Skip to content

Instantly share code, notes, and snippets.

@kelsey-sorrels
Last active June 5, 2019 05:13
Show Gist options
  • Save kelsey-sorrels/5daead326965b3f5549cf6467e75499d to your computer and use it in GitHub Desktop.
Save kelsey-sorrels/5daead326965b3f5549cf6467e75499d to your computer and use it in GitHub Desktop.
Predict Spectral Class From Absolute Magnitude and Color Index
# brew update && brew install gcc (this includes gfortran)
ipython[all]>=3.2.0
scikit-learn>=0.21.2
matplotlib>=3.1.0
pandas>= 0.24.2
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"from parsec import *"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.9.0'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sns.__version__"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('~/Downloads/hygdata_v3.csv')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"from sklearn.mixture import GaussianMixture"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(('G', '1'), ['II'])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"slash = string('/')\n",
"dash = string('-')\n",
"\n",
"Ia0 = string('Ia0')\n",
"zero = string('0')\n",
"Iab = string('Iab')\n",
"Ia = string('Ia')\n",
"Ib = string('Ib')\n",
"III = string('III')\n",
"VII = string('VII')\n",
"IV = string('IV')\n",
"VI = string('VI')\n",
"V = string('V')\n",
"II = string('II')\n",
"sd = string('sd')\n",
"D = string('D')\n",
"\n",
"temp = one_of('OBAFGKM')\n",
"\n",
"cl = temp + digit()\n",
"sc = Ia0 ^ zero ^ Iab ^ Ia ^ Ib ^ III ^ VII ^ IV ^ VI ^ V ^ II ^ sd ^ D\n",
"\n",
"sep = slash | dash\n",
"\n",
"cl_pair = cl << sep << cl\n",
"sc_pair = sc << sep << sc\n",
"\n",
"cl_or_pair = cl_pair ^ cl\n",
"sc_or_pair = sc_pair ^ sc\n",
"\n",
"full = cl_or_pair + many(sc_or_pair)\n",
"\n",
"full.parse('G1-K2II/VII')\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['id', 'hip', 'hd', 'hr', 'gl', 'bf', 'proper', 'ra', 'dec', 'dist',\n",
" 'pmra', 'pmdec', 'rv', 'mag', 'absmag', 'spect', 'ci', 'x', 'y', 'z',\n",
" 'vx', 'vy', 'vz', 'rarad', 'decrad', 'pmrarad', 'pmdecrad', 'bayer',\n",
" 'flam', 'con', 'comp', 'comp_primary', 'base', 'lum', 'var', 'var_min',\n",
" 'var_max'],\n",
" dtype='object')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"id int64\n",
"hip float64\n",
"hd float64\n",
"hr float64\n",
"gl object\n",
"bf object\n",
"proper object\n",
"ra float64\n",
"dec float64\n",
"dist float64\n",
"pmra float64\n",
"pmdec float64\n",
"rv float64\n",
"mag float64\n",
"absmag float64\n",
"spect object\n",
"ci float64\n",
"x float64\n",
"y float64\n",
"z float64\n",
"vx float64\n",
"vy float64\n",
"vz float64\n",
"rarad float64\n",
"decrad float64\n",
"pmrarad float64\n",
"pmdecrad float64\n",
"bayer object\n",
"flam float64\n",
"con object\n",
"comp int64\n",
"comp_primary int64\n",
"base object\n",
"lum float64\n",
"var object\n",
"var_min float64\n",
"var_max float64\n",
"dtype: object"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>id</th>\n",
" <th>hip</th>\n",
" <th>hd</th>\n",
" <th>hr</th>\n",
" <th>gl</th>\n",
" <th>bf</th>\n",
" <th>proper</th>\n",
" <th>ra</th>\n",
" <th>dec</th>\n",
" <th>dist</th>\n",
" <th>...</th>\n",
" <th>bayer</th>\n",
" <th>flam</th>\n",
" <th>con</th>\n",
" <th>comp</th>\n",
" <th>comp_primary</th>\n",
" <th>base</th>\n",
" <th>lum</th>\n",
" <th>var</th>\n",
" <th>var_min</th>\n",
" <th>var_max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Sol</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0000</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>1.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>1.0</td>\n",
" <td>224700.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.000060</td>\n",
" <td>1.089009</td>\n",
" <td>219.7802</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Psc</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>9.638290</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>2.0</td>\n",
" <td>224690.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.000283</td>\n",
" <td>-19.498840</td>\n",
" <td>47.9616</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Cet</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>NaN</td>\n",
" <td>0.392283</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>3.0</td>\n",
" <td>224699.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.000335</td>\n",
" <td>38.859279</td>\n",
" <td>442.4779</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>And</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>NaN</td>\n",
" <td>386.901132</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>4.0</td>\n",
" <td>224707.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.000569</td>\n",
" <td>-51.893546</td>\n",
" <td>134.2282</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Phe</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>NaN</td>\n",
" <td>9.366989</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 37 columns</p>\n",
"</div>"
],
"text/plain": [
" id hip hd hr gl bf proper ra dec dist \\\n",
"0 0 NaN NaN NaN NaN NaN Sol 0.000000 0.000000 0.0000 \n",
"1 1 1.0 224700.0 NaN NaN NaN NaN 0.000060 1.089009 219.7802 \n",
"2 2 2.0 224690.0 NaN NaN NaN NaN 0.000283 -19.498840 47.9616 \n",
"3 3 3.0 224699.0 NaN NaN NaN NaN 0.000335 38.859279 442.4779 \n",
"4 4 4.0 224707.0 NaN NaN NaN NaN 0.000569 -51.893546 134.2282 \n",
"\n",
" ... bayer flam con comp comp_primary base lum var \\\n",
"0 ... NaN NaN NaN 1 0 NaN 1.000000 NaN \n",
"1 ... NaN NaN Psc 1 1 NaN 9.638290 NaN \n",
"2 ... NaN NaN Cet 1 2 NaN 0.392283 NaN \n",
"3 ... NaN NaN And 1 3 NaN 386.901132 NaN \n",
"4 ... NaN NaN Phe 1 4 NaN 9.366989 NaN \n",
"\n",
" var_min var_max \n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"\n",
"[5 rows x 37 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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>hip</th>\n",
" <th>hd</th>\n",
" <th>hr</th>\n",
" <th>gl</th>\n",
" <th>bf</th>\n",
" <th>proper</th>\n",
" <th>absmag</th>\n",
" <th>spect</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>13.0</td>\n",
" <td>224728.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.20</td>\n",
" <td>K0III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>51.0</td>\n",
" <td>224774.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.06</td>\n",
" <td>K0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>59.0</td>\n",
" <td>236270.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.91</td>\n",
" <td>B5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>82.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.50</td>\n",
" <td>G5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>108.0</td>\n",
" <td>224866.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.47</td>\n",
" <td>K3II/III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>113</th>\n",
" <td>113.0</td>\n",
" <td>224881.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.07</td>\n",
" <td>A0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>147</th>\n",
" <td>147.0</td>\n",
" <td>224923.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.51</td>\n",
" <td>K5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>196</th>\n",
" <td>196.0</td>\n",
" <td>236282.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.05</td>\n",
" <td>K5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>208</th>\n",
" <td>207.0</td>\n",
" <td>225009.0</td>\n",
" <td>9094.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-14.13</td>\n",
" <td>G8III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>209</th>\n",
" <td>209.0</td>\n",
" <td>225010.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-12.80</td>\n",
" <td>A2V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>251</th>\n",
" <td>251.0</td>\n",
" <td>225070.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.35</td>\n",
" <td>K2III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>266</th>\n",
" <td>265.0</td>\n",
" <td>225092.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.94</td>\n",
" <td>K5III:</td>\n",
" </tr>\n",
" <tr>\n",
" <th>268</th>\n",
" <td>268.0</td>\n",
" <td>240485.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.82</td>\n",
" <td>K5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>279</th>\n",
" <td>279.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.31</td>\n",
" <td>B8V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>286</th>\n",
" <td>286.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.77</td>\n",
" <td>K0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>312</th>\n",
" <td>312.0</td>\n",
" <td>225146.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.41</td>\n",
" <td>B0Ibp</td>\n",
" </tr>\n",
" <tr>\n",
" <th>319</th>\n",
" <td>319.0</td>\n",
" <td>225160.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.81</td>\n",
" <td>O8e</td>\n",
" </tr>\n",
" <tr>\n",
" <th>330</th>\n",
" <td>330.0</td>\n",
" <td>225180.0</td>\n",
" <td>9100.0</td>\n",
" <td>NaN</td>\n",
" <td>9 Cas</td>\n",
" <td>NaN</td>\n",
" <td>-14.10</td>\n",
" <td>A1III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>334</th>\n",
" <td>334.0</td>\n",
" <td>240489.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.21</td>\n",
" <td>B0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>341</th>\n",
" <td>341.0</td>\n",
" <td>225199.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.56</td>\n",
" <td>G8IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>386</th>\n",
" <td>386.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.90</td>\n",
" <td>B2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>404</th>\n",
" <td>405.0</td>\n",
" <td>236293.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.85</td>\n",
" <td>K2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>406</th>\n",
" <td>406.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.37</td>\n",
" <td>M0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>411</th>\n",
" <td>411.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.17</td>\n",
" <td>K5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>414</th>\n",
" <td>414.0</td>\n",
" <td>12.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.36</td>\n",
" <td>G6III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>426</th>\n",
" <td>426.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.63</td>\n",
" <td>F0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>432</th>\n",
" <td>433.0</td>\n",
" <td>18.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.52</td>\n",
" <td>K2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>437</th>\n",
