zYRGdzoXluXYCixbgknOOrCwqsfXZz8YuzXYNdVkuN0rs4jwaU5wIaxr/RyCrFnl5FNTCwZHiS0GWP0vPBICpYM7peI4HBmvMZy5+LRaJzs6iAYhYngnG/mx95gzzakMDRzjMsHmzNB6QX1xxMX0vLKB2m5s1Zq6oSD93nn8+MDBA6ssic4pQW4sWlGAVaWu7rVHZigbsYB3J62RjMqveYgZzjLEUAM8BuAUkvf4AwH/HsOsEzvkiAP8F4DeMsVKrjRhj1yugb0soZO0vdrRNgAUrYOd0MY6IKbJhx6zAhXijs7tR7ACm2+W2jLy0c7DNynChtIzjqqvMY7U6H5ZANcq5MTFzsGbmojF8xu/iuOxu9lhlc9Gu3Zu33bm2MwYGj4epEaamY7CY0O3AnBwpDGhRuC39LaaxnlFyBpoCdWA3zse8eeYxGY/ZBOaivKEfyzbmMxe/NpprOpo0HwtLZ1zu9GJunJOE/1ttrdbf0BDQ1qalZipQwNyhQ1B95kRAnBjfOecALhcDGFeZOau5bCQyq9W2IwF7VjbSCFan38Ios8ajxQTmGGNeEJD7O+f8eQClAEoAVDLG9gEYD2ArY8yUgpZzfkj53AvgbRCzZzLO+f9yzhdxzhd5PB6rTY6qyQ9to9ldDFZyqtPDXwChWMGFPB4rmdWOpbKSWe389UTf/qQI/H5pexvJwG6ZDDyt3mBtmTmjtBwJ2rORMLfvNEmrIDlG30UxVqvxO10DViBcrDNtbwGQxfJYmTkR0LH98HZTv8k+SgszOXsi/vhH+2MQx2gEc8erjfnMxa+NZE43WjRp3nKucOjPicEyPjMOKcHtdVLGpeYWWi9k1gLlCdt0iPY9eNBc3jE9ndIa+f36BPPGAAS7cdmN2yiz6taPAuyZnnEO7VuZ0WdON99FAYrHo8USzcoA/AXATs75AwDAOd/GOR/HOZ/EOZ8E4CCABZzzZsO+mYyxBOV7DoBlAKqP8jGM2iyBkw0LJjN2pnYEwxerLGcj+zlJiFYyq1huJbPatWMn/crHEUs74tjsJoVYfeYEM2c0x/NtA5DEOiuzPBdRAias3kzt3mit/M/s9uHgyPRn2oK512tf10XkDgYHkZGYgf3d+7GtZZu+XzA8cPYDWDnjdEyebDFu+eHBYpNZjxcb85mLXxvNNR1NmncCQE6Sop2SY2LmDnGAM42ZYwzNzbRelO4TzFzTIQbO6V421eoGcNWXGc44Qx8sZ7RYpE+rcdse1wjA3kjBmqWMa7i/ZZ+543VOc7JYmLllAK4EcDrTUoystNuYMbaIMfaI8u8MAFsYY5UA1gK4n3P+qQBzdg7tMgsWi5wqgz+rPuwkSkdAFaPMKr67mVlmdQJtTkBSblc9Bhup2Gp7MU4r4GYFqEKRELwuryXgiQaQTGOCNRPqCGBHImnbTEBOoM3u989LzkNVSxX6hvtM7QB6/7jBECVcXlq8FHWddabtRR49q2Ozk1nFYqtJ8XjwLRvzmYtfi+aP5WTRQMBIfeacQI08R3IOHGoEmAvo6KDgBQaGZoUeET5ziYmUh/LgQSAcpraMqUcAYFwuU3PPWVksMqvduNX9R8Fi6tY7zDvR3FycgGW8MvBR9UzO+QbA+U5Q2DnxfQuAa5XvGwHMPrIhfnxmJxNaWTS/NXkb47pYlzv5WNlNGgA9zGONZhXL7ba3k02dgKcVg2XnM2dsxzHow2E8cl/GfWL2XRTgz2KiGonM6rSPHYs4a9wsVDRVoL6zHrPz6BYZCg0hwZ0Av9ev294uylmMx3K5zXjS04FwGBgYoICN4xngjPnMxa+NhomN5j86Gp850zroI13FuuZmuifz84BmaFKrkFkFM8fAMHcuUFnJEJ4IdV0znEHMaK7/qMyboUlHsBWF5TPaSJk7Y5vxyMTHbwUIGxlP5wtmwczYvbFYOtjb+XBFYYpGJLPCWmZ18tezG5Pcj7EPJz8xu/NklFmtfPvCkTBczGU7Udq9zdnJpiNdbmQpowEAO9nc8nsUxi7Jm6TbPszD8Lg8pt9HvSYtWDS1fbsxKN/FZ1oaLZel1uMR6Njd12N2/Fs0OXBEbcXgGzYSnzl5mfzMqK4GwLiazLeujta3NFMlGL9f63vpUto+JDFzVv07BhDEAFxHwryN1Gcupv2jMId24/u0yqyMsUcZY4cZY9ulZVmMsTcZY3uUz0xlOWOMPcgYq2WMVTHGFkRrP27BHGDPqNnJrMLsnGBtAx1sltu1a+f0b+fHNxKZ1c53TR6TSXa2Gasd2wVYA0anCF75eJzGA2iMnZU5LR/JRGw3mTkxdnYsoi1jZ8NqWjGntiylE4to2J6BqbWGBZiLNukfyzZSNmDMjh8bjY+W3bzr1IbV3OXowmK4H8W21YrzkYhaFX5zLYe5ukzMlUuXAjzCEFBKTVuCuWjMlwPIlI/Ldr0N2SF/dwJrUcGmzbPObvzyc+pTPH/9DcC5hmXfBbCacz4FwGrlfwD4DIApyt/1AP4UrfG4BXM6gBSDHKMDWjE+5J38zezYLjv2zw5gMsZGLrPasFTq8Vm9pdmcF7vtY01NIrZ3ZJ1sfp9YGU91uc35tpOQrcYpj804jmg+IVbbW0kw0d6arZbbgUjjWE1g7iiyGJ8mO16Pa8yim9N9OJL9AGe50FGdgD2wkEGHzMwlJQGpqUBBgcLMgaGlRQNzot0lSwAwYDjIkZ5O7hKx+KwdyfqR+L+JcRrNCNac9reyWPz4RtLeJ22c83UAOgyLLwTwmPL9MQAXScsf52TvAchgjNkU4CSLWzAHOLAmdjKrDQuiPuRtQMFIZVaxjdWYjO0ANkmDRyizOh6fTVCBE/CINTWJDCJHMh4nxjNWJlT0EQ10mba3+D0dWV47xs7umB0YPrvrwk7eNZoAcz09MG1/vNlo2JkxOz5stKzsSNggsSzai4Pd/CLPkdXVQGERzamlpcTMMcbQ3KKxdaLdjAxg2lQGgOtYOSOz5iSTRl1vMS+OBEw5HXcs+zspY2K9XV+fVpnVxvI4500AoHyKGk9FAA5I2x2EVnnL0uIWzNk6r8pvWzE4uNoxdmLdSCoPRJNZjd/FtlYyq1U78nJTXjo7QAP7SDDLiUy56e1Sk8Qqs0b9fRwYT7vlVkDSUQK1YdPszFY2dZg4R7K9rfweg+Oz+IxFZj0eLNrDasyOXxutnB6NTQIc5igLH1fRph1oMcqshQrvUlZGzFwkDPT1GZg5pd3Fi+nTSmK1PRYZLEVjzmKQWWWL5cXJScaNBTgbzU6m/Q++tHmYUvhA+bOopB2zWR2E4yQWt2AOsGZB7AAB4MDYCdbEgbHRLecjy/XmJLMC1tGsdg7ftpIjd04CbMeoGb8D1jKraMdqe7UPO9bJ5ka3PN8OsqklqHYAYHZme+4cjsGq31iPWff72zAOdr50ujdWZuEzZwXGR/kw/DRZtIfZmB3fZrp/YnzAR/OZs5v7jWYns4bDHFd+GeBcm1f7+qjKg6i7XVpKCYQDAdpX9pkTtngxAMZtwZzxWI50vdW20XwKo6kcI9rfijmM4nLzH7AQVwofKH//G8M+LUI+VT4PK8sPApBgPMYDOOTUUNyCOSd/B8CCZo7iF+Xon2Yn11mwVFbfRTt2b0O2SYMt+hDbW/muqeO1unFs2MVYZVYdu2TY3hJU27BOduyVfGyW7J8VqLYBtnag0w5ciuNylBns2FybY4420ZnaiZG9NII549iOJ4v2MBqz49NGy8yMmI2KgW03rguHgef+ydDRod23BxQxLTOL5qmyMvq/pYX2NvrMAcAJJ+iZOcsXcAdAEwsz5jQHOSlX6v4ObJ2T+mTVvtjHdvzSHH+MvbS9COAq5ftVAF6Qln+ZkZ0IoFvIsXYWt2AOsAFIkFiWGBkhO38pJ2nRqezUiGRWZi2zRmP/7FhEK8Box/DJx25s35KZU9giO8bO1K/NebUDVdFYVavtrdKAiLHG6nvnBNocGTgbBtZxTBZyjpN/iXF5SgrAWHzIrLEsG7Pj02J1FXHcz4pNsmLAbeZAsV5YKAREIrR/fb3mQyzAXFYWfZ57LjFvHe0GZk7qu3Qy4E/iuPxyc5/Gfm2PZSRgzwKsOVnU/UcInK3Mqc1P48sbY+xpAJsATGOMHWSMXQPgfgBnMcb2ADhL+R8AXgWwF0AtgIeB/2fvzeMtK8pz4af2PkN3n56ABrqhm1Ea6Q8BEQfEaMCoMQZJbq4xDolc9XqTOOGQGE2McSCaeI0x6r2KojdX0XidoogTijOIIDIoYzM20N000HP3Od19ur4/6tQ+tWq9z1tV+5zuPmev/fLj1/vUqnqrag21nnqet2rhL1P+9/1HUGeopWRCNgvTGDvG2Eh1a7F0uTKrL09Xs5KXl1Z32KewDxpwktokxcx5kFfCRpXGiamgLROc+XNd8aEA6k5bM2XWpC+QrUkIa8peJmH+znVpub3mQpk1J95lNlo/Zq6Z1i0zUwxQMmJ8w2PXXQfAWMAa3H03YI5zz3kI5h7a4RY4/PznwAn/DJz1ZxZHHTXp17ehZQzmzLE46STeXg3QaOErrH/aOCaWLzheDDaVts7UCaq19kXk0DOFvBbAq0v8N5uZE16Q2kMJ8Bk/k/G0GC4pP6tbi70SV7OCbH9i5S1CNPmSStEMwEz8x2TWGshT2EhtBkcZTwKQYmPnKGyb1C8WP1gyWLE+a9K1OtiSPlcGuYnyFTCXkFtmq7FnpW/NsG4l9tTEpmRCGB+74orJo3ffXZVZjQEOOmiyXKsFHHKIwatfbdES3tKpCVcqVCNZXmEbpfIlwNAfV2XYjHGJ1dnU57yxYC4lE4oyq8Bc5bAsLIZLi70qqYOuZiVAUt2aRAAkDAj5MpX0IGZOBHkKMJTaE9YV+tfOn9RWDVTTeLbMdlbamrEQgcVfdvITkCf6F+5VzT8w+X3W0H8vWj9mrpnWrcTejbTYeS6ViZs/dsUVAIzF4sVOZvXP7Zo1wNKlQKuVAJIROzZV5jlVPnk8BXxLwFqh/9qYStjQJlljwRyggzMGUqSXvCSB+jKqHEhuwGyZNQBOEtNG48eQ2JpECqZVgJOUX5JZpbZWgEomaJOk6Jy2SudbA/PMJHDeqbugD7EvlR2VQKE2IYmAcFh/CObitu3ZA/z1XwNjY3LfZ4v1Y+aabd0CnaQ0mBHLCkzea/7Y2Bjw058CLQMce0ydmQsXOajtEWLxpLZqhAAtH4MlhW2rhRspLKB0PNUmTTGR2h++a2eqzLqvrbFgjr041cB7CLFUKSZHeNA7cqAiv2bLrMZ9AUKSWdXFF4R1YkBCA57SQ822JmGxGrmgLWQKs5nQAlBNJfcUI6hcHzawUZk1TtdAYepcRLEkgIvN2bixmgYA99wDPPKIxSWfNZ3PC81m68fMNdO6ldiT0mAX8bX+2NVXAzt3AjAWxxwzuQBir92L++8Hli+v16GFbUjti9uauudTMXVaXk1J6ZRJgDXNciZefZm1ao0FcwAHEYAgvyWYKxYDp8VwUYZHmVVJv6UP2Et98FbyJYYUEGIDJ9uahH3YvnjBAQM8EkNKwDNL79wXEqCWrnNGIHSJ5My2S6ETCXKvsuu2ZInb1yrMv2OHW0W3d+KSrVsnFp011o+Z61s3VhIzl8t8WVhcf733Bxx7rME99wAWkzLrihWZUqMHLF2wTxUwpcSK0z4pMmoqJi4V8ya9Z9Tzm2D++jJrg4y98CrsCGHHcpicsEytbpvYmiRTZgUmgZO0NYkW96V9yzUnWDXFYOVuTaLJrGL8mJW/Xxv3QUrPlVkBfbBk4JKxvBrTJrVHOkesbo0RZG31YM7ayWt77bXAbbe5b0MCsx/MAfrLpm+9bSmgIFm3MXMai+WP3Xmn2xbIwjFzu3YBWzYZjO1ymwZLMqsGbpLMGSEptL7EdafAqgawUmEOKTAq+k8xf32ZtblGJU3hRs8KWidggTJCBGiJbZKA5IRfSWZlbQX4xrq+jFQ36xvLn7s1SaeMcJ5KYtdSwbDZMisDWphMZ8BWk1nZwCP2WQKwEigsYC/D40uWAKOjwI4dk+249153bHjYlXQbls5eY5O0vvW+TeU6dxMzF6fHbbDWYvVqdDYDPvZYd+zhhw22b3flPJjTAEt8D2t1TkWmFNsRTXxLY+JygFkJc64xf01l4BsL5lgckibXScyVlr+TTkCbBgpKZDNJZqXSopW3JvH+xTguhb1ibdW+ACFuTaLFrsUDmgBsvG91AUSuzEqAlj+mgUVtNhun0wUNBPxlL4wgEw9/HZcscX97qdXCdsBca8Bi/vweYeYyJml9602TxoyUZbFV5Pljdftjd97pPtNlrcWxx7hjDz9ssC0AcyXsWhZYywSbOeWlMiVgUPSfivlLHI/bWpG2G8jENxbMAfKDCOhyqia/xsYGEVXekwaHIL/0UEoyK2trJ53EzIlt0oAnYSo1mTVbKpTYKBZjRxg139bc2EUVUHU72GcybTQ/A4VkQhK2lcmsgANzvuy997pvQxoAhx46+8FcSobqW+/aVEB7iTSpsXRh3j3jFnfd5Zg5CzvJzG1oYfsON0bmyqwVwELGBd/Wovi/FHArYCxZmsrsRepJln/S5qYy8I0Fc7kSXbd+vJUwdqmATwY8xNWsirSoAZsSECMBhhBs5W5NEueJ/VCJMp59K3FiLHZRk80lYwyfVEbrg9Qmtc8E5KXiB6V7rwLmJuq6917g6KNd+mGHzX6ZFeiOjehbb1g38ZLaWKP5YuEV/ti6dRa7dztmDgDmzjFYtgzY8JDB9h0W7TawbBmpjwGWxIQvda9ngT0FjKXqZGqBVj51PAZ72jXux8w1zNT4JElmNfV0Lb+XNKX4tJapn3omIaZYMLqalbzMpQUQVOKdADwMeDKAweRL9XxnMHZa7JovI10Hml8ZFHLBpU+Py2h90ACpKv0zli7BLob+YmYOQAfMWVgc1gvMXEZMT99601LB9znGxhaWxoCVMQb33ed++5g5ADj2WOCBB1zM3BFHAO12BvsV+a21JQG2Un2JfaVkWhVMKgC3418J5ymVWcM6NXm6l62xYC75ciY3s8rYCKAtJbMywJiTP2S7aqtZkdhnjgxW7CFhQChXZg1j6dj5jtsZ91OrN5QuJRMBKTlHLD+V08m9lOyDNDueOHeUmc2Va4W2+nMWx8zttRb33TfJzPWCzArkvWD61pvWjdqSAwKyQjIssPqOyXvtvjXumGfmjDE45xzgztUG995r6YbBgM6OlcisUt7SmDpNBpXSpsocpoxd46Yy8I0Fc4Asp4WsiZTf54nz0zKKzFrzVSizemu3+Oe8JNO+zcrqji0FWrramoQtaCg4R1K6CqqVmElmFNgScKYtUMiSqBMzbG3wktq6eLH79qOXWbdssRgdReeD3ocdBmzaNLu/ApETc9O33rQcoCGWMzpQYn4rAMu6ydE/vHPy+H33uVXiRx456fNd7wLe8AaDhYsszj5brkMb+1L9STF3WcB1usFgYsJeFNMnPN+p69frNnCgG3CgLIf5YVInewhKZFZfj7UW4X1ZLLMaJ7OKMXMKo0Zj5gj9LcmsElvk26R9zqsI8EgDqMRSsVlyUCZLZlXuC+afXR8mRfu07L4RKToFqNm5cB/xnpRZPUN39NEA7gAOPdS1a/36SYA3Gy0V89O33rVuwXuF4VFYePZ7wwb39223TpZdc7/Fcce5567j2wBnPrmF++bvxXv+WG5zimhIxQWWApoa2IvBVgw0UzF3iXes2pYcMEh89mXWBlonBo6AiKwYrlDqypzN+XT2cs6WWRUAo0mI7GsIUt0sLeyD5Ef7nJcE8rSBqyR+UHqQU7GL0qyPXht2PRMxcHG9YdukvuXIrFqfa4xB5C/8CsSGh92xo4927TnsMJc+m6XWfsxcc00cPzOktyrDxtWUOC1Mv/12AMbi9tsdS+dj5o4/XlYSUvclAyU5Mmgq5qw0pk6TWUtj5oAM5q+g/X2ZtcFgLsX8sPwAoeClwPuJl7kELnzdbHZDA+Ml4MEYONIPbZ85qX/iDDVBgUsxcwwklcisYXsYGyVZCoTV/Ej3hQCo4zJstiiCM2EioTKzZGaaK7OG5T2YM8bg4QDMAeiAudm+orU0TqdvvWPdgvfK81ISXjLx+7bb3N87ths8+KD7ff/9trP4oUTq1Cb1cf0py2H9tDIpmVX0mQiJ0cozcoTV5X1q7e11ayyYA+SXsyanMvlVi7ESJUrIcXZJWS6uW5HTNJlVZKlI3RqVzyRBX0fO1iShrxyZtRQI+78ZqFb9ZMqsvj30erLrRurOBbCVtkosojL7PvTQqsy6YIGLpQOAwyZk1lnNzCkvlr71toksPxmfK+WmIWbu9ttR+T2+x2DnTtvZMDiuj01sWTv88W6YN40Zi48z4qDEVwqs5bZFOh6nxZPWJj7vjQVz7IXXrWwa+qz4SjBFtYdZAQWiHyK/+WOMRWRbmWj0ei4TJsXMsbYyNqpSLwGRodXiEIW+UUY1I11j7FSWkgD9lERNQTth7HKAdmihzPrwIxZHHQUY43wuOdSlz2YwB6TZiL71rh2omDnPzAEGt90GjI06HyeeWAdrbFcBVr8mJUrAaTpl1hSYisvkTKZKAVzFv9B/X2dTGfjGgjkg/cILTQs2l1izTh2C/+mUWcMycXtVtpDEzMW/wzIsjcWW5W5NIrKUDGxrwImAUQaqpXOUio3z/mITgWpGu5lsLq34pTK7AkhZmzsyKwweedR2JFYAGB4CDj54dsus/Zi55lrJZLhSDvx58X5Tz9ltt7vjc+c6Zm7bNqDVtnjKU+p1xM+5ZNqEJCccJte6AWupd0YpGKvkJe86tUxfZm2mMWYplEBzJTCAMzbaPmYa+5Mr8Uq/wzok0Ka2SQMkuawQyF5pE32gX4AgwKbWTulcpGIaCahmq2tjnwC//ipLSYC+JlEziSI3vo+di7D8kiXAnj3A7t0GjzxSBXMAcPjhPcDMKYN933rbur32JUxZ6NfCYs8eYPVqV37lSg/mDE4+2YUxJGVWK6wYJeNvCrhpk2BfXgOKGivo/dfqRD5YY23S/Md5NZm1idZYMAfIzJJPr8082IsT6c9IMRZMA22V/ImgfBWoCG3yX58oBRK1gUcBpLlbkzCZNfWbDayMdczdHFg7D6zekOGj4DyjjgoDl3MukFg8IpwLb37j4M2bDHZsB447LihrDJYund1gTjuHfett6/ZlHo+7jOXv/I7G8XvvdRMkwIG5X/0K2LEDeOIT5QlVUgpVwGPclpyyzA8zDWjG9YvMngbWMp5PbYKeApNNfN4bC+YYoMp5QCgFLwAqFnchAiTldypurTS+j0p2pIwGJGvpiZg5bSVtLb8SyMuC/sX2ayxlQUwewO8RJptTxk5jHYU+M+khS2aNjnswt3o1AGPxrGdV+7Z0aW/JrEBzZ+xNtNqkJ/Pa++ckN5wlnHy7eDlX14knwq1mtQZnPLHqO/SXlBIVlj01JqViRlMxcyUyq3hcea9qsdlSW1Pt185NU6yxYA5QXrSCzEpjuGxiwYRyY0k3PGOXSuQ6315t9qXKnZmskJZetDWJxGoFYDvul2+/xPDFfuJjsWmDPL0Gkn8l7i/2lTrXtfsi0efsQS7I58HcXXcbHHSwxSmnVFz0nMzaxMG9qdatnB4/R4yF7/yOnlG/+MEYg5Ur/W/glFPkZ7CmUkRjtqTQ+PIp1i4FaNgYI7VTPJ6KeUuANalMbKXt9/6bOmlrLJhLxZ6xmQcFBSTAnm3QS1knCfAo0qKvWwMwWYCByKadfmem+3rZFiSlq1zj9vu2U/CsAFsGwhjDV8p2huXDPtB7qfCcarPVXJDvzYO5PbsMTj3VvXRCn0uXuuDtbdvU7s5YkyShfsxcc2yqMXOi+kIAlE+//XZg8UGunAdzIyMGw8OyT6ZSVNqj9KNEZi1lxsS6Uz4zJ5Usb0WGFYgLra2xz77M2jDrvGgJiAitm7ilUkZIY6NUaZG8tDXJMfeD9yw9Fbsmxcylgv4lP1qsXqU9CkAG+DYAlAUtYOw6rKPkS2J5Ewwck37DPOFvTWZls1sP5gDg1FPrPpcudX/PZqk19bLpW29at9e525g5n37HHQ7EGRg89rHA0BCwcAH3ORX2LCvmLQFoSmTWJHDLeNZSZUrzMpa0L7M2zHIYGBobx/JnvlDZy9znD/OE/kWZVWDywv7Fv8N6JBk0rluTFbT8kszq06cis1b6mAnCKEBHna1JScwacCqREfx1k9oZz9iZzNqpNwNox+Xmz3cvm4EBg5Ur6+08/HD372wFc6WSTt96yzSGTS03cZ90EzN3333AUUe5cosWuQUQhx/OfeYSCXGZuK2ibyXWOPbj62b1SOVZncynNG5Jk/Rc/1r7mjppayyYA8iLUGF4xPikcDFDZoB9p24mp2bKrBooDNsrHdPalSP9pvKLcuqEH7ZhMRtQJBAZg2dt4GDttJZ8m1WTQIV2pmJPam1NDMLavZfbZ+ncVVkBYPlyYPlyg8FB1Mwzc7M5bq5bqa1vzbR4fNXUE6D6bO21FmvWAMtXTN5nq1YBrVZ1QlWTElPsGGOflPGStb3Wl6nIpCSmPDyuWRK0FjKPjDBpkjUWzJVQyAB/iLUyKV+5Eh+TOyc6kwAAIABJREFUWQH+8qfAMKibyaA5/WD5Q4CZvTVJAbAN+y2lMZYyV2bNYQQlY5J9pw9Sn5W6U+C0Um8XMisAXHYZ8LSz6ve2MWbWg7kSSadvvWWVuLJCRrY0Zs6nb94MjI4CRx5ZL8cmVCyuWKuvwz5NUWbNAZKxrxRYTIFBlblDYuuTBPMYtq8vszbQpBdhSgKVwBEDWv7FKKZLdSuAUWL/uo6ZUwBAXHcp++PrLdmahMmjDCxKUnQKhOXKrKxfmiyvHVMBcgELKsbeMfCXCUgf+1hg7lz53lmyxLF3s1VmBfImaX3rTavEl2Ve924Aki+zfr1LX748YsgUYCk9tynAUzlWwuoJdad8sb5KZaRnbUpgEunjkk92rAnWWDDXkVMZiMiUOn2aJLP6Y1RmFRiYVN3ZcXkJoCcui08BCYnh09IzwJAWkyeld9oknAsGLhmoZn6kdlbyZwJnTVoVGVgykahcS3JtWHs6TAMZGNnANzAAHHroLGbm+jFzjbWpvMwrIDC6h7Sxbv1DHswJoIgAy6mwYynmOYs5SzD+JTJr3F5tkszaUlI+bn9fZm0wmAstF0SIjI0CtBjzozI50kue+Anz05g5BZTkbBES5q+lMTDs2yT0ja5yJbS5yISiDmCSsqzQr07MHLmeYr+k68lAmBJPGZft9M3UVxqHfrSytfZG54K95Bgonu17zfVj5pproVyae93D55eNIVKagcFDD7m/w5i5ms9C9kpqh9aXIrCmTADpcQ2MScxeYkKe7Htp+z3Qbehz3lgwR8GCJayJBsAIOwIozI9Sh29HLb8Qe8XaxEBJJXYt8bBpbUr9zo0TC/tXS1MkSqnNLL8KhjNYLclfrQwBzp0+x/cYie/zfiSgHbcpZPhK5PfYLwOFs/krECUvtr71lnX7Mq8xcdJYQsa99Q9ZDA4Chx2mg68YMLG4L18/ezZTY1RO3FjyeCJuV5NuNRk0/u191fqeAoPK8SYy8Y0Fc9402Swn/km9oQTmJ86XFZensH8qM0ceeF8HW22aE8eVlGXjhxEERAYPcQ5DWgGFRAbIlWV93VnysRJLyWLUQl9SeyQmT6pDk1k1/znGfAKY9d9n7cfMNdf8PR2DhOxymaEUfizd8BBw5JGAMUIgf9CW0JILIKbwXMeWYgXF4worWBpfmGLuYkv5l8bIMGauiZO3JJgzxqwwxvzAGHOLMeY3xpjXR8ffbIyxxpglpPzLjDF3TPz/sulq+FStEzMnzRBSzIzEmhW8aMO6c+LytLZqdfhjObJjis1hg4jKYBJ2UZR3M0FkWEZqC2MpGaim7RTOg8rAMuCsAFXt5UDPhQBsQ5+xL+3lpLUBmJRZZ+O4yJ6VvvW+dQt44nLauBr/Xr/BYsWKDJ8K8yZZLjsljRdTimnLeH5SpESKuWNjmeYzp/1NlVkHMvLsAfAma+11xpgFAH5pjLncWnuzMWYFgGcBuE8qaIw5GMA7AJwBwE6U/bq1duM0tX9aLCtuTYntAmTwIjE/cR2SbBb6DfNL6awPTC72RlebanFZDEhkgNuKvJsRo6axVCJAUpgzyb839iUMzaikXcKoCiCMAepkHF8mw8cGOXaNly4FxsaALVvcJqizzfoxc821bmLmKuXImC2lGbiYuZOPk0M6aMycpHZE8Xa1+pTjxcxZYtyrjfcxGNOYOzKe57ZPUww6PhWg28TJW5KZs9autdZeN/F7K4BbABw5cfiDAP4aoGfuOQAut9Y+OgHgLgfwu1Nu9TRYCHZy49AYONJiu0SQp9VRKrNqcWgkzkqqW6PES5gzBtrCtuZ8eSKsNzR2Lhh7GR5jMqvoXxhoO/US0E7vDa0PwoCpDfJMEs6pV7KUzArMTqk19TLpW+9at6A9Lic9z2zisyFg5jSGKwY8SWYuJVUq5VUZM34+JGZPA2uFzF2qTEqG1Vi+2H9fZs0wY8wxAB4P4GpjzPMBPGCtvUEpciSANcHf92MSCM4IY4AK4A8STSfsGKs3l4GhMqsCCjWZ1cDIYEsAt+Ex0b/EnAkxeUnZl4Cn+LfPqw3YObJypV4COnPjZip1Z9wzvj0UzAt1SzJr2B42cDMZJi4vmf+k12wEcwBnt/vW+5a675PlCp793bsNxve4PeZKpNCUKiCN9xpQrJQVxuVauxTAkwXWFICVKs9YzrB8t0C3qQx8jswKADDGzAfwZQAXwEmvfwvg2aliQpp4hYwxrwLwKgAYGhrKbVbX1gEdCkgR2pgdzxSWKQVaQL7MmgJgFEwKDJlvk9RWsW4CqiSZ1afTL0AwAKMMSiKrJTFnRGrpxNLlsl2QgROT4Nm5YPeYT2crjZl0zc5RTWYl9wK71zwzNxtXtPZj5pprNfkxE8Tn5JMmX2NjAEzAzBH2TQJjtW2aUowZua9zZMwaWEr5ViZDOcx3CsCpMXc5YA/18Z/V3QTLYuaMMYNwQO4Sa+1XABwP4FgANxhj7gGwHMB1xpilUdH7AYRhocsBPCjVYa29yFp7hrX2jIGBbIw5LZYldWXEdtX8Qgm8V4BKrsyqgULtQQHkWSFjebTzEeevsIUEtLFVtFL7S8Aiy+/LlMTBxP2q+MkEzuxchO1kDFxOPGOYn12zlLF7CpjdMitQvy+bOmNvonUrs4Uxc5LsKo17u8YMAAfmUgCpRGZNsWupyVqJzJo6LoI1BUCmymeBycL292XWhBl3hi4GcIu19l8AwFp7k7X2MGvtMdbaY+BA2+nW2njY/w6AZxtjDjLGHATH5H1nWnvQpXXinIjsBxSwYwQEaTJrWC5Oy5VZw/yMFaTAUJgV+j7myqyMCeu0STivjAmTfotxYgTksfz+bxFUo76aVYtnk+pl7Qv9qyCvgGmT/Pv8zFIzVA3gHHww0G7PTjCXmtn3rXctvKdLQHwqH5tMjY25dClmDuAyq/bu0erLaW8OoElN+FMxc8mYtwKwFxsbl5n/vsyax8ydBeBPAZxjjLl+4v/fY5mNMWcYYz4JANbaRwG8G8A1E/+/ayJtxhgFTuSBZDdxqcyqAZX4d9jOYimXzGCorKlQ7TlxJOx8hOBZ/AIEaw8Bi1J7WH6pnWGZaYnJU2RWqQxjZhkAZ2ykdC4kUKgN7Oz8tloubm42yqwAH+z71vvW7fWugAJh7JTG67FRYHDYYsmStFwYS5UpeVQLc4mPq35ymLEIKKZYwVqdcfkCsOffD7mWan8Tn/eknmmt/Smgn+UJds7/vhbAK4O/PwXgU903cd9YOGNjoKZElpNetIwRqpQhgGcqMVNxW3NkVu3BowBDk2VJW+n5yJRZK/FgGYxdp63S9UnM2sXzIJzrpARPBkZVQpbYTsYiEskiTmf1aS+M2bpxMGOx+9b7Fr/Uc0FCpVyGOgG4e2r7doMVywF/e7GxLPapjcFafWJ7JbA0BUAjjWWadJoCsXFakgVVJq6sfVrdTbD+FyC0WLAMRkgDEQCZ3aVewowtlGKvCPDU6vDpU/42qwRIE3FiBsrWJIx1ksCi8rJmTKgks9YWZIRgsZDhA+R7RmXUCCBNzWo7/UL9fonbpBljlL0dfjiwdm3SzYy0FKvRt961qcbMAXxi2PkNC2uBrVuBE1baTlpoasycMAan6sttb4r100I5WJoms8bHa21PsIrxxDpn4iWpGlp9vW6NBXM5MV+V/AkAFuYJy2gyKwNCki/ppa0Bj5RcTDfvVYBENrtkhI/FQz9/bHDJPUdJEKYAnhywqIGrlAQfm8aods4dk5ATPmttTQxqKcB3wgnArbcCu3er2WacMdm+b71v0xEzl6vKPPCAwe5dBitP4PlozFziHmXhFuw460vu8RpYK5BZU8Cu5p+M0xWfWv1KPGEqFrFXrbFgzpsa8yW95DVARQYAdtPSOjS2UAJCCUmYAQNxVSlj4DQQK4E24j8XRIb11trD2C6FpZRW70oDfWoA0xg79dxlMKrs3FG51soxdpJ/bXDTBuozzwR27gRuvJEWn5GmgfG+9b7tr5i5X13nfj/mBNtJCy0eL1JgLS6rWep4MmZNOUcpmRRItzcVuhPnrZwbZeIq+u/LrM0FcyzmK5z95LId7IXdkfckECEAg/BlLvmhMVMSM5chs+YwcGEfRf9kdqm1lcmskv9a2zAZV8jyS8bkRI2ZzZVZU8xhPDDR62xJzCRkltX7yJVZxfKJGfhTn+r+vfJKsYoZbTmz+b71noX3eQmoq5TLfPav+5Uredxxk/UxuTAF9CTTpMTweKnvrLq1d15i/C31X2ufwrwx/32ZteFWIstJLEj4wmb+xXTii0m26ktbAWysDP3cVmYMYQpUicyZIL+G/SsBVXF7tPwUMEJm7LwvVhdrPwVhgi96nUkfOhOMDACeilWR/DJbsQI44gjgqqvUbDPOUixC33rbumVqcmLmNm0CLrjA/f2r6wxGRoDh4TTzHYMx9n1srf6Y2WPHJNPKJsGaBCSVyZI45kVgrHa8YIKutaUvszbMKBiBLF1poI0G3lu+vxn1JYGCLqS/1IteYsi0/uXKrJX8BPyJW5MwyZEAIcp2ZTKRlXSFBazlV861CsLITD+nD0xm9Wk0DjFzUNMHZcfOzTYwB5TLVn3rDeuWgc2NmbviCuBDHwL2jFtcdx2wcGEQzpAALarMKtRZIjXGfSktWyKjMlUpp23Mf0lbYv/heW/qc95YMBcau6lzXsyVF3DGCzvLV3wjg8isKQAjAEOfX/wChAY8yMOlScVSm7Tg/ti/xEaFfajFjxH2koJqKzN2DCAzgBQC0jjd+xOl4tK6Yz+K1B2ns4GTyeGhnXkmcM89s2tVaz9mrm+AzPio+TMA0JqJr43bvcCGhwwWLogA2zRKobU0wwHVVH3XyhNCIG6H5DPZdknFEN57tHzCfxOZ+MaCuQrDQ5irSn4FOHVewPFLXrhBK3VobFcmUGEDVfJFLzBkUpuyYgWFGRIN1ieMoOhfuj4KEGJ+fFul60O/g0rOa2oQzGEpWVtT14ANoAy41GSYxADM7Mwz3b+zjZ3rx8w117oB7/FYU2PVJp7jNWuAOXMAGJd34cIAsCXuOQ3QSHVqk7EUkyj5YWk5z4oGtor9p8CkMmam/Pdl1oZaqURFGSr28hduyjCgPedlHvovYmYEtijsBwNPUl4KMMhDmbs1SanMGhqLTxNBdcH1Ec+1MnCFADOLaVX63GFNC1jh+Hclf8aglspz+unA0NDsAnM5Mk3fetPCa88m1GK5BLPj/dx/v4slbbWApzzFYNFCPXYtjJmL82mseDg+sGc0BjFS2W6Ox+1JtT3Lv/JMxgxqFtgj/vsya8OMMTxq/JPAmmnpgPxBe+9fZfmmKOVSIDLxW/0CRKbMKrKIkBk470P7IgZLo+Av049Pz5VZWX5An/Vps9mc6xym0+/mShMP1tYgXY2tScSWDQ8Dj388cM01oosZa/2YueZat+CdgaPw+Jo1wPLlAIzFT34CtNoBYEtIqeE9KC2AiMtqph2fSll/PAUGQyuOv8tgyXMmq8x/EydvjQVzoUmSJsujMVSMNaO+FNAW56cyKwEF2jEPJGsLESQGLhFPRQEpicWSZFaRdcqIBwutEmMnPNjaqtUiSZNcT5U5VWIdYz+sTWLMJGGFWTq7f7RB09uppwI33QTMljGyHzPXXIsZtlx5PWb0mN81axwz58tIcixrS5wvlx1LvZckK5IpE2BLlFGnCOC0mLmcSaZEIkj1NMUaC+aY1OVNY81qeQXwEtcl+WeSI8BjGHKky7BOdmNrDJkov5KAVSo7k5mduPCCXAdJJq6Av0w//lhsnZg5JmkWAAAKnJl0rVxnjbGL26+di5w+5A58p5wCPPoo8OCDWdlnhPVj5ppr3YJ3LWYOAMb3Wjz4oANzEhiS6qVSKJnMS3lTf6eAYjfPghSrHLad5ZX858i0JZaScZs4eWssmPMmviCleLYEW0XlWkUC1V7auTIre/mHMxUm89YYskSMXS1NkZ0lNooxgt5/bjyYryMnPi2sm52HSl7WnggcZzFtpA85zCy930gfcoG5ZDkSyCmnuH9vuCHpbkZY6mXTt961buX0nJi5LZuB8fEJmVUoF9evAQwtZCMukxUzp4AtKU0DQymZFegOwGm+akBXOTfa893UcIrGgjkm7wH8ZtAYJO8z9kNlOcisU+ivlh/yS56yURIwTJSJ+5EEsZmyszfpw/biuQj7LATKaoMVlYOlmLlMRtCnM2MyK2NtmaStMnyCzMrYy06f/cuAgBl2T8X2uMe5f2fTZ700ZqFvvW0hU1Zy3VMxc49udMdXrJAnzKIcSaRSTRXwvzWQkpqsacdSZXOA21Ri2qQyJfWzNkllm2KNBXPeGAtC0zUGjsQgqA9cLjBkAIO8/DWZtSN3xsCAAQkBeIR1i21iwAP1hRGdPKTPWaBTAak03gR1mTUnfozWzUBYDJgUFlGSojWATGVW4dqUAtTQFi8Gjjpq9oC5qfS1b7Pbur3OKZnOGINNm9xvHzPny1XAI4mZi/+uqSOFwCw1uSwCS0LeFNCs+UwAuBKJOVm+i/b3ujUWzIXgIle6DMtW8gusWccPkVlFKTdHcmSsExl84vJhmyVQlSuz5sjOObGI7DpoAI6yXcp109hLKU1rjwZ447b6uqX2AFyulRanxKbJ9WHZlOUy06eeOnvAHJB+bvrWuxYyZSXgLnWfeGbOy6zSc0/bIrwfUoArLMvifkXfXTBjMdjS8sY+pyNmLyXz1uqP3yMZbe5layyY85Yb5wRwaUwyjX2hvpAhOTLGRoiZY8cAeWsSJhWy35rszORU+gWIAtbRHxP7SwY8+gWIBBCWrPSe8XWF9Xo/jFHLkVkr6cI1y4nJyRk0vZ1yCnDrrcDYWFb2A2o5zEHfetO6vc5a7Jv/e+NGYN484KCDqmUr4DEGJUQqZc95bj9SzPtUfAMJsKeEGzH/JWArBZCneu560RoL5ioxcwLCpyyLdJMyUCO8yMO/tRuyJI5LjZlT2CKRmdOARAazpbFLPj/9AkQGIAln2rmSo9TOMJ0CVmW2K14f4ovJozR/Zhwik/7D9rD2hvlC0wbYU05xwd+33EKzzCjLYXr71ps21Zg5NknftMlixQrAPzYsftdb+HyVsldhGcrOs1jYjIlcklnTjk+VuROYQw2Mppi9vszaYDDnTWN+KNCSpLHMF7MvozIqsa8EUyYycwlQIrVXkwykh5eBVU12lj6flZK743r9sZJzwa4D3SqF3BdSHWp8IuqMGmMRmfwe+pH8h22IjbECLI9mfkXrbJBa+zFzzbXpiJmT/BhjsHGjrW1LAkTgUQEa4TG2PZRWf/w3naSlWL2UxKuM9500LaYu4/lT+94FsxfX37QJXGPBXCgTVtIVxg5QpDHGmmmztsyXNpNZw/xMKsyVWX1+IM2WVfxrEp8gs1JGUJMuCViM8zP20tfNYumkerWBJ/ueCYA+q5cC7QSAj9sq1tulzMpehiec4CSm2fIliH7MXHNtqjFzjN3fuKm6LQmgy7Mqmw/5KzmV9kBvT9xuqS+sbs2fWMZwsJaKyUvFC4pgsQRsZsb99rI1FsyFli1pSiCCMWjKiyQl5ea2KStmjjFtsQyq+JIAY47EJz2MLJYubENOvVJ+LV0EeVYGeZpcq9YhMHZaHKLK5sbniJxTNmGQ7lXJSmbL7TbwtKcBP/xh0u0Bt5yXVd9607q9zqmYub0W2LLFdrYlCU2TZ2nMnDK2+bwpZj3Xt2QpVlCTSYEE2FPG1fh3Tv2SSWMkO94EayyY6zBF7IUap6cYqkwQFJaJ/TJfKYYhFc8mlS9ZiBD6Ev0ztkgANuJsNBFvVqvXM4KSTCwBWyvLqUxm9fUymV26PlrcJGUpCTgTWVPJT2KwDdO1ga1k0DvnHODXvwbWr88ucsCsHzPXXOv2RR6DsnXr0NmOZNtWA2vdFj2hafKsGjMnjDHMT46qkDJNBi1l7rR3lOg/xRxGDGqSeSNjLau/CdZYMOdNuykYO5YjaWlgJCfOrpJfk1nJTavFkEmgqiRGr9IHaYECaSvLL6YHMy2xXjKz08BolsyqyOk5dVR8FbY1zM8Wj8T5VdY0Smdsc85A7u2cc9y/M52d68fMNddiaTOXqQvzbd4CbN1qcNRRwEtf6tLWrXMen/jEyXGuU48iz4ZSaQz0kiCIlI2PS31JMluZdefk9XXmtI2VL2lfCuyl6u9FayyYC5miSnoAUuL8AJ+xiC9aAYxUyihxA1lAUgv6B48h8/5yWEGtbi0/3ZoE5AsQ7Lxmgu3K+RYYuCKZVbkvpL/DgZ2xedK5i/OH8nuOn84xxl5mDOg5ckZoj388sGgRcMUV2UUOmPVj5ppr3b7I/X3ynvdY7Nju4uOuuMJtx7N2rcHQMHDyydUytUkTOOgI/26ZFl3ZL5WNLXy+S5mxElaQ+lSeL+19KJaPQHepzBq3L2fs6zVrLJgLjcmBKelK++1NAiM5rFmuRKRKuQQYAnLsGmtv6CuVHvoR2SWjfAEiQ2ZVAQ/4dctmCjMGqBLA26kjs01SbFxKupba6vOnrGQ2DQADA8DTnz7zwZx4jTIZmr7NbovlyVxGNsx3xx3A0BDwwQ8CO3cCV18NrF0LHHOMRbtdzS8xdKGxUIcs9iwoq8m50t8lzFiODFopTyaQKZ9h+dRxzZIycQNZ+MaCOSZRxXlCo0wRY64I48RirLJkViI5SnFi0jEm5XX6p7zcJUYtzhP6kdLVrUnIA8mAkNhfAp7FTYMhSzCp+4JK7cyXAM4kQMpAG/OTak/4WxvYS1mMc84BVq8G7ruvqNgBtaZJLk23qcbMrVtn0W4bPOMZQKsFfO1rwMMbDI45pppPqk+TUpMya8ROVY5NUWYtAntkzKqUL2D2YjAqHi+QeWvHBbDbtGe+sWDOm0gHoy5Pshe2BqiSMqvCHuQAxvAYS2exDRKokn532kpod4kt6rSpBESy863F0hFWSzJVbs5kBDWTZFYm2cdl4rTaQMpAPmSQX/ETvmTIbDo16Md29tnu3x//WM12QC0nHqlvvWkVpoxM2Fg5ay2sdfFxrZb7JvHppwMXXeTyHHNM/XmqMIEKOJOOpZQdbTKm9St1r6eY65TMqk0gtbTc46mYvBRY7cusDTJNotJiwcT8BWAkLK8xPLlB/6ytqQdNkjs1wFjzqcUQKkyb+mF7AkgkY2BR8uMHdCo3k5c+GwzYIKwBCCqPCu2WYmnUe1UBqikrBa0AsGoVMDjoVrXOVOumX33rGwA8+iiwaxcw0Hb30DnnANu2AbAGRx/t8rDxVmSIyISKraQP86YmY0zCDdsk+s4YG0pi4uK0HLAV1zUl5q8/cWsumPPGpE6AgJfM/EAajEg3r/RyDgeIXBAR1k/jtTIAoxrfJ7CIanzXBOitfUReihNT4hLZedXkUY2By4117MTIMKldO3fSvSEAUmMM2q02xveO1/Nr5yiRrg2MpXLE4CCwcuXM/6xXP2auuVYBVwUxcxYWDzwAwFi0JmLj/Arugw8B5sy1lfxAPkMmgRtpQp1TNmxv528FTCVlygRrGPuP29SNpJuMqStk9voya0MtKVERmjeXHdNu9JwZT67MyvqQAnpsLzOxTRLAJKCt0iYCMBnYktKmgymUZsusXo0F7ZRRBg0prlCrQ7oGbdOmi0dy5FSftzazJ+e4G9Bz0knAzTcnsx0wK4kP6ltvWbesjL/vH3jA/e2Zuac9zS2GOOIIvno0TNfuPU0K1ACX5LdUZo3BnlYmh/lKsWGpeMBazJtWvzBGpUKDmsbGNxbMeVNftAXMB2VriMwqsUilMqtWd6d+Bj4FhkzzFdbX6YPGRhHWSf0CRGafpVg9X2fsJzzGZqI5oJYN3mGZXJnVp7MBq2VaGLfj9fzK9ZdMu5ZhuyWfKVu1CrjrLmB0NCv7ATHtZdG33rZuX+TWTjBzmFy1OjIC/OAHwFlPLQ9nCJ+vHEDEymrtpcdSzFbiHGlgLTVupCTTbvqWApva8Zlgxph7jDE3GWOuN8ZcO5F2sDHmcmPMHRP/HtSt/8aCOS1uSUr3prFjFf8EmMXlGKNSaythzZgfjf0DyBcgNMCg9IPGxpHzR78AEV+HVJ8lICyBZ8irWSVWS41/gyyzMlaQyawpeSKWWVXgKd3DBAgz64a1WrUK2LsXuP324qL7xZgM37fetxhA5V53/yzFzBwAPPWpwMi8SL4VgJoWMxcfy2GPWNmwvWH9ub61cCGpvBiTVyDDxu2Nj8fXKQvspQBkF+PafrCzrbWnWWvPmPj7bwB831p7AoDvT/zdlTUWzHnTYqaktKK4AchybYVdSjB+lbqngf0L28Y2rMzpRyghMkatFhsHvoqWMW0iHS+1R4ml8+2J8/s6ankJo0l9BbNCythlSNH+d9u0K8xc5Vpmxv3FQJgNbFLbcmzVKvfvTJZaUxJW33rXur3ePmbukCUW8RBAGfDo+YsZIiazits0Ia9s2F5WbyVfBjMW1x3Xox4Xxu6cSahmJazlLI6PPQ/Av0/8/ncAf9Cto8aCOS2eSWNs4t8ABx2hz9horFMCIFXaqrzMO+0KZ4/RgCMyjJkyq+Q/tw+1lZoCCMthlyhTKMQPqhIo668mYRRIuao8Ht1XBo6ZY+xl7IdNGKT2sGvVzUC7cqXbumGmgjkG0vvW+1ZhrArkdf98PPAAsHSp/LxIoC3FkNFjgkqRWzY+Llkypm0KMmvqeA4znoqZS8YTFjB/M8QsgO8aY35pjHnVRNrh1tq1ADDx72HdOh+YhgbOest9yUtgR5MhO/Jh5uIEDbQxyZEBsFKZlQHDVDqri4EESe6U/IQ+pNg7idViLKXYfnLdmFyrAWGNFaT3khLP2DKtbJlVzENkX8m6HQCHh4Hjj5+5YA5IPwN9612baszc4cdbbImOaeBKmzRVxg5UAU+uzCr5jY/HbU3JrJrlMF8lYCtVPlV/nJbD/B0ANn7Ax8JN2EXW2ouCv8/fUslbAAAgAElEQVSy1j5ojDkMwOXGmFuntfLpdDabzM8EKHghsxCNiRLzazKrULf68i8AkmG7cmTWsI5aXpZOGLhOWwXWKZ6Ndq4DkxBZ+zMlj7BNOXJtp18KMMtlC5mETIHwxO+2aWNs71i9TdI5JRMGJvum2lxiq1bN3O1JcpiBvvWmxaAr97qHMXP/31nAHUIeCbQx9SP0yY7lslspJaCbZzg1SdSkSzZuqscVGTjVPq0u39YYKB8A2xPEwtXMWvvgxL8PGWO+CuBJANYbY5ZZa9caY5YBeKjbyhsrs3qjcmPmC1KNc4MMzGJ/tboViTJH4g3bxW7qWrxGKfsTtomdP8aQkfy1vCRGUWIpNXDm65D81/qVCPoV8xFWsCLZS30msXSxzKqxnb4fqXR1Bk/u25StWuUWQOzenZV9v1s/Zq651u313rXb4uGHgaWH18dnDZixmLm4LTFYS7Jb/vlFemuSIuZKeb/llI/TpPGlqDyEeMEC1jJuP2vTgTJjzIgxZoH/DeDZAH4N4OsAXjaR7WUAvtZtHY0Fc6lYrdpvhSlSGT6JKQoBCQFILH+cLuUP2xXmiwcVaYFCthwZMGpimyRgI8isOYCSsY65sX3W1lezlgLk+NzlSLmhL6l9Nal4oqwkszI/2j0ctycnjqzkJXjSScCePe5j5DMN0PVj5pprGghTy8Fg0yb3+/ClZGyZxpi55BcgctgrZZKmpZXKrHEZcaxLMGMlzFlS5s2I35thE7jDAfzUGHMDgF8AuMxa+20A7wPwLGPMHQCeNfF3V9ZYmTW0HJACyAwSk1PZC7jjKyWPSYBRuUEladGXY9IAo+5raQrjJdWtxcaVyKwGBjDCDI4BGxajCLIAQuiXJqeH5eL+i760mBGlD/Fq1rDOXDk1dc1YO0vsvPPc7vhveQvwhS8AP/+5+zrETLF+zFxzrTOBLbzuGze5/IcfDpi7OfM1LTFzRv5OtVRWmtCnnu8ks5VizhLjF/OVU146ngPQ1OMFYHF/m7X2LgCnCumPAHjmdNTRXGbOytKYN40CZzOSXJk1FWRfJLNC70OJzMqAZNyOTn7P5BF2MWdrkrCttTQCzkKfsY9cmTVLHldmntkgXDpHicDg2j5zRGZNxRVK7YlNYzhTtnAh8L3vAe99L3DddcCdd3blZp9YihnoW+9at9fZwGDjRvebMnOJsUuLi5Oe9dRYkHo2QxmW1StZDnOnyaCsTq3+1HGWl7W/BCw2wRoL5rxJNygDYYACwMjNpcmsEmBkL/8Ui6TFcEizVGlWWNoPlcFUAKa0NUnYn0rfBLYrCZBi8CzIrJ32E7CoDTZMgqUStSKPSn2IP+fVaSuJsWNANWyP1pecNGbGTH67cqZtINyPmWuuVWLNCsDdxo2uHIuZY0xZ+JzFcmTso+IvE9CwmDkWRpGSKVkaK1/qPwn8lPeuVCaHpSs5t71ojQVzFRDBYqbIyz82xvBpMqs/nlNGA5gquygc876lrUkYs6XFxrHfIlAl8qsGVKQ+h/2o+ckEZ0l2VBms2KxWA0a0TUSirmwaDNImAma9H2nwlyw1w03ZypXu39tuKy66z6wfM9dc6/Y6G2OwZYv7DuuChXnqgS+nAQc2oZLeP9o4O50yKxv3WPkcMJgDILPbR8bxSnkFIDaRhU+COWPMCmPMD4wxtxhjfmOMef1E+ruNMTca952x7xpjjiDlxyfyXG+M+fp0d2Cq1s3LnEmglfzKrILFd6UeniL2j7Qr9MU2rJyKzArIIDKUBHNWaqZAYZin0l9hgBNnfQHDFxuNQwtnyon7IdU3aWLg88Qyq/cR+/dtOlAyq7fFi4HDDpuBzFziZdW33rUKg1YA7rZuszj0UMc4S2ODNDGOGbpYrkwdo1KpwPxp7amUTcmcCbAjlo/aXsScCX2XxkRWvla/8u7U0nrZcpi5PQDeZK09CcBTALzaGLMKwPuttadYa08D8A0Af0/K77TuW2SnWWufPz3NnrqFL9SSGDjtJmcSGLupmC/68mfxYIKf8OHJZapEgBmAQuanUq+SX+wbyhjB0FdujGKnvyzOjYDC0oGS9lmoO67Pt8PA1GTWSmwcAfOSz4rMqt2DiRl2jp144gxj5gh72rfet/g6j426RTo55bZuBQ49lI+Z3qTxlpkEAMM6p1KW1Z9zr2uT1VKZVGpfacxerX1a+QTz3kQWPgnmrLVrrbXXTfzeCuAWAEdaa8MNskeAKU7vD5BRMBK/OBkDR4LQw/TY/Eu7ZVri91GLZFYFMMasTVhWW22aI2uGMykKYASwqH4BgjFcAuBhcoTIUvqYOcGnBqiZUcCrANs4nYE8JrNqQDjsf6UPQsyP1BepzaW2cuUMZOb6MXONtXDM277d4J//GbjyynS5bRPMHPUryJ4xyGOgiE4yUfcp+c1tj3QsxZylfEtlNGZMU1RY+zSZVGTeFGaQpfWyFcXMGWOOAfB4AFdP/H2hMWYNgJeAM3NzjDHXGmN+bozp+iOy020MIDEJDNDlN5GVMTIA88cGWgO1VYsldWiAhAGJzgAEebWpZEkgKYFYBWCKW5MQpi1XZvW+KRglTI0G2nLBQIUFFe4lVl4CZ8CEzBpvTVLIzOa0uyRPyk48EVi/Hti8ecqupsW0yUffetuq0iYwtsv9/sAH0uU6zJwAPjQmjAGyOK80HmvseUUujssWqgc13woY0oAX88+AKGtfylIxdXFeTYZtgmWDOWPMfABfBnCBZ+WstX9rrV0B4BIAryFFj7LuExcvBvCvxpjjif9XTYC+a/fs2VPUiamYdtEZ08YYHqmsyBT5l7ZpY8/eal9VgFQa9E9YG4BvWMliEXLZKJ9WY8ICNpLJ16Fpfe60R7oOAjjzAzONc5P6qwxWGmDMkVk12dzLrNLWJNJvEeQnAHWlPkV+LrGZuAgiRxrqW2+av6fvuguw4wbHHw989avA6tV6ua0pZi4EbSRmLrSKMlIwDnu/3UqVqTADNlaFxlSAVF6WpvoXYua6AZgsbxMsC8wZYwbhgNwl1tqvCFk+B+CPpLJ28ntkdwH4IRyzJ+W7yFp7hrX2jIGBfb+XMXuhahIYoD8kOSClUzccMxeCuVKZVQMe2jGfXtsiRGO2lBgFBvLY1ieStCz5kVgtTWbVwKvI/JH+Mma24ktoa67MGqZJICz+nJfPzwZ3CvKJxC61Y6p24onu35kitU6XfNy32Wfhtb/2WnfdP/EJt6H1v/4rL7d33GBsbBLMSUyYNy1mTos9k0IfwmedARKJKQzrFcGUxmylmDMJ7JWAKYWdZP7j42r7CKlSqbNhz3zOalYD4GIAt1hr/yVIPyHI9nwAtwplDzLGDE/8XgLgLAA3T7XR0205L3MWn0SZqwyJbqA1IMppcfmwTRSosJg5MmukLJIEPAio6viRwBYBPOKWKAUya2i5MX+SxKbFs0n+2WBdaxOZTTIWkcUViluTFMRSSn1jA+R0DHrHHQe02zOMmZsGxrFvs9P8PX3tLwHTAp7xDOAlLwE+/WngkUfkMqOj7v5gCyAAPubE9UplUmx+CpDlAMPwd5HMOgXgJh1PldHGMql8Dsvel1nTdhaAPwVwjpncYuT3ALzPGPNrY8yNcB+N9VuWnGGM+eRE2ZMAXGvc98h+AOB91toZAeYqQeUFIIwyOQrDI8msxrid/ivMnAKQaN2Q62YPqn+IJBlUOwciOCMMZorhExk7IoOKD70A/sJ0yaTrzJg8dk7jdsS+qNypnSOhbklmLQH52iAdG2OgS21oCDj22BnEzMUz94YN7E22cMz45S8thocMWi3gjW8EduwAPvYxudzoKAAEzFwiZq7yd3CvVUCF4sMfz2HNc0KBtHpKmTHJd4rt1vpdypxlgVHyzpLqb4Il9Uxr7U8B8Q35TZL/WgCvnPh9JYDHTaWB+9pUgERenKGlGB4t5iteABHWHfuSWDMtLq/SDzIjpF8ZICCM9SOnTRXAE4MwBsAEVivVHl9X3CYxVk/rr8RcBjEyqRl66IeBc9buXJlViyvMAaQ+33TZypUzh5lLzdz71vu2aRNwxx3Aot93f598MvCc5wAf/jDw5jcDw8PV/KM7A2aOPDdJdk1iqMCPxWOJBpgkYKgBslKAE8ukKWYsRXyoYE8Am5pMWytPJvla/b1uzf0ChJWZHArOtFmAwPBUmJ+YNZvIx2LmxDo0ZkaLmSMPfE3uJP2u9C9mowjYkoAEk1k7fRBAntR+xqiFsXQ54C91nbWBTxtIxD5kgjyfV5NZ6b1HXjJxvyTTXjYl9tSnAjfckLcFxP6wnFCHvvWmWWvx858DgMXw8ORz8OY3u1XXl1xSL7NzFIDRY+YklUOLbYvZu3gsCCeZ0rioSrSGP985wC3FjGlpyePCuB1bkhmcAnPYl1kbalIMF5AJUjQJNCWzmrrMKgIbUkcI2Gp9Qj0oP57lSeyPdD78MSpHZuaX6lWlSIGlDI/lxDr6Olj74/56P4AMzNjfksxa8SUB5/jcTaTHMivrmwZ4pd9sAJ6uQe+CC4Dly4FXvxoYH0/n35eWetn0rXfNPye/+Y37e2ho8tgzn+kW63z+8/VyFWaOsGjeUuNB5Vgi7o19iUeTdaV6UzIo883yptSEkpi7OI0pYqx8Sibuy6wNBnOVmC8y68lmrpS4Je2mEhdACACGyaxhe7TBR3rgcwFj2Me4TaG/OG/u1iRUQmYxYAJIreUhIDILIBOAFPaVDSQa2M4Bnv4cxfvMqXKHFq+ZKbNqL4QSGxlxe3ldfz2PS9qf1o+Za65ZWKxbBwwNW7RbIUhwUuvPfgaMjVXL7BwFTMti8WKfNw88aaArfAazZNYCqVB7VrNkUDK+Sb7jcJicMAZtMlwKJmt1ZUzWmsbGNxbMeWM3LQMpAGdZmG9JAjUQmLmMmU4OUAnz5cqs3o/abwEw1NodnI+crUkqbSaAJxVjFvoWzwXkWS3zrzGCvlxOGpswpMCZ9GUQlRUmg/qBkBpe8AK3cvDCC4Fdu/Zr1RXLedn0rTfNP4vr1wNLltSPn3MOsHMncPXV1fTRnQbzR4BWq1zWZM+ZxMTFf3fAHhlf/TFxjGH1Ku+juF5mKbYrFVOn1Z/yr6kcUp059fe6NRbMVeTUHJlNk1MF0JYjN4oLIEpkVoVF6vhiMmUsdybAhspGSWBImBlKMXMdaZkxocIA0vFfeL5z/UvnJLZsNo8BZPA+azJr7Zyifg9LrCnrSyoup9SMAd76VmDtWlnKOlDWtFl6081ai/XrnWQaP+PPeIYDbFdcUS2zcycwf0E+wMmJmQvLsLhWNZ41IdGG9dbKFrB6YrxeglzQwGdcpgQYSsdjY6qG5rPXrbFgzpsqvyXiJir52YucMEWAsAAiqDvOr7GFWh3h77B92pcYcmVWTR7V/LCVmrEfxmx2/JPzHZu1wrdZFf8icIoG1RxWkMaxheBPuAZMZtWAec4Eg4HK6QY6z362Wzn4gQ8AB2o87cfMNdf8fe6YufoNuHgxcPrpdTA3utNg/vy6H+nv3Ji5GhMX+YzHJSZlUnUiLJtgtmplleMpZq0UDMbtA9ITLI15Y3Vq9fe6NRbMhWCEMUuxSSwIIIOIVECsf2nHMqtWR5yeZKOE/nVmkyALEcj50PqUC4ZERk2jyhkbpSwGkPyUyqz+GEtjs0qVgZP6Rvy0jbw1Sdy3Dqsp1OvrSA3okuwzVTPG7el1003AN8UNjPafdViRhs3Sm24WlsqsgJNaf/5zYPv2ybSdO4H58/X7hbFrneMSQyRMpjtlg8ltapGBBAxzZdbSBQpxmemIuYvzMpVBOi61tS+zVq2xYM5brg4fynLZYISARW/sCxC5MmunDi1mTmNzckApAXk58qh0bqYqs1baVnC+s2XWxGyQ1q3FUyqzWCZFVzYNhnwNUj5zZvbhsekEPC9+MXD00cB55wF/+ZfVl+aBsiYO8E0096wDGzYAhyyRJ3LnnAPs3u1iOy+5xC2G2Bkzc8pEJwZt0oQZ0KVRf1wDZKpEm5h4lTBfYt3CxJEdF/1rYK+LSaMGFqW0pk3g9v1HUGeoVWLmJLaDgR3Gvghgx5cRmSIjb03iy9TyC2xhTsxc3D9v0qpS6Xfsq5KmMJia7MwWRuTGInYALDnfsUkyK/PP2h9LITkANmyPNAstkVklOb3jR6tXmdl3+pIYlLux4WHgmmuAd74T+OhHgcc8xrF1+9v8OWqa5NJ027bdYnycM3NPexqwaBHw3ve6v++7D9g1Bows4OAJIOxacH9pDBYNFyHPaIrx09rJxl92PIfZKmLeEsxgXGaqYDFH5u116zNzDAgpN2suaNMkMAD0CxBxHd6XlM7qloBeDEjoVwZY3Rngj50PPxjRrUkyGcGwrXF/NfDKZm00XZk5Sm0VwXZG/KB0L4kLIBhwnm6ZdRrZq0MPBT7yEeDII4Ff/Wra3GZbihXpW2+agcHWre73IUvkVaAjIw7A3XuvWxDxz//sSs4fqfqJ/Vb+JmEXMQMVyqySTw3sqexZBPakttGyZGJXqbtUZi0INUqNMymWraZewVIg3BRrLJhjrIbKdigsSC74838bGPoFiCKZVYv7EkCSb6ckd3p/Uj80pk1Kl7Y+8X6kz4iFbYj9x+1Jgbba+Z4ok+O/0h5ltpozc2dxmVqsmz93WSuNFbnWtzdndrqv5YhTTgFuvHGfVkGtHzPXTNu61V1vxswBwMKFwFFHAX/1V+7TX0B+zBwLa9GkRaA+vsbPOssbg5W4XqmulNpSIrPG7UnG5CmTbamMFNecipmrpRWU70VrLJjLsVQcEqCDNgb+AHczxgsgfLoms2ZLuYlZlSR3qiBJYc7itvr02l5pAsirMHAZzF/YHia/Sqb5D9tRyc9iWeLrAFkG9e3Mjfvzv2OZNfSTPcGIzoUqx5AX1HTZqacCt9yy//edq70MGzhbb6IZY7Btm/t9yCHp6/7c5wKPfSwAazCSiJmTwFMKsBXJrAogkeopkVnj46yenONAWpotWcCQc1wFg32ZtblgLmRHclmTME9oIsNHwA4w+RDECyBSN6cWt8bYKI21k4CEyMBBllnFdMuZTd8PtiFupf1WYbWQuD4CUGP+4zJh/FucP+yDZLkyRYX9FfoWy6w5wJkyCcrLQOvLdNopp7hg89tu2+dV1SwVM9i33rQcZs5bqwW85S0ADHDwwQrwCscLYbyVyqXCGCoyqyIl5oSaaPVK+ZMyqQLwpAlt7Et6L2htKZFJU2NZEydujV0A4S2X7WDsixbbxeTD8KUtbU3CZFafJ/5NgVPMzgR+xC9AEFDF+tepWwKeCgjLDS5mbJSUPwu8kusjDbDep5Q/PhYOVOI5zQTUvo52S9maJEeKJmwnsxygOhU75RT37403Ao973LS7p6a9fPvWu2bgmLmhISel5tzT558P/HS+wcEH6/mkyUE8xrJJV268c+yf/R36jH20TKvG7ufWK9WVAqlxWg6YSj2TyZg94V1Y4r/XrLnMHGSGR5NNAT4joLFmykNDvwCRKbOGbZIAo9SncACS9pmL88flwvwd8FQAMMXNezU/wvUplRwthE2DBfYu/LdEZvX91c5FXJd2z8QDMTunqZlxzkssNfufDlu50r1Yb7hhn7hXLcVM9s3Zo48Ce/ak8+1PW7eue2l+6zaLww8HkDGZ8TZ/fnUc0OTTVJhGp4ziA6hPqkslWvb33IG52Ll7J22f9t6T0kR1I/GulCbbrO1xGESKWWSqhla+162xYM7bQGsAu8d3d/5m4AKQ2ZFQMt29N/IjgEVfxhhhAQSRWffavWiZFp0NaZImAyXiqlKSn8XSSUxeJ12g4X1bxVW0ysPL2K7QNFnb94ENaLW4lQQQklhbny7lDfPEJrVJkllFtjMB8kP/9GWzH2JLBgeBVav2/yKInJjBvjnA9LjHAU9/OrBjx4FujbPNm912NiedBHzxi0DJPMPHzDkwV1Aug8lOTfBj0BKWYepJZ9Ng8r7xPti7RLK5g3Mxume0RhZI7ZJMfA+EYCl1PANMJc+1xhwSUqXEf69ZY8Gcf0HOG5yHHbvrIxiVrggjNDI4gu27qjujMpnVlxEXQPiXc1DHXrsX7Vbb+RJmQ9pDrsV3ifu9MaAiAIm4HZU2kZiJ2gKIlJ+Y7UrEFUrpovQRMTbSgMt+iwOJBPQJy5eS08UFEATwAnwQi/3nxNHsK/bqQK1o9f3ftRsYH2/ebD3HvvUt4MEHgauuAl74wkmGzlrH2O0L81uHMLv6arfR9M6dwB//MfAf/1Hof4KZixkfzVKypgau1IUIytiRmkylAA0DZC3Tqr3bNGYsblupzJpi9mr+4zFRiJlLyrBkfM4t32vWWDDnbWRwBNt3T4KwSmA/kdJC83niB0eTG32Z2gKIsExQ9/jeccfMKbMhbcYoBecymlpjtuI+UAbT5G9NkvKTy0Ym4wclEC7EvPg2pmaeOcCz44vUXbsGmFzxS7cmiQFygjXNGdD2x6B3yinA2rXAL38JrF7t/t+8ed/WGV6vr37F4vOf37f1zVb77GfdnoAf/jDwjW8AZ5wBfPKTwFOeAixbBtx88/TW973vAQcdBHzoQzzPVVcBxgC/+Y1jdf/pn/LZOQODbVvLmTlAZ9FYevicaXKf9JzFLDwtKzB+Kd8jQ9V3W05fwnaw3Q5YeQ2MsYk3rZ+QKVr5vszaUPOgbWSozqgBAiPE2KGJh0x6cFIyq7gAQgCMe+1etE27KC6PsULet7a/EQWMZCAT2xSDNgJUQj9ZjF3gv+ZDOd8aIyj9XSKz+jTtXFTSFUZVklk7/slsU0tPWdiXfSlLPP7x7t8zzgBOOMH9/9jHulWu+9KstdizB3h0I3D11Qb33bdv65tttmkTcOmlwIteBLzmNcD/+38OZP/3/w488IBb6fkv/zK9db7vfcD4OHDBBZxxu+oqJ/0edJD7csgNNwBXXJHn31r3BYjDD68zPprFY5PEokl/p/KFADE+FrLwqbizlMwaH58/NB/bdm2rlfF5NbBVm1CmYu5ywJYWcycwqEk2UGn/cHsYO/fsRJOssWDOW42ZI8HpAGdZOn52Vf1Iv0MTv80qAKdx65i5OD0uU0tXYr/ij7mzhQUpqVDqn5dTJdBW+1QVOCPIpEhN0pTa432FFvqpyKwZgFIbdJh0kAOQmcxKpWt/7rRBLgHU4vt2X81of/u3ga9+FfjMZ9z/b3mLC3D/2c/2SXUAJvuydi0AWNi9wL/9276rbzbal7/svkv60pe6v1/wAuDWW4Hvfx+4/Xbgv/03d73WrZue+q6/3vn+h39wMXp/9mfAPfdU8+zdC/z858CZZ7q/X/ISx7J94AN5dYyOGlhbzsy1jQ6swnQ2GdSkRelvaeIW5tUWJ6Uma+GznTNZDdNYqEdoJYsqSmXQrOPxWBi0f+n8pVi3bZpu2llijQVz/kUrMXPai5aBAs/MVV76ZHGCL8MWQMQslY+ZE6W/ALDlSHPepHg9qX9hPWK6ALYAiH3zfZZYp1qbg3PB2kOlS+l8l8isCgsWt69TRgCenXRNEhaupwi0GeBlMqsg40rlF89ZjE2jm2g/p8taLeAP/sCBhpe+FPi7v3MrXC+9dN/V6dnh++93fy9aZHDRRfte3p0ttnmzA0grVzrG1NvwsPsQ/bx5wBve4NjTj350eur84Afdp7Re9zr3gXtr63LrLbe4tnkwN2cO8NrXuti+nPtl+8Rw7sFcDkMNTACYUPIUwi8kJkyLrQMCoCeMJ/GEXotrk8ZCbYyK1aIU8xWaNAbFbUmBtdhSMmgqpo/llWzZgmVYu3WtmqfXrLFgzpsUMwfoMwP2UA60BjA2PlbzI5kxyhcgojJsNWvYDvadV8Y6SRsWU6ZNAluKbGpQ/1i8t5q0TAAsY/6YFJ083wKzKJXXFo6E4I8BT6kOVTYVBsSWaXHAm7HAIuxzykIwtz8DhufPB84+e9+COX8PrlkDABbnnecC75//fMcQNdlGR4HzznOxix/9KMDejSec4M7Xxz7mGLOp2ObNwOc/D7z85U4+Xb7cLbj45CerAPuqq9y/T33qZNrrX+8A5wtfOHmc2fbtBjB7Owsgci0cE6VyYaiGtMhKSk8BsvAdIC4iUGL4UiESKZm1Uk9UPh6DYrlaHPcLZNC4zuRx5dx02hf0adn8ZVi7rQ/mGmGVmLlcmZUE3vubaGRwpLp6iLxMffkYgLGb1y+AiNPDOlSQFM4mjZw/PC6ySBIr6EGb0Aepb8YYcdGHxjpJbFfcR/+bgVEpVsW3X+qbFiMYHo/9sz5oDKzkm8msDDhrs+TUy2x/MXOSnXsucMcd++7LEB5EOzAHnHaqY+Z+8xvgCU9oNqB7xzuAH/0I+Pd/B37nd/S8z38+8PDDDvhNxX79a8fy/e7vTqa98Y3Atm3Aq18NnHyyYwk/8Qn35YbHPGYy3/z5wGWXAUce6dqjbaHy6MNtwIy7T3QhP3SAjYne4v0fc2LmwthhUSFJyKzeYrAilY37OdQeqmy7JRmbwGkbl0t1l8bMJZm7jOOadLx4zmJsHm0WBd9YMOdt3uA8cQEEIL8UNbYjlGzjF7YEPKTBo/NyjmVWU5dZw/aJIIkAjE5+AWy1wBcohNaJ7zLyd0RZ35i8G/cnjB+rrX4VAExYN4srpDFwBFSpTB5jbYU61NhIYfYaSxw+/2B7sLZgJvQV549X2Um2eM5ibB7bXCm3v+z3f9/9u6/YuZCZGxi0mDvPBfZfc41jma68ct/UO9PNWuALX3Dn/0UvSud/whPcv9de6/597nOBv/mb8nr9qthVqybTTj/dxVNeconbEmXuXOAXv3ASa/xYHnYYcNFFDlh+/eu8nofWtzF3ZBxLl5axzeHEVARP4fFogswAW026lXxa+XjoV7Kh9hB2jfNdlcNJpAS2auA0qJttXM7aXVo+7lvqeGzain9AHnN73RoL5jwDN2dgTuWBCJkiGrROgtyH2ztjdKwAACAASURBVMMdmRVIzwgZYxPfqH4BhBb3RfesIw8FA1WaXCstmKgxcwTAVNKlDXGl+DGY2qbO4bHQNPBqbX01K1CdWXcG4wRr5o9JizJYH+JzXWE7Y5bXD7IC2ykN3myBBVAH2lKfFs1ZhE2jm2CtLZKkpsOOPtptWfLlL+8b/x4Ur1kDjMwHWhP9P+YYBxruvHPf1DvT7de/Bu691zFcObZqlYtb++UvHZD69reBT3+6XHa9+WYXh3fUUdX0iy928utNNwHXXefuh//5P2Ufz3iGk2c/+1lez0Pr2jhs6TiVjplJE9Oc47XnLGawlEUVGjNXKSuoCyVgLm5XVt0k1EM6XgN7UvnovOy1e+mkWmsbUAfJsf+4702wxoI5b/GXG7yxpdmM+fG+pPgHAyOyZoxNiwcHvwBCWy4ugSSgyvKoTJ5nC2PgMeFnsD0onqe4rR4MSwBGZewEPwAw2KqzURLg8SalW9g6w6ecC2nWGvdZAshstsgWfbABSZJZjTG1wZuucg1XxSoDIuBeCON7x9VZ8L608893KxevuWb6ffv+r1kDzB8JXxrA8cdPXTacreaZUM+MpmxwEDj1VMfM/fCHLu2hhxyDxuwf/xF45jOrnwi7+Wb3RYdW9NY57jjgT/7E1dNuA//lvzi5VbJWy61u/fa3gQ0b6sfHx4H169o49LAABGWyzakFEIy5i9NLfGrsWer5HR4Y7owHLI5bAzSVGEGhbm1rEpGZU1bDigv3hEl0bvna+yI63gdzDTL/kNfAgpWBFjD5kpdWGgKoyWA+XXqZA5xNi/P7mLnUTEpaTBHXwWLsQj8SiInjL0LwJwEV1me2UbLmR2ynBHgEIBTWK62u9b5iEK6eawJURYAsANgUe8lmtTUwh0m5XgpGjmf2zEKgnhtfNF32ile4j6F/4APAmjXAE5/o4rimwzwgd8xc9aV+/PHNZeYuvdQtJli2LL/ME54A/OpXbluRefMc6GLyuLXAxz/u9oX7X/9rMv3mm6sSa7f20pc60CbtUbd6NbBnVxtLDiuX2FLPSw4zFzNoSZ+xzMrKCrJvPB7Ex1OARgOa0mS2JGYuxex16lcmzCozKMRqh8f7YK6BJsl4mjTGQErsK7y5GfCgbFpUt4+Z02KvKEgioISyggRUDbYGRUqfzZAkAJNi7JgsK/oh/WLpg606sxguBonjWhjQ0upgrCNb9KEBcInhk/oA5EvmjKGIJzT70xYuBP7H/wC+9CXH5Fx7rdu2Yjr2NWubNnaOjWP9ercdRjjYP+YxDsxNdYXmbLOHHnKfyjr33LJyT3iCWwn8+c87qfNpT+Ng7qabgPvuAxYvBt7+dnctt2wB7r9/esDcyScDp53mJgDf/3712I03AtjbxiFLAhCUuwAiJ75NAD8ag5b0mZg0phY4ZMfMFYBTf0yLSUsukBD2ExXrD2IQtfJS3zSw2QdzDTL/kLOg8twXdjhYxA9PmC7NIujLPHrIfMwcA5gAZ/noFiEsP5E7h9pDFSARgr+SrUk0xo4BIQpUiHQt5WfXGZAHDrZtjJSfsZQh60jZRSG/OCsmMmvnfimoNzY/CdmfW5OE9rrXOenz3ntdgPvOnW5/s3e+0305ottvurZbbaxdNw5rgZGRat+OP95tz7G2IbsX/OY3Ts486STHnJWCOb8P3ebNbkuZc891oO3CC4ETTwSOOMJdq3vumVyc8PWvu3P8tre5veOA6QFzwOTedL/zO8DSpcCKFY7RvfFGwKCNRQeVM3Oa7Ahwlk1j0JIxcy3Zp1aftySYM2lmjoG9nK1J1AUSiZg3Xz8DbBpp4v1LakdYPrWSt9ds4EA34EBbHDMXyqx001tyA8YMR0rSrNVBJEe/z5xGPTOWL0zPirEjs8zBdp2ZM+DB+lLfmOSY2uKkJi0K8rFvD4u1kNin8PrE56ib4GAmzbNFH20QUEgkDDZ4s1lq27Qxtneslj82L7POwZxk3n1hy5e7rwwcfrgDCnffDbz3ve7Y/PluK4srr3QLF0qsbdq4/wF3XkZGqjN3v+3F6tVuuwvNxsbcXmxf+pJjpo4+uqwdM8EuucTJ2Oef7xYgnHZaWXm/CGJ01G0ovGAB8OY3u82fzzzTsXWf+5zbD27dOuBJTwJ+67eAP/9zJ7Uee+ykn+mwpz/dfani4x93QPWaa9znyFatAg5b2oZppRnp2OKxKSULSjFzNZ/RClgpZo4xd3E8nSazSmCvtgAi7k+KFSyQWWP/bMLL6o/BovSpy1r7lPoHWgPYY5vFzDUWzLGYOW+5jFZID4fAsAacmMyake4XQGhBoRrLJz3Q2pYi0kM81JKD71U/JE4wp94QVId794X9ZQs+cpg/7fqwxSnUV8DmSnXkgnlfd8u0YGErA5waM6cxf7s5K+AtfAb259Ykof3Jn0z+/tu/df+ee64DDb/1W8DznueYoDh4XrN2q40H1rr+zxOYOcCBuWc8o172hz90zOADDwAbN7pVnICT9mbjJ8EuvdSdx098orvyAwNuEcRttzkg2G67b7Yec4z7socxboPhv/5rl//d73b/XnAB8JGPuO+xDg9PgrrpsDlzHHgEgLvuckDuF78ATv9zeQuRlLGtRzrHhUkfwBWZThmy0tUfZ+xZagFEPCZriyuof2UVbkpmTS5QmAIzlwMmw4mqtDVJX2ZtkPmXdiWwH/pnp1IxcyJwUl62OQDML4AoqbvC8uUsCCCsYMgK1c6T4UyYClQzNhkGZJlVY0hFRpUwhT5/3OdQ6oyXzntjAw1bnUpj5khcSW2lF3RmLl7mz4A2ix3qyKwFL759aSMjbjXkmWe6+Kh3v9sFz/vPcuVa27Tx4Nq9HZ9h/486ygEUaRHEX/6lYwjvvNPJi899LvCd7wAve5nbRuPRR6fSu/1vd9/ttiMplVZje+c7HZBtt93fb3gD8Id/OLkf3Otfj85Gvb6uY48F/uiP3Ca/j33sZNnptuOOm9z7bsWRefd9bEngRRYr1CbMcewXWeka+9RWbE51a5LSbVG0r9CwsqmYOWmBBo2ZK9yaJGb+mgjmmsvMBVtusFWdueyLv8kH24OTCyAiJod+DYHEOlVkVrgFECzAvlNHhmTX6R/bFoMExUoyqz8fbHuNUpk1pMU1EObbL10fxmoxkOf7EA/GIVs4YAY66VKfQwA7umc0vw/KgOgHwzba6tYkfo8+H8Pi2+rrTc2OAb7tzEyxk092/952W32PMs3arTYeXDeORYvcpsGhDQw4VinenuQXvwD+9/92izI++EG3H523ZctcXNbHPw689a3d9WVf2/i4+6rC8uXAX/2VS/MLFaYK5p7zHP340JCTc7/0Jbd/oLc3vQn44henT2Jl9pa3uEUahz6pjdWj8pYXmmnACqgH7FfKsa1JTBujdnJMSEmd2orN2Er3mav1RwOShVuTSDF3wGSIkFh/ipUsXQDRX83aXKPMj8A4+fypoM3cmDm6mlEAVJ2tSZQHiLF87HuDTHZkDFZtAQTZCiS16pfFHGpxaOLCCwKE4j3iUqtiAT6oqfIlkYpztodhizW0FbNeZpVWXvv+xS+FkgUQHZl1P29NkmN+z7Hbby8r1zItrFs/jhUr3N8xM+BXtIb29re7T0m9//1VIAcAj3sc8OxnO3ZqJrJz1jp27N/+zcmdH/6wS7/0UrdIIfw81r6y0093rGp4Gz35ycC73uXi5/alzZ3rZPDDD9WBALMsNihn02ACKnK2JmF+kzFzGfvMpVbSTmVrkri8r5/FxAH1cVfdlFgAyVpMXR/MNci07R60bUNEli14oUq0Ntvmgr3M4we8EzNXsgCCrGissEsSICELEdStSaQNcQu3JmHniDGnqRi4WO5WZVYyqOXEyPg+AFyi1vYZlFbk+mMpmZWxi5UV2Tn7zLUGZ/TKr2XL3EKI0m+4tk0bDz08jiOPlF92j3mMY+b8oZ/8BPjud51ct2CB7PNd73JA7rzz3PYbb3gD8J73TPqYLrvkErdYIRfAbtoEvPa1bqHGG9/o4the/3oXJ/fDH06dlZuqvf3tbtHC/rDaooPMONB44iuxaOEmt+KmwYlA/ZTUqJZNyKxd7TOXuc9bacyc96HWX7oAI8Fa9mXWBpsWY8VYFi/jSfRxDAxZzBwDMKxN4dYkRQsgFJlV6zfbNJitKs2JmQvrzZFlfTrdZ04DQoIcosmsalul1WvCrLFkPzlNAvd1SB/1FlcUh2Be2F4la5+5CcB8oLYmSZkxjp0rZebarTbWPjKOJ50GWNRfhscf7/Y/W7/eraT9u79zwPEv/oL7fPKT3aekXvhCJ9P6U9ZuT5/0+p//CfzZn7k98C65xLGEF1zA83/jGw74PfqoA3Tvf79bgfu61zmwes45wCtfOT1tmw2mfb1FsxSTzWRPLdYuuTWJFm831a1JcvaZU4Bk7ZvYBTFz3kcFHBccT7KkZF9Sb00Ec81l5gLmp/ZlAwmkkBg4bZ85KX9oLO4rvpHDTYPZDcqYLQbOaMwcSWcSH3uo4wUEWsyc1Odu4s0qfYsGV7aPXXwuUtK15D9sU0rqDtNT4DxmBT07Gi90iPvg+6ZtChpaLGXPRDvxxO6YuUc2TnxwXXiZnX22A4r/9E9u89kf/9itpJ03T/f7ghcAn/oU8OIXu4UZL3mJ20vtC18oa19o3/2uWyjwvOcBL3qR+xLGnXe6zXnf9a7qZ7FC+8lPgP/6X10s4S9/6STWVstJjp/4BPCDH7jFGyee2H3bZptpW17klgOILCktgNBi5hLsWmpFZ+7WJJJNhZlLyqwx2EuARbH+QmYuNBaH7u1AboR+oKzZzBx5yQN68Lh/aQ+2B2tlcmLmtC9ASKxTJ2YuETBPgUSOVEjAXwh6xa1JlBWZNChfYNTEfYkIc6rtAxj3LSVp+z5L142CcAF4ihJ1cI66WWEbyqz+vgjPaTibrcisSvyjZKHMeqC2JknZypXu802jo25Lihyz422Mj+/F0qXAg6j37dRTgVe9ysWWffObDhDlMljnn+/+Bxywu+EGt2DihS/M7ZGzzZsdePvWtxwreMQRLi7v4otd7N5rXuPA2pVXOmD3hje4/eK8XXGFWzF6+eXAIYeU1d2rlgICOeUkFi1c4Uk3DYbAYCnsGgvlALhi4C1nn7lwW6fk4guFGRM3FVZkUECYVBfEzLGwIeY7bn+fmWuQxbJihUFSpDFAiK2AsJpViZkD9DguiZlLLYDIjplL7TNHpAT2BYjat2oZU0li5lj7AZ1RK4n3CNsZtlX6ogMDedrikUofgjbt3rsbQ+0hLi0rA6YkswJlGwenXk7eOjKrEld3oO3EE52kWfI91fE9baA1jmXLeP8vvNB9dur224G//3u3F1qpDQ05tu4Xv3CSba6NjrrYu+99zwXu3323+5zZ177mgBzggN3QkFvEcOmljnn79a+dfLp6tfvM1re/3QdyoaUYtuxymZsGa8AhZu1SbB9rT87WJFPZZy61mjX2H65WlcrX2l+4NYq2c4NUti+zNhjMAehs6yBd+Fz6O7T48ylazBzAV+TEL+acBRC5K2M7bWXgj4C8ogUQJLaMfg1BAs8s1k2RZaXzHTKFLNiYDeK1mDkB/Gl92DW+C0PtIS4tEz9xm8KBasHwAmwd26r22bc19XLyNhtkVr+itURq3bO7BRgnswJy/w85xLFgL3qRi1Pr1s4914HNyy7Ly//QQ8Af/zHwox8B/+f/uEULEpBcsAD47d92QO4DH3Bfn7j5ZvfZqhtvdPLwbPwixb60OBZrusqxZ7LGMJG4NyANuLSvKMQ2ZZk1tc9cxgIHVZZWNiVOHU/1Pd7KCuhvTdJYMBfenOHChVDey1k5GjNRHT8aa6ZtfCuwV34BBIuL69QhxcyxoF2y4ICtZhX3OCMLEaQ2aQCWbgWjsJcl8YNMfpW2JkmdI9+HnNWpHsyVMrOSL9/WRcOLsHlss9znCKjmyk0VmXUGbk0CdLc9yZ5djpljMXPezjvPfYpqcJBmSdppp7m93eKPz1vrvlH63vcCGza4zXP/8R/dStpvfcsxbS9+se7793/fgdif/MQthBhodHBM2nInMclyKfBBVsOzMnRrErYIIY79k2Lm9k5h02BFBg1X7naOJxYw1PwrCyxSx0vj7fpbkzQYzAGcJteYIkBmwYD6NhraPnOAwNgR1skvgNBWW2kxc3RRRsEq1HmD87B99/aaf5UtFAJ4GcDQtoKh24AUsloxAyWCc8LYsZm4LyNNADrMXOZCl7jueGsSAFg0ZxE2jW4S+xxff23bgzjfTB/4FixwMWUlzNzuXe0qM7cP4wGNcaDru9918ingJNOzz3Zg8W1vcwBu5Uq3yOKZz3Ry6Wtfm/bttxVZtAh4xSv2WRd6xnLDC2JLgh8CPmqrMpVVn0UyayLmbLr3mQuNfXNbK18aM8eUD6lsKp6w/wWIBi+ACG9O6csNWoAlW1Kdvc8cefkzlootgIjrzpFN1Y2M2ca3MFi2YBnWbl1b9688dBK7SbcaieodGx/DnIE5ogRIV9GSVcWp1cbsHDFgq0nacR88M5cb91fZmkRgfxcNL8LmUcLMRX3Qtj0IzX8BYqZuTeJt5cpyMDc8dxwLFpS91Lu1c88FPvYx4OUvd1uDfOUrwKGHug/Nn3UW8A//4PaD+9znyvZcO+YYJ8k++cl8/7u+TVqK1aHlMqQ9Nh5kMXOMHctYhJCzNclU9pnL2UeuZCVurf2k7ww8a+N7p27leB/MCWaMWQHg/wJYCmAvgIustR8yxrwbwHkTaQ8BON9a+6BQ/mUA/m7iz/dYa/99uho/VaOB+iS2y5sWAB+CQhbPpPmRVrl2YuYSQf90PzYmCZIFExI4O2LBEXhw64OV9NReafECAsbkSfWO7hnFnIE5tSXmKcZO8uUt9iWtBNa+AEGBM4mBq8isUn4SSyf56siscyZlVhonSNrDLDwvM3U1K+C26/jQh4AHH3SrPlO2a6yNgw7eC2PkAPLptnPOcZ8eu+wyt2jhrW91GxAvXOiOf+Ur3fueyrYnTbPU/ma0XGLBAZM9kzFzCntVCUURFiFMeWsSq4C5xGrWpMyaAGss3CWr/hygSMJ7fN1NA3M5MuseAG+y1p4E4CkAXm2MWQXg/dbaU6y1pwH4BoC/jwsaYw4G8A4ATwbwJADvMMYcNG2tn4KxmDlvbdPGvZvvxbpt62pl2T5GDCzsHt+NXzzwi0rdbMWs9y/FzLVMCwZGXJEZ37y7xndheGBY3RA3dyNbYBLMifsoZcTMxfml/efCej2YCwFy2GeVOSWD7uaxzR1AyvZ08/4B4N5N9+Jrt36tdi7YIpGB1gD+89b/7Aywu8Z3Ybg9XFsxHeZnTCuVWYcnZdawzxILmstQSOd4Jtpf/IX79uhHPjKZZq3bWuTtbwfe9z7HiHnbNdrG4oP5y2S6bc4c4Kab3HYjGza42DgP5Pq2/+xAM3NMLmRSJQ2dSewTOeVNgxP7zMX7hKbKSzF1ufWnYuYk5lBb7doHc4JZa9daa6+b+L0VwC0AjrTWbgmyjQBiUM5zAFxurX3UWrsRwOUAfnfqzZ4e8xd/zsCczgfSwz29AOAVX3/FZLqy2z4ADA8MT/oJXtw/W/MzvPX7k9vDhzKrtF1G/JCEX5vQWCRfZvf4buy1ezHYGhT3HwP0OD4JqMwfmo89e/dU9jXqJmbOg9J4JhufUw/mWqaFn9z3Ezyw5YFOvVL7c5jTXeO78ISLniC2UxpUdu7Zibdd8bZaOmU1TRu7xnfh8jsv79Q31B6qbeGiSvnK6lQAWDi8cHI1awxIo/iT3Nghf//P5K1JAOC444A//EMnZW6fCN/88Y/dlw4uvNAxYf/xH5P5x3ZOgrmZLiH3bfqsskfjdG8anFj1ngIl4iICAgTjmFc1Zo7IsGN7Jmc3KaYxNGMMDEzFb1xeGtOY/1T98fHUHnuprUnivjfBihZAGGOOAfB4AFdP/H2hMWYNgJdAYOYAHAkg2OIS90+kSb5fZYy51hhz7R623fk0WnjzjQyNYPuuanD/QMsp0KmFCyGbMjI4UlkkkBpEjDGYNzivs7EjC4wf3zuOtmmLx6R4vZ17dmLe4Dxx3zjfphDAdvohgLPwPM0fml9bBMHi+wBguD0sPlBzB+Zi5+6dNT/hufZg7inLnwIAWL/dbeDFNlwO+6YFJEuDT+yLMTjJbWAmJgDetwdzcZkUM+vPUee+CNLZPSbNgmv9Ivdj7HMm25veBGzcCHz60+7vz3zGfbd161YH9j7zmcm8Y6MtLF6c7n/festSjBYtlxHfJo0fLBwjx+fcgbnYuWdnzWdcVrLUPnMjQ/pznQJMcdxubCULIFKraTWJueMfHOzF43yq771o2WDOGDMfwJcBXOBZOWvt31prVwC4BMBrpGJCmjhFttZeZK09w1p7xsB+WnvvL/7I4Ai27drm29EBNUD1Bkp9GWD+0PxJPwrLEUp/YRlfh7TPXMjMSbPAOe1JcLZj9w7MG3TfJGID24LhBdi6a2stXRtARoai8zQBSEJmceuurVg4vLBWR/iwSelMZh1sD+JpRz2tco6kdqr7xgXXcMXCFZX2a+eImbYSOLQQzM0ZmNMZtCt+SLzhguEFtfsCiK6BAkh9v3KkhnAyM9MBz5lnusUEF17o9mr74hfdZ7BGRoCXvtR9EeGBB9yK0t1jbSxczCWuvvWmaYsKNNP2fAP0xWQM9KTi8MJ9I2v9yNmaRJFZ43dLzb/CCnaOZ+4TV7opsHRcitljjLq4ACIon+p7L1oWmDPGDMIBuUustVIY7+cA/JGQfj+AFcHfy+G+rHPALbxJYsbJAypg8ganXwYIaPx4NpAziFQAIPn8k18AAXAguWjO5CrHEMxpwHPH7h1VOSKxoGH+0PwKg+nlwzD/lrEtHTC3cHghtoxtqflZMFQfwJjMWjtHAfgr+ZwXAHzq+Z/CE498YqX9gL6qSjJJZg0HQn8sBHOL5yzuXB/6CbMAcITnqMaOTlwDbWuS1FcyQpttA98HP+i+tPCsZwFbtjgQB7h/rXWrRdevB2DbWHTQ/ouZ69vMsBB0lYB4SSWp+G3JoE3dry0BiBYMLcC23fVJW8ovkAZzI4MjlbGi1p/EJJbF7VbKZ+7LJy1E0WLmvMzLvjBRWwAhyKwGRj0/vWZJMGfcHXQxgFustf8SpJ8QZHs+gFuF4t8B8GxjzEETCx+ePZE2I0xjOzx4qjBziZg5CZhJFr78GVCpyKx2UrqsvbQn/Cyes7gTGL9j9w6MDI10+iEFobZMC3MH5oryMntIKgwmifsKwVwFkMRfMdg1mS5tlByCOQr+MrYDCM/RsgXLRFYrZ5PRnHhDz4x6QD+2Z6wD5sJVqKzecGJQO0cBiyzJB9KquNTWBt68z9kSV/bEJ7pvqt54o1vVevbZLv2EE9z2HZ/9LLBuHYC9bSxcxD831LfetBTjxOzguQfj0Z2PTpaTYuYSmwanNv6Nbf7QfHGM9GW1BQSpfeZKmDnJP9seqVI+c9Ngsf7UcW33BrKvamhS+FQvWw4zdxaAPwVwjjHm+on/fw/A+4wxvzbG3AgH0l4PAMaYM4wxnwQAa+2jAN4N4JqJ/981kXbALZQGa2xHKLN6Zo7ESIQzDom5Cq2ymlEAkj5dWgDRiZkj1Ha4ynH7ru1UZg0HqAXDCzrMWcgWMWmOyaw5zFxFZh1akASwlJlTvjyRGlxr18ezWolBScsftsmDOd/WkJkLrw8DsGEdMYCVZPnU9jcpViA8L97nbGGvLrzQbSL8ilcA7fZk+vnnO5B38cUAbBsLFvVj5ppmFWauAMR79pzJewz8qFuTJNg1Fu5Sqy9DZo2PSyE8Ff/Ku8HXX1mcJ5VPgGY/8UyCQel4aoFEYlPj2aY4TNWSwWnW2p9Cjn37Jsl/LYBXBn9/CsCnum3gvjBrLdZsWYMjFrjNqkLGyVtHZi2ImZOYq9D8RrixxBuzebH/cFEBo7YXz1ncYX4qMXNknzlgAjBEA4m2OjVnAUSNmRMGqnA2yvwwMBe20w+60t5NUkAyY05zF0CE+aWtPCQwNzzgPrgZyqyVejWZdVddZmWBvdJih9zl+bMxWPiQQ4C77nL7uYX28pcD//qvwCc+AeC8NhYu7MfMNc20MU+zgdYA5g/NFzflBrgsqW4anGDHw4ktEEm0U9yaJPVcp85TZdcBJjsroPmaB6/BM//vM2HfQeLepsLMCTJrPG7PpoVd02GN/ALEt1Z/C7vHd+OQeYcAcC/5H937Iwy0BnDTQzdh5SErOzLr/Vvux8XXXYx7Nt3TKb91bCsuuekSPLj1QVy/7nosmbek42fDjg348b0/xk3rb+oAlstefBme97nn4bt3fhdzB+Ziz949FYB01ZqrALib/5WnvxJt08Ydj96B79/1fQBufzTfng07NuA7d34HKxauwD2b78FxBx0HwIGFX637Fb55xzdx5ZorKzFz377z2/jG7d/Aum3rsHF0Y6cfC4YX4Ft3/P/t3XtwlfWdx/H3N/eQQOQaJES5XwIoy61LRyvgDVhFVwS0a+tId6beutbpzo6O09Y63Zm2VndHdERF1mqtFwpWpgZBMYggCEEjcoskEG7hUm5yixDgt3/8HpIcOCcBTcw5Tz6vmTNzzvM8v3Oe55Pnefhyzu95fvNYs2cNB6oO1HxbtHDzQmatnYVZZJ+DrNQsPtj8AVXVVWw/tL2mz9ymA5v4zaLf0LNdTz7a+hG/uspf2NwmvQ3Lti+jY6uOlO4rrbn4oHV6a97f9D6Hjh9iy8EtNX0UKw5W8Pcv/86JUyeoPFwZUcytrFxJ4cZCyg+Uk5udW/PZs9fPJiMlg8VbFkd8c/bhlg/Ze2wvB78+SGpyas367zqyi5dKXqK4spg9R/f45S2ZFTtWkJWWxcJNC885gby+5nVW7VwV0T/t0z2f8srnr5CanMr+qv2Y1X4zt6hiEV1ad2HLVSS++QAADyVJREFUV1sifmads2EO+6v2U36gvObbyCMnjvBSyUtUn6rmL1/8hX4d+tX+bcrm0aFVBwo3FjJ5wOSaLBaUL2DmZzMp3VvK+F7ja9bpnY3vsP3Q9ojtKq4s5oVVL7B462L2Ve2Lejxkp2WzdOtS5qz/Fne1bQYZGedOS0vz95277jrAJXMsaTebDmxi15FdCfOto3w7SZZE1ckq1u5ZS+m+0gv6u7fLbMeC8gU1x/TZ73v85HFW7FjBxn0bI8436/euZ8nWJazZs+acPnM7Du9g2bZllOwqOec/V63TW/Pxto95e8PbbD20lZ7tetbMS0lK4ciJI3y87WNKdpVE7TO38/BOijYXsWTbEkZ2HRkx/8x/mt8te5f1e9efs63JlkzpvlKWbF1Sc86o6+DXB5m9bjaDcgexsnIlw7oMi5h/+PhhiiuLqaquonRfKYM6DYqa6Wc7P2PH4R3n/B1Ou9MUVRSRn5Mf9e90rPoYy7cvp31m+3OKyaw0fy5ftm0ZKUkp7D66+5x8TrlTFG0uolVqKy7JuSTquoVJiyzm9hzdwy9/8Mua12N7jeXlz1/mkx2f0K9DP67qdhVJlkTFAxU8vPBhlm5byrCLhzEo1++s94+4n7mlc6k8XEl6SjrX9bwOgLw2eXTO7sxD7z/Ewa8PMqlgEgDje49n6uCpPLHsCVKTUhnfe3xNsXVN92uYtW4Wy3csZ3DnwfRt35fc7Fxu7nczv/3otyRZEgUdC8hr7e/oMnXwVGZ8OoP0lHTSk9NrDrAReSO4NOdSpq2YRqvUVkzs769HGdhpID3a9mB68XROnDrB1MFTa7Z7Yv+JLNy8kIyUDEZ3H80lOZfQvlV7pgyYwmtrXsPMmDJwCtlp2QDc1Pcm5myYw9avttKnfR8GdhpI5+zODOw0kLX/WMvG/Ru5feDtNQXJNT2u4dniZ3lz3Ztkp2UzMt+fbG7scyNvbXiLwrJCBuUOYnDnwXRo1YEb+9zIMyufISMlg0G5g+jZ1p/YRnUbxdMrnmbaimkkWRLDu/iLGH446If8efWfOXHqBDkZOTV539z3Zj6o+IDVu1eTZEk8+y/PAtC1TVfG9R5HUUURaUlp/PqqXwNwdfereXPdm8xaN4vqU9VMLvCF0xf3fMHvlvyOv234G1Unq7il3y0AfK/r91hZuZL55fOpPl3N0C5DuTTnUvp16EfZ/jLW/WMdb6x9g58O/WlNoT+5YDKFGwt5f/P7DOk8hOFdhtO+VXsmF0ymqKKI1KRUul3UjVv6+8+4teBWyvaXUVRRxJCLh3B196sBKOhYwI8u+xFFFUWMyBvBiLwRAPz48h9TtLmID7d8yMj8kfRq14u05DTuuOwO5pfPJyUphbuH3h31eCjoWEDPdj0pLCtkyoApDR9Ace7aa+G22+C9o/2YUfIMM0qe4+DXB8nPyW+4sSS8Dq06kJ6czqRZk0hPSWdMtzHn3XZi/4k8vfJpqk9VM6rbqIh5ORk55Gbncl/hfWSmZDK2l79latc2XWmT3oYH3n2AzJRMJvSdUNMmr3Ueh44f4mfzfsaBrw9w+8DbI94zv00+w7sM58XPXuTQ8UMM6DigZl5udi65Wbn8YsEvyEjJYFyvcRFt22a2ZUz3MTz64aMcPn74nGIrLTmNCX0n8OSyJzl5+iR3Xn5nxPzR3UYz47MZzC+fT5v0NvRp3ydi/rU9ruWpFU+RkZJBsiXTv0P/iPlje43lkQ8eISs1i6+Of8WtBbdGzL++5/W8t+k97nr7Lk65U9w3/L6I+aO6jWJ68XSWbltKZkrmOe1Hdh3Jve/cS2ZqJldecmVEsTeo0yBu6H0DD85/kOrT1eSk55CVmhXR/vv53+cPH/+Bkl0lPHfjc4SdxWPH4KysLHf0aMv5elREGld1NRw5Am3jYrwZEQk7MzvmnMtqeMmmcUE3DRYRSQSpqSrkRKTlUDEnIiIiksBUzImIiIgkMBVzIiIiIglMxZyIiIhIAlMxJyIiItKEzGysmZWaWZmZPdTY769iTkRERKSJmFky8AwwDigAbjezgsb8DBVzIiIiIk1nBFDmnNvknDsBvA7c1JgfoGJOREREpOnkAdvqvN4eTGs0LXI4LxEREZFGlGJmxXVeP++cez54Hm2A4EYdfkvFnIiIiMi3c9I5NyzGvO1A3cGhuwKVjfnh+plVREREpOmsBHqbWXczSwNuA+Y25gfomzkRERGRJuKcO2lm9wPzgWRgpnNubWN+hjnXqD/bNoqsrCx39OjR5l4NERERkQaZ2THnXFZzfb5+ZhURERFJYCrmRERERBKYijkRERGRBKZiTkRERCSBxeUFEGZ2Gqhq4o9JAU428WckAuXgKQdPOdRSFp5y8JSDpxy8s3PIdM412xdkcVnMfRfMrLieG/y1GMrBUw6ecqilLDzl4CkHTzl48ZaDfmYVERERSWAq5kREREQSWEsu5p5veJEWQTl4ysFTDrWUhaccPOXgKQcvrnJosX3mRERERMKgJX8zJyIiIpLwVMyJiIiIJLBQFHNmNtbMSs2szMweCqaNMbNPzWyNmf3JzFLqLJ9qZqtitQ2mv2hmn5vZajP7q5llf/dbdmGUQy1l4SkHTzl4ysFTDp5yqNUUWdRZdpqZHWnSDXDOJfQDSAbKgR5AGvA5UABsA/oEyzwG/KROm9HAtFhtg2Xa1Fn+SeCh5t5W5aAslINyUA7KQTkkRhbBcsOAV4AjTbkNYfhmbgRQ5pzb5Jw7AbwOTASOO+e+DJZ5L5h2xlhgXoy2NwE45w4BmJkBmUC8XymiHGopC085eMrBUw6ecvCUQ60mycLMkoHHgf9q6g0IQzGXh6+ez9gOdAZSzezM3ZlvBfLrLDMaWBSjbd6ZF2b2f8AuoB++Ao9nyqGWsvCUg6ccPOXgKQdPOdRqqizuB+Y653Y2wTpHCEMxZ1GmnQZuA/7HzFYAhwnGUDOzLsB+59yxGG1r/hfhnLsL6AKsB6Y08no3NuVQS1l4ysFTDp5y8JSDpxxqNXoWwTKT+I6K2TAUc9uJrJa7ApXOuWXOuSudcyOAxcDGYP44YH59beu+uXPuFPAGkV+vxiPlUEtZeMrBUw6ecvCUg6ccajVFFv8E9ALKzKwCaGVmZU22BU3VGe+7egApwCagO7WdDwcAnYL56cBCYEzwehbQr4G2BvQKljHgj8Afm3tblYOyUA7KQTkoB+UQ/1lE+YwmvQCi2UNspD/EeOBL/BUljwTTHsd/xVsK/DyYlgyUnEfbJGAp8AWwBniVOlfoxOtDOSgL5aAclINyUA7Nn0WU92/SYq5FDedlZlcAdzjn7m7udWlOyqGWsvCUg6ccPOXgKQdPOdSK1yxaVDEnIiIiEjZhuABCREREpMUKRTEXYxiO7mb2iZltNLM3zCwtRtuHg3alZnZ9fe+ZCGJkcV7Dq4Qpixg5mJn9t5l9aWbrzew/YrS9M9hvNprZnXWmDzWzL4L3fCq4KWZci5FDzCFqzmobihzMbKaZ7TGzNXWmPW5mG4Jj4i0zuyhG21hDFp3X+SXexMjiUTPbYWYlwWN8jLahySJGDoPNbHmQQbGZjYjRNhTHBYCZ5ZtZUXA+XGtmDwTTJwWvT1vtfdaitQ/TPpHYdURzdzpshE6LsYbheBO4LVhmOnBPlLYFwfLp+CtRyoP3q3d4jnh91JNFg8OrhCmLenK4C3gZSAqW6xSlbTv8lUntgLbB87bBvBXASPxVWvOAcc29rd8wh5hD1IQ0hx8AQ4A1daZdB6QEz38P/P588wvmNXh+icdHjCweBf7zm+xLiZpFjBwWnNmX8R3aF0VpF5rjIljni4EhwfPW+E78BUB/oC/+prjDwr5P1HOuTJg6IgzfzMUaSmMM8NdgmT8BN0dpexPwunPuuHNuM1AWvF/M4TniXNT1duc3vEqYsoi1zvcAjznnTgM45/ZEaXs98J5zbr9z7gB+CJexZnYxvihe5vwR/DLR96l48k2GqDkjNDk45xYD+8+atsA5dzJ4uRx/b6izRd2PguPofM4vcSdaFucpVFnEyMEBbYLnOZx137RAaI4LAOfcTufcp8Hzw/grN/Occ+udc6UNNA/TPpHwdUQYirlYQ2kcrHOyrhlew8wmmNljDbStd6iSOBZzvS3K8CohziLWOvcEpgQ/ocwzs94AZjbMzGY00DYveH729Hh2QUPUhDiHhkzFf5OCmXUxs8JgeqwM2hPj/JLA7g9+cp5pZm2hRWbxc+BxM9uGvz/aw9Byjgsz64a/0e0n9SwT1n0i4euIMBRz0folJEeZ5gCcc3Odc7+qp62rZ3q8i7neLsrwKiHOItY6pwNfO+eGAS8AMwGcc8XOuX9voG1Ycog5RE2Ic4jJzB7Bb/+rAM65SufcmT5jLSID4Fn8f3QGAzuBJ6BFZnEP8KBzLh94EHgRWsZxYb4f9Wz8vdQOxVouxPtEwtcRYSjmog2lsRW4yGo7dp8z1Eg9bSvrmR7v6l1vV//wKmHKor5tmR1Mewu47ALbdo0yPZ5d6BA1DbYlMXOIKui8fgPwb8FPY2eLlcFezu/8khCcc7udc6eC7gcv4H8eOltLyOJOYE7wfBYXlkPCHhdmloo/L77qnJvT0PJ1hGmfSPw6oqk6431XD2IPwzGLyI6L90ZpO4DIjoub8NX4eQ3PEW+PerJocHiVMGVRTw6/A6YGy4wCVkZp2w7YjO/c3DZ43i6YtxL4Z2o7OI9v7m39hjlEHaImrDkE69yNyM7uY4F1QMcLzS+Y1+D5JV4fUbK4uM7zB/H9f0KfRZQc1gOjgudXA6uitAnbcWH4/n3/G2P+ImJfABGafaKec2XC1BHNHmIj/SGiDcPRA391UVnwB0kPpk/Ad4I/0/aRoF0pda4+ivaeifA4e72pZ3iVMGcRY5+4CHgnyGIZcHkwfRgwo07bqcF+UwbcVWf6sCDDcuBpgptux/MjRg7nDFET5hyA1/A/H1bj/7f8k2CbtgElwWN6sGwXoLC+/ILpUc8v8f6IkcUrwTGxGphLUNyFOYsYOVwBrML/o/sJMDRYNpTHRbDOV+B/+ltd51gYD/xrkMtxYDcwvwXsEwldR2gECBEREZEEFoY+cyIiIiItloo5ERERkQSmYk5EREQkgamYExEREUlgKuZEREREEpiKOREREZEEpmJOREREJIGpmBMRERFJYP8PChbDsdUx4xsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(10,8))\n",
"s = '2018-09-03 00:00'\n",
"e= '2018-09-03 23:00'\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax1.plot(df1[s:e],'b')\n",
"ax1.plot(df2[s:e],'r')\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(df3[s:e], 'g',linewidth=1)\n",
"ax2.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(10,8))\n",
"s = '2018-09-06 02:00'\n",
"e= '2018-09-06 23:00'\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax1.plot(df1[s:e],'b')\n",
"ax1.plot(df2[s:e],'r')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"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>1</th>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-09-06 01:00:00</th>\n",
" <td>26.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 02:00:00</th>\n",
" <td>26.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 03:00:00</th>\n",
" <td>25.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 04:00:00</th>\n",
" <td>26.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 05:00:00</th>\n",
" <td>25.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 15:00:00</th>\n",
" <td>28.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 16:00:00</th>\n",
" <td>28.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 17:00:00</th>\n",
" <td>28.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 18:00:00</th>\n",
" <td>28.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09-06 19:00:00</th>\n",
" <td>27.7</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>19 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" 1\n",
"0 \n",
"2018-09-06 01:00:00 26.7\n",
"2018-09-06 02:00:00 26.3\n",
"2018-09-06 03:00:00 25.9\n",
"2018-09-06 04:00:00 26.0\n",
"2018-09-06 05:00:00 25.4\n",
"... ...\n",
"2018-09-06 15:00:00 28.9\n",
"2018-09-06 16:00:00 28.5\n",
"2018-09-06 17:00:00 28.5\n",
"2018-09-06 18:00:00 28.0\n",
"2018-09-06 19:00:00 27.7\n",
"\n",
"[19 rows x 1 columns]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tokyo_180906temperature = [('2018-09-06 01:00:00', 26.7\t), ('2018-09-06 02:00:00', 26.3\t),('2018-09-06 03:00:00', 25.9\t),\n",
" ('2018-09-06 04:00:00', 26.0\t),('2018-09-06 05:00:00', 25.4\t),('2018-09-06 06:00:00', 25.6\t),\n",
" ('2018-09-06 07:00:00', 26.0\t),('2018-09-06 08:00:00', 26.6\t),('2018-09-06 09:00:00', 28.6\t\t),\n",
" ('2018-09-06 10:00:00', 29.5\t),('2018-09-06 11:00:00', 29.2\t),('2018-09-06 12:00:00', 31.1\t),\n",
" ('2018-09-06 13:00:00', 29.4\t),('2018-09-06 14:00:00', 28.8\t),('2018-09-06 15:00:00', 28.9\t),\n",
" ('2018-09-06 16:00:00', 28.5\t),('2018-09-06 17:00:00', 28.5\t),('2018-09-06 18:00:00', 28.0\t),\n",
" ('2018-09-06 19:00:00', 27.7\t)]\n",
"df4 = pd.DataFrame(tokyo_180906temperature)\n",
"df4[0] = pd.to_datetime(list(df4[0]))\n",
"df4 = df4.set_index(0)\n",
"df4"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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9y0fu/8Z7f5H3vqr3vq73PpvPlhCRVEsMU5Uq2W316pA3r+2SW7cu/WHq8svt9rffTnxsyhS7TS5MFSgANWsmH6bi45P+PH26tVRo3Tp99UWqzp3tEORBg4KuRERQB3SR6LBokQWYxNCUJw9cdpntqouPT1uPqaNVr24jTCcLU2XL2i685NSrB7Nm2dlzifbutQ7rHTva+x9+aHXfdVf66otUV1xho3u9e9t0qYgESmFKJBr8+aeNSh29yPzKK+0YGUj/yFS+fHDxxTaCdLy5c+1suZOpV8+ah/7yS9J948bZtv+33oJevax7evPmcPrp6asvknXuDKtW2edIRAKlMCUSDRLbIhwtcd0UpD9MgU31zZhxbFf1Q4dsgfvx1zxazZo21Xj0VN+339pxNY0aWdfvPXust5Kc6PrrrcXEG28c+7kXkWynMCUS6XbtsvYHieulEtWqlTRSldEwtXNnUod1gOXL7by/4695tDx5bHRs3DhbaH74MHz3nR098+WXttD6ssugRo301xbJcuSw0akFCyyEikhgFKZEIt3ixXZ7/CjRmWfayEaBAjYalF7JLUJPDFanClMAd99to2YjRtgaqy1boEkTq2f2bDv6JtobdZ5K8+bWFb5bN41OiQRIYUok0h3fFuFo995rx8tkJLBUrGjhJ7kwdf75p/7Y++6zI2Y6dbLRqNy5oWFDeyx3bjjttPTXFQ1y5YIXXoA//tDolEiAFKZEIt2MGRZMypc/8bFnnrGz3jIiRw6bjjs+TJUqlfKIV86c0KePLTp/7z2oX1+LzdPqrrss0Gp0SiQwClMikSw+3qbQbrjBAlVWufxy6we1d6+9n7h7MDWuucam9iDpVlLv6NGpESOCrkYkKilMiUSav/5KGqGYONG6k999d9Ze88orLbj98sux5wCmVt++0KIF3H571tUYye66y9pQPP20bTgQkWylMCUSSTZtsnVKnTvb+198YdNmN9yQtdetW9fWN33zjZ33t2NH2sJU2bIwZAgUKpRlJUa0nDlhwADrG/byy0FXIxJ1FKZEIsny5TZC1Ls3TJoEX30FTZtac82slDcvNG5si6AXLrT70hKmJONq1YKHHrJRvgULgq5GJKooTIlEkjVr7DZPHhuN2rEj+45iadrURqU+/dTeV5jKfq+/biOR7dvbdKuIZAuFKZFIkhim3n3XGmkWLQrXXps9177+eoiJgc8/t95VpUtnz3UlSZEi8Npr8PPP9nUQkWyhMCUSSdassVGp++6D55+39TMxMdlz7YIF7by9+Hhbt5VD314C0aqVdY3v2NFGJkUky+m7nUgk+ecfiI21Jpzdu0Pbttl7/aZN7VZTfMHJmdNGJjdsgK5dg65GJCooTIlEkjVrLEwF5eabre/RxRcHV4NAXJwdEP3OO7YpQUSylMKUSCQJOkyVLAlz5sBjjwVXg5gXX7Qp3ldeCboSkYinMCUSKRISkqb5gnThhZA/f7A1iB3n07YtfPYZLFsWdDUiEU1hSiRSbN4MBw8GH6YkdHTubMcIaXRKJEspTIlEisS2CApTkqhECWjXzrrLa3RKJMsoTIlECoUpSU6nTrZ26s03g65EJGIpTIlECoUpSU7x4nD//TB4sB16LSKZTmFKJFKsWWNtCYoVC7oSCTUdO8KhQ9CvX9CViEQkhSmRSLFmjR3hos7jcrwKFeC226yZp7qii2Q6fdcViRRB95iS0Na5s53X+MEHQVciEnEUpkQihcKUnEr16lC/PvTtCwcOBF2NSERRmBKJBN4rTEnKOneGdeusVYKIZBqFKZFIsG0b7NunMCWndu21NkL15psQHx90NSIRQ2FKJBKoLYKkhnM2OrVkCYwaFXQ1IhFDYUokEihMSWo1awbly0O3bnb8kIhkmMKUSCRYu9ZuS5UKtg4JfTlzQu/eMG8edO0adDUiESFX0AWISCbYvNluixYNtg4JDzffDA89BG+8AddfD1ddZfdPmwYDBtj6u5o14cILLXzlzg1XXGG3InIChSmRSLBlC+TLZ28iqdGnD0yYAE2bwvnnw/btsHAhFCwIhQvDyJHHPr9UKWjf3g5OPvPMYGoWCVGa5hOJBFu2wFlnBV2FhJPTT4evvoJatSB/fihTBvr3t/V3y5fDhg0webK9ff21jVJ16WLrrXr3Vq8qkaM47322XSwuLs7PnDkz264nEjVuvhlWrYI5c4KuRCLZnDnw7LMwdqwdoHzrrdC8OdSpE3RlIlnCOTfLex+X0vM0MiUSCTQyJdmhWjUYMwbGj7d1Vp9+Cldfbef+bdgQdHUigVGYEokEClOSnerXhxEjYNMmeO01+O47mwZ88UXbJZiNMx4ioUBhSiQSKExJEAoUsGm/OXPg0kvh1Vfh4ottBOvjj2H//qTneg8//GCL3hPD1qFDsHSpwpeEPYUpkXCXkABbt0KRIkFXItHqggtsHdXatdZaISHBWi+ULQsvvQS//24tGG64AerVg6pV4b77oEQJqFjRAthHH8GePUH/TUTSRWFKJNzt2GE/vDQyJUErXhweeQTmzrV1VTVqWKf1Sy+FX3+Ft9+2ESvn7Dibxo1tZ2DOnNCqlfVJu+02GDzYjrzRiJWECfWZEgl3W7bYrcKUhArnbF1V/fqweDH8+9/QpAmce649/sADFpScs/effNLC1rBh1t8qscdV6dLQt68FLJEQppEpkXCnMCWh7PzzoUOHpCCVKDFIJf65Th2bIly7FubPh0GDbKTr9tvtbdu27K1bJA1SDFPOubzOuenOuT+ccwucc92O3O+cc68655Y45/50zj2e9eWKyAkSj5JRmJJIkCOH7Qx86CE73ubVV+Hbb+Haa21toEgISs003wGgnvd+t3MuBpjknPsPcAFQBqjkvU9wzhXLykJF5CQ0MiWRKiYG/u//oHp1mya89lr48Uf9W5eQk+LIlDe7j7wbc+TNA+2Al733CUeetzHLqhSRk1OYkkjXqJGNTv35p+0GTByNFQkRqVoz5ZzL6ZybA2wExnvvfwPKA3c652Y65/7jnDvvJB/b5shzZm7atCnzKhcRs2WLTY0ULBh0JSJZp2FDGD3advnVq2cNQ0VCRKrClPc+3ntfDYgFLnPOVQHyAPuPnFnzIfDxST52oPc+znsfV7Ro0cyqW0QSJTbszKH9JBLhrrvOuq0vW2aBaqMmRCQ0pOm7r/d+OzARaASsAY7sX+Ub4OJMrUxEUkfdzyWa1K8P338Pf/0F11yjMwElJKRmN19R51yhI3/OB9QHFgGjgHpHnnY1sCSrihSRU1CYkmhTr54dTbNihQWqf/4JuiKJcqkZmSoJTHDOzQVmYGumvgdeB5o55+YBrwGtsq5METkphSmJRnXrWqBavRpq1YIFC4KuSKJYiq0RvPdzgUuSuX87cENWFCUiabB5s20dF4k2V18Nv/xi5/5deaXt+Lv66qCrkiikFasi4U4jUxLNLrnEmnuWKmUL1IcNC7oiiUIKUyLhbO9e2L9fYUqiW9myMGkSXH45NG8OL74I27cHXZVEEYUpkXCmhp0ipnBhGDcO7r4buneH2Fho3x4mT4aEhKCrkwinMCUSzhLDVJEiwdYhEgry5oWhQ2H2bLjtNvjoI6hdG8qUgRYt7CDl5cuDrlIikMKUSDjTyJTIiapVg08/taaen39ui9P/+1949FGoUMHO+fvpJ4iPD7pSiRAKUyLhTGFK5OTOOAPuuguGD7deVMuXQ5cutr6qfn0oXdqmAufODbpSCXMKUyLhTGFKJHWcg3POsfVUq1fbrr86deCTT6BqVbj2WvjwQ5g3z5qBDhsGPXtqWlBSJcU+UyISwjZvttvChYOtQySc5MsHd9xhb1u3wqBB8M470KbNic997jm45RZ47TU4//zsr1XCgkamRMLZli1w+umQO3fQlYiEp8KFoVMnWLkSli6Fzz6Dd9+FWbNshKpzZ5gwAeLibLpQJBkamRIJZ2rYKZI5nLPF6RUqHHt/jx7wyCM2inXnnRayXn/dni9yhEamRMLZxo1QtGjQVYhEtthYmDgR2ra1dVRPPgneB12VhBCNTImEs1Wr4MILg65CJPLlzm3Tf/nzQ+/e1lahf3+NUAmgMCUSvry3XUmNGgVdiUh0cA569bLbt96yX2TatQu6KgkBmuYTCVfbtsGePXD22UFXIhI9nLOpvsaNbbrv99+DrkhCgMKUSLhavdpuy5QJtg6RaJMjh+36K1YMbr/dfrGRqKYwJRKuVq2yW41MiWS/IkWssefq1dCwIWzfHnRFEiCFKZFwlTgypTAlEowrroCRI2HOHLjuOgWqKKYwJRKuVq2CmBibahCRYNx0E3z9tQWqW2/V4clRSmFKJFytXm3rpXLov7FIoG680c71mzABunULuhoJgL4Li4SrVau0+FwkVNx3Hzz4ILzyCowdG3Q1ks0UpkTC1erVWi8lEkr694cqVaB5c7VMiDIKUyLhKD4e1qzRyJRIKMmfH0aPhoIF4dprYebMoCuSbKIwJRKO1q2zQKWRKZHQUq6cneNXqBDUrw/z5wddkWQDhSmRcKSGnSKhq1w5+PlnG6m66SbYtCnoiiSLKUyJhCM17BQJbWefDaNG2SjybbfBwYNBVyRZSGFKJBxpZEok9F12GXz8MfzyC9x5J+zbF3RFkkUUpkTC0apVcMYZttBVRELX3XdDv37w7be2KH3z5qArkiygMCUSjhIbdopI6Hv8cRgxAmbPhquusqk/iSgKUyLhaNUqrZcSCSfNmsG4cdbSpG5dWLs26IokEylMiYQjjUyJhJ+rroIxYyxI1amjPlQRRGFKJNzs2GFbrc85J+hKRCStrrzSRqj274fLL4dnn7U/S1hTmBIJN/Pm2e3FFwdbh4ikT61a1szzgQfgjTfgkktg6tSgq5IMUJgSCTdz59rtRRcFW4eIpF+hQjBokB2KvHevjVi1bg1//hl0ZZIOClMi4WbePPtGHBsbdCUiklHXXWf/px99FIYMgcqVoUkT2Lgx6MokDRSmRMLN3Lk2xedc0JWISGY44wx4+23bWNKtm41WXXIJTJkSdGWSSgpTIuHEe/stVlN8IpGnaFF48UVbP5UvH1x9NbRsCb//HnRlkgKFKZFwsnIl7NqlxecikaxaNWub0L49fPMNXHop3HorrF8fdGVyEgpTIuEkcfG5wpRIZCtUCPr2tam/7t3hhx9sPdW778LWrUFXJ8dRmBIJJ4lh6sILg61DRLJHoULw/PMwZw5ccIGNVhUvDjfcAMuXB12dHKEwJRJO5s2Dc8+F008PuhIRyU6VKsGkSTb917GjLU6/9FL4/vugKxMUpkTCS+JOPhGJPs5ZgHrtNZg1y05BuOkmaNjQelZt3x50hVErxTDlnMvrnJvunPvDObfAOdftuMf7O+d2Z12JIgLAvn2wZIl28omIjVBPmWK7/5Yts4afF14IkycHXVlUSs3I1AGgnve+KlANaOScqwngnIsDCmVhfSKS6M8/ISFBI1MiYvLmtb5Uy5ZZiMqXD+rWhZ497ZcvyTYphilvEkeeYo68eedcTuBNoFMW1iciiVassNsKFQItQ0RCjHNwxRU29XfTTdC5M5x9to1a7dkTdHVRIVVrppxzOZ1zc4CNwHjv/W/Ao8Bo7/26rCxQRI7YssVuixQJtg4RCU0FC8LIkTBhgp3198orNlK1YUPQlUW8VIUp7328974aEAtc5pyrA9wO9E/pY51zbZxzM51zMzdt2pSxakWi2ebNdnvWWcHWISKhyzkLUKNGwbffwoIFUKsWDBsG06YlfR+RTJWm3Xze++3AROAaoAKwzDm3AsjvnFt2ko8Z6L2P897HFS1aNIPlikSxLVsgf35bFyEikpKbboKJE22qr3lzC1VFi9pSgQcegDVrgq4wYuRK6QnOuaLAIe/9dudcPqA+8Ib3vsRRz9ntvddCDpGstHmzRqVEJG0uuwz+/tsWqa9eDQsX2gjViBHw73/D559D/fpBVxn2UgxTQElg8JEF5zmA4d57dQkTyW5btihMiUja5c9vu4Avvtg6pwMsWgTNmsF118GDD8JTT+lkhQxIMUx57+cCl6TwnNMyrSIRSd6WLVp8LiKZo1Il+O03eO45+Ogje7v8ctsVWKeOha6YmKB+rTIcAAAgAElEQVSrDBvqgC4SLjTNJyKZ6bTToH9/m/7r0cPC03vvQdOm1hT0jTdg7dqgqwwLClMi4UIjUyKSFc46y0aofv0Vdu6E776D88+HZ5+F2Fi46ioLWxMmwG4deJIchSmRcBAfD9u2aWRKRLJWTAzceCP8+KOduvDyy7BrF3TpAvXqQfHi0L49LF4cdKUhJTUL0EUkaNu2gfcKUxJxDh6EOXNsPfTq1bBpk/1TT07u3FC6NJQpYwMmsbFQogTkzJm9NUeNSpXg+eftbetWW2M1fLgdqvzuu7ZT8PbbbRH7hRdG9RfC+ZP9q80CcXFxfubMmdl2PZGIsXixfWMbOhTuvjvoakTSzXsLTV9/bW/Tp8OBA0mPn376yX8m79t37HPBnluypLVOuvxyqF7djqw7lRw57Gd/uXLW4/L4axw+bH8uUMCeK8fZsAE++cTaK/z+u9132mkWrmrVskXs9eql/IUIA865Wd77uBSfpzAlEgamTLHjIcaMgYYNg65GJE2WLIG337aZozVrko6Lu/hiG9SoWdP+HBt76p603tsAyZo1FsjWrEl6W7DARrgSg1BqFCtmoSo21t6fNg2WLk16PCYGSpWCwoUtdOXKZe8njorFxkLVqvYax4eyqLFiBUyaZJ+8adPsixAfb6n4ppugVSvryB6mnyCFKZFIMno03HILzJgBcSn+v5YIlJBgU2JgP9RzhdgiDe+tN+Qffxwbdv7+237G5s4NjRrZJrFy5aBxY6hYMXNr2LfPglt8/Kmflzi1OG1aUi/LQ4dsYOXSS60tk/e252PNGti+Penj1q2z5yfeB7ZW+8Yb7e929tm2Xrtgwcz9u4WNvXttIfvIkfa2daslzmbNbH62YkUbQgyTKUGFKZFI8skn1ljv77/tJ5FEvN277Qf5smWWpb/5JulYNedsrVDJkkmtgM4910Z4Kla0qalcuezx2FgbJEirffvgn39g1SqbyZk2zZbuxcbaGuScOS20bNxodc6da+udEuXObc8tXdpmfNq2tZojReLXZ+JEm+365ZekUbHcuW3E7cor7XNQqZKFtDAdnEm//fttacLbb9s/kETFi8Ntt0GHDvYPN4QpTIlEkl694JlnbNtyen4yStg4cMC+1O+8k7QQ+7TTbMbkoovsB/LevRZ01q+3QJOQYBuvTnbU2jnnWNCqVw+aNEm+w8bu3dC7t61jWrPGRmWOdu659jPwn39syYz3VkvRokkDDrVqWWgoW9auEU3hITFYLl1q5wuPHAkrVyY9XqaM5Yfbb7eBmahbi7V/v/3jmTkTvvoKvv/ePmmPPgqPPALly4fkPxiFKZFI8uyz9pPuwIGQ/IYjmWPVKvthO306tGkDV19tP4Tj4lJ3vvWaNfYakDQltXKl/fyaOtX6L+bMCbVr21v16rZ+6a+/4P33LSRdc41NW8XGJu2aq1LF1hdJ2uzebfnht99s9GrcOPu6xMbacXi1alnIjcqNcGvXQteu8PHH9ttAkSI2D9y1q+0mCBEKUyKRpHVrO5RU3Ygj1j//2Caobdvg00/h1lsz9/W9t/VMX30FP/xgsy5Hry266iro2dN+uEvW2LHD+mGOHGlrthOnbRM3wtWsaW/XXGP3RYW//oKffrJNNiNG2OK1hx6y3yBiY+0TEuACNIUpkXC0cKEttvjySxs6SNS0qS2emTcvuNoky2zdasehrVpla3CqV8/6a+7dazvgCha0dU0FCmT9NSWJ97B8uY0YHr8RLm9eW6B//fU2enXBBVEyLbhunY1MffLJsQvQGja0HYFlykDlytl6ILPClEi48d5+Jf35Z+slNXRo0mN16tg8wIQJwdUnWeLQIfuyz5gB//mPrWuS6LR3r4WqUaNs9CpxIDpfvmPbMcTG2rqr665L3fRv2Dl40P7yy5fb2qqvvrItlImaNLFzAzN7O2gyFKZEws3QodCiha3e3bjRFrAkLja/8EL79fSrr4KtUTLdCy/AK6/A55/DXXcFXY2ECu9tMfu0aTYle3RPrX/+sYGbAgWSdg3WqpW6hqVhyXub/16zxra2vvGGbTf917+gefMsvXRqw1SIdSoRiVI7dsDTT9vCiV69bCTq66/hvvvs8c2bdZRMBJo61c6Pvf9+BSk5lnM28JLc4MuhQzYd/NVXMH68tc0Aa5NRvbqt477ttghqJuqcdU4tXNi6u7ZuDa++alN/IUIjUyJBi4+3LVyjRtk2rksvtd0s55xjLaO9t3UDnTrZNxCJCLt3Q7Vq9uX/4w8444ygK5JwtX590rqrSZNsLbf3NsiduGOwVi3795Y7d9DVhheNTImEA++hXTv71bJv36Tu5i1aQPfuNqx9+uk2pq+RqYjSoYMtCfn5ZwUpyZgSJWwZUZMm9v769fYtZcIEmDzZ9rOABamzz7Y1V1ddZd96SpYMru5IEg37A0RC1xtvwIcfwnPPwRNPJN3fooUFraFDk/ZPK0xFjO++sy97p072Q00kM5UoYUFp+HDbIbpmjU0JPvWUDXzv22fr9MqWhTvvhAEDbAPEli1JjWIlbTTNJxKkiy6ydQATJ564uOGqq2yl6eef2xj999/DDTcEUqZkng0bbNlHyZI2q6tpFwnCsmXQr5+FrPXrk+7Pl88WtT/5pDWNjYg1VxmQ2mk+jUyJBMV7a09drVry37GeeMLO4vv0U3tfI1Nhbdw4GwUoX972G/zrXwpSEpwKFaB/f+tAsGKFtWLo08f6ZU6aZO06ypSxdnctW9oo1+7dQVcdurRmSiQo27bBrl021p6cJk1sgcNHH9n7yR2oJiHv4EHo3NmWxBUrBvfea2dWV6kSdGUi9ntc2bLHfhvq2dNWGPz8sw2OjxkDQ4bYqFXz5jZqdfHFwdUcihSmRIKSeArqycJUrlx2CGinTva+RqbCzoYNdizMlCk20Nizp0ajJPTlywetWtkb2I7TyZNtxcGQIdagvEQJ68peoIDtm6lVy1YhnHtusLUHRWumRIIyapQdEzNjRtIuvuNt22Zbb/bvt+YyUXGmRGRYtMiOBNm40c5yvfPOoCsSybitW+3f8+LFSe//9puNYIH1ubriCpsiLF/eOrXHxgZXb0apNYJIqEtpZArgzDOhbVs7Z0RBKmxMnWq/pcfE2N6CGjWCrkgkcxQuDB07nnj/8uXWjmHkSBu92rEj6bHSpZP6XZ1/voWrc8+NrJYgGpkSCcpTT8HAgbaq81RbZuLj7U3zQ2Fh8mTrQF2iBIwdG73THhLddu2y0dnEZqJTp9p+mkTO2ZnFNWpAuXI2klW1qq3FiokJrOwTaGRKJNStXGmjUintPc6Z094k5P36K1x/PZQqZQ0TS5UKuiKRYJx+ugWlGjXgscfsvk2bLFCtXg0LFljIGjPG1hYmjuvkzZu0BqtmTXsLh/9HGpkSCcqll9r2rv/8J+hKJIP274eXX7YF5hUqwH//Gx4/AERCwcGDFrBmzUoaxfr9d7sfbFPzjTfaqVu1akGePNlXm0amRELdypVaTBMBFiyAO+6AhQut5cFbb0GhQkFXJRI+cue2xerly9v/JYADB2DOHAtWv/xiOwjffdceK1oUzjvPptRDhcKUSBB277azG8qVC7oSyYB//QseftimNMaMgYYNg65IJDLkyWM7AS+/3Ppa7dljaxAXLrTjceLjg67wWApTIkFIzU4+CVkJCdaIs1cvO/Vn2DAdGCuSlQoUsJ5tt94adCXJ015rkSAoTIWt/fvhrrssSD3yCPz0k4KUSLTTyJRIEBSmwtLq1bamY9o0W2zesaMOghURhSmRYKxYYc1UNKQRNsaNg3vusZGpr76CZs2CrkhEQoWm+USCsHKl7fdVV/OQl5AA3bolNeKcOVNBSkSOpZEpkSAkNuyUkLZtm62PGjsW7r0X3nvPFsKKiBxNvxaLBEFhKuStXAlXXmmdzD/4AAYPVpASkeRpZEoku23bBuvWqcdUCPv9d+u4vHevjUrVrRt0RSISyjQyJZLdBgyw21tuCbYOOYH3MGgQXHEF5MoFkyYpSIlIyhSmRLLTnj3Qty/ccIMdkS4hIyEB2rWD1q2tEeesWVClStBViUg4UJgSyU4ffmjHyPzf/wVdiRzFe3jmGVsb9cwzdjRM0aJBVyUi4UJrpkSyy8GD1jb76qttHklCxptvQu/e8Oij8MYbasQpImmjMCWSXX74Af75x0anJGQMH27n7N15J/TrpyAlImmX4jSfcy6vc266c+4P59wC51y3I/cPdc4tds7Nd8597JyLyfpyRcLY/Pl2W6dOsHXI/8ycCffdZy0QBg9WD1URSZ/UfOs4ANTz3lcFqgGNnHM1gaFAJeAiIB/QKsuqFIkEixdDbKyaFYWItWttQ2WxYvD115AnT9AViUi4SnGaz3vvgd1H3o058ua99z8kPsc5Nx2IzZIKRSLF4sVw/vlBVyHA9u3QuDHs2AGTJ1ugEhFJr1QNajvncjrn5gAbgfHe+9+OeiwGuBcYc5KPbeOcm+mcm7lp06bMqFkk/HgPS5YoTIWAffvg5pvhzz/hm2/UoUJEMi5VYcp7H++9r4aNPl3mnDu6+8q7wC/e+19P8rEDvfdx3vu4otprLNFq40YbBlGYClRCArRoYc04P/sMGjQIuiIRiQRpWm7pvd8OTAQaATjnugJFgQ6ZXplIONm6FSZOPPnjixfbbcWK2VKOJO+ll2x9VK9e0Lx50NWISKRIzW6+os65Qkf+nA+oDyxyzrUCGgJ3ee8TsrZMkRDXowdccw188UXyjyeGKY1MBWb4cOjeHR58EJ56KuhqRCSSpKbPVElgsHMuJxa+hnvvv3fOHQZWAlOdNWb52nv/ctaVKhLCxo2z2wcfhAoVoEaNYx9fssS2i519dvbXJvz1FzzwgPVKffdd9ZISkcyVmt18c4FLkrlfDT9FANavh3nz4OmnYeRIaNIEZs8+dovY4sVw3nmQM2dwdUYp7+28vVy5bHRKLRBEJLOpRZ1IRv30k93edZctyFm71lY3H23xYq2XCsigQTBhgq2TKl066GpEJBIpTIlk1I8/QuHCUK0aXHKJvY0cmfT4oUOwfLnWSwVgzRro2NGWs7VSW2ERySIKUyIZ4b2FqXr1kqbwmjWDadPsJznA33/D4cMKU9ns4EG44w6Ij4eBA7VOSkSyjsKUSEYsWWKhqX79pPuaNbPbUaPsVjv5AtGpE0ydCh99ZHsCRESyisKUSEb8+KPdHt39sVIluOCCpKk+9ZjKdl9+Cf36wRNPwJ13Bl2NiEQ6hSmRjPjhBzjnHDj33GPvb9YMfvkFfv4ZBg+2nX2FCwdTY5SZOBHuuw+uvBJ69gy6GhGJBgpTIun1888Wplq0OPGxZs3s7JK6dWHdOvjww2wvLxrNmQO33ALly8O330Lu3EFXJCLRwHnvs+1icXFxfubMmdl2PZEsc+iQ7drbvRsWLoT8+Y993Hto3BjOPBP69oXixYOpM4osX25NOWNiYMoUKFMm6IpEJNw552Z57+NSep4ab4qkR79+sGCBDX8cH6TAto6NGZP9dUWpDRvguuss4/73vwpSIpK9FKZE0mrXLujWDW68EW6+Oehqot7OnTYIuHat9U+tXDnoikQk2ihMiaTVr7/a9N6TTwZdSdQ7cACaNoW5c2H0aKhVK+iKRCQaKUyJpNWECbay+Yorgq4kqsXHw7332rTe4MFw/fVBVyQi0Uq7+UTSauJEqFkT8uULupKo9uyzMGIEvPkmtGwZdDUiEs0UpkTSYscO+P13a3kggRk1yg4ubtfOzt4TEQmSwpRIWvz6q/WPuuaaoCuJWsuXw/33Q1wc9OkTdDUiIgpTImkzYQLkyWPTfJLttmyxBefOwfDh9qUQEQmawpRIWkyYYFvG8uYNupKos3kzXHutHXU4fLid4hMJZs2aRZcuXYiPjw+6FBFJJ+3mE0mtbdvsvJKuXYOuJOps3w7161uQGj362HOlw9mhQ4do0aIFixYtolixYjzxxBNBlyQi6aCRKZHU+uUXOyZG66Wy1eHD0Lx5UsP5664LuqLM895777Fo0SLOO+88unTpwooVK4IuSUTSQWFKJLV++AFOOw0uvzzoSqJKp04wdiy8+25kBaktW7bw0ksv0aBBA3788UcA2rZtS3aelyoimUNhSiQ1vLcw1aCBVj1nk/37oXNn27H3+OPQunXQFWWul156iR07dtCnTx/OPvtsevTowdixY/n888+DLk1E0khhSiQ15s6FNWvsPD7JUocPw3/+A5dcAj17QqtW8NZbQVeVuRYuXMh7771H27ZtufDCCwFo3749l19+OU8++SSbN28OuEIRSQuFKZHU+Pe/7VZnlmSZ+Hjo0AFKlLBP8549MGYMfPgh5IqgrTLeezp06MDpp59Ot27d/nd/zpw5GTRoENu3b6dDhw4BVigiaaUwJZIa//43XHqp/aSXLPHSSzald8018PXXsGQJNGwYdFWZ74cffmDs2LF07dqVIkWKHPNYlSpVeO655xgyZAhjx44NqEIRSSuXnYsd4+Li/MyZM7PteiKZYvNmKFYMXngBjhpJkMwzZgw0bgwPPAAffxx0NVnn0KFDVKlSBecc8+bNIyYm5oTn7N+/n2rVqnHgwAHmz59PgQIFAqhURACcc7O893EpPU8jUyIpGTPGFqBrvVSm27ULvvwSWrSAiy6Cd94JuqKsNWDAAJYsWcJbb72VbJACyJs3Lx9++CErVqzgxRdfzOYKRSQ9FKZEUjJmjI1MXXpp0JVEjH/+sYXlRYvCXXdBgQIwYgTkzx90ZVln8+bNdOvWjYYNG3J9CmvvrrrqKtq2bUvfvn2ZMWNGNlUoIumlMCWSkilToE4dyKH/LhmVkACvvgrnnQdDhsCDD9rZ0X//DeefH3R1Watr167s2rWL3r1745xL8fmvv/46JUqUoFWrVhw6dCgbKhSR9NJPB5FT2bDBftLrYOMM278f7r4bnn8ebrgBFi2yRpy1a0d+Tp0/fz7vv/8+7dq1o3Llyqn6mIIFCzJgwADmzp1Lr169srhCEcmICP8WJpJB06bZrcJUhmzdajvzhg2z3lGRdFBxShJbIRQsWJCXXnopTR/bpEkTmjVrRrdu3Vi6dGnWFCgiGaYwJXIq06ZBTAxUrx50JWFrxQq48kr7VH7xBTzzDKRiliti/Pvf/2b8+PG89NJLnHXWWWn++P79+5M3b15at25NQkJCFlQoIhmlMCVyKtOmQbVqkC9f0JWEpT/+gFq1YP16GDfODiyOJgcPHqRDhw5UqlSJdu3apes1SpYsSa9evfj555/5OJL7RoiEMYUpkZM5fBimT9cUXzr99ZdN7eXKBZMnw9VXB11R9hswYABLly6ld+/eJ22FkBoPPfQQV199NR07dmTdunWZWKGIZAaFKZGTmT8f9u61oRVJk/Xr4brrLI+OHw+pXHMdUTZt2kS3bt1o1KgRjRs3ztBrOecYOHAg+/fv5/HHH8+kCkUksyhMiZyMFp+ny+TJcNVVthHyhx+gUqWgKwpG165d2b17N717986U16tYsSJdu3blq6++YtSoUZnymiKSORSmRE5m2jRr1lmuXNCVhLxt22DsWGjXzoLU4cPW6/Syy4KuLBjz5s3jgw8+4JFHHuGCCy7ItNft2LEjF198Me3bt2fHjh2Z9roikjEKUyInM22ajUpF09azNPAefvrJTtk56yxo1AgGDoRHHoF586x/VDTy3vPUU09RsGBBunbtmqmvHRMTw6BBg1i/fj3PPvtspr62iKSfwpTIyURDW+50+vlnuPxyqF8fZsyA//s/C1bbt9v5eqedFnSFwfnuu+/46aef6NatW7paIaSkRo0aPPHEE7z//vtMmjQp019fRNLOee+z7WJxcXF+5syZ2XY9kXQ7cADy5oVXXoEuXYKuJmT8+Sd07gzffQexsdC1qx1SnDdv0JWFhoMHD3LhhRcSExPDH3/8kaEdfKeyZ88eqlSpQt68eZk9ezZ59QUQyRLOuVne+7iUnqeRKZHk7NxptwULBltHiNiyBdq2hYsugokToUcPWLLEDivWz/Ek/fv3Z9myZRluhZCSAgUK8P7777No0SJ69OiRZdcRkdRRmBJJTuLi3jPOCLaOEDBqFFx4IXz0ka2H+usveO459TE93qZNm3j55Zdp3LgxjRo1yvLrNWzYkHvvvZfXXnuN+fPnZ/n1ROTkUgxTzrm8zrnpzrk/nHMLnHPdjtx/jnPuN+fcUufcMOdc7qwvVySbaGQKsGm8pk2hZEmYORPefhuKFg26qtD0wgsvsGfPnkxrhZAavXv3plChQrRq1Yr4+Phsu66IHCs1I1MHgHre+6pANaCRc64m8AbQx3t/HrANeCjryhTJZolhKopHpv79b3j5ZbjvPmsEX7Vq0BWFrrlz5/Lhhx/Svn17KmVjY60iRYrQt29ffvvtN959991su66IHCvFMOXN7iPvxhx580A94Ksj9w8GmmRJhSJBiPJpvpUr4d577VjC99+3s54leYmtEAoVKpTprRBS4+6776ZRo0Y899xzrFq1KtuvLyKpXDPlnMvpnJsDbATGA38B2733h488ZQ1QOmtKFAlAFE/zxcfDXXdZ480RI7TAPCWjR4/mv//9L926daNw4cLZfn3nHO+//z4A7dq1Izt3aIuISVWY8t7He++rAbHAZUByLX2T/R/snGvjnJvpnJu5adOm9Fcqkp2ieGTq7bdh6lR47z2oUCHoakLbgQMHePrpp6lcuTJt27YNrI6yZcvyyiuv8MMPPzBs2LDA6hCJVmnazee93w5MBGoChZxzuY48FAusPcnHDPTex3nv44pq5aqEiygdmfrrL2urdeONcPfdQVcT+vr3789ff/1F7969yZUrV8ofkIUee+wxatSoweOPP86WLVsCrUUk2qRmN19R51yhI3/OB9QH/gQmALcdedp9wLdZVaRIttu5E3Lnhjx5gq4k2yQkQOvWtj7qvfd0ik5KNm7cSPfu3bnhhhto2LBh0OWQM2dOBg0axLZt23j66aeDLkckqqRmZKokMME5NxeYAYz33n8PdAY6OOeWAWcBH2VdmSLZbMeOqJvie/llmDABevWy7uZyas8//zx79+7lrbfeCrqU/7n44ovp3LkzgwcPZvz48UGXIxI1dJyMSHLuuQd++w2WLQu6kmwxYgTccQfcfz98/LFGpVIyZ84cqlevzhNPPEGfPn2CLucY+/fvp2rVqhw6dIj58+eTP3/+oEsSCVs6TkYkI6JoZGrGDOsldcUV1gZBQerUElshFC5cmBdffDHock6QN29eBg4cyN9//x1IqwaRaKQwJZKcnTujIkxNnw4NGkDx4vD111G1RCzdRo0axcSJE3n55Zc588wzgy4nWVdffTVt2rShd+/ezJo1K+hyRCKepvlEklOtGpQtC99G7r6KadOgYUMoUsTWSp19dtAVhb4DBw5QuXJl8uXLx5w5cwLfwXcq27dvp3LlyhQvXpzp06dn6cHLIpFK03wiGRHh03zffw/XXmvn7E2cqCCVWv369WP58uX06dMnpIMUQKFChRgwYABz5swJuXVdIpFGYUokOTt3RmyPqYED4ZZb4IILYNIkKFMm6IrCw4YNG3jllVe48cYbadCgQdDlpErTpk1p2rQpXbt2ZVmUbKYQCYLClMjxvI/Ykalhw+Dhh216b+JEKFEi6IrCx/PPP8++fftCqhVCarzzzjvkzp2bNm3a6KgZkSyiMCVyvH377IC6CAtTM2da64PateGbb+C004KuKPUOHDjAtGnT2L17d8pPzgKzZ8/mo48+4rHHHqNixYqB1JBepUqV4s0332TChAl88sknQZcjEpEUpkSOF4FHyaxda1N7xYvDyJHhtWtv3bp11KlTh1q1alG4cGGuueYaXn/9dWbPnk1CQkKWXz/UWyGkRqtWrahTpw4dO3Zk/fr1QZcjEnEUpkSOF2GHHO/bB02a2F9r9GgoVizoilJv1qxZ1KhRgwULFvD222/z5JNPsnXrVp577jmqV69OyZIladGiBUOGDMmykPD111/z888/0717dwoVKpQl18hqOXLkYODAgezdu5cnnngi6HJEIk5ob0cRCUIEjUx5Dw89ZFN833wDF18cdEWpN3z4cO6//36KFi3K5MmTqVq1KgA9e/Zk3bp1jB8/nrFjxzJu3DiGDh0KQNWqVWnYsCHXXXcdtWvXJk8Gh+D279/PM888Q5UqVWjdunWG/05BOv/883nhhRd4/vnnueiii+jYsSN58+YNuiyRyOC9z7a3Sy+91IuEvPHjvQfvf/456Eoy7NVX7a/So0fQlaRefHy8f+GFFzzga9eu7Tds2JDi82fNmuV79Ojh69at62NiYjzg8+fP76+//nrft29f/+eff/qEhIQ01/Laa695wI8fPz69f52QcuDAAX/LLbd4wJctW9YPHTrUx8fHB12WSMgCZvpU5BuFKZHjjRxp/zVmzw66kgwZNcr+Gnff7X06ckQgdu/e7W+99VYP+AceeMDv378/za+xc+dOP3r0aP/oo4/68847zwMe8GeffbZv1aqVHzFihN+6dWuKr7Nu3Tp/2mmn+Ztvvjk9f5WQ9uOPP/pq1ap5wMfFxfmJEycGXZJISFKYEkmvTz6x/xrLlwddSbr98Yf3BQp4f9ll3u/dG3Q1qbNy5UpfrVo1nyNHDt+7d+90jSQlZ/ny5f7999/3TZs29WeccYYHfI4cOXzNmjV9165d/ZQpU/yhQ4dO+LgHH3zQx8TE+CVLlmRKHaEmPj7eDx482MfGxnrA33TTTX7hwoVBlyUSUlIbpnScjMjx+vWDJ5+EzZvhrLOCribN/vnHDi2Oj7dDjEuWDLqilE2dOpWmTZuyb98+vvzySxo3bpwl1zl06BDTp0//31qr6dOn472nUKFCXHvttf9bb7Vlyxbi4uLo0KEDvXr1ypJaQsW+ffvo27cvr732Gnv37jWItv4AACAASURBVKV169a89NJLFC9ePOjSRAKX2uNkFKZEjte9O7z4Ihw8CGF2ntm2bVCnDqxYAT//DNWrB11RygYPHkybNm04++yzGT16NBdccEG2XXvr1q38+OOPjBs3jrFjx7JmzRoA8uXLR4ECBVi6dGnY7uBLq02bNvHyyy/z/vvvkzdvXjp16kSHDh0oUKBA0KWJBEZn84mk144dkC9f2AWp/fvhpptgyRIYNSr0g1R8fDydOnXi/vvvp3bt2vz222/ZGqQAChcuzB133MGgQYNYtWoVCxYsoE+fPjRo0IAPPvggaoIUQNGiRenfvz8LFiygQYMGvPjii1SsWJGPP/6Y+Pj4oMsTCWkKUyLH27kzLHtM9eoFkyfDZ5/ZIcahbOfOndxyyy28+eabPPLII4wZM4bChQsHWpNzjsqVK/Pkk0/y7bffcuuttwZaT1AqVqzI119/za+//kqZMmV46KGHuOSSSxg7dmzQpYmELIUpkeOF4SHHa9fCa6/BrbfCnXcGXc2pLV++nFq1ajFmzBjeffddBgwYQEyYjQJGg9q1azN16lSGDx/Onj17aNSoEddddx1//PFH0KWJhByFKZHjheEhx126wOHD0LNn0JWc2sSJE6lRowbr1q1j3LhxtGvXLuiS5BScc9x+++0sXLiQPn36MGvWLC655BLuv//+/60vExGFKZEThdk036xZ8Omn8MQTUL580NWc3MCBA2nQoAHFixdn+vTp1KtXL+iSJJXy5MnDk08+ybJly+jYsSNffPEF5513Hl26dGFn4okBIlFMYUrkeDt2hM003+HD0LatnbfXpUvQ1STv8OHDPPbYYzz88MM0aNCAqVOnUqFChaDLknQ488wz6dmzJ4sXL+bWW2+lR48eVKhQgQEDBnDo0KGgyxMJjMKUyPHCaGSqTx87d69//9DMf9u2baNx48a88847PP3003z33XcUDMVCJU3KlSvH0KFDmTFjBpUrV+bRRx+lSpUqjBo1iuxst5PIe8+OHTtYsWIFCQkJ2X59ER10LHK8MFmAvmSJtcNq0gRuvz3oak60aNEibr75ZlasWMHHH3/MAw88EHRJksni4uKYMGEC33//PZ06daJp06bUrl2bXr16cfnll2f49Xfv3s369evZsGFDsrdH//nAgQMAlC1blnvvvZd7772XihUrZrgGkdRQ006RoyUkQK5cNmfWvXvQ1ZzUrl1Qvz4sXgwLF0KpUkFXdKyxY8dy5513kjt3br755huuvPLKoEuSLHb48GEGDRpE165d2bhxI3feeSc9evTg3HPPPeZ5+/btO2VAOjoo7d2794TrOOcoVqwYxYsXp0SJEsfc5suXj9GjRzN+/HgSEhKoWbMmLVu25M477wy89YaEJ3VAF0mPXbtsiq9nT3jmmaCrSdbOnXD99TBtGgwfbu0QQoX3nn79+vH0009TpUoVRo8eTdmyZYMuS7LRrl27ePPNN+nVqxeHDx+mYcOG7Nix438BadeuXcl+3FlnnUWJEiVOCEhH35YoUYIiRYqQM2fOU9awdu1aPv/8cwYPHsz8+fPJnTs3N910Ey1btqRRo0bkzp07K/7qEoEUpkTSY80aKFMGPvgA2rQJupoT7NkDDRrYmXtffAG33RZ0RUkOHjxI+/btGTRoEE2aNGHIkCGcdtppQZclAVm7di1du3Zl8uTJFCtW7KThqHjx4hQrVixLeo1575kzZw6fffYZQ4cOZdOmTRQpUoS77rqL++67j+rVq+Ocy/TrSuRQmBJJjwULoEoVSyrNmwddzTESEuCOO+Cbb2xEqlmzoCtKsmnTJpo1a8avv/7K888/T7du3ciRQ/tbJHQcOnSIcePGMXjwYEaPHs2BAweoXLkyLVu25J577iE2NjboEiUE6Ww+kdSKj4du3SA2Fi6+2O4766xga0pGt24wcqQdGxNKQWrevHlcdtllzJgxg88//5zu3bsrSEnIiYmJ4YYbbmD48OGsW7eODz74gDPPPJNnn32Ws88+mwYNGjBkyBD27NkTdKkShjQyJdFt82a4+24YP94WIlWvbp0v77knZA46Tuxs3qULPPggDBoEoTIzMXr0aO655x5OP/10vv32W2rUqBF0SSJpsmzZMoYMGcJnn33GihUrKFCgALfddhstW7akbt26+sUgymmaTyQlCQkWnhYtgnfegYceCp2UcsTcuVbWzJnW/mDIEMiTJ+iqTL9+/Xjqqae49NJLGTVqFKVLlw66JJF0S0hIYPLkyXz22WcMHz6cnTt3UqZMGVq0aEHLli2pVKlS0CVKABSmRFLyzTe2FW7IEGjRIuhqjvHPP9C1K3zyic04DhgQWr2kli5dSuXKlWncuDHDhg0jX758QZckkmn27dvH6NGjGTx4MGPHjiUhIYHLLruMli1b0rx5c/6/vTuP07nc/zj+umSJpEIlW2RKSCinKEuqY0I7KmSctPwUJzqnmRTJFrLUqX6nHC3MkBbLyZYtsh7LYX6GrI1dmOxRzHr9/rhuTDWbmXuf9/PxmId7vnN/7/vzma9un67r+n6uckG4DEB8Q8WUSE6shdtug2PH3MhU0eDoX7txo+tqPmGCC7FHDze9F2wtctq3b8/s2bPZvn07V199daDDEfGZgwcPMnHiROLi4khISDi39srf04DFihWjVKlSfnkvOU/FlEhO5s+Hli1hzBh49tlAR8OJE66t1UcfQcmS0KULxMRA9eqBjuyPVq1aRaNGjXjjjTfo379/oMMR8ZuEhIRzbRaSkpL8+t7GGB5++GFiYmJo1KiRX9+7MFMxJZKTu+6CxETYvj3gi5C++w6iomD/fnjpJejdG8qXD2hI2bLW0rx5c7Zu3UpiYiKXXnppoEMS8bu0tDTmz5/Pli1b/Pae+/fv55NPPuHYsWM0bdqU6Oho2rRpowXyPpbXYio45jZE/GnXLli82N0iF+BCatw4NzAWEQErVriZx2A2c+ZMli5dygcffKBCSgqtokWL0qpVK1q1auXX933jjTf49NNPGTVqFA8++CC1atUiOjqajh07UiJY7kwppFTSSuGzfbv7M4C38WdkuL5RTz0FzZu7rWGCvZBKS0ujd+/e3HDDDTzzzDOBDkek0CldujQvvvgiiYmJfPbZZ5QoUYKuXbtSvXp1hg8fzokTJwIdYqGlYkoKn9273Z/VqgXk7Y8dg4cegv793fTeN9/AZZcFJJQLEhsby6ZNmxgyZIhPtv4QkbwpVqwYHTt2JD4+nnnz5lGnTh1eeeUVqlSpQkxMDD/++GOgQyx0VExJ4bNrFxQpAgHoi7RtG9x6K8ydC++/76b5QmHP1V9//ZV+/frRqFEjHg2mnZVFCjFjDH/+85+ZP38+8fHx3H///YwaNYrq1avz1FNPsXHjxkCHWGiomJLCZ9cut3WMn0dXtmxxU3qnTsGSJa7tQZD1CM3Wu+++y/79+xk+fLg2hhUJQg0aNGDixIkkJibSrVs3vvrqK2666SYeeOABlixZgj9vNiuMVExJ4bNrl9+n+P7v/9wNhNbCokUQSnc2Hz58mGHDhvHAAw/QtGnTQIcjIjmoXr067733Hnv27GHgwIGsXLmS5s2b07hxY6ZOnUp6enqgQwxLKqak8PFjMZWS4tZG3XYbXHSRK6Rq1/bLW3vN4MGDOXXqFMOGDQt0KCKSR+XKleP1119nz549fPDBBxw+fJi2bdty44038q9//YvTp08HOsSwomJKCpfUVLdXy7XX+uwttm+Ht9+Gtm2halV3197jj7t99kJte68dO3bwwQcf0LVrV2qHWhUoIpQsWZLnn3+erVu3MmnSJK644gq6detGtWrVePPNNzl69GigQwwLuRZTxpgqxpjvjDGbjTEbjTE9PcfrG2NWGmPWGWPWGGOC/MZuEWDfPteXwAcjU4sWuX2TIyLg73+HhAS4916YNcttDxOK23n17duXokWLMmDAgECHIiIFcNFFF9GuXTtWrVrFd999R8OGDenbty9Vq1alV69e7D57l7PkS15GptKAv1trawGNgO7GmNrAcGCAtbY+0M/zvUhw27XL/enlYmrCBLc7zalTMGqUe5vERHe8dWuvvpXfrF27ls8//5yXXnqJihUrBjocEfECYwx33XUXs2bNYv369bRt25Z//vOf1KhRgyeffJKEhIRAhxiSci2mrLUHrLXxnscngc1AJcACZTxPuwzY76sgRbzGB8XUiBHQuTM0aQKrV8Pf/ubTWUS/sNYSExNDuXLliImJCXQ4IuIDdevWJTY2lh07dtCrVy+mTZtG/fr1iYyMZOrUqWoCegEuaM2UMaYa0ABYBfQCRhhj9gIjgVezOec5zzTgmkOHDhUsWpGCOttjqnJlr7zc4MFuQ+InnoDZs+Hyy73ysgE3d+5cFi5cSL9+/bgsFDqKiki+ValShZEjR7J3716GDh16bsSqXLlyNGnShEGDBrF69WrdCZiDPG90bIwpDSwG3rTWTjXGvAcsttZOMcY8Bjxnrb03p9fQRscScF26wMKFsHdvgV9qwIDzXcw//dTdrRcO0tPTueWWWzh16hSbN2+meCh0FRURr0lNTWXFihXMnTuXefPmsXbtWqy1lC1blnvvvZfIyEhatmxJZS/9T2kwy+tGx3kqpowxxYCZwFxr7dueYyeAy6211rgufiestWVyeh0VUxJwzZu7BehLl+b7Jax1RdTAgfCXv8DHH4dPIQUQFxdHly5d+Pzzz3niiScCHY6IBNihQ4f49ttvmTdvHnPnzuXAgQMA1K5dm5YtWxIZGUmzZs0oVapUgCP1Pq8VU55CKRY4aq3tlen4ZuB5a+0iY8w9wHBr7a05vZaKKQm4atWgaVMYPz5fp1sLr78Ob74JTz8NY8a4WcNwcebMGWrWrMmVV17J6tWrKRJOyYlIgVlr+f77788VVkuWLCE5OZkSJUrQrFmzc8XVTTfdFBa7JXizmGoCLAU2ABmew68BPwPvAkWBM8AL1tq1Ob2WiikJqLQ0uPhiePVVGDQoXy8xciRER8Nzz8GHH4ZXIQUwcuRIoqOjWbBgAXfffXegwxGRIHf69GmWLFlybkrw7H6A11xzzbnC6t577+XKK68McKT549VpPm9RMSUBtWsXVK/u5uWefvqCT581Cx54ANq1gy++CL9C6ujRo9SoUYNGjRoxe/bsQIcjIiFo3759zJs3j3nz5jF//nyOHj2KMYZbbrnl3Fqrxo0bh8xaTBVTIr+3aBG0aAHz57tumhfg++/hjjvg+uvdcqswXBpAdHQ0o0aNYt26ddx8882BDkdEQlx6ejpr1649NyW4YsUK0tPTKV26NC1atCAyMpLIyEhq1KgRtFOCKqZEfu/jj+HZZ2HbNlcV5dGKFW5Eqlgx+O9/vdZVIajs2bOHG264gSeeeIJx48YFOhwRCUMnTpzgu+++Y+7cucydO5edO3cCbnPm6dOnc9NNNwU4wj/KazFV1B/BiASFcePcAvTrrsvzKV9/DR06QKVKMGdOeBZSAK+//joAAwcODHAkIhKuLrvsMh5++GEefvhhABITE5k7dy7z58+nmp82n/cVFVNSOKxYAcuXw7vv5rmPQUKC26C4QQOYMQNCdP1krhISEhg/fjwvv/wyVatWDXQ4IlJIREREEBERQffu3QMdSoFpmk8Kh3btYMEC16yzdOlcn37mDDRsCEeOwIYNUL68H2IMkFatWrFq1Sq2b9/OFVdcEehwRESChqb5RM7avh2mToXevfNUSAG89hps3AjffBPehdSCBQuYM2cOI0eOVCElIpJPYXZzt8jvrFnjFp0XLQp//WuuT8/IgKFD4Z134IUXoFUrP8QYIBkZGcTExFC1atWwGGYXEQkUjUxJ+EhNhe++g3nzXE+pH36A9evh0kth1Ci45ppsT83IcDf5RUfDzJlurdTIkf4LPRC+/PJL4uPjiYuL4+KLLw50OCIiIUtrpiR07dwJ//63m4/btw/WrnWLnC6+2N21V7kytGkDXbtCmT9uG2mtW5f+3nuu/jp2zLU/ePtt6N4dgrTtiVckJydTq1YtypQpQ3x8vLaNERHJgtZMSXhIS3MdM1eudJXPtm2uCjp5EjZtcs+55hqoUsUVTo88ApGRULJkji+7davbpHjlSrj8cmjb1jXlbNHCNUkPd6NHj2bnzp3MmTNHhZSISAGpmJLgkZbm/jx82I04TZ3qCqhffnHHr7wSbr7ZrX8qX95VQ+3aXXD1M2UKPPUUlCgB//wndOkCl1zi3VSC2YkTJxg0aBD33HMPLVu2DHQ4IiIhT8WUBFZKCnz5JfzjHxAf/9uf1azpqp7GjaFRI1c0FWDubedO6NMHPv8cbr8dJk1yA1qFzfDhwzly5AjDhw8P2i0cRERCiYop8a/UVFfFxMZCYqJb65SSArVqweuvQ/Hibs3TffdBnTpeWbj0ww+uV+dHH7l+nX37uq8SJbyQT4j58ccfeeedd+jYsSO33HJLoMMREQkLKqbEt44dc+3D161zhdPy5bB/P0REuOGhRx+Fe+6Bli3Bi2t3rHU39r3zDsya5RaWd+4M/fuH75YwefHGG2+Qnp7O4MGDAx2KiEjYUDEl3nXmDCxd6tY6LVsGixa50ahSpVwVc+utMGaMa+Dkg4XP1sL06dCvn+uKcOWVbsDr+eehQgWvv11I2bRpE2PHjuXFF1+kemFYZS8i