" <td>438.0</td>\n",
" <td>27.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-12.05</td>\n",
" <td>G5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>462</th>\n",
" <td>463.0</td>\n",
" <td>76.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.55</td>\n",
" <td>G8III/IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>483</th>\n",
" <td>484.0</td>\n",
" <td>97.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.34</td>\n",
" <td>G5V</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>117462</th>\n",
" <td>117830.0</td>\n",
" <td>223960.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-13.08</td>\n",
" <td>A0Ia comp</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117466</th>\n",
" <td>117834.0</td>\n",
" <td>223952.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-12.58</td>\n",
" <td>K0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117474</th>\n",
" <td>117842.0</td>\n",
" <td>223969.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-12.81</td>\n",
" <td>K2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117495</th>\n",
" <td>117863.0</td>\n",
" <td>224014.0</td>\n",
" <td>9045.0</td>\n",
" <td>NaN</td>\n",
" <td>7Rho Cas</td>\n",
" <td>NaN</td>\n",
" <td>-15.49</td>\n",
" <td>F8Iavar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117506</th>\n",
" <td>117874.0</td>\n",
" <td>224031.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.96</td>\n",
" <td>K0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117516</th>\n",
" <td>117884.0</td>\n",
" <td>224055.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-12.78</td>\n",
" <td>B3Ia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117528</th>\n",
" <td>117896.0</td>\n",
" <td>224068.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.36</td>\n",
" <td>A0p...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117554</th>\n",
" <td>117921.0</td>\n",
" <td>224115.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.99</td>\n",
" <td>A</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117560</th>\n",
" <td>117928.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.05</td>\n",
" <td>B5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117568</th>\n",
" <td>117936.0</td>\n",
" <td>224125.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.69</td>\n",
" <td>A0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117589</th>\n",
" <td>117957.0</td>\n",
" <td>224151.0</td>\n",
" <td>9052.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-13.97</td>\n",
" <td>B0.5IIv SB</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117600</th>\n",
" <td>117968.0</td>\n",
" <td>224149.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.14</td>\n",
" <td>K2III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117602</th>\n",
" <td>117970.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.22</td>\n",
" <td>K5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117655</th>\n",
" <td>118023.0</td>\n",
" <td>224257.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-12.01</td>\n",
" <td>B0IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117689</th>\n",
" <td>118057.0</td>\n",
" <td>224320.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-13.44</td>\n",
" <td>K0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117701</th>\n",
" <td>118069.0</td>\n",
" <td>224324.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.07</td>\n",
" <td>K0III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117702</th>\n",
" <td>118070.0</td>\n",
" <td>224335.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.03</td>\n",
" <td>G5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117704</th>\n",
" <td>118072.0</td>\n",
" <td>224323.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.99</td>\n",
" <td>K0III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117725</th>\n",
" <td>118093.0</td>\n",
" <td>224395.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-12.16</td>\n",
" <td>B5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117745</th>\n",
" <td>118113.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.28</td>\n",
" <td>O9V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117753</th>\n",
" <td>118122.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.23</td>\n",
" <td>F9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117771</th>\n",
" <td>118139.0</td>\n",
" <td>224424.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.91</td>\n",
" <td>B1Iab</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117790</th>\n",
" <td>118158.0</td>\n",
" <td>224456.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.88</td>\n",
" <td>B9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117821</th>\n",
" <td>118189.0</td>\n",
" <td>224486.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.91</td>\n",
" <td>G8III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117843</th>\n",
" <td>118211.0</td>\n",
" <td>224530.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.96</td>\n",
" <td>K3/K4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117863</th>\n",
" <td>118231.0</td>\n",
" <td>224560.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.06</td>\n",
" <td>K0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117875</th>\n",
" <td>118243.0</td>\n",
" <td>224572.0</td>\n",
" <td>9071.0</td>\n",
" <td>NaN</td>\n",
" <td>8Sig Cas</td>\n",
" <td>NaN</td>\n",
" <td>-15.12</td>\n",
" <td>B1V...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117894</th>\n",
" <td>118262.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.81</td>\n",
" <td>B3Ia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117901</th>\n",
" <td>118269.0</td>\n",
" <td>224613.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-11.80</td>\n",
" <td>K2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117946</th>\n",
" <td>118314.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-10.73</td>\n",
" <td>K0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8417 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" hip hd hr gl bf proper absmag spect\n",
"13 13.0 224728.0 NaN NaN NaN NaN -11.20 K0III\n",
"51 51.0 224774.0 NaN NaN NaN NaN -11.06 K0\n",
"59 59.0 236270.0 NaN NaN NaN NaN -10.91 B5\n",
"82 82.0 NaN NaN NaN NaN NaN -10.50 G5\n",
"108 108.0 224866.0 NaN NaN NaN NaN -11.47 K3II/III\n",
"113 113.0 224881.0 NaN NaN NaN NaN -11.07 A0\n",
"147 147.0 224923.0 NaN NaN NaN NaN -11.51 K5\n",
"196 196.0 236282.0 NaN NaN NaN NaN -11.05 K5\n",
"208 207.0 225009.0 9094.0 NaN NaN NaN -14.13 G8III\n",
"209 209.0 225010.0 NaN NaN NaN NaN -12.80 A2V\n",
"251 251.0 225070.0 NaN NaN NaN NaN -11.35 K2III\n",
"266 265.0 225092.0 NaN NaN NaN NaN -10.94 K5III:\n",
"268 268.0 240485.0 NaN NaN NaN NaN -11.82 K5\n",
"279 279.0 NaN NaN NaN NaN NaN -11.31 B8V\n",
"286 286.0 NaN NaN NaN NaN NaN -10.77 K0\n",
"312 312.0 225146.0 NaN NaN NaN NaN -11.41 B0Ibp\n",
"319 319.0 225160.0 NaN NaN NaN NaN -11.81 O8e\n",
"330 330.0 225180.0 9100.0 NaN 9 Cas NaN -14.10 A1III\n",
"334 334.0 240489.0 NaN NaN NaN NaN -11.21 B0\n",
"341 341.0 225199.0 NaN NaN NaN NaN -10.56 G8IV\n",
"386 386.0 NaN NaN NaN NaN NaN -10.90 B2\n",
"404 405.0 236293.0 NaN NaN NaN NaN -11.85 K2\n",
"406 406.0 NaN NaN NaN NaN NaN -11.37 M0\n",
"411 411.0 NaN NaN NaN NaN NaN -10.17 K5\n",
"414 414.0 12.0 NaN NaN NaN NaN -11.36 G6III\n",
"426 426.0 NaN NaN NaN NaN NaN -10.63 F0\n",
"432 433.0 18.0 NaN NaN NaN NaN -10.52 K2\n",
"437 438.0 27.0 NaN NaN NaN NaN -12.05 G5\n",
"462 463.0 76.0 NaN NaN NaN NaN -10.55 G8III/IV\n",
"483 484.0 97.0 NaN NaN NaN NaN -10.34 G5V\n",
"... ... ... ... ... ... ... ... ...\n",
"117462 117830.0 223960.0 NaN NaN NaN NaN -13.08 A0Ia comp\n",
"117466 117834.0 223952.0 NaN NaN NaN NaN -12.58 K0\n",
"117474 117842.0 223969.0 NaN NaN NaN NaN -12.81 K2\n",
"117495 117863.0 224014.0 9045.0 NaN 7Rho Cas NaN -15.49 F8Iavar\n",
"117506 117874.0 224031.0 NaN NaN NaN NaN -11.96 K0\n",
"117516 117884.0 224055.0 NaN NaN NaN NaN -12.78 B3Ia\n",
"117528 117896.0 224068.0 NaN NaN NaN NaN -10.36 A0p...\n",
"117554 117921.0 224115.0 NaN NaN NaN NaN -10.99 A\n",
"117560 117928.0 NaN NaN NaN NaN NaN -11.05 B5\n",
"117568 117936.0 224125.0 NaN NaN NaN NaN -11.69 A0\n",
"117589 117957.0 224151.0 9052.0 NaN NaN NaN -13.97 B0.5IIv SB\n",
"117600 117968.0 224149.0 NaN NaN NaN NaN -11.14 K2III\n",
"117602 117970.0 NaN NaN NaN NaN NaN -10.22 K5\n",
"117655 118023.0 224257.0 NaN NaN NaN NaN -12.01 B0IV\n",
"117689 118057.0 224320.0 NaN NaN NaN NaN -13.44 K0\n",
"117701 118069.0 224324.0 NaN NaN NaN NaN -11.07 K0III\n",
"117702 118070.0 224335.0 NaN NaN NaN NaN -11.03 G5\n",
"117704 118072.0 224323.0 NaN NaN NaN NaN -11.99 K0III\n",
"117725 118093.0 224395.0 NaN NaN NaN NaN -12.16 B5\n",
"117745 118113.0 NaN NaN NaN NaN NaN -11.28 O9V\n",
"117753 118122.0 NaN NaN NaN NaN NaN -10.23 F9\n",
"117771 118139.0 224424.0 NaN NaN NaN NaN -11.91 B1Iab\n",
"117790 118158.0 224456.0 NaN NaN NaN NaN -10.88 B9\n",
"117821 118189.0 224486.0 NaN NaN NaN NaN -10.91 G8III\n",
"117843 118211.0 224530.0 NaN NaN NaN NaN -10.96 K3/K4\n",
"117863 118231.0 224560.0 NaN NaN NaN NaN -11.06 K0\n",
"117875 118243.0 224572.0 9071.0 NaN 8Sig Cas NaN -15.12 B1V...\n",
"117894 118262.0 NaN NaN NaN NaN NaN -10.81 B3Ia\n",
"117901 118269.0 224613.0 NaN NaN NaN NaN -11.80 K2\n",
"117946 118314.0 NaN NaN NaN NaN NaN -10.73 K0\n",
"\n",
"[8417 rows x 8 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.absmag < -10][['hip', 'hd', 'hr', 'gl', 'bf', 'proper', 'absmag', 'spect']]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def yerkes_to_spectral_class(yerkes):\n",
" try:\n",
" pr = full.parse(yerkes)\n",
" sc_list = pr[1]\n",
" if len(sc_list) > 0:\n",
" return sc_list[0]\n",
" except:\n",
" return None"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"X_y = df[['hd', 'dist', 'absmag', 'ci', 'spect']].dropna()\n",
"X_y['sc'] = X_y.spect.apply(yerkes_to_spectral_class).astype('category')\n",
"X_y = X_y[['hd', 'dist', 'absmag', 'ci', 'spect', 'sc']].dropna().sample(10000)\n",
"X = X_y[['hd', 'dist', 'absmag', 'ci']]\n",
"y = X_y.sc"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>hd</th>\n",
" <th>dist</th>\n",
" <th>absmag</th>\n",
" <th>ci</th>\n",
" <th>spect</th>\n",
" <th>sc</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>53879</th>\n",
" <td>95735.0</td>\n",
" <td>2.5469</td>\n",
" <td>10.460</td>\n",
" <td>1.502</td>\n",
" <td>M2V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37173</th>\n",
" <td>61421.0</td>\n",
" <td>3.5142</td>\n",
" <td>2.671</td>\n",
" <td>0.432</td>\n",
" <td>F5IV-V</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49767</th>\n",
" <td>88230.0</td>\n",
" <td>4.8731</td>\n",
" <td>8.161</td>\n",
" <td>1.326</td>\n",
" <td>K8V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58735</th>\n",
" <td>104901.0</td>\n",
" <td>5.5169</td>\n",
" <td>8.862</td>\n",
" <td>0.626</td>\n",
" <td>F0Ib-II</td>\n",
" <td>Ib</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25813</th>\n",
" <td>36395.0</td>\n",
" <td>5.6571</td>\n",
" <td>9.207</td>\n",
" <td>1.474</td>\n",
" <td>M1V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84220</th>\n",
" <td>156026.0</td>\n",
" <td>5.9705</td>\n",
" <td>7.450</td>\n",
" <td>1.144</td>\n",
" <td>K5V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99382</th>\n",
" <td>191849.0</td>\n",
" <td>6.1981</td>\n",
" <td>9.009</td>\n",
" <td>1.431</td>\n",
" <td>M0V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88300</th>\n",
" <td>165222.0</td>\n",
" <td>7.7586</td>\n",
" <td>9.921</td>\n",
" <td>1.508</td>\n",
" <td>M2V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86705</th>\n",
" <td>161797.0</td>\n",
" <td>8.3105</td>\n",
" <td>3.822</td>\n",
" <td>0.750</td>\n",
" <td>G5IV</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64720</th>\n",
" <td>115617.0</td>\n",
" <td>8.5551</td>\n",
" <td>5.079</td>\n",
" <td>0.709</td>\n",
" <td>G5V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1595</th>\n",
" <td>1581.0</td>\n",
" <td>8.5866</td>\n",
" <td>4.561</td>\n",
" <td>0.576</td>\n",
" <td>F9V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32897</th>\n",
" <td>50281.0</td>\n",
" <td>8.7100</td>\n",
" <td>6.880</td>\n",
" <td>1.071</td>\n",
" <td>K3V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27006</th>\n",
" <td>38393.0</td>\n",
" <td>8.9270</td>\n",
" <td>3.836</td>\n",
" <td>0.481</td>\n",
" <td>F7V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56828</th>\n",
" <td>101501.0</td>\n",
" <td>9.6117</td>\n",
" <td>5.396</td>\n",
" <td>0.723</td>\n",
" <td>G8Vvar</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13368</th>\n",
" <td>17925.0</td>\n",
" <td>10.3520</td>\n",
" <td>5.975</td>\n",
" <td>0.862</td>\n",
" <td>K1V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10116</th>\n",
" <td>13445.0</td>\n",
" <td>10.7828</td>\n",
" <td>5.956</td>\n",
" <td>0.812</td>\n",
" <td>K0V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8750</th>\n",
" <td>11507.0</td>\n",
" <td>11.0059</td>\n",
" <td>8.682</td>\n",
" <td>1.424</td>\n",
" <td>K5/M0V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64592</th>\n",
" <td>115404.0</td>\n",
" <td>11.0717</td>\n",
" <td>6.269</td>\n",
" <td>0.926</td>\n",
" <td>K2V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23638</th>\n",
" <td>33262.0</td>\n",
" <td>11.6455</td>\n",
" <td>4.379</td>\n",
" <td>0.526</td>\n",
" <td>F7V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41807</th>\n",
" <td>72673.0</td>\n",
" <td>12.2085</td>\n",
" <td>5.947</td>\n",
" <td>0.780</td>\n",
" <td>K0V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26714</th>\n",
" <td>37394.0</td>\n",
" <td>12.2775</td>\n",
" <td>5.764</td>\n",
" <td>0.840</td>\n",
" <td>K1V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16095</th>\n",
" <td>21531.0</td>\n",
" <td>12.4938</td>\n",
" <td>7.907</td>\n",
" <td>1.337</td>\n",
" <td>K5V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80095</th>\n",
" <td>147513.0</td>\n",
" <td>12.7779</td>\n",
" <td>4.838</td>\n",
" <td>0.625</td>\n",
" <td>G3/G5V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25559</th>\n",
" <td>36003.0</td>\n",
" <td>13.0208</td>\n",
" <td>7.077</td>\n",
" <td>1.113</td>\n",
" <td>K5V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55289</th>\n",
" <td>98712.0</td>\n",
" <td>13.1631</td>\n",
" <td>7.973</td>\n",
" <td>1.340</td>\n",
" <td>K4/K5V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16670</th>\n",
" <td>22496.0</td>\n",
" <td>13.6073</td>\n",
" <td>7.901</td>\n",
" <td>1.310</td>\n",
" <td>K7V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>109763</th>\n",
" <td>211415.0</td>\n",
" <td>13.7855</td>\n",
" <td>4.663</td>\n",
" <td>0.614</td>\n",
" <td>G1V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79297</th>\n",
" <td>145417.0</td>\n",
" <td>13.8870</td>\n",
" <td>6.817</td>\n",
" <td>0.815</td>\n",
" <td>K0V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17378</th>\n",
" <td>23356.0</td>\n",
" <td>13.9489</td>\n",
" <td>6.377</td>\n",
" <td>0.927</td>\n",
" <td>K2V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16811</th>\n",
" <td>22484.0</td>\n",
" <td>13.9626</td>\n",
" <td>3.565</td>\n",
" <td>0.575</td>\n",
" <td>F9V</td>\n",
" <td>V</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",
" </tr>\n",
" <tr>\n",
" <th>85980</th>\n",
" <td>159515.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.620</td>\n",
" <td>0.175</td>\n",
" <td>A3Vp...</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86357</th>\n",
" <td>160529.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-13.340</td>\n",
" <td>1.047</td>\n",
" <td>A9Ia</td>\n",
" <td>Ia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75426</th>\n",
" <td>137175.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.330</td>\n",
" <td>1.391</td>\n",
" <td>K2III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>116688</th>\n",
" <td>222780.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-12.530</td>\n",
" <td>1.606</td>\n",
" <td>M1/M2III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75885</th>\n",
" <td>138459.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.840</td>\n",
" <td>0.623</td>\n",
" <td>G2V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61339</th>\n",
" <td>109729.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.170</td>\n",
" <td>1.210</td>\n",
" <td>M4IIIe-M7e</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36191</th>\n",
" <td>59281.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.540</td>\n",
" <td>-0.100</td>\n",
" <td>B4Vne</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99272</th>\n",
" <td>192225.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.970</td>\n",
" <td>-0.028</td>\n",
" <td>B8III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67085</th>\n",
" <td>119969.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.760</td>\n",
" <td>1.486</td>\n",
" <td>M4/M5III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28832</th>\n",
" <td>41398.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-12.520</td>\n",
" <td>0.306</td>\n",
" <td>B2Ib</td>\n",
" <td>Ib</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51505</th>\n",
" <td>91459.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.040</td>\n",
" <td>1.563</td>\n",
" <td>M1III:</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32970</th>\n",
" <td>50647.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.920</td>\n",
" <td>-0.171</td>\n",
" <td>B5V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26883</th>\n",
" <td>38109.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.540</td>\n",
" <td>0.332</td>\n",
" <td>F2IVs</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96487</th>\n",
" <td>185035.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.420</td>\n",
" <td>1.541</td>\n",
" <td>K3III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22511</th>\n",
" <td>31063.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.810</td>\n",
" <td>1.668</td>\n",
" <td>M1III:</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88232</th>\n",
" <td>315033.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.070</td>\n",
" <td>0.099</td>\n",
" <td>B2Vp</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>109906</th>\n",
" <td>211742.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.270</td>\n",
" <td>0.509</td>\n",
" <td>F6/F7V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40171</th>\n",
" <td>69129.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.370</td>\n",
" <td>0.751</td>\n",
" <td>G5/G6IV/V</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36483</th>\n",
" <td>59936.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-12.480</td>\n",
" <td>1.529</td>\n",
" <td>K2III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34348</th>\n",
" <td>54519.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-13.180</td>\n",
" <td>1.510</td>\n",
" <td>K3III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63655</th>\n",
" <td>113433.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-12.000</td>\n",
" <td>1.576</td>\n",
" <td>K2II/III</td>\n",
" <td>II</td>\n",
" </tr>\n",
" <tr>\n",
" <th>462</th>\n",
" <td>76.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.550</td>\n",
" <td>0.995</td>\n",
" <td>G8III/IV</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60430</th>\n",
" <td>108129.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.410</td>\n",
" <td>1.072</td>\n",
" <td>K0III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>116194</th>\n",
" <td>222040.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-9.120</td>\n",
" <td>0.093</td>\n",
" <td>B9IV</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98069</th>\n",
" <td>188943.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.650</td>\n",
" <td>1.080</td>\n",
" <td>G8III/IV</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47503</th>\n",
" <td>84384.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.080</td>\n",
" <td>0.055</td>\n",
" <td>B9IV</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13256</th>\n",
" <td>237010.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-10.990</td>\n",
" <td>2.481</td>\n",
" <td>M2Iab</td>\n",
" <td>Iab</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97901</th>\n",
" <td>339279.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.130</td>\n",
" <td>1.278</td>\n",
" <td>F8Ia</td>\n",
" <td>Ia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45184</th>\n",
" <td>79318.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-11.720</td>\n",
" <td>0.908</td>\n",
" <td>K0III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62559</th>\n",
" <td>111654.0</td>\n",
" <td>100000.0000</td>\n",
" <td>-12.620</td>\n",
" <td>1.656</td>\n",
" <td>K3III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10000 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" hd dist absmag ci spect sc\n",
"53879 95735.0 2.5469 10.460 1.502 M2V V\n",
"37173 61421.0 3.5142 2.671 0.432 F5IV-V IV\n",
"49767 88230.0 4.8731 8.161 1.326 K8V V\n",