4icqpqTgrIX5893U3YwZ7k47Y6B2bejZE9q3hz/9yWe9BqyF3btd/fbBB66Gq1kTPvkEOnZ0s4YCvXv3pnTp0vTp0yfQoYiIhBUVU3LhrHXTdjt3uq1aYmNdr6eyZeGxx9zU3Z13wmWX+TSMkydh7Fh4/323/Arg6qth9Gh4+ml30584S5cuZcaMGQwZMoTy4bw/johIAOifG8m7M2dg4kR3592GDeeP16vnCqrHH/fZqu6ffoIlS9zoU0KCW361e7cL6Y47oFcvd9Pf2c4Jcp61lpiYGCpVqkTPnj0DHY6ISNjRPzuSu6QkN3/24Ydw6JCrWD76CBo2hEqVXM8nH0zhHTjgWk1NnuwKqYwMV6vdfDPUrQv33+8Gwm67zetvHVamTp3KypUr+eSTTyhVqlSgwxERCTvaTkb+yFr4+WfYssXNmU2c6BaR33+/GwJq0cInxdMvv7iiaeVKWLjQ3fhnrVt61a4dtG4NDRq47gmSN6mpqdSpU4fixYuTkJDARRddFOiQRERChraTkQtz6pS7DW7yZFiwwBVT4O7Ce/ZZt5D8+uu9/ranT7ulV+PGucGu48fdTX716rk2Bu3auWJK8uejjz7ihx9+YMaMGSqkRER8RMVUYbd7t9vp9+OPXQFVsSI88YQrnKpUcf2frrjCa2/366+uW8LkyTB7Nhw86I4XKeL2x3v2Wbf2qXRpr71loXXy5EkGDBhAs2bNaNOmTaDDEREJWyqmCqsVK1xHyylT3JRd+/bwwgvuLjwv93/6+Wd4+22YOdMtHk9Lczf6tWnjRp0qVXIzh9de69W3LfRGjRrFTz/9xIwZM7RtjIiID6mYKkzS0lzx9M47sGoVXH45vPwy9Ojhk03qjhyBCRNg8GC3d3Hz5hATA02awN13F87tXPzl4MGDjBw5kvbt23ObVuiLiPiUiqnC4PhxtyDp/fdh7163lcv//i906eKT+bS5c2HUKLeIPD0d7roLRoxwN/+JfwwcOJDk5GSGDBkS6FBERMKeiqlwZq3bVLh7dzc0dNddroi6/36vTuUdOeJ6d+7Z43aKmT8fqlZ1o1Dt2rk78DTL5D9bt25lzJgxdOvWjYiIiECHIyIS9sKqmFq2bBnjx48nKiqKO+64o3CvE0lKcmugpk51W7nMmeP2xfOSU6dcn85Jk1w7g7MdNsqWdT09u3XTNF6gvPbaa5QsWZJ+/foFOhQRkULB+zvNBtDmzZuZMGECTZo04frrr2fgwIHs2LEj0GH5l7Xw2WduZfesWfDWW/Cf/3itkEpLc6NP11/vllodOuQ2Ep4+HeLj3ehUz54qpAJlxYoVTJ06lejoaK666qpAhyMiUiiEXdPOU6dOMXXqVOLi4li4cCHWWpo2bUpUVBTt27fnMh/vFxdQBw64IaHp06FRI7dx3Y03FvhlrYXFi+Hzz+Hf/3YF1J13wvDhbisXCQ7WWpo1a0ZiYiI//PADpdVfQkSkQPLatDOsRqYASpcuTVRUFN9++y27du1iyJAh/PTTTzz77LNUqFCBDh06MHv2bNLS0gIdqvekp7sF5rVrw7x5bvX3smUFLqRSU10zzfr1XeuCzz5zd+HNnAlLl6qQCiaJiYm0b9+eZcuW0b9/fxVSIiJ+FHYjU1mx1rJmzRri4uL4/PPPOXLkCFdffTWdOnUiKiqKevXq+T0mr7DWdb6MiYGNG6FpU9d884YbCvyy06ZB796wdavbB69XL9fLU1u7BZfDhw8zaNAgPvzwQ4oXL84rr7zCa6+9pm7nIiJekNeRqUJRTGWWkpLCN998Q1xcHDNnziQ1NZV69eoRFRVFx44dqVChQkDjy7P4eIiOdv0HIiJg2DB49NF83Ta3apWbIczIgNWr3aLyHTvcwNawYfDgg7obL9icOXOG9957jyFDhnDy5EmeeeYZBgwYEDp/f0VEQoCKqTw4cuQIX375JbGxsaxevZoiRYoQGRlJVFQUDz30ECVLlgx0iH9krVus9OqrUK4c9OsH//M/+d79d/RoeP75898XLQr33AMdOkCnTu57CR4ZGRlMnDiRPn36sGfPHtq0acNbb71FnTp1Ah2aiEjYUTF1gbZs2cL48eMZP348e/fupUyZMjz22GNERUXRpEmT4GizkJ4Of/0rfPghPP44/Otfbl+WfJo61fWBat3adSkHt6WLF7fiEy9auHAh0dHRxMfHc8sttzBy5EhatGgR6LBERMKWiql8ysjIYPHixcTGxjJ58mR++eUXqlevTufOnYmKiqJGjRqBCWzHDnj6abdLcEwMDB16wY03ExLcnsYbNrjv1693DTUXLNBaqGC2adMmYmJimDVrFlWrVmXIkCF06NCBIl7eQ1FERH6r0N7NV1BFihShRYsWjBs3jqSkJMaPH09ERASDBg0iIiKCJk2aMGbMGI4fP+6fgDIyXNfyunXdOqmxY13vqAv4hzQ52a17ql8fvvjCjTyVL+8Gt2bOVCEVrA4cOMBzzz1H3bp1WbZsGW+99RZbt26lU6dOKqRERIKIRqbyaN++fXz22WfExsayefNmSpQowYMPPkhUVBSRkZEUK1bM+2+6fTt07epajN93n+uWmY8NiV95xS2zGjDAzRJqGi+4nTp1ilGjRjFixAiSk5Pp3r07ffv2pXz58oEOTUSkUNE0n49Ya4mPjycuLo6JEydy+PBhrrrqKjp27EhUVBT169f3zvqqCRPcwvJixdz+LF265OuWuiVL3JZ8zzzjajEJXmlpaYwdO5Z+/fpx8OBB2rVrx9ChQ7W/nohIgKiY8oPU1FRmz55NXFwcM2bMICUlhZtuuomoqCg6depExYoVL/xFk5NdU6fRo6F5c9cps1KlPJ/+669uG76z66I+/dTVY+vWgfo4BidrLbNnzyYmJoaNGzdyxx13MHLkSBo3bhzo0ERECjUVU3529OhRvvrqK+Li4lixYgVFihThz3/+M1FRUTz88MOUysvCpF27oH17WLPGzc0NHpzn3gSHD7tTvvjCFVRnXXEFfPON211Ggk98fDzR0dEsXLiQiIgIhg0bxqOPPhocd4+KiBRyWoDuZ2XLlqVbt2785z//Ydu2bbz22mts2bKFTp06UaFCBbp27crixYvJyMjI+gXmzYNbboEffoCvv3bdMvNYSE2e7HaSGT/e9Yb69ltISXFr148cUSEVjPbs2UPnzp259dZbSUhI4N1332Xjxo20bdtWhZSISIjJdWTKGFMFiAMqABnAGGvtu56f/RXoAaQBs6y1MTm9VjiPTGUlIyODpUuXEhcXx6RJkzh58iTXXnstnTt3pnPnztxwdtuXadPciFStWjBliutonkeTJ7tTGzZ0U3p16/ooGfGKEydOMHToUP7xj38A0KtXL3r37s3ll18e4MhEROT3vDbNZ4y5BrjGWhtvjLkUWAs8DFwN9AHaWGuTjTFXWWt/yum1Clsxldmvv/7KtGnTiIuLY968eWRkZNCoUSOibr6Zxz/5hLING7rFThfwj+r+/a54qlEDli93a6MkOKWkpDB69GgGDhzIkSNHePLJJxk8eDDXXnttoEMTEZFseG2az1p7wFob73l8EtgMVAKeB4ZZa5M9P8uxkCrsSpUqRYcOHZg9ezZ79+5lxIgRnNq7lxfGjOGajAzaXX0105csISUlJU+vZ63rmnD6tLvxT4VUcLLWMmXKFOrUqUPPnj2pV68ea9euZfz48SqkRETCxAXtvGaMqQY0AFYBI4Cmxpg3gTPAy9ba/3o7wHBU8ZprePnkSf7+44+sa9yYuAYNmDh5MlOmT6d8+fJ06NCBqKgobr311t+snzl+HJ58EpYudeuhTp2CDz6As7OFeZGamspPP/3EwYMHOXjwIElJSVn+eezYMR555BH69++vzXPzISkpiYkTJzJu3DjWr19P7dq1mTVrFq1atdKaKBGRMJPnu/mMMaWBxcCb1tqpxpjvgYVAT+BPwJfAdfZ3L2iMeQ54DqBq1aq37t6924vhh6jevV0X865dXQuEYsVITU1l3rx5xMXFMW3aNJKTk6ldu/a5NgsZGZVp1cqtT+/aFUqWdNN73btDRkY6hw4dyrIo+v2xI0eOZBlSmTJlqFChAldffTUVKlSgSJEiTJkyhRIlSvDKK6/wt7/9jUsuucTPv6jQcubMGaZPn05cXBxz5swhPT2dhg0b0q1bN7p06UJR7RotIhJSvNoawRhTDJgJzLXWvu05Ngc3zbfI8/12oJG19lB2r1OY10yd88478Le/Qbdublgpi1GK48ePM2nSC2ScCgAAEdRJREFUJGJjY1m+fDnGGIoVuwdj7uahh45SosRvC6ZDhw6R1XW85JJLflMg5fRnyZIl/3D+tm3bePXVV5k6dSoVK1Zk4MCB/OUvf+Giiy7yya8mFFlrWb58OXFxcXz11VecOHGCSpUq8eSTT9K5c2fq1KkT6BBFRCSfvLkA3QCxwFFrba9Mx7sBFa21/YwxNwALgKq/H5nKrNAXU+PHQ1QUtG0LX34JeShKVq/ezn33jefEiTgyMnZy8cUX57lAKu2lLp3Lly/n5ZdfZuXKldStW5fhw4cTGRlZqKerduzYwfjx44mLi2PHjh2UKlWKtm3bEhUVRYsWLVRwioiEAW8WU02ApcAGXGsEgNeAb4FPgfpACm7N1MKcXqtQF1MTJrgtYe66C2bNgosvzvWUn3+Gu++GTZvg228tdeueonTp0gEpYqy1TJ48md69e7Njxw7uvfdeRowYQf369f0eS6CcOHHiXGPWZcuWYYyhRYsWdOnShUcffdRrxauIiAQHdUAPJnFx8Je/QIsWMGMG5KEb+v790Lo1fP+9a0PVpo3vw8yLlJQUPvzwQwYOHMixY8eIiopi8ODBVK5cOdCh+URaWtq5tWxff/01ycnJ1KxZky5dutCpUyeqVq0a6BBFRMRHVEwFi3//G9q1c0NM06blqZDatAnuuw+OHXNNOSMj/RDnBTp+/DhDhgzhvffewxjDSy+9RO/evSlTpkygQ/OKhIQEYmNjmThxIklJSZQrV+7cXZYNGzYs1FOcIiKFhYqpQFm1CiZNOj+U1KoVNGjg9njJw91wBw7An/4E6eluT70GDXwcbwHt3r2bPn368Nlnn1G+fHn69+/Pc889R7EQbHx14MABJk6cSFxcHOvXr6dYsWLcf//9REVF0bp1a4oXLx7oEEVExI9UTAXC0qWuePrll/PHatVyx8uVy/X006fdkqqNG11H83r1fBeqt61Zs4bo6GgWLVrEDTfcwFtvvcVDDz0U9CM4p0+fZtq0acTGxp7rTH/77bcTFRXF448/Trk8XDcREQlP2ujY35YscYVUlSqQmOhGp158EebOzVMhZS38z//A6tVurXooFVIADRs2ZOHChUyfPp0iRYrwyCOP0KxZM1atWhXo0P4gIyODJUuW8Mwzz1ChQgU6dOjAxo0b6d27N5s3b2blypW88MILKqRERCRPNDLlDceOQc2armj67jvIR8fwsxsW9+8Pb7zh/RD9KS0tjU8++YQ33niDpKQkHnvsMYYOHcp1113n91istezbt4+EhIRzX6tWrWLPnj2ULl2adu3aERUVRfPmzSlSRP9vISIi52maz5+6d3edzNeuhXy0Cjh61M0GVqkCK1dCuDTKPnnyJCNGjGDUqFGkpqbSo0cP+vbtS9myZX3yfsnJyWzcuPE3hVNCQgLHjh0795zrrruO+vXr88gjj/DII4+oq7uIiGRLxZS/rF3rVoz36AHvvZevl+jSBSZOhDVrQm96Ly/2799Pv379GDt2LGXKlKFPnz706NGDi/PQays7SUlJvymY1q1bx5YtW0hPTwegZMmS1K1bl3r16p37uvnmm8PmbkMREfE9FVP+kJEBjRvD7t2wdStcdtkFv8SiRa79VN++MGiQ90MMJhs2bCAmJoY5c+ZQrVo1hgwZwuOPP57j9Fpqaipbt279w2hTUlLSuedUrlz5N0VTvXr1iIiIUBdyEREpEBVT/pCYCE2awKhR0KnTBZ9uLdx+Oxw8CNu25akpelj49ttviY6OZt26dTRs2JCRI0fSvHlzjh079puRpoSEBDZu3EhKSgoAxYsXp06dOn8YbdJCcRER8QUVU/7y889w6aVZblicm7OLzseOdQ3SC5OMjAwmTJhAnz592LdvHxUqVODgwYPnfn7VVVf9YbTpxhtvDMn+VSIiEppUTAW5tDSoUweKFYOEhDzteRyWTp8+zfvvv8+GDRt+s8apQj7uiBQREfGmvBZTYXLfWOj59FM3tTdtWuEtpMAtFI+JiQl0GCIiIvmmxjoB8Ouvrp/UnXfCAw8EOhoREREpCI1MBcC777o9+CZNytdSKxEREQkiGpnys6NH4a233IjUnXcGOhoREREpKBVTfjZ0qLsBcMiQQEciIiIi3qBiyo/27IH333cdz2+6KdDRiIiIiDeomPKj/v3dnwMGBDQMERER8SIVU36ycSPExro9katWDXQ0IiIi4i0qpvzktdegdGn3p4iIiIQPFVN+sHYtTJ8OMTGgbeRERETCi4opP3j3XTcq1aNHoCMRERERb1Mx5WMHD8IXX8BTT8FllwU6GhEREfE2FVM+Nnq029T4r38NdCQiIiLiCyqmfCg52RVTrVvD9dcHOhoRERHxBRVTPjRpEiQlQc+egY5EREREfEXFlA99/DFERMC99wY6EhEREfEVFVM+sn07LF7sFp4bE+hoRERExFdUTPnIuHFQpAhERQU6EhEREfElFVNekJLy2+/T093WMS1bQuXKgYlJRERE/EPFVAF98w3UrOmm9c5asAD27nVTfCIiIhLeVEwVUPXq8PPPEBnpGnQeOgSDBkHZsvDQQ4GOTkRERHytaKADCHW1arnRqbvvdl+HDrni6oMPoESJQEcnIiIivqaRKS+4/XaYMgUSE91IVXw8PP10oKMSERERf9DIlJfcdx/8+KOb3rvookBHIyIiIv6iYsqLrrwy0BGIiIiIv2maT0RERKQAVEyJiIiIFICKKREREZECUDElIiIiUgAqpkREREQKQMWUiIiISAHkWkwZY6oYY74zxmw2xmw0xvT83c9fNsZYY0x534UpIiIiEpzy0mcqDfi7tTbeGHMpsNYYM99au8kYUwX4M7DHp1GKiIiIBKlcR6astQestfGexyeBzUAlz4/fAWIA67MIRURERILYBa2ZMsZUAxoAq4wxDwI/WmsTcjnnOWPMGmPMmkOHDuU7UBEREZFglOdiyhhTGpgC9MJN/fUB+uV2nrV2jLW2obW24ZXab0VERETCTJ6KKWNMMVwh9Zm1dipQA6gOJBhjdgGVgXhjTAVfBSoiIiISjHJdgG6MMcAnwGZr7dsA1toNwFWZnrMLaGitPeyjOEVERESCUl5Gpu4EOgN3G2PWeb5a+zguERERkZCQ68iUtXYZYHJ5TjVvBSQiIiISStQBXURERKQAVEyJiIiIFICx1n/9No0xh4DdPn6b8kC4LoRXbqFJuYUm5RaalFvoCea8rrXW5trXya/FlD8YY9ZYaxsGOg5fUG6hSbmFJuUWmpRb6AmHvDTNJyIiIlIAKqZERERECiAci6kxgQ7Ah5RbaFJuoUm5hSblFnpCPq+wWzMlIiIi4k/hODIlIiIi4jcqpkREREQKIOiLKWPMfcaYrcaYRGNMb8+xu40x8caY740xscaYopmeX8wYsza7cz3HjTHmTWPMNmPMZmPMi/7PLHxzC9e8sotPuSk35eYbyk25ZXpOUOSWLWtt0H4BFwHbgeuA4kACUBvYC9zgec5A4OlM57QA3s/uXM9zngLigCKe769SbspLuSk35abclJtyy89XsI9M3QYkWmt3WGtTgC+AtkCytXab5znzPcfOug+Ync25D3me8zww0FqbAWCt/cn3qfxBuOYWrnmRTXzKTbkpN99Qbsot2HLLVrAXU5Vw1exZ+4AKQDFjzNluqe2AKpme0wJYlM25lTyPawCPG2PWGGNmG2Ou90HsuQnX3MI1L1Buyk25+ZNyU27Bllu2gr2YMlkcywCeAN4xxqwGTgJpAMaYisBRa+2v2Zx7tg9ECeCMde3rPwI+9XbgeRCuuYVrXqDclJuj3PxDuSk3CK7cshXsxdQ+flu9Vgb2W2tXWGubWmtvA5YAP3h+3gqYm9O5mX42xfP438DNPog9N+GaW7jmdTYG5eYoN+Xma8pNuQVbbtnLbVFVIL+AosAOoDrnF6PVwbPwDFepLgDu9nw/Cbgxp3M9PxsGdPU8vgv4r3JTXspNuSk35abclFu+8g50AHm4MK2BbbgV/n08x0YAm4GtQC/PsYuAdbmd6zl+OTAL2ACsAOopN+Wl3JSbclNuyk255ecrbLaTMcY0AZ601nYLdCzeFq65hWteoNxClXILTcotNIVTbmFTTImIiIgEQrAvQBcREREJakFfTGXTlr6H53trjCmfw7ldjDE/eL66ZDp+qzFmg+c13jPGZHU7ps9lk9snxpgEY8x6Y8xkY0zpbM591XPeVmNMZE6vGQjZ5DbOGLPTGLPO81U/m3OD9rplk9fSTDntN8Z8nc25QZuXJ44L2gLid+cGe26fGmN+MsZ8n+lYe2PMRmNMhjnf/yarc7Pb3qK6MWaVJ+cvjTHFfZ1HNvFlldsgz2fIOmPMPM/t51mdG7TXLZu8+htjfsz031vrbM4NxWv2Zaa8dhlj1mVzbijmVs8Ys8Lzd2qGMaZMNucGdW45CvSirVwWsWXXlr4BUA3YBZTP5tyyuLsCygJXeB5f4fnZaqAxrqfFbKBVEOVWJtNz3gZ6Z3Fubc/zS+Duetjueb1sW/EHSW7jgHa5nBu01y0vv1/crbtRoZRXLtcs2y0gQiU3TxzNgFuA7zMdqwXUxDULbHih1xz4CnjC83g08HwQ5Zb5c+RFYHSoXbds8uoPvJyfv8vBfs1+9/NRQL9wyQ34L9Dc87grMCgUc8vpK9hHprJsLW+t/T9r7a5czo0E5ltrj1prj+Ha199njLkG90GzwrorEwc87MMcspNdbj+D29QRKMn5hmWZPQR8Ya1NttbuBBI9r5dTK35/KkgcwXzdcszLGHMpcDeQ1chUMOcF+dsC4qxgzw1r7RLg6O+ObbbWbs3l1Cyvuee/z7uByZ7nxRJcuf2c6dtLyPpzJKivW1Z55VFIXrOzPHE+BnyexY9DNbeauN5SkP3nSNDnlpNgL6Zyai3/B8aYhsaYj3M5t5LncZ5e04eyzc0YMxY4CNyI2/wRY8yDxpiBuZx7Qb8vH8opjjc90w/vGGNKQEhdt9x+v48ACzIVxKGSF1zgFhAhltsFMcZUNMZ84/k2u9zKAcettWm/Ox40jDFvGmP2Ap2Afp5j4XDdeng+Qz41xlwB4XPNPJoCSdbaHyBscvseeNDzuD3nP0fCITcg+IupnFrL//EH1q6x1j6Ty7kX9Jo+lG0c1tqngIq4nhyPe45Nt9b2y+XcYM/tVVyB+Cfc1MIrEFLXLbcYOpDp/yZDKC+4wC0gQiy3C2Kt3W+tPbsWJ2Rzs9b2sdZWAT4DeniOhfp1+xC3R1t94ABuOixsrpnH7z9HwiG3rkB3Y8xa4FIgBcImNyD4i6mcWsvn99x9nsf5eU1vyjE3a2068CVZD4fmlFt+f1/elN12AgeskwyMxQ3r5ulcguO6Zfv7NcaUw+Uz6wLPDYa84MK3gMj1XIInt4LILrfDwOXm/IL8YM5tIhf+ORKU181am2StTbfWZuD2Z7uQz5Cgv2ae2B7FffZnJSRzs9Zusda2tNbeiisUt2fxtJDM7RxfL8oqyBc5tJb3/HwXOS9A34lbWHmF53FZe34xXCPOL65sHSy5ARGenxtgJDAyi3Pr8NsF6Dtwi/dy/H0FQW7XZMrtH8CwULpuOf1+gW5AbA7nBm1euVyzLLeACKXcMsVZjSwW/JLzAvScrvkkfrso9oVgyQ24PtPjvwKTQ/G6ZZHXNZkev4RbOxoW18xz7D5gcQ7nhGRumT5HiuDW4HUN1dyyzTnQAeThomTVlv5FXBWbhqtQP/Ycb3j2sef7rrjF2YnAU5mON8TN4W4H/hdP89JA5+b5i7Yc1y7/e9zwfBnPcx8EBmY6t4/nvK1kutMmq99XMOTmObYwU24TgNKhdt2y+/3i/kG+73fPDZm8crhmf9gCIkRz+xw3LZTq+ex4GrfGbR+QDCQBcz3PrQh8k4drfh3urrdE3Id9iSDKbYrn974emAFUCrXrlk1e4z2fIeuB6Zz/H7SQv2ae4+OAbr97bsjnBvT0xLwNt8fe2YbhIZVbTl/qgC4iIiJSAMG+ZkpEREQkqKmYEhERESkAFVMiIiIiBaBiSkRERKQAVEyJiIiIFICKKREREZECUDElIiIiUgAqpkREREQK4P8BWeDlcbKuwCIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(figsize=(10,8))\n",
"s = '2018-09-06 02:00'\n",
"e= '2018-09-06 23:00'\n",
"ax1.xaxis.set_major_formatter(mdates.DateFormatter('%m/%d\\n%H:%M'))\n",
"ax1.plot(df1[s:e],'b')\n",
"ax1.plot(df2[s:e],'r')\n",
"ax1.plot(df4,'k')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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