"58735 104901.0 5.5169 8.862 0.626 F0Ib-II Ib\n",
"25813 36395.0 5.6571 9.207 1.474 M1V V\n",
"84220 156026.0 5.9705 7.450 1.144 K5V V\n",
"99382 191849.0 6.1981 9.009 1.431 M0V V\n",
"88300 165222.0 7.7586 9.921 1.508 M2V V\n",
"86705 161797.0 8.3105 3.822 0.750 G5IV IV\n",
"64720 115617.0 8.5551 5.079 0.709 G5V V\n",
"1595 1581.0 8.5866 4.561 0.576 F9V V\n",
"32897 50281.0 8.7100 6.880 1.071 K3V V\n",
"27006 38393.0 8.9270 3.836 0.481 F7V V\n",
"56828 101501.0 9.6117 5.396 0.723 G8Vvar V\n",
"13368 17925.0 10.3520 5.975 0.862 K1V V\n",
"10116 13445.0 10.7828 5.956 0.812 K0V V\n",
"8750 11507.0 11.0059 8.682 1.424 K5/M0V V\n",
"64592 115404.0 11.0717 6.269 0.926 K2V V\n",
"23638 33262.0 11.6455 4.379 0.526 F7V V\n",
"41807 72673.0 12.2085 5.947 0.780 K0V V\n",
"26714 37394.0 12.2775 5.764 0.840 K1V V\n",
"16095 21531.0 12.4938 7.907 1.337 K5V V\n",
"80095 147513.0 12.7779 4.838 0.625 G3/G5V V\n",
"25559 36003.0 13.0208 7.077 1.113 K5V V\n",
"55289 98712.0 13.1631 7.973 1.340 K4/K5V V\n",
"16670 22496.0 13.6073 7.901 1.310 K7V V\n",
"109763 211415.0 13.7855 4.663 0.614 G1V V\n",
"79297 145417.0 13.8870 6.817 0.815 K0V V\n",
"17378 23356.0 13.9489 6.377 0.927 K2V V\n",
"16811 22484.0 13.9626 3.565 0.575 F9V V\n",
"... ... ... ... ... ... ...\n",
"85980 159515.0 100000.0000 -10.620 0.175 A3Vp... V\n",
"86357 160529.0 100000.0000 -13.340 1.047 A9Ia Ia\n",
"75426 137175.0 100000.0000 -11.330 1.391 K2III III\n",
"116688 222780.0 100000.0000 -12.530 1.606 M1/M2III III\n",
"75885 138459.0 100000.0000 -10.840 0.623 G2V V\n",
"61339 109729.0 100000.0000 -11.170 1.210 M4IIIe-M7e III\n",
"36191 59281.0 100000.0000 -11.540 -0.100 B4Vne V\n",
"99272 192225.0 100000.0000 -11.970 -0.028 B8III III\n",
"67085 119969.0 100000.0000 -11.760 1.486 M4/M5III III\n",
"28832 41398.0 100000.0000 -12.520 0.306 B2Ib Ib\n",
"51505 91459.0 100000.0000 -11.040 1.563 M1III: III\n",
"32970 50647.0 100000.0000 -10.920 -0.171 B5V V\n",
"26883 38109.0 100000.0000 -10.540 0.332 F2IVs IV\n",
"96487 185035.0 100000.0000 -11.420 1.541 K3III III\n",
"22511 31063.0 100000.0000 -10.810 1.668 M1III: III\n",
"88232 315033.0 100000.0000 -11.070 0.099 B2Vp V\n",
"109906 211742.0 100000.0000 -10.270 0.509 F6/F7V V\n",
"40171 69129.0 100000.0000 -10.370 0.751 G5/G6IV/V IV\n",
"36483 59936.0 100000.0000 -12.480 1.529 K2III III\n",
"34348 54519.0 100000.0000 -13.180 1.510 K3III III\n",
"63655 113433.0 100000.0000 -12.000 1.576 K2II/III II\n",
"462 76.0 100000.0000 -10.550 0.995 G8III/IV III\n",
"60430 108129.0 100000.0000 -11.410 1.072 K0III III\n",
"116194 222040.0 100000.0000 -9.120 0.093 B9IV IV\n",
"98069 188943.0 100000.0000 -10.650 1.080 G8III/IV III\n",
"47503 84384.0 100000.0000 -11.080 0.055 B9IV IV\n",
"13256 237010.0 100000.0000 -10.990 2.481 M2Iab Iab\n",
"97901 339279.0 100000.0000 -11.130 1.278 F8Ia Ia\n",
"45184 79318.0 100000.0000 -11.720 0.908 K0III III\n",
"62559 111654.0 100000.0000 -12.620 1.656 K3III III\n",
"\n",
"[10000 rows x 6 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_y.sort_values(by='dist')"
]
},
{
"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>hd</th>\n",
" <th>dist</th>\n",
" <th>absmag</th>\n",
" <th>ci</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>10000.000000</td>\n",
" <td>10000.000000</td>\n",
" <td>10000.000000</td>\n",
" <td>10000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>109397.229700</td>\n",
" <td>7296.688306</td>\n",
" <td>0.688878</td>\n",
" <td>0.701957</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>68861.733881</td>\n",
" <td>25571.721544</td>\n",
" <td>3.878798</td>\n",
" <td>0.491269</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>6.000000</td>\n",
" <td>2.546900</td>\n",
" <td>-16.070000</td>\n",
" <td>-0.400000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>46369.500000</td>\n",
" <td>110.619500</td>\n",
" <td>-0.090000</td>\n",
" <td>0.349000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>108076.500000</td>\n",
" <td>203.666000</td>\n",
" <td>1.238000</td>\n",
" <td>0.622000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>166536.250000</td>\n",
" <td>377.358500</td>\n",
" <td>2.897250</td>\n",
" <td>1.079250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>345513.000000</td>\n",
" <td>100000.000000</td>\n",
" <td>10.460000</td>\n",
" <td>2.481000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" hd dist absmag ci\n",
"count 10000.000000 10000.000000 10000.000000 10000.000000\n",
"mean 109397.229700 7296.688306 0.688878 0.701957\n",
"std 68861.733881 25571.721544 3.878798 0.491269\n",
"min 6.000000 2.546900 -16.070000 -0.400000\n",
"25% 46369.500000 110.619500 -0.090000 0.349000\n",
"50% 108076.500000 203.666000 1.238000 0.622000\n",
"75% 166536.250000 377.358500 2.897250 1.079250\n",
"max 345513.000000 100000.000000 10.460000 2.481000"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.describe()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"V 4460\n",
"III 3968\n",
"IV 1053\n",
"II 332\n",
"Ib 120\n",
"Ia 42\n",
"Iab 23\n",
"Ia0 2\n",
"VII 0\n",
"Name: sc, dtype: int64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"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>hd</th>\n",
" <th>dist</th>\n",
" <th>absmag</th>\n",
" <th>ci</th>\n",
" <th>spect</th>\n",
" <th>sc</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>74024</th>\n",
" <td>134236.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.64</td>\n",
" <td>1.743</td>\n",
" <td>M2III:</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34364</th>\n",
" <td>54493.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.80</td>\n",
" <td>-0.022</td>\n",
" <td>B2IV</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39469</th>\n",
" <td>67191.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.27</td>\n",
" <td>0.668</td>\n",
" <td>A5II</td>\n",
" <td>II</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95488</th>\n",
" <td>183365.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.57</td>\n",
" <td>1.693</td>\n",
" <td>M0III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93986</th>\n",
" <td>178789.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.32</td>\n",
" <td>1.575</td>\n",
" <td>K4III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55696</th>\n",
" <td>99619.0</td>\n",
" <td>100000.0</td>\n",
" <td>-13.28</td>\n",
" <td>1.983</td>\n",
" <td>M2Ib-II</td>\n",
" <td>Ib</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11150</th>\n",
" <td>15194.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.13</td>\n",
" <td>1.562</td>\n",
" <td>M4III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32837</th>\n",
" <td>50903.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.64</td>\n",
" <td>-0.045</td>\n",
" <td>B8IV</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56394</th>\n",
" <td>100840.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.84</td>\n",
" <td>0.000</td>\n",
" <td>M0Iab</td>\n",
" <td>Iab</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15625</th>\n",
" <td>20953.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.87</td>\n",
" <td>0.302</td>\n",
" <td>F3V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6926</th>\n",
" <td>9209.0</td>\n",
" <td>100000.0</td>\n",
" <td>-10.71</td>\n",
" <td>1.416</td>\n",
" <td>K3III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34172</th>\n",
" <td>53857.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.74</td>\n",
" <td>-0.022</td>\n",
" <td>B3V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108113</th>\n",
" <td>208691.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.75</td>\n",
" <td>1.167</td>\n",
" <td>K1III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62614</th>\n",
" <td>111776.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.29</td>\n",
" <td>1.624</td>\n",
" <td>K5III:</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105659</th>\n",
" <td>204166.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.84</td>\n",
" <td>0.960</td>\n",
" <td>G8III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65379</th>\n",
" <td>116510.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.57</td>\n",
" <td>0.006</td>\n",
" <td>B8V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83748</th>\n",
" <td>155094.0</td>\n",
" <td>100000.0</td>\n",
" <td>-10.60</td>\n",
" <td>1.084</td>\n",
" <td>G8/K0III:</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51896</th>\n",
" <td>92314.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.02</td>\n",
" <td>1.588</td>\n",
" <td>M3III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39477</th>\n",
" <td>66987.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.37</td>\n",
" <td>0.082</td>\n",
" <td>A0III/IV</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22384</th>\n",
" <td>30919.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.16</td>\n",
" <td>1.490</td>\n",
" <td>K4III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99089</th>\n",
" <td>191189.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.65</td>\n",
" <td>1.681</td>\n",
" <td>M2III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41470</th>\n",
" <td>72275.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.69</td>\n",
" <td>0.720</td>\n",
" <td>F8Ib/II</td>\n",
" <td>Ib</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92603</th>\n",
" <td>173896.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.71</td>\n",
" <td>1.570</td>\n",
" <td>K5III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65949</th>\n",
" <td>117865.0</td>\n",
" <td>100000.0</td>\n",
" <td>-10.98</td>\n",
" <td>1.504</td>\n",
" <td>M3III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85980</th>\n",
" <td>159515.0</td>\n",
" <td>100000.0</td>\n",
" <td>-10.62</td>\n",
" <td>0.175</td>\n",
" <td>A3Vp...</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13256</th>\n",
" <td>237010.0</td>\n",
" <td>100000.0</td>\n",
" <td>-10.99</td>\n",
" <td>2.481</td>\n",
" <td>M2Iab</td>\n",
" <td>Iab</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77723</th>\n",
" <td>142133.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.35</td>\n",
" <td>1.222</td>\n",
" <td>K1III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95972</th>\n",
" <td>184268.0</td>\n",
" <td>100000.0</td>\n",
" <td>-13.49</td>\n",
" <td>1.677</td>\n",
" <td>K4/K5III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6779</th>\n",
" <td>236740.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.11</td>\n",
" <td>0.457</td>\n",
" <td>B3Ia</td>\n",
" <td>Ia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2182</th>\n",
" <td>2406.0</td>\n",
" <td>100000.0</td>\n",
" <td>-10.08</td>\n",
" <td>0.632</td>\n",
" <td>F7V</td>\n",
" <td>V</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",
" </tr>\n",
" <tr>\n",
" <th>46442</th>\n",
" <td>81772.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.75</td>\n",
" <td>0.316</td>\n",
" <td>F0IV</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3978</th>\n",
" <td>4817.0</td>\n",
" <td>100000.0</td>\n",
" <td>-13.96</td>\n",
" <td>1.880</td>\n",
" <td>K5Ib</td>\n",
" <td>Ib</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34133</th>\n",
" <td>53756.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.70</td>\n",
" <td>-0.111</td>\n",
" <td>B2/B3II</td>\n",
" <td>II</td>\n",
" </tr>\n",
" <tr>\n",
" <th>114550</th>\n",
" <td>219528.0</td>\n",
" <td>100000.0</td>\n",
" <td>-10.85</td>\n",
" <td>1.526</td>\n",
" <td>K1/K2III:</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81029</th>\n",
" <td>149210.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.57</td>\n",
" <td>1.304</td>\n",
" <td>K2III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14066</th>\n",
" <td>18923.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.01</td>\n",
" <td>1.477</td>\n",
" <td>K2V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56702</th>\n",
" <td>101301.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.50</td>\n",
" <td>0.350</td>\n",
" <td>F0III-IV</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58603</th>\n",
" <td>104695.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.18</td>\n",
" <td>-0.046</td>\n",
" <td>B9III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86568</th>\n",
" <td>161289.0</td>\n",
" <td>100000.0</td>\n",
" <td>-13.33</td>\n",
" <td>0.061</td>\n",
" <td>A0V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44751</th>\n",
" <td>78931.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.56</td>\n",
" <td>-0.110</td>\n",
" <td>B3IV/V</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37561</th>\n",
" <td>62738.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.27</td>\n",
" <td>-0.074</td>\n",
" <td>B4V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75391</th>\n",
" <td>137312.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.93</td>\n",
" <td>1.550</td>\n",
" <td>M4III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87290</th>\n",
" <td>162740.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.77</td>\n",
" <td>1.320</td>\n",
" <td>G0Ib/II</td>\n",
" <td>Ib</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59261</th>\n",
" <td>105934.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.41</td>\n",
" <td>1.561</td>\n",
" <td>M2/M3III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86139</th>\n",
" <td>159941.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.17</td>\n",
" <td>1.670</td>\n",
" <td>M0III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16354</th>\n",
" <td>22385.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.37</td>\n",
" <td>1.643</td>\n",
" <td>M2/M3III:</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15121</th>\n",
" <td>20077.0</td>\n",
" <td>100000.0</td>\n",
" <td>-10.91</td>\n",
" <td>0.250</td>\n",
" <td>A4V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63026</th>\n",
" <td>112367.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.55</td>\n",
" <td>0.630</td>\n",
" <td>F6V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9697</th>\n",
" <td>12509.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.90</td>\n",
" <td>0.307</td>\n",
" <td>B1III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77509</th>\n",
" <td>141742.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.18</td>\n",
" <td>1.187</td>\n",
" <td>K1III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88008</th>\n",
" <td>164359.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.47</td>\n",
" <td>0.005</td>\n",
" <td>B1II</td>\n",
" <td>II</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47980</th>\n",
" <td>85061.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.07</td>\n",
" <td>0.236</td>\n",
" <td>A3IIIm...</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91204</th>\n",
" <td>172158.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.10</td>\n",
" <td>0.188</td>\n",
" <td>B8II</td>\n",
" <td>II</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53756</th>\n",
" <td>308162.0</td>\n",
" <td>100000.0</td>\n",
" <td>-10.44</td>\n",
" <td>0.089</td>\n",
" <td>B1III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103000</th>\n",
" <td>199184.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.25</td>\n",
" <td>1.000</td>\n",
" <td>K1III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60499</th>\n",
" <td>108241.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.74</td>\n",
" <td>0.135</td>\n",
" <td>A1V</td>\n",
" <td>V</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49154</th>\n",
" <td>87456.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.10</td>\n",
" <td>-0.011</td>\n",
" <td>B9IV</td>\n",
" <td>IV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52123</th>\n",
" <td>92692.0</td>\n",
" <td>100000.0</td>\n",
" <td>-13.10</td>\n",
" <td>0.947</td>\n",
" <td>A2Ia</td>\n",
" <td>Ia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87888</th>\n",
" <td>164144.0</td>\n",
" <td>100000.0</td>\n",
" <td>-12.04</td>\n",
" <td>1.690</td>\n",
" <td>K4III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37687</th>\n",
" <td>63329.0</td>\n",
" <td>100000.0</td>\n",
" <td>-11.07</td>\n",
" <td>-0.029</td>\n",
" <td>B8III</td>\n",
" <td>III</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>682 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" hd dist absmag ci spect sc\n",
"74024 134236.0 100000.0 -11.64 1.743 M2III: III\n",
"34364 54493.0 100000.0 -12.80 -0.022 B2IV IV\n",
"39469 67191.0 100000.0 -12.27 0.668 A5II II\n",
"95488 183365.0 100000.0 -11.57 1.693 M0III III\n",
"93986 178789.0 100000.0 -12.32 1.575 K4III III\n",
"55696 99619.0 100000.0 -13.28 1.983 M2Ib-II Ib\n",
"11150 15194.0 100000.0 -12.13 1.562 M4III III\n",
"32837 50903.0 100000.0 -11.64 -0.045 B8IV IV\n",
"56394 100840.0 100000.0 -11.84 0.000 M0Iab Iab\n",
"15625 20953.0 100000.0 -11.87 0.302 F3V V\n",
"6926 9209.0 100000.0 -10.71 1.416 K3III III\n",
"34172 53857.0 100000.0 -11.74 -0.022 B3V V\n",
"108113 208691.0 100000.0 -11.75 1.167 K1III III\n",
"62614 111776.0 100000.0 -11.29 1.624 K5III: III\n",
"105659 204166.0 100000.0 -11.84 0.960 G8III III\n",
"65379 116510.0 100000.0 -11.57 0.006 B8V V\n",
"83748 155094.0 100000.0 -10.60 1.084 G8/K0III: III\n",
"51896 92314.0 100000.0 -12.02 1.588 M3III III\n",
"39477 66987.0 100000.0 -11.37 0.082 A0III/IV III\n",
"22384 30919.0 100000.0 -12.16 1.490 K4III III\n",
"99089 191189.0 100000.0 -11.65 1.681 M2III III\n",
"41470 72275.0 100000.0 -12.69 0.720 F8Ib/II Ib\n",
"92603 173896.0 100000.0 -11.71 1.570 K5III III\n",
"65949 117865.0 100000.0 -10.98 1.504 M3III III\n",
"85980 159515.0 100000.0 -10.62 0.175 A3Vp... V\n",
"13256 237010.0 100000.0 -10.99 2.481 M2Iab Iab\n",
"77723 142133.0 100000.0 -11.35 1.222 K1III III\n",
"95972 184268.0 100000.0 -13.49 1.677 K4/K5III III\n",
"6779 236740.0 100000.0 -12.11 0.457 B3Ia Ia\n",
"2182 2406.0 100000.0 -10.08 0.632 F7V V\n",
"... ... ... ... ... ... ...\n",
"46442 81772.0 100000.0 -11.75 0.316 F0IV IV\n",
"3978 4817.0 100000.0 -13.96 1.880 K5Ib Ib\n",
"34133 53756.0 100000.0 -12.70 -0.111 B2/B3II II\n",
"114550 219528.0 100000.0 -10.85 1.526 K1/K2III: III\n",
"81029 149210.0 100000.0 -11.57 1.304 K2III III\n",
"14066 18923.0 100000.0 -11.01 1.477 K2V V\n",
"56702 101301.0 100000.0 -11.50 0.350 F0III-IV III\n",
"58603 104695.0 100000.0 -11.18 -0.046 B9III III\n",
"86568 161289.0 100000.0 -13.33 0.061 A0V V\n",
"44751 78931.0 100000.0 -12.56 -0.110 B3IV/V IV\n",
"37561 62738.0 100000.0 -11.27 -0.074 B4V V\n",
"75391 137312.0 100000.0 -11.93 1.550 M4III III\n",
"87290 162740.0 100000.0 -11.77 1.320 G0Ib/II Ib\n",
"59261 105934.0 100000.0 -12.41 1.561 M2/M3III III\n",
"86139 159941.0 100000.0 -12.17 1.670 M0III III\n",
"16354 22385.0 100000.0 -11.37 1.643 M2/M3III: III\n",
"15121 20077.0 100000.0 -10.91 0.250 A4V V\n",
"63026 112367.0 100000.0 -11.55 0.630 F6V V\n",
"9697 12509.0 100000.0 -12.90 0.307 B1III III\n",
"77509 141742.0 100000.0 -11.18 1.187 K1III III\n",
"88008 164359.0 100000.0 -12.47 0.005 B1II II\n",
"47980 85061.0 100000.0 -11.07 0.236 A3IIIm... III\n",
"91204 172158.0 100000.0 -12.10 0.188 B8II II\n",
"53756 308162.0 100000.0 -10.44 0.089 B1III III\n",
"103000 199184.0 100000.0 -11.25 1.000 K1III III\n",
"60499 108241.0 100000.0 -11.74 0.135 A1V V\n",
"49154 87456.0 100000.0 -11.10 -0.011 B9IV IV\n",
"52123 92692.0 100000.0 -13.10 0.947 A2Ia Ia\n",
"87888 164144.0 100000.0 -12.04 1.690 K4III III\n",
"37687 63329.0 100000.0 -11.07 -0.029 B8III III\n",
"\n",
"[682 rows x 6 columns]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_y[X_y.absmag < -10]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(15, -15)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAIJCAYAAABDSD64AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsnXd4FVX6xz9nZm5JTwhpQAKh96ICgoAiimLvXVHXuuraf2td267rrmtf17quvaGIHUQEpSi99xYIaaTX22bm/P6YkHZvICgI6Pk8Dw8wd+bMmZu5ud95z/t+XyGlRKFQKBQKhUKh+K2jHegJKBQKhUKhUCgUvwZK+CoUCoVCoVAofhco4atQKBQKhUKh+F2ghK9CoVAoFAqF4neBEr4KhUKhUCgUit8FSvgqFAqFQqFQKH4XKOGrUCgUCoVCofhdoISvQqFQKBQKheJ3gRK+CoVCoVAoFIrfBUr4KhQKhUKhUCh+FxwywlcIca8QYp4Qok4IUdHKPjLCnwt+7bkqFAqFQqFQKA4+jAM9gb3ADUwCfgT+sJv9rgCmNvl/RJGsUCgUCoVCofh9ccgIXynlAwBCiMv3sGuFlLJw/89IoVAoFAqFQnEoccgI373geSHEq8AW4EXgf1JK2drOQggP4GmxuR1Qtv+mqFAoFAqFQqH4hcQB+bvTeS35rQnfvwDfAXXAeOA/QCzw7G6OuRt4YP9PTaFQKBQKhUKxj+kE5LV1Z7EXInmfI4R4DPjzHnbrI6Vc1+SYy4GnpZSJbRj/YeAKKWXmbvZpGfGNA3bk5uYSHx+/p1PsH9Z9CV/cBqHaFi8IGHo1HPeXAzKtvSXn4ksIrFvX+g6ahp6URNdPp6BFRe2Tc1Z+9RVFjz2GrK0Ley3xwgtIu+OOfXIehUKhUCgUB46qqioyMzMBEqSUVW097kBHfJ8AXt/DPlt+wfjzgfuFEB4pZSDSDvXbG14TQgAQHx9/4ITvgAkw7WbQRPPthheOOAfaMK+a8jIqCvNJyuhITGLSfpro7kkdcSTlOTkQCoW/KAQxI0eS/tBDuNPS9tk5Xf36UStB6nrz00VF0b5f/wP3M1UoFAqFQnHAOaDCV0pZDBTvx1MMBspbE70HLVGJcOoz8PmfAAm2BbobBl8EmcN3e6hlmnzz0rOsm/cDhsuFGQrR56ijGX/tn9BaiMH9TfKVV1I55VNs2wbLAkB4vbT/000kX3YZwtj3t5+3f3+8ffrgW7MGgkFno6ahRUURf/LJ+/x8CoVCoVAoDh0OdMS3zQghsnCKzrIAXQgxuP6lTVLKGiHEqUAa8BPgB44H7gH+dSDm+4sZfCFkDYdVH0PQB70mQObQPR720+T32fDTHGzTJGiaAKz/cTYJaemMOPvC/T3rZrjS08mePJmSf/+b2vk/YbRPIfnqq4gfP36/nVMIQearr1L0j39Q9fnnyFCImFGjSL//fvTYmP12XoVCoVAoFAc/BzTHd28QQrwOTIzw0lgp5SwhxInA34HugAA2AS8Ar0gp7b04TzxQWVlZeUguiz9/1YX4q6vDtkcnJHL9y28fgBkpFAqFQqFQ7FuqqqpISEiAQyzHt81IKS8HLt/N61Np3rjid0nI54u4PegLL/Y6UFhmiM2L5lNRVEhql650HjAYoR0yTQQVCoXiFyGlxDRNrPoUMIVCEY6u6xiG0VB7ta84ZISvom107N2f7auXQ9NIvhBk9h1w4CbVhKqSYt67/w4CtbVYlomm6yR3zOK8Bx7F7d03zg4Kxf5A2hLfyhJqFzn9cWIOTyNqYAqiZRGqQrEbgsEgBQUF1NUdPMEIheJgJTo6moyMDNxu9z4bUwnf3xjHXnEN7953O1bIxDJD6C4XuuHi6MuuOtBTA2D6K/+mtqICaTuRDts0KcnNYf7kDxl9UaRMFoXi4KBs0gb8q0qQISdzKphThW91KckX9znAM1McKti2zdatW9F1nQ4dOuB2u/d5NEuh+C0gpSQYDFJcXMzWrVvp0aMH2j5aGVbC9zdGcqcsLn/yBZZN+5KdOZtJy+7O4PEnE9su+UBPDcs0yVm+pHk0GrBCIdbM/k4JX8VBSzC/Bt/KYjAb710ZsvGtLSOYW407M+4Azk5xqBAMBrFtm8zMTKKjow/0dBSKg5qoqChcLhfbtm0jGAzi9Xr3ybhK+P4GiWvXntEXHpwiUgCRyylV1ENx8BLYUhn5BSkJbKlUwlexV+yryJVC8Vtnf3xW1KdP8auhGwZdBh+BaOEnrLtc9OjSjS2nn866wUPYctrpVM+ceYBmqVCEo8e4IubyCl2gxfw68QNp2hwqLjwKhUJxsKKEr+JXZfw1NxLXLhmX14vucmG4PSQntSft3Y8JrN+A9PsJbNhA3i23Uv3ddwDYtbXU/vgjvpUrkVJi14UwKwNKBCh+Nbz9ksM7KQIIQdSA9vv13L51ZRQ8vpC8++aS/+CPVE3fhrTVva9QKBQ/B5XqcBCxKq+SZ77dwNrCanqlxfGncT0YlJn4ywe2QrDuSyhcAUnZ0O9M8MT+8nF/BrHtkrny6ZfZunQRlTsdO7PAn+8hFGjeXE8GAuz81xNYFRUUPvwIQteRloXwJhA17Ca0uDT0ODdJ5/bE220fvEcKxW7Q3DopVw+k9O01WNVOC2491kXyJX3QPPvv12hgWxWlb69pyC2WAYuqH3ZgmzaJE7L323kVCoXit8oh08Di1+JANbBYlFPGxa/OJ2jZSAlCgFvXeOPKYRzZ9RcUpvkq4LUToGI7hOrAFQ2uKLjqW2jXtWG3UIkPs6gOIyUKV+qvW3SxbuAg5K72wk0xDGwEmhlqslEgopOJOf5vTjW0oZF+62EYycoKTbH/kVJi7nRsqIzU6P1ekV/82ioCG8rDtguXRocHRiAMtWh3KOH3+9m6dSvZ2dn7rFBHofgts7vPzM9tYKF+ax4k/O2rtQRMu8HwQEoImDZ//WLNXo1jmiZr165l8eLFlJSUwA//hLItjugF529fOXz2J+c8pk3Jm6spemoxZR+up+iZJRS/tgoZ+nnG6nYgQKhoJ3IvjNldHTtG3O7TXdj1bZcbkchAFXZFTv1/JbULCts2N5+Pqq+/pnzSJII7drR5fgrFLoQQuNJicKXF/Co2VGZp5IY00pLYdS0/GwqFQqHYE0r4HiSsyY/8sLKuMLz9MECJr4SpOVOZlzcP03a+AIuKinjyySf55JNPmDp1Ki+88AJfLNqGtFpEU6UNObPBDFI1Yzv+DRVgSWTAAksS2FJBxdScvZq/NE0K//YoG4YNZ9O4cWw8ahQVn3zSpmNTbr0F4fE03+gyyIlLw52YhbvnSbi6Hovw1EfghYYM1QsCS2KW+fd4Dt/y5WwcPYb8e++j6NG/s3nCSex86qm9uUSF4lfH3SkuouGJcGtoMa5ff0KK3y0fffQRAwYMICoqiuTkZI477jhqa2sBeO211+jXrx8ej4eMjAxuvPHGAzxbhaJ1VI7vQUJKnIcd5eHRnfaxnrBtr654leeXP49bcyORRBvRvHz8y3z9/tdh3YCWW9l0oxt92Nx8EKGDEE601LSbv2ZK6hYVkXRqtzbPf+e/nqBi0iRkfa6uVVFB4YMPYSQnEztmzG6PjR8/Huoq2PnoA4SqJa4Yi6TBNURHn4/mGQFCA9vC0+8sfAtexCpej16fpiFcGp7uu8/xlZZF7h//iF1T02x72etvEHPUUcQMGxZ2jK+6ikBdHQkpqaqdsuKAET8uC/+aUqRpN/oAujQSTuiC0JUFoOLXoaCggAsvvJB//vOfnHnmmVRXVzN79myklLzwwgvcdtttPPbYY0yYMIHKykrmzp17oKesULSKEr4HCTcd250HPluNP9QoQr0ujRvGNhefi4sW8+KKFzFtsyHS6zf9XD/9eo6pPiZs3BAGS8Qg+sgmwldzQc8TQHc1dKFqiWwphneDDAYpf++9BtHbsD0QoOSll/YofAHizWnEn1IMtpPP67cOwxcaDtS3KdScWzXqiGsI5S1CGF4wGq2kfGtK8fZMipjz6Fu+HLsu/KFCBoNUTvm0mfD119bw1XNPsG3FEoQQeGLjGH/NTXQ7PFwcKxRhVO6ArT+AJw66Hw+uX5bH6UqNJvWGwVROzSG4vQo9wUPc2EyiB6bsowkrFHumoKAA0zQ566yz6Ny5MwADBgwA4K9//Su33347N998c8P+Q4cOPSDzVCjaghK+BwnnHZFJld/k2RkbqQtaeF06N47tziVHdm623+SNkwm2SF2QSCqDlZS7yok3wwvyLG8ShLxO5BQgMQtOfQYAb68kfKtKwrpK7CmK2mz82lpkKBTxtWB+AZZlobfw7g1j/VcNohegzhpFg+htQshwEzXseAA0j04ov5bKL7cAIFw6KVcPwJUe0+wYaZpOtWBLpESazef92ROPkrd+DXZ9jnJdRTmfP/UYlzz6JO2zuuz+GhT7n+IN8M29kDMXvPFw5PUw4kbQ9nB/7S/WfQkzHoGKHEfs1pWBUb9Koxlw6RToeNgvOoUrPYb2l/f75XPdD5jl5ex8/F9UT58OmkbCqaeQeuutaDExez5YccgwaNAgxo0bx4ABAzjhhBMYP34855xzDqFQiPz8fMaNG3egp6hQtBklfA8ShBBcPborV4zsQnldiMRoFy49QvTS9CEj9D7TNR3Da0CLwKbL5WLQiRMh5VIoXAlJXaDzKKhfvo8+LJq6xdWguRGGB2kGwDYxEmqB/m2au56QgJ6cjFVc3LDNFoI1/fqyoV8/Qo88Qrt27ZgwYQI9evRo5Q1oea2tRJx1jZzDkhmUFk/Zu+uc3GSr3uopaFPyxmrS/29os8KjqMGDEZoW9q4Jr5f4k05q+H/lzkJH9LYoqLMtiyVTv2D8Nfsnb80sLaWmvmFH7NixGMkHtr10MDeXyilTsMoriBk9itijjz440j0q8+DVYyFQA0gI1cLMvzuOJSc/8bOHtUyT2ooyouLicXn2IkK75jOYfDWY9Tnmu/LOg03un3fPh9vXHThhvh+RwSA5F1xAKL8A6h98yz+chG/FSrp88P6vUvyn+HXQdZ3p06czb948vvnmG5577jnuvfdeZsyYcaCnplDsNUr4HmQYukZKXGNer23bLFq0iMWLF2OaJp26dsKre/FbzQu6hBBce/q1vP/O+4Dj7qDrOtnZ2c6SlKZBhyFh5yt/5xVqZkzD1XEYWkIWdtUOQtvn4VsQTeIZ46morGT16tWYpkmvXr3IyMgIG0NoGmn33E3BXXc3pDusHDSQjd27Y9V/+ZWVlfHBBx8wceJEMjMzwy+8/9mw/D2oj2YXR83gjdgyClzlDKrryYSKUcTYUfhsm6u+Xc+T3jj6RUjTsKpDhArrcGc0Rpw0t5uOTz3JjhtvAiGQoRDCMIg/8QRijz66Yb+a8nJ0I9xJQtoWVcVF4XPeB1RM+ZTC++8Ho/6j+NDDpD/yCIlnnL5fzhcqrKXis80EcqrQvDoxR2YQPy6L4PZtlL/9DnVLlxJYv965X0IhKj75hOjDDyfzxRcQxgH+dTH/JTADNFueMH2w5A045h6I2fsHhmXffMWc997ADAZACAaOO5FjLrsKbU8rFADfPtAoelsjWAM7FkLWkXs9t4Od6u9mYhaXNIheAIJBAhs24Fu8mOgjjjhwk1Psc4QQHHXUURx11FH85S9/oXPnzkyfPp0uXbowY8YMxo4de6CnqFC0CSV8D3I++eQT1q1bR6j+y0Wr1EjLSKPIU4Tf8uPSXAgheHTUo3TL6satt97KqlWrqKuro0uXLnTu3Hm3kZfiJT9RHFNDyrbvcDdxILPKAyydO5cvZ80CHP/SOXPmMHToUE444YSwcRImTMBol0zpyy/h25HHxl69GkTvLkzTZPbs2Vx00UXhExn/COQvhdJN/OhxcVP7GkzmYgnJipgNTGk3i39tvYuHLI1a06K6Nkik21cIwAoXxLGjR9P92+lUff01VnU1saNG4R04sNl7k5LVGdsKt4jSNRdpns6YZX6Mdj8vZ1OaJtXfzqBm5kz0pCQSzzkbLS6ewvvvd9JEmoiHwvvvJ2bkCFypqT/rXK1hVgTY+Z9lyKDz/th1JtWz8/AtWUjFe39zUkJ22dDV/y19PuoWL6Zq6jQSTjl5n85nr8lf0vBg1Azd41j27aXw3bjwR75/61XMJh7SK7+bhuFyM+aSK/Y8QPm2Pe8jtMhz3s8E82qo/j6X0M46PFnxxB2T+bPv3dYIbNyI9EcW/oGNG5Xw/Q0xf/58ZsyYwfjx40lNTWX+/PkUFxfTp08fHnzwQa677jpSU1OZMGEC1dXVzJ07l5tuuulAT1uhiIgSvgcxxcXFrFmzBquJJ65t2hxZeCRdx3Zlu7GdBE8Cp3U7jY6xjhdudHQ0wyK4FLQkZId49KdHmXLuTjRLR0g4Z47N6fOdaFrI6+XLWbOan9u2WbhwIf3796djBO/dmMF9ibllApVVVTBjB9jhArS0tLTh35YZYuvSxdRVVtCxdz+Sr/0BmTOHB378M4FQNbsie0EtRBlVXJb8BXU7HfE1TQY5TBi4W+QvCLeOq0PkrnRGSgrtLrus1ffEHRXNUeddzLxJ7zaIIQ0djxZFp9JsCp9cTPuJffH2SGp1jEjIUIjtf7jKabns84FhUP7uu8SdcjLoevOIGYCuM+eb1/iiUzHlgXKOzTyWs3qcRbTrlzUWqZmX35AW0jC3oEXFl8+GFSY228fno2rq1wde+KYPgO3zwW4hJM2Ak8LTFgI1ULAcotsx/5MPm4leADMYZOm0Lxh14WV7jvrGd4TK7Xs+Z+bwts1tH+HfWE7JG6vBkiDB3OmjblkxqTcNxpWy75rTuLOzEV4vsoWTDELgzu4a+SDFIUl8fDw//PADTz/9NFVVVXTu3JknnniCCRMmAE6Tgaeeeoo77riD9u3bc8455xzgGSsUraOE70FMfn4+uq43E58AZsgkuTqZi06IEDltBX/I4n9zc5iyNA9dF6R3mc6Kqq8wNQmaE/WcNFojudpm9GY3laeeEvHclmUxffp0unXrRu/evUlJqa8uz5kD75wHAmJtgWFfhkVzKzYhBB06dACgNC+XDx+6m1DAj5QSaVn0GX0sQy69gJ1miy9SQGoWxK6FeuH7HSaXxBt0r7MdZwpDQwhod2EvhNZ6hLusNsiL32/m27VFJEW5uXJUNicNSG+I/A497RySO3Vm/jsfULuzjA5R3eiVMBSXdINpU/bhBjLuHrbbc7Sk6uuv8a1Y0RgdM00kUP35F8gIubNTB1q8ZX1AaJuFRLKyeCWTN07m3ZPfRS+x8K0tRRgaUQNSMBLD7e52YQeDCEC4nSLBUH6NI4aavq+BaqSvbPcXIARa9K/bzS8iR14Pi99oLnwNL/Q/B2IjuByUb4O8RRCXAZlHwuL/wbR7nKIzO0RN7hFEsjI3gwFCgQCePV3zuPvhs5sipDsI0N2O/+7ZrzYWu/1KVHy2uaHFMQC2RIYsqqblkHxJ3312nrjxx7PziSech4f69CDhcuHOyiJ6uHJB+S3Rp08fpk6d2urr1157Lddee+2vOCOF4uejhO9BTEJCApFaShuGQWJi210XbFty0Ss/sSa/Cr9pAza10VO4rrqcI31+8gydNxLiWen18OkInVP6nYo9qjfMXQ00j3pJKcnJySE3N5dZs2YxevRojhk1At670Ck2qj/iWOYynTGYTW4xwzAYU29t9vmTf8dXVdns+tbN+570vr0RkRz7AWk1ChHD0Ii5oCfJtk5gxWY0Koke3gO9Q+vR2Cp/iFOenU1JTZCgZQO1rJ5UycaibtxyfM+G/boeNpSYeQYhV03YGLYvhFnmx9W+7S2Sq775JvKSsGFAi4ij3wVvjZEEaUy58Ft+cqtz+eCz/zFu8QAnEK5B5dQcks7pScyQ5ikRwR07KLj3PuoWLAAhiD16DBmPPIK7UyyBrZXNxK8w3ETskNAE4XaTdO65bb7e/UZiFlw5FabeBbnzHReFoVfB0X9uvp+U8OXtsPRNJw1C2hCVBLUlYDVGtjt6y9gYTEa2uP749qm4o5r8fM0ALH4dVn7ktPs+4groewYMPA8Q8N0jjo1ZYmcYfJFzDk88DDgH4jvsv/cjAjJkYxZH6PYmIbC1zR0924TmdtPlg/cp+tujTnGmphE/YQJpd/1ZFbYpFIqDFiV8D2KysrJISEigrKwMu0nagK7rDR6KbeH7jcWsLaiuF72QIkqYnJ9LrG3jAfoE4Rifj7tS2rMksyMZ2Z1I/uZ2pJxIS+G7i12R4NmzZ9M3ppJU2TytYTjLiSHAD9EnUC1jyMzMZNy4caSkpFBRVEhFYX6YqDcDATZ8/z1HDx3NDzvnEJJNUgBsF6JqDLEenYBpc9vxPTkiwwXvXYB3xyIw3FgrXVS1v4uAawRGSjSxR3VotrT7wYJcyup2iV4Hf8jmP7M2c8VR2SREN3bC0rytfDRs0Nx7V6Gvx8c7xWItUz+kpN0Vl1P+xpsNdms5HWx03QM0Tz3wW35+KJjNOKt/wzwAyj/eQFTvdmhRznxtn4+c8y/AKi93BKCU1MyeQ87Fl9Dl/cnU/FjQrJ20FhWNp9+RBDcsRLYQ4cLjQdo27f/4R6L3wpezwl/BnPw5GMJgVMdRxLojp560RqiovgBvayXCpRMzNI2EE7IRLg0yBsIVX+1+gJWTYPm7YIWcP1DvuND8fjuqfQ5ba5IwcSFtGxDoLoOxV1zbKNxsC944zUmPMOsF5Y4FsG0enPQ4DDzX+XOwoAuEW2vI426KFrvvO725UlPp9MzTbdp3e2kd87eW0i7GzZieKRFdaxQKhWJ/o4TvQYymaUycOJEpU6awZYvjVZuWlsYZZ5xBdP0ybElJCdOnT2fLli14vV6GDx/OyJEj0ZosoS/dXoE/1Ch2rtOnEmfLBpdcHdAl3FtSxj96nwrTH8Bt+biAz3mf0xBILDQsdFpGB6WUrN1eTKQyrP6sp3//o+Gkh5ttty0rsq8u4Msp5/rQWZRmFLAqahPRmoEPkysH/4HBsedR7TcZlt2O5FgPfPQHp2LeCmKZMRQFnsHeHg1UEthaSe2iIlKu7IenqxMdn7e5pFmDkF24DMG6wiqGd20sjoodkUFwW1XzBh8auLPi0OPD/YV3R9J551H15VfN82g1DSMtjdTbbyfp/POp/mY6AGb3Lphbbg8bQ5MayaFwj2aha/g3lBM9yFnqr5o2Ddvnay6yTRNz5078q5eSesMQKr7cQnBLJcKrEzuyI2l3PkXeLbfgW7gQ4XZjBwLEnzSB2GOPJWbo0L2yV/ts82c8OO9BXJojsixp8eQxTzKm056bmABY1UF2/mc5MmiBBBmwqPmpALPUR/vMz2DRfyFY6+T7Hv8wdB4RPsjC/zZaizUQvnLSzuPjsh5r+SnhEvJ3lJCUnsGwM86jY68+jTttmAaFKxpFLzhjL/6f4x+c1Dls3KbUBEwen7qOKcvysaXk5AEZ3DWhN4nRe3cPtRWhCWJGdKBmXj40uXeFSyN+bAQ3lV8BKSWPfLGGt37a1iB2o906719zJN1T4w7InBQKxe8XJXwPcuLi4rj00ksJBAJYltUgeAGqq6t55ZVXCNQLqlAoxKxZsygvL+fUU09t2C8jwYvXpeOrF79jtBW4IwiBeNvm5sTBoH0IQDe2cwcvsYFscujECvoQatFUQgiB1i4b7HA3BAwv9A235UrK6EBMYhJVxTubbdeFi87evsQEPTyVO5Q41xI8ogTbk4DW3YbB7RsFsxmANVMazlsVuhCbWKA+qmUDtk355E2k3X44QgiykqMxNIFpN7/2kClJT2he8e7tm0zsqI5U/7ADYWhIS2Ike0m+qA97S9TgwaTeeQc7//k4uFxgWRjJyWS99CJCCNyZmST/4UoAXN9uo3Mgg63efCzR+LCiS42TKyKIR0lDjjZAKHdH5LQKKQntyCV21FGkXBHuz9z5tf8S3LGDUEEB38t2fLCqlMB2i9Pb1XJOYlKbonP5Nfk8NfMpBpUPIsaModhbzKaETdw26za+O+874t3hwr0lNfMLkJbdXKeaEv+6EsyctzFkibNtxwL434mODd5ZrzT3yQ2F54i3RqI3xIk33996Hm7O7Mjj6W4n3WI3wldKyUUv/8S6wuqGVYaPl+xgQU4Z39wyBmM/RTwTxndBBixqFxaCEAgN4sZlET1437qEtJVv1+7k3QXbCVmSUP1qgy9kcfWbi/nu9qNVWoRCofhVUWtNhwgej6eZ6AVYsGABZgvPWdM0Wbp0KTU1jfmppwzMwKU3Zs4Wych5sC7NoGP6EY3Lw4CHEAPYwHHMRbZyu/QdOBjOetnJpzS8TvGQ4YEhl0DnkWH7CyE45eY/4/J6MTwehBAYLjftozqRHdsfj7aMZNc/8QhH5GiBSvjubzD32cZBrKCzDF2P3z6cBtHb9P0o8SH9zn6XjeiC3qIoza1rHNElic7JzTtNCSFIOKELyZd2QHcvxIhdSMKJ0Xsd7d1Fu0suocec2XR68gmyXnuNbtO/wd2lS9h+WpybhwtvpLsvE8PW8dhuoi0vt++cSLdghIidlHh7Nv48vf36IjwRRJyUePvsXrS7O3Xi8YJobvt8A99vKOanLWU89PlqJr62ANsOf1BqyZR5UxiVN4qs2izaB9rTs6onx+84nigriu9zv9/j8QBmYW3zwqx6hAwgrPCca9Z85kR4m9L/HOc+DBtEByOqyb89cMpTuy8+i8uIPJaUELt7IfnTljI27qxplloTsiSByp2s/uZ/sO4rCO3BB/hnIHRB0hnd6fCXI0m75TA63D+C+KMPTLQX4P2F28NWWqSE/Aofm4sj/EwVCoViP6IivocweXl5Ya4LUoKuG5SWlhIb6+RWxnldTLpmOLe8NYcN5ZJXrZM4Ql+Pt0kBlY0bX3Ak5c9XkJbQD8O/AtFEWEYR4By+5CNORnNFIXHszU488USSk5Mh+XToeASsngzBOug5PmLDjF1k9OjFNc+/zrp5P1BbUU6KpxPRiw0I2sQb7yJEC4sv0+cUEekuGHIxeBMgrS8UrQZAE9VYMoIQ0YWTGwp0S4nlvxOH8uePV1BU5UcCY3un8Pi5gyLOsWLyZAoffMhxnTBNSt54mYIuHUm/804buR8SAAAgAElEQVT6jz1+ryNVenx8s4YZkYgemEK7rxJ5etv/UeAqoUavo0ugA57oKGJP7EjVtG2Oo4RwftbJl/RB8zRGO2PHjMGdlUVw69aGnF3h8RA1ZAjegQN3e+7csjremb+NUJPiN3/IZun2Cr7fWMzYXq0LPdu2KVlcgi4b56JLHSRkl2cTsiO3tG6Jq1McvnVlYeLXCWxXRjhxCBa+AsOvadw27GqY81S424KmwfBroXi9I1qH/gEyIv/sGxh4Psx6tPk2oUF0Owj6HDeTrBERO7NtKKoO67J4qT6N+8U72AvdmIudz6q45GPI3PcuCJrHQPMc+F/xQTNyF0YhIBjhIUehUCj2Jwf+t6LiZ5Oens62bduwLIsSO5qfQp0pkTEYAZvQ0gru6ZiJ29DAMuk14wq+Nn+ixGMgsdExcXpgCTxSx28fjilTSdevhFoby0jFoJCGNWfdQ2+Rz+1njmJ9KB3btunRowdxcXHYtqSkNkB8dDrekW03LffGxjJ4vNMy2F9WS/FPixEIDJEf+QA7BDMegrlPwzWz4LTn4PVTwLaINT6hInQTsqmFmiGIHpSCMBoj1aN6tGfOn8dSVBUgxqMT541c8GOWl1P4wINOcwmczGYdyMjJY8G/n6a2soIjzzyvTddpVQep+nYb/rVliCiD2KM6EDM0PaJw1qIMUq4eQOm768ioTAEbjNQoki/ugys1mphBqfjWlzl2Zn2Tw4rwhGHQ+Z23KXnxRao+/wJh6CScdTbJV1+1R6G+YGsZLl1rWI7ehS9k8dPm0t0K3+rqaoigbXV0UmpTGN1x9G7PvYuYoenU/LDDaSSySxMZECXntpYW7jxoNcUKQLA6fD/LhO0/QkwqVGyDvCWQ0nsPEd80uGQyfHwV1JXUR3rToKYIJl/lOEZ44uDij5zCu12EfBxZPY27xUw26BlMsY4iUxRzn/EubmE6KTo2YELwjbNwX/gWpPZ1zgfgq4CN3zj7dT8+sl3bIcLpgzuyKKe8IdVqF3FeF73TVY6vQqH4dVHC9xBm+PDhLFq0iIqQwdRgb0w0QGCi8/6ifCoDkqfOHwzrPoftP0GojvZNxIMP+Nw9kSOrxpLm/gdeYzGacKKEtulGpg1EjP0/KNkI3njoewZRMckMbjKHz5bl8dDna6j0hdA0wYVDM7nvlL57zAmVUhIKhXC5HOH5zifvk2q4GBDKImh3w6stQYgI0SDTD3UmfPsQnPUS3LQYFr9OdPEmzNoqqjelInQNadl4eySReHr3sCGEEGE5vS2pnTPHycdt0VxCSEn7knLmf/IBR5x8BoZ796kPts+k6Nkl2LUm2BKqglR+voVQYR1Jp3WLeIy7Uxzpdx6BVeoHTTTruKUneIgdFt42uil6bCxpd9xB2h137Ha/liTHRr4Wj9G8jXbEfSKlV9STmpRKSnTbhJse4yL1xiFUfr0V/4ZyhFsndkQGcXlrYLMgrEhNd0Hf05pvqy2t9+ptmXcuIXdB4xi585022Zd/6YzTGp1Hwq2roXQzVOXB2+c4XsK7OrKF6uCtM+H29aAbjm3aK2PpWVtCL62OOuHhNmMSU60j0LHChg+FgpS8cz0dKIFB50PPk+DjK50ossR54Dv5CTis9eYrBzNnDO7A58vzWbC1FH/IxlO/AvPchUPQ9sIPW6FQKPYFSvgewiQkJHDllVdy8+s/YFu1eFK+xYhbDbaLUMUwvlhxDPec1IeUtV9ELNCxhCA92JcoLQ+X2NwgegE0EUSWbQBPLIy+NeL5520q4c6PVhDYtZRpSz5YmAvAQ6eHF1DtYtmyZXz77bfU1NQQFRVF//79KSgoIFc3yaecI+wJDNZWoMlQ5CifbcLGac6/4zvA2HsQQAIQ5zMJ7axDT/RgJPz8xgHCaP2jYWsaSElVyU68RcXYdXVEDx6MFhMTtm/NggJsn+WI3npkyKZ2fgHxx2aityI2hRAYe+EVvC8Y1b09cV4Df8hqOl00ITh9cHinvqZ4vV769OnD+vXrm+Wd64bOmceduVfzMNp5Sb64RT5y6C349EZY9VHz7bYNA1rYiSVmOUI2rLEENBPOIR8UroR1X0C/+jlW5cPSt6EyFzof5XjzFix3osTlm2HO0+Gd4wD8FbBtDnQ9xlmVqCpA1Kd3RIsAXhngPH0WeoSiUongp2BXzjIKYMVHsPz9cNH+5e2QPabtHeoOIgxd43+XD2Xu5hJ+3FxKcqyH0wZ12OPDlEKhUOwPlPA9xElPT4d2aUQl348wqhCaE1Fyt58J0Xnklo8ixZvgFPPI5tGmKCkpdC8mKZTEJPNEanEzVl/O4WKDIzhty/nS73pMxHM/P3NTo+itx2/avLcwl7tP6oPXFZ73uGbNGr744osGceTz+Vi8eHGDp2+BXs5XmoZh3kVP7TO82vLI4reV9r1alIGnc2T3ACklW5YsZPWsb7Etkz6jx9Jz+FGICN3TYkaPidhyWQooTIwhus5P6UWXYlVWOrmjlkX6Qw+SeHpzF4vgtiqIkOMoDI1QYR169/1ja7U3BHdUU/HZZoK51Tzj9nJvNOT6nYeOxGgXz14wpE0i5bTTTmPy5Mls2rSpwU5v3Lhx9OzpNAfxhyzWFFSRGOWia8reefviinKaQ6z9AqwmglbaMPkauHFho+PHtrmE1e1GuP8B54Fw/svQ+xTIWwxvneH83K0ALH3HGV93O0I00vG7sE0oy4GuOHNskdOsCdCQROhHg4HFGtmZs5hbf22tREFXT4FRt7Q+h4MYTROM7pHC6B6HbsqGQqH4baCE72+A+ORViKraBtELILQQMnodRV9dRyjBhUtoYV/cGmAHtnOWdSoCExOD/1oncYr2E4+7XkLohhPxaoUdFRE6ROF0iqvyhSIK35kzZ4Y5UexqzmFLgUByhNmVBKsTpdZwEo1/E6PPaFbsJjUvYuhVe3xfws79+sus/O4bzKBj/7Zt1XLW/ziHU2+9Kyz/VY+NodNzz5J7w42YpnNuTUrWdmhPIDaWcetyMWtraapkCu69H1dWd2KG9GvYZrSPBr08vFWwaWMkHfiIl1nio/ilFQ1+xZ0CkjfsKMr6ZxB1dAbd0hLR2mi75fF4uPDCC6mpqaGmpobk5OSGVJaPF+/g/k9XOee0JD3TnULDtPjdp5w0Y/HrzUUvABIqt0PJBkjp5aQjvHdBeLTXHeukJpgR7tkdC+CV46B0Y3P/312fFysQfgwQsPtSbZ6NKdPxaCuJC0Q5v1CN1h9mdt1mUkIIDYnGX0ITOVlf0PyaWiJlmJhWKH5NLr/8cioqKpgyZUqzfysUhxrKzuwQZ2NOLgUFMxFa+PKrS4Ko/gGx7kvsCD67PunhwcA1hNAI4sZGw4+HL+wj+U7252/xXu4u/ZH8msjFZkO7tCOSJoqPcjkNJiJQWRmhMh/ne/3NwOG8FxjCIisFrf7WrDSvImD3Q0oXtoxGSgMzfRyM/FNrb0lEygvyWPHt1w2iF5xOcVuXLiRv/ZqIx8SOHk3PeXOJvflPbB/Yh+/6dKaoc0dGDB6OYVmEhe8sm8IHXiGwrbE1bOyIDMeFoSmGwNM1ASP5l6UylNYE+HBRLh8uzKWkJrI42xPVs3c4vrlN8FjL6LPuAnq8nI32j0wnn9qK4NPcCrGxsaSnpzeI3hU7Krjnk5XUBS3qghZBy2ZtXhUTn5hNMH8v7KyCtZG3C60xlWfRf5vZ3DUQqHTSdiJFU20TCpc1tNxuC3XWSIqDj+C3h2LKztRaJ1D0TQfMMj8MuSyyBVoTTHQmWUdzWvCvVBHDGG0F4KQ9RFziEJoTlVYoAMuW/Li5lE+X5fHj5lKsNtgNKhQKBxXxPYRZV1DJ/15/k4Q4L1qMjq21+MIXNnNDJ+IVeQxhFfHUNvvan2/3Rid8GT6Ai2/N4UysfpMLcqYxO28uU86YQvuo9s32+9OxPZi6qhBfyGSXdvIYGvef3CfML3cX6enpbN++PWx7lfQAgiAGb2NiEeAqvEi8lIT+iiFyMUQ+Ia0LaZec7hQR7QW5q1ei6TpWi2izZZpsX7mcTr37RTxOj40l+9rryL72OqSUCCGonjmT/PcmhcflpIXtr2HTG6soPLcbx/RKxUjy0v7qAZRP3ohZWAeaIHpgSsSiu73hs2V53DFpBYbuvM/3TVnF388awNmHd9qrcUIFtTS9BVxiK+1dDyJ25XsHa+CnFyBQ5RRY/Qze+nEboRbi2gI2B4IsfH4JQ284DHeHNqQ+9D8bts8L78pmREHaACjfBpu/az0y6q+CmPZQW/yzrmMXUgoqQtdBUwcRXMgQVH23nXZn3AH5S2DrbGcuMrKdV14wmTuNDzhGW4YQYFsCXFGIo2+DH/6562RIISgaeD3umG60+0UzV/wWmLqqgIc+X0NBZeOqRkaClwdO7cuJ/Xdf+KpQKFTE95Dmbx/MxpAWnWuz0KXWbIVUt6FPMMAdwWksZCBfMI5Qi+ccN2akRVUEErcIkWDZWNLCZ/p4b+17zfaRUrKlpIaje6bQJTmG9HgvI7sl8+rEIzjzsNbF13HHHYfRonDMlIKFZlbD/wPA+wQJNZmdKTMJyH4kndwZ7WdkCBgxsWzydmZJ/CC2ezs2jKwbLqLi2maptCsdIvqwwxpszpqhu3FlDCK2zuTud5Zy1n/m4gtaeLLiSb/lcDo8NJKOD4+k3Xm9mnnv7i3F1QHumLSCoGU3i6LeNXkF87eUtuqbGglXp7hmnd9i9Y8J8yUzfbDkTUc4/gxKagJECkgZQKVlUTV9m1Nktv5rqCpofaCB50GnoY353brbiaye9bJT9PbvoY4DSWsIwFf+s66hKTYJ2DTNI5e7XiCwpdKxRzvrFYhJwTHBC8fA4oIFM+j8dT4V62OozvNQuiaGEjkRjr4TbpiPffTdfJd2OSf7/8q4xSMY/ui3/N9HyzGttv98Fb8tpq4q4Pq3lzQTvQCFlX6uf3sJU1ft5vOjUCgAFfE95CguLmblypUEQyYlxUVkGuC23YwtGMvS5KUUe4vRgVG18PfSIqKA0SxkGsdQQCrpcice4UQ9B2ubIlaZG9icps9hTrSzXBu0gywtXtrwupSSWz9YxrTVhfhCNpoAl64xtnf2HotXsrKymDhxIt999x1FRUXk+wzmBzMosJsXpIWACixSMBBagCTXM0Tp8xAzDJjlgRP/7jSyaAM7q/xcM8tPUeIYbJw84nahcs4s+BQDWBfdnc+nrKB7ouC0I3sS6929stYTEkj585/Z+be/1y+rS9Dd6Mk90dMHYgFVpkVlYTWvzN7MmJ6prC2oonNyNEdmJ7dWuhRG3aJFlL3zLlZ5OXHHHUfi2WehRUXxzZpCdF3Q0hkrZEkufnU+HpfOXSf24tIRXfZ4jrjRHalbVIgMSZDg0rZHtpHTdKgudGzt9gbb5rgOAX7aDL4W2RIS6IlOcEMO5F4JmsvJ4T38Chj/V8fLNjrZWebfMhM2z4Tso2HAeVC4whGWgy5wfHT/1bPRXqw1zJ+XDtISjTrAxqstIsF4BZeWhyUTqDLPJxRff0/OeNjx+pXhD0hSc1EwP4HaQicXuHil856KqCjSzq03C2zXldfEGfxrx3r8lg313sqfLc8nNc7LHSf02ifXojh0sGzJQ5+viRiskDjPdQ99vobj+6a3uuKmUCiU8D2kWLBgAdOmTXM6iUnJ4UZjE+G4UBw3FKZwCssQSFzYDQKrF5uZylje4mzc5k5O0ufjwWS16MMY91a+CfZycgsBG8FV+hd0MXK4MzEdAEPodEvoBhW5yLoKZq/18vWKAgL1YTxbQsC0+efUdZwxuGODA0BuWR2PfLGG2RtLiHLrXDgsk5vH9SQzM5OJEycCcP07iylaVRh2rW7Nxuhp4DWSSah6GKN0PsKqN/43/fDlbZCYCdljMC0bS0o8Rnh0zaqu5raHP6JAS8bSGr1aS93tWJwygngCeN54mS61W8iTNs+87OXoS69k1IQJu/1ZPObpR9wxt3Le1gXoIR9Gh8MwMgYTEoJ5mPgBTJv/zNrM8zM3O36lEjolRfHBtSNoF7N7N4eyt99h5+OPO93XpMS3bBkVH02iy/vvO+2DW0npM22JGTD525dr6ZgUxbG903Z7HiPJS+oNg6n4aivBrVWEXH1x2dsRMoJKTdi7NAoKlsO7F3C2r4a37XvIIQ0fHgROc+mb8eJFYMgd9cVo9VGsRa85hWzSBncMxHWAihwnxUH3ODmw578NPY539l/1sRP93ZPw3UcIESTBeJNY/cuGoktdVJJgvI6VHAMbimDlpFZSLjTEfUUEL50I7pVQ310PTUPzeok/pTGP97U5W8Na/fpDNm/+mKOE7++QBVvLwiK9TZFAQaWfBVvLGNEt+debmEJxiKGE7yFCTU0N06ZNa9ai2BDQTW5hmFxOND46UIwuwpdBrXp5bGLwtjWBN+0TOdW9GjcWKVod53uWkWcnYElBb2MLsQnTOCMhgwrdEZKGZXLBss+R3zyFtDWOkC7GchVTad5m1a1rzNtcwumDO1JRF+S0f8+h0hfClk73r//O3srmnbW8eOnhDcfcMq4nM9ftJBCyG7ScV5Pc6/2QATmfORE/X0W4lZTpx5z9DHcuiOfz5fmYtmRIZiJ/P3sAvdMbo5LbbryJeelnY4vmWT2WMFjjyeby3LfQGmQ/eC0fP775Eh0zUskefDiR2FFex5SleYTi04gZdA5n4SaAkyq7HovHaMxBbXpdAFtLa7l/yiqev/iwiGMDWDW1jugNNEYopd9PMGcblZ99xrjxp/LwF5EL8nbhN21enLV5j8IXwJUWQ8oV9b7L5R3ghVn1hWT1MzeiYPTt4I5sIReRkB/eOA38FXiBT1z385E1hm+soUTLAZxJDP0wgCDx+jvNj21aiOmvdP7sYpfDwsdXwZ2bHL9ezWg1j3ZvsSVY6My3e9NH206yiNABDojVw6vZNRFEW/0UrHmm9fnoBgiNrJdfoujxx6n89DNkKETsUUeRdv996LGNuc6V/si5yjWBthcaKn477KxuXfT+nP0Uit8rSvgeIhTM/4SL7I9IppRCUpnFkfRiM0eJRbhxvgilhJDUqSGKBGrRhEQClU3yEbO1naTqflxYDcXjhpBkaRV4RYBr+IAXdC919UKxRzDIfSVlZAdyETjLadEiwNOu5zktmMEGmdkwdidKWTP9A5Z9Ws0mowt1gfbNcjv9ps2MdUVsL60jK9kRUb3S4/j4+pH8c+p6ludWkO72cVPgZU625zgH1ZW2+p7kbd/El74CzPqTLMut4JwXfmTWncfQPtZDMCcH39JlcOLZrVqjRkr10GyT+R+/36rwXZNfhcfQCVkmzxHgHYL0QKMISU6LYsGWo5uWZOrqQmxbttq1yr9mNcIwmglfcMRvzfc/kHneedx3ch/+9uU6QBK0Iod/C6t+xtJ+Uhe4eiZ8+6BTSBaTAqNuhUEXNplglZNTW74dOg6BXieFdz7b+E2ziKdXhLjEmMHF7jlU2pdT4z8VPd4gwfcYXn353s/TCkH+Uifnt2xLxAYtbaOxG9wmK4N/WOex0O5DEDcmGk8Z/+FkY0H4UbtbSW5N9Gou6DIG3j0fbedqMnr0JePzV6BT5PtseHYyM9ftDLuHhmQl7vmyFL85UuPaZv3X1v0Uit8rSvgeCmz6lm5zb0PIIAKIp4ZubEWDBlcGSwqeMM/lf9aJBHCTTBX3GW9xqvEjhexyY7B5UH+dKdpJuIXJUJbTj3UUk8wG0ZV1dKcdPu4r83F3WTmmAE8rS+o6Fpfo0/mLeSUAnbUyhmlbCNQ6B+yoFQQifP97DJ1NxdUNwhegX4cE3riyPnr8ZF8I5O3xLbE1F98G+xFsUugjAdOy+XBRLn88pjuhwkIMl8Hw4jUsTOuN2eR2122TXjUbWh2/fEsegW1VEZthdEqKbuZSUIZkfn3CraEJXLqGJZ10hGCEQiRbSmwp0VpR40ZSEtKMENXTdYwUJ4d64shsjumk8fXbT/Jc1WhqaW6NZmiCkfXLnVZFHTULizGL63BnxRFzRDqadzcf/ZSecOG7kV8r3gCvjXfyZUN1TqFZUhe4clrz/F9febjdGyBkiIQxCSSMHgm6QDxfCK0/27SOtJ0isu//CXOe+hkD7BK8zhylhG5aAS9pz3BD6Ga+tocDcKv5R47SV5Mo2m51Fobmch4MYlMhZ3Z9SoaEyjzYMgu6jnW8iJO7Ow8ZHR0hfM9JfViwtYyAaRGyJC5NYOgaD53WeldExW+XYdntyEjwUljpb6UoGdITvAzLVt4fCsXuUK4OhwJT70azgw0ySUNiYCOa/Pp7wjyX16wJ+PBio1FMIv9nXstsawD9WEWmtoLO5DFE30AMdUxkEscyj07sZCBryfbMICnhLY7P7MAziQkEhMAjoQYvCxnAVEaxkp6Y9beMS9hkiHKigShgqDuvWfQ0SdSht6y+AgKmRbfdde2qDs/3hV3ypP4d0N2EXHG8KU4P289v2mwpdrxhPb16IYNBbl7/IWmUE40fNyFcdpB2oTKGVSxqZRKCZE9HSl5fjYzgkNC3Qzz9OsTj1psL1xi3zr/OHcRfTu3LlD8exYXDM3G3MDrWhNMa2NhNUwhPjx64s7NBb56zLHSdpAvOR5o2ZmWArFm3cJ35Dk+6XsBDEFH/EOQSkmi3TodgDvc+8CivPvY9xTM24ltRQuW0bRT+ayFW3vbmnemkhOoiJ61kd3x6g7PPrghrqM5xUmgpPrNHR85x1T2IbsdiVgSo+nY7Fe2fxS+GIhusOtpSlCMgNsVpVz37X5GbUuz2cCMsZCvq7XM1Ac+5nsWoX0UxsJhht5KWItry61M4nQ8v+hCikupTNXZ9TqQjgjdOg51rYd2X8L8JsHE6AN1TY5l+2xguH9mFYdntuGh4FtNuGUP/jgl7d72K3wS6Jnjg1L5A+Kdk1/8fOLWvKmxTKPaAkJF6aP6OEULEA5WVlZXEx+9lBfv+QEp4KBFTasy1+1NBDCO0taSKioZK3pDUGRh4BR/hS1xDxTomeR7GJwRz5EiOZj6b6Ex3uQ23MFnmcXNzWgq+eiEQEAJNSnqFQjyX78dLiOj6oqPVdGc+h3EZHyOQlIeu4Qc5nqjMKBbvnEbTe8kvDSYHBhBEZ9evZY+hMbpHe16dOLTVyzWfPQKjzLGkqhOCT2NjmBvlJdE0uCSxF73ryqDrWPL6/IFjXlxDqMUyv1vYnB61g0tHZtNnzFjKn/s3ZW+9RebxeczxDmSbTMOu8uHb6ceWjrAUaMh60SgQ6MJgWKfzKY0OETMkjYFjDic5uXmxSKUvxD2frGTqKidtoW+HeP5x9sBmoqSyspJJz9/DMYGZhKTGx4zjc9cEPrphDJntdp8vGyrayY4bbiCwYQPoOkLXSXvoQfTYgVR9lwtmLR2M8xD1Od1L7O68bJ7CdplK36hypptDCAYD+PDgBRIQvEIM7dAAk2h9Ju2S3oeTn3QikZ9cBxXbnPstrR/Ed3JyegdfBN2OdVRhsBYe7RB5wrrb2a/bWOh0JJRucNId1n7RKExd0dDjBGq7Pkb5J5sc/WdLMARRKYUkdZhOdcEgavOzsInGI1aS6HoZl7bDaTnsisKxnoiGY++Hr/8vvENbW4jvBDWFzXOJmyAl3BL6I5/ao4jGx0PGG5xr/BC+Y7+zYfXHEcewaRJVOPJGGHsX/LNr2wrwkrrAn5btIZ9CcSji9/vZunUr2dnZeL0/LyVB+fgqfk/s7jNTVVVFQkICQIKUss1+m0r4tuCgE77AhkdHclHVDdTVV8QHcXGjPpkbXJ8hgGoZxZDAS8gIAfx0Spnn+RNLRR/WRx/O+NpPSRZVCBxhOTarI3Va+HEe2+bJnWWM8TXmTgalzkayKRLtyaCYNfZ1GN5oVslthCL42lbZHuaGulBMPLEegwuGZXH7+J4R3Rd2seazZ+mx5EF8uLioYwpFhsSvaWgSdM3FE8c8wdissQDc+sEyvl5V0FD5rkmLaMvHxTveI9qlk5iewYWPPI5v+gxqJz1NeufFoAtMC97dNoSqkJeQLeiZcAQVgWJqzQraezoh0rqy2l2IBDTdCQWecMIJDBs2LGy+AdPCtCQxnhapA7YF/x2PLFqFqBdnpuaFHuMwIqQR2HUhahcVESyoxd0xhpjD09GiDILbt2NV/T975x0eR3X14fdO2V2tepcsy7Zc5Yq7hW2MAReKIRTTm4NJiEMSCCQQ0iD58hG+JJCEUEIIwUlooTcbcAGMe+827pYty+pd2jYz9/tj1Fa7kg3GBod5n2efR5qdvXNndqX9zbnn/E49nh4Z+Jd+SP2qOoKh/gh8dHNfE9V67AbzflaE+mG1+zxowDR0ftqcEqFQQzfPDc0uCXRu9aXFwOhb4PwHofow/Pk4l9k1jy1sE7LAkwRNFdBtFNbZv6b4sSIwwuctdIGrRwKB/RUgW/KFLQR+smJuRx18NvSfbkdNc8fBIwPt5hqfB9Vl5wh3Yo0hJdwXms1L1nnohFjl/l5kkZsr3hb0zeK5vdANAkc1jQ9iY/h2bb0dGZYW7fOJj8l9R5o7zTn8N/FFCF+wrc3WHKiirN5PRryd3uBEeh3+GzkZwtfJ8f2KI6Xkm6F7qEQNE7ZPmJeiKm4uUT8hm1LSqKOc8KIXBZN8cYizg49QIRORAbhfTuWf+m8Zr+7kQ2/nLXNDQmG3S2NSu1VklzDpKw/wD/NS4hUDlGL7W74TvCKILiw8msqWB6a3PeGrtiN4UTxha9NGs8b4X1YmFnJUW0BQsQW1JcCSIe5fcT+Tuk9CVVTmjIwjvXg/dbW1VBhuamtDDKtYj0saGEGDmpKjbP94MSMunkHixTOg7ijBJW/SsCeeC5OzqEtWORTcRUpMNiN2p4IhqRGNvO5ajdUsKFtagX7wwQfk5+dH3Ay5NZWOmheAvYugbEer6AXQLD9y1wKaFn6Id+q5rduNSh+lj22y0ypCFr5tCuGpyDMAACAASURBVPUfFZHxveG4evSA1U/Bn3+O21RxKxaWK5GK0P8Qkn3Q2RsWGLSkiBC9AAawjLYIp2hxnjADXS/ZGz5Y+zT0PBPemNP5fhGvaz7v6oP2ey1NaCgj8GkVQtzbKv80UUSS9iSaKKJk39+xjc5asJN6GoLTSdw3H2Y+Y2/+9L1Oo7XHxTGirhJ41xqLToiHtL9Hd3YI1oftPzchnmlNTbikZEGslyeTkggIGBEIMsYfaLfncaDHNEe3HRyioyrCsSxzcPicOML3K8724joqDXfrUnwLATReNydQoXYjQdQzTj/EB2YSmhWkl1qNjkGZ5WWvzKGYVCzU1u/dO0O3s1L5AfWKEqVhsY0iJd2jFFjtET2IVYN01pGqhZBUWBLqQ5GVRGJLPmvZTnjjNrtLFwJ6TYTL/mrnagI1NTUEV5fT0xjIyvh5raK3PU1GE4V1hTQVNfHmm29iGAYeoLsaoHuyhbsWu/UbYAQD7FmzghHn296oTYU6VauHgmkXnnmqFAbGjyTjxhHUzj9A06ZyCqmIej5pMoGSl7YRiksmZlAqSv94Nm/dwsGDB0lOTmb06NGkpKQgpSR4oI7AJ2WovrOIUZeiiLaouZQKgaUfYiUMJG6cvSxZ/fY+pN9o00UhC8uwqJm3n7SzG2HhL8AM2lJWgKCcVP0B6s0rSdYetc9NCFbHeBCWRA82EpCR3ehanIN1sSfcQuxYVmBSwss3fX7LsBYrOjOIMOttqzM8KNSR4bobQSNBOQRBCEkHdwhchGQfu5Ct5jCs/bvt8/t5UhyONc3m6/+IMZMGYnlQe4YL1dVI2XXWwQ6XzpPJifwxNTlsu5CS1+Ni2wnf9k+qduTZCoWLeC0GxnzLbhji4ODg4PCF4wjfrzgBw0SJ+q2rtBaa1RFPmhrgxswyjIrDWFKiYqEg2WlmUGRkhL2yjCS+Z9zJjaEnMKONLcFjKZzVGPmFvZWBiOOoiSyz4iiyknAT5MpudbYX6z+mN7e9bVYYhcvh2Qvh+xvwB4M8/fTTXFo5Eg2VBCOurR1RMwmmxe2VpfT821QafUEmyEEsYwwmLcVKgkB6N7xF++wXCIHXXgZBmpKaN/aEL7EbFmZ9kIblxSRf0Y/YMVnEfFiNOKw0d2Sz6WdkM8EYgLrfxEcF1TuO8pZ7HX4RImSEUFWVNWvWcMN1NxD3SSP+vdVg9kTIW6kxZpPu+ikuZW/zaALTSMW3sLBV+Ab21kQGAyUEdldD/AtghN8ACCFRqUShDomHJTGCFxPiuLeqmt4hg82e7/CiHMuD/ttb21S7kczkCOn6M7iUPUS0feuKqI0YPh9uZSuCIBIPXnUREEII0DgSRfQCBNCVA3Z3tkdHgnVymlQYEpZaZ/CH0JX4hZun9D8xRtlJuUygVCYzRu28FXJQRP+LkELgj5JGBMDsBZA93I6mf/gb+xpLaXcjPO/+L+akHBwcHBwicITvV5yhOUlRc7c0TPLU6rBtVkUhCnZlOggkgr5qJfvNVECQo9YSlCoHzFTWi1xWZmTZaQFh/hAgLR218BYC4rfo+HAJWyT5hWC35rL7CXeBIRX2mGm4CDJG7OJHRx+F9RWReZWWYbd1PbCEzRVegsEg7uaP5DeqJ7MldjfB5s5YmpQ8f7SUHMNElRYJwETWkstRnuNyezyhYHliW4dXNZ3h0y6y51TlwwpGEXuGxP9pFYlTe+LumcDIyyay/C9t7Zk1qTLBGIDWLsK9mYM0Gr62dIjmpiKvvvwal9aMxoPSfP1jAIvK0E/Ict1qTxE/XvUDgg15SFMiVIHQFaQZOTehKeCrhahxeYWglU2VYvFYUgrPlZTiaQ5ZeqTkWtaQoKv8IvQ9DCwmKJv5kesRVMzjbpl8MhDCJM11P+XBX+JRVqMIW8iqohqv8glN1gRoLdK0EBjEqe9ARXWnY34RqMC/zSnUi1jec/0ED0FUIUkRjWTI2i5fOyQQRImSxeCxLKY3duIvHJtmN7MomAOjZ0PdEdsz2cnrdXBwcDipOHZmX3FcmsKfrh6OW1Na7bNcKmSrDfRUqo75ehXJeP0g01y7GKoeZYR2hCvcW8j17AEEo0oncWbpeLo3dCenMYchlUOQtWdQFMzj2uAvec08mwOazlq3m7sy0liWUowpIkWaRGJgYkrYZyaTaNXwmvY4/3I9ikdToGht500GaosoKSkhFApR0ZxPObpxMDeWz0C3NGJMN9Mbg2SZJnq75XYdk54UkUVZ67ZMtYqCzKN43Cpn33gL3QfaxVhKjBZdPwJqXFukMSkpiRkzZqCqKrqu001NweoQji1UyltFb3safA1YEXcFCqZMIWTltFpmxSiryfT8CGHZEfXY0Zl2G772aAqxY7Ng0CW2i0EHJBYV7mWEFMkTpWVoHYpUPUguVVdxP4d5R/85/3D9Hu0kiN4us1aV6PfVLmUP3dw34la2h1n9Jut/Jl59DYUaIIBbWU+G6y5UcXJFL9jvy2P6X3hc+xMuQqjt3l+P6PpOTwceKq/AZVm4LAukxGNZjPP5mRpN+Kouuw1zC5oLUvIc0evg4OBwCnAivqcB5w3M5MMfTeaNDUVU1we50OMhtayWLftMdsrD+ETXy78JIkBL0FhpliqDDA139SDS/GmoqGT77GV3iSQGnZUEGesqYYk1gd+k16N4Su0BZAmHYg/Rs6EnSvN9k2h2kBVSZV2oO2dYPZiNB5cxhGIDvOYykjO8iL0LI8WvZUDOKDKDdei6zkprNxcFR6IgmFk1lek14zkQW0yB+wk8VmnEuVkoZFFOCRloGJynrKBvSiHje/kR503jwIEDrFmzhqamJrpnJNK3PBXdbLvfE5pC3MScsDFHjBhB//792b17N3qNxLWwIUw0u9GB6N6xWtTcZ4HSrpW0EBaK2gg734ZhV5E4PY9QaSOBfbV2HZgl8PRPImFKTxDdYcO/kEfWI0JNhLCn0qQa9JFLcXeRsWChcrH2BjHKwc53OgE6ZKJE4opvbjcceccRLcNGCItE/UUS9Re/oBnaHCtHtwWvCDJYKeTzFMef7fPzbtFR3omLpUZVmOjzU+DzR0YWFBdMusfuSBiXCZ2lQjg4ODg4nBQc4XuakJMUw3cn9qb8qS0YZTXIkMUwchlKd95zbaRMie7kITo4KGmEmrN/FfrV90N0kC4CQa40qFNLUJBkqQ0Mqe3HDlclKAYI2Ji+kYAaoH9tf9RmoafaVVcU6Ee4PtAbD4KWCn2fMQFRm0ti6tuI8k8RZnPusBYD/aZCah+GN21io9JImWrwpmstZxg9SSUef7xk6jgVffnB6OeHpJoEFEzOYTn9KLSfqCti1Uu/Z9FBidFcpHdE09gZ4+US3yh0VQMJCefn4emXHDFubGwsI0aMQErJwY8WoQT11nMdbOSyVN+J2U7MIhT8ZhJmB+FrYaGLUlRxNHzepg8q7M5xgZ1vE1/yA5Ji0jHMbLREH/oFT4KmAArc+CbB7a/z3oI7qFFUBHB1XT1uukaVEpQDJ2wHawEhdFyEWj8txxS9AP6TH6k9HoRoE7/HEsHKcezTHkMqNOEmQfjINk2+XduJo47QIDkXvGmw5CH7EZsBF//JtmlzcHBwcDglOOGG04TDhw+z/Mn38BfXIZt9azVUdDQmh4Z0uebc8iWuYjCVpfyMx7iM93F3kaybo9a2vm5gUyYjK4bhDXlRpIJiKXRr6tYqBNujIKgV4VFdiYua1aUMP3gHf/TPoFjNIZAyAKb+CvpfAL/vg+eFS/lO6G/Mcb+FqVWyKn4fxZMEI340FX3fP5vzg8MxUKgmiUK6IxEsYyzB5nu5ADqL9vpaRS+AYRjUCx+l012kf2sY2b8oIH5CJw0ZmglaQe7q+SdK9Er8IkiT4qe7TMbvqkVYFi5VRVVVktKzmC/z+JgQQSQ+JE1ImjBJ8fwhQkhJPYbiomSu+eW7DHxBZWD943yz6Uqq5A70hvXw72+0FdipGtqQK3gwK5eHU5MZEAxGaVUS/hEISIHf9KKJyCj5Z0FiX8snuYGH+TabyP8sZXFfKT41u7FL5uCztGjdlFv5LDcKmrDYI3NYaw3oescxsyF9IJRssVc5LAPqi223jJKtx39ABwcHB4cTwon4ngZs376dN954g4saR6DKyHuVWOkmDg8NdG3xZKKxgaGMYzOD2UWZp5zfJadTp0rS/elolka9q57EYBIpNUNIskRrRDivMY9ejb2w2nU4k8iIiLFE4uogiD3KKtK1l1kgKlhl5vOUfwrXmx/Sd/GvUIJNtG9InBE8xN05G+yq91Y6HsMue/qUPszjPFoK+QxUdtCP4ezkKBkomHT8iIdCIfYVHaDv4P40HK0iKysLt7vz2OnSoqUUeyq4tc8D9PXnEmd5+TTmIJYZ4Pp9Pbjkxj+RmJREWloaa59ZzcOF1bwYCjIclXoV1D6J/NVKgaPu5na1IBUdw0hk5o5cSpGt/swr5SCuCDzAYv1PaA1xuA6sQPQ5i0pfJfd+ci9+035/izUNg0DUP95GKWgw3OyszOaszBOP9iLBQ4jv8DyPiG/xLlPRCDKE/Sc4cIfDWGCGBJr75DXU6a8UI2gTtp8lstsZQamyw+rFXHM6i90/ptMmFRvmgmmC7GARaIZg5RNw2ZMnNhEHBwcHh+PCEb5fcSzLYt68eRiGgdFJrE0AZrs8ytjYWBobG6Pum49ty2QhmRCo4p2SKn6YkcbyOF/rYJXuCg7G7ye+eDKJocRWcSsQrXm9FlaE6AXwSJ0E2Wa+H6vOJ1H7O4oIkgVcoq7gG6wAwAwqhNCwUFjFCMaxCa/lh+KNULUfUnrbg4y4Acq2Q8ie4xqGsYiJhDos9puo1GEXCMXis72LI66V5MiRIzzxxBOoqoplWZx33nmceeaZUa9XfbAeiQQBe2MOt25XhMB1xXT69uvXuu3ZWWN5fnUhr64vYo8QXD0ml2vG5ILxBnz0G9j8ElgmoeTzePvQpVSjhr2juej8jlwqQ39ADZnwT4uU66r47t7vsrt6tz0P4PmEeC5sbESLYoHmloJ3i/uhIDEtBVX9fN67LaKwRRi6pcVFcj1viAJ20Y/B7I94948r/SHKcaQJoSaVQ0tS6D29AtX1xYhfCRwglyKyiRcNDGJP2CrH5xG9fqmHFbsZqPzdvJDDMoNaGUuiiP53h5S2i0NHb2xpQtW+zz4Rh06pqygj6PORktMd5b/VD9kyoXCF7YoTlwk9x5907+dZs2ZRU1PDm2++GfZzx+ccHL7qOML3K05dXR2BgB0p/FQ7QlooAb2doLOwKBN1rQVuLpeLPn36sGXLloix0innbNYA4Abczeu9fyyrYHK71sWWIrGkwcfZH3FG1XB6NfQKE79AuzSHSLlj2KVuqFgkanNbLaugOYey+RUaFlqzZ8JItvEMV/FdnkNVdGiqaid8b4Q9C2HfYgC6U4c0Iv/Jq1h0p6T5XKtIp5JS0sIEsIJJU1MTUspWG7KFCxeSlpZGv3YitoWx2WMJRfGx1TUXE3qcFbbNpSl8c0Ie35yQ12FicXD+Q/YDqH16KwetUkzafJJV4M94SUagIGxP2yCse3kRe/P2YrRrcrDb7eK+zEz+UFqOKtsXzdlL72dn7Kc66EVXPmfDCSJFoRAGQ+QOMuVBUkV5WK5vkxB4pDxGS5POkZag5oCHpN4+fJUu4rI7aZ/8GTBQeJ7LKCIbEwUVkw84m2/yMplUfu5xXzcncpG6mjh8bJZ9eCB0M4UyCw0Dd1dtDIXSeTrS4dXwjwvgkkchLfIz6HB8NFRV8vYjD1K6fx+KqqC7PUyfcyd9RkW2Gj+t2fE2vH8v1BW3bUvoBuf/n+0C4+Dg0CVOju9XHI/Hg2wWqPuUUvaoxZhYBDEIYVIv/Hzk2ta6v2EYTJgwAZfL1W4UiU6IsWzu4NhrYwFnNXVwKRACSzHZnLqZ7Unbu5hh+NJukxLkefdSPtA3USr20GVP43YjxODHQ4Dd5NmRzczBbTuoGvKa59k04Sn+GvN9XnFdRVxiKprWdt+mqQrZngB56fEw8W7QPFzHm3SjFBUTnRAe/IxjU+v1bD1/y+KVV16hqSnSeionLodZg2fhVt2tot+jejgn9xyGpw8/5rlFQ01y4fUcQUtbiCv1Y4RexShUYppFb3uqtBo0GSkpF8W4I86jhXR3I33jKyPzijl201wp6TT/VeAjnXL0dnHqu9JT+XF6Ku97vcfxTkcZU4CiSzKGNZI2qIHYrBMXvQDrGMZhsgmhY6ESwoUfF69xwQmN6xYG4wKP0yfwPJcHf80W2QcXQS5UVndue6bFwPjvw7k/Ay1adjZweBX8fQr4ak5ofl9XpJS89uAvKdm/F8s0MIJBfPV1vPPHh6gqPvJlT++LY8fbdl54e9ELUHfU3r7j7S9nXg4OpxFOxPcrjsfjYfDgwWzbtg2JZIW+my3qITJkIk0iQImoAQGmFPhUL0P69iQzM5M5c+Ywf/589u3bh65YfIOPGWjs6HQpWo8idrxS0qiY7Encw4CaAehRO2vZSEwEKhKJCewSjezXazlDyIi7q+hzsLOGNzKAj7N0bsIitt2zCxYsYN267YRCduRTUepRFIX4GA23Uc8IVyFjB3RDTPoPJPUAaRK/5iluDf2HahLw4yZdaeCfYmbUpmXBYJD333+fyy+/POK5O0bewbiscby19y1CMsTEtIn4tvh46KGHcLvdFBQUUFBQgHKc1lR/TX2Z13q+gSoMFKngSltI4OhVUDch4ur0bcwlKKMLqjJNpVuUttKmVDqN9tZZbhJEoNNlfiHAtLwoNIXtIyUIQhFWXx/HejGEYLfbxVk+H5qMfL+PxQnnIUdhM4MwIj6vChWkUE8s8XSSknAMLleWskvtzrPm+bgJEURnrPiUB/VnIndWXeBNhQl3wrjb7BNN7QMfPQil2wm7DZGWnQO+5WUY9+3PNbevM2UH91NTejSiEYy0TLYsfp/JN87+kmb2BWKZdqQ36u1r8zra+z+B/IucltcODl3gCN/TgGnTprF1a1vld4Piby1k83g8bGyIZ4ORC4rKW9sFG17cyO9mDuP6668nFAqxceNGtm5JwV3xCr39WyKEpy4ly7zhkSjdspjS0MRbCXGk+dPQuviouAkQTzUVZFJtxfJxqA8N0s6/XSr+yNOuRxgkDrbubyFa/YRbMFAoJouQCDLftZvQ1mf4wcgf2Ofb0MDq1auxrDYxZ1kW0jIoMD7hTDahhCRykw7bX4bbPrHbvrriYOVfSPbXQno+5vS/Ufn6OogS2QXYsWNHhPC1mkJUv7WP7tsMbrcuRMuL55VlH1Fl1CGlJBAI8OGHH1JVVcWMGTM6vUYtbCrbxOvFbxFUbDErmpuB7M9+hVDjKDDDm1UkKQncnHM9z5f8p7W4rYUnE+P5WVVNa8c2sAWqplhRxaSU8L3QDxmtfMoc7R1cwoxa4KWIpuMWozGWpF4VlGoaN2Vn8mpxyVdiGSnaysbxPHfMcQX8VH+R72jvssvqTjdRSQ9RFuV6CbjhNcibFL45/yI7V/2dOyDYEP5cyAeVnbdGdugcX20Nihop9izTpKGy4kuY0UmgcEVkpDcMaXcALFwBeWd1sZ+Dw9ebr8J3lMMxMAwDNco/dYAyLYNN9CaESsiCkCn5YHsJv3hrG4Zh8Oyzz7Jw4UJ2FlXxb/95LGMMIVQM7CSEIPC/qcnUtB9fSkb5/WjNAmFY1bAohWwSgYWGwUzmU006IanxfjCfOunBQsFC4YhM5VrzAfxqPCCQcdkE1QSCaM3+sCohVF7lIixUFOkhaAWZf2B+65FKS0vD0hraZqBwmBx20I//cBFvWudQGEi0I2qKAmf/GH5yCH5ZDbevRu17LhdffHGn17lj6oCUkvKnt+LbVgGmBAmh/XVMrx+KarVdD8Mw2LBhQ6cFhe1ZfGgxQTMyKcDrcrFnXEWzd6+N0BXcvRP5wTl38dCkh/Co4Tcnb8bH8cfkROraRXeEoNMGDEEFNnVbyxOpMbzFKAwpOmkkEX2bRI9Ig5hZ34C7+YYkybIIdKGYu7IQ+8youu2JG+04wAi2oXWw6xNYZFJOHJ10EPwMpIh6zlR30lOJJnoB1W1HcaORNRSifAbQvdBtxAnP7etIZt/+mKHIlRHN7abX8FFfwoxOAg3HaU14vPs5OHxNcSK+pwEJCQnout5ajAXQIF3sNdPZV5tJwAj/gg0YFm9uPMLVvS3Ky8sJtftCWMxEtjGAAezh04T9vBOvUeQKXxIWwA11DfwwMx3FVEgMJUaZlUDF4A6eJZ5G3ATZZWVi2YZRYfsFcPP+hcv4xqBE/vbP/1DWVEZ3CunNYXx42MYAGpoTGxo1Wzxq7drdJiYmhp17CwoGpaSzj16E0BFYbKc/Z+/aQVi8o10KwsCBAxk0aBA7d+4ME7qKojBgQLgXa/BAHUaFzxa9rWcj0FHJMzPZo7U1pdA0jYqKCmJjY+kKl+JCEQqmjDyfhOHZpA0aTOPaEmTQxHtGOjF9FMTKv3BexafMrK3hda+rtQgRIXghMYGXExLZOOM1+NtkCDbScSlUAj4h+H5GGnj3oFv7GN9YhGZ+NiUqMCNE3veqazisqyzxegkiIlond+SLsBADYMy3bf/bwhVhFmESKEscydDabeyjJ3vJw75Jk7gJMZP5nQ4ZgR4D310NH/wMdr9n5+eGmpCyxdKvC0w/1ByK/lz6AOg3DfYuAqM5iq/odkOLwZcd//wcWomJi6dg5nWsfv0ljKB9U6G5XCRndSN//KRjvPo0IS7zi93PweFriiN8TwNUVeX888/n3XffxTAMjprxLAr1B6KmqwK2wNi1e0+Y6G2hlHRKScfXOILi5PftyFTzt7iQkm5Bizsy00Fq5NX3wsSM2qwiYKloIgQCxrCJtbJns/ANJ2SYzP94FUOTxlBRWYlpWRSSSyG5YfuZwmRrylZy/bkUVBTwwAMPEBsbS25uLvVaPWUxZXhMDxm+jFZbtXpiW3M5JQoGCh8HhzKioYG4uLio12bGjBmUlZVRW1uLaZqoqkpsbCwXXBBe+GRU+qKqGw2VRBmekmCaJikpKVGP154L8i5g7va5UYXv+G7j8WgePH2T7A3lu+CxKbbXq+HjDkVlVhVc0y2LCq3t/eiZ3Nt2A5i9AN65E4rWYNG2nLPAG8OvU1Oo01SG+gNMbvI1N5mORALLYjy8Fh9HUMAFDU1c0NiEht1SuCMu4I9llRzRaijUtE6XkCQQtDRM2R2UODzKHhQMOv8Ed4FQIfsMWPv3CF/c+WIqRp3K+Uiu4V2KyeAw2STQQD8K7YD6Mc0uFHB54ZoXILknXPMc1BbZ70dqH4RpwuOjO4/otjDvbug1sc2dpD1XzoUVj8G6f9gieeAlMPmntth2+FwUXHYVWXl92LhgHv76evoXTGTYlOloYYW+pzE9x9vuDXVHiZ7nK+zne44/1TNzcDitcITvacLw4cNJSEhg6bLlvLorAfMYWSopsS7SkpPYpyhhubFgL/lmUEmpmcaU4ilsTt1MlbcK1VBJ96dTFFOEIhW8hpfChEI80kN+3SBoN44hFdaZudwrv8WjrseZxBo2KX3Z0EHMgm25FtNYxObNkV9AFhZSSBq1RnYm7cRUTQpKCjCaBU1jYyPbP93O3uS97E+wmya4LBeTjk6ij9FEKekRYyqWZP/27QwbNy7qtfF6vcyZM4c9e/ZQWlpKWloaAwYMiEin0LNio2obA4sqpb71d03TyM/PJz4+HrBTJA4dOkRhYSFxcXEMGjQIj8dOU+ib3Je7R9/NH9b9AV1pEeySR899FE/Hiv93fwiBelq+5DyW3RD5B9U1/DI91b4Wqot7Rt9j7585GM75KeaL12KEDFzNS/37dJ06TeUnlVVcUd+ALtscHtrreinhjymJvJgQj7/ZxHetx8P8uFgeLy3v8hOXY5jkGJEituXr2aQ71cbPMchESAGWIPlcHW/ofVj5GMehRsPZNd9OdzDbXCAC6GyQ+bgIcVHzeN0ooxtl9g6qC26eBy9eDf6a6MJVdcGwa+DC34Pe7v1I7G4/Wk94NBxZdwzxK2HbazDpx1GOo8NZP7QfDl8YvYaP+u9JbeiIotqWZS/fRGSjlOa/5PMfcgrbHByOgSN8TyN69+6NkpDJ/+7+hM6EgiJAVxX+59IhjMrUWLt2TZjwFVikUMMtvEQ98fwzNJP4kolhY6R5u7HVU0+NXk+3hFhuOusmFr1dzoDalZzHcrIp57BM55C8lvnWOP5HPkuiaOJO8TyblRxWWoMI0CxyRRAtdhdH4tdRWRmeMuGlER2TGhmHolZxob8c0VBAhW0D3IqKSn5tPnsS94AAn/CxNmsticXnIiwT2bGzm2lR95fHkGPHIjpZV1dVlfz8fPLz8zu93nr3ONw94wkU1oHR/CWjCvR4D2a6B1EkcLlcjBo1inPPPRewI78vvfQSBw4cwLIsVFXlgw8+4Oabb6ZbN7s98nUDr2Nar2ksP7Ict+ZmUs4kvHp4BNk2qF8eOSdgqt/gMW8GvRN7M+eMOYzMHGk/GWyEl65HNXyo7U57dm09+106V9Q34OkQKGovfo/qKv9OTMBod838isI6j5tVMR7G+7ruDNhZGoMhoSJ4P6bMAFRagt1Viy101zvon1X0qi5IyYMO/sqNeBGAjxheZzqX80HrCoSKRJ3yK+gxFr6zDJY8BLs/gKZKO4IspS0YehTA8OvghaugdBsk58E590HfKeFzuPxv8I/pEGiwxbcV6a6BZULQF7ndweHzMugSuOpfnfj4PuT4+Do4HAeO8D3N8LpULCt6HmWsS2XSgHRum9SH4bn2cvnMmTN56623CAV8SMskgwqu5m1qSMRA5XLm80+uah1jv5HCiqqRrb/XlLvoN3kC74bmcjOv4mq2tMoXh/ib/gg/Ct1GjYwjUTcRis6T4mHu0acyz7CzbF1J69ASN7BXKsz0zsSyLMrKyRjmRAAAIABJREFUyjBNkyuZT0+O2A2H/SB98DCTo6on3dLRpIYhDBBQq9dSMGU8KxZ0EIeWhWYYpGzfjn/LFmLOOONzX2shBGmzhlD34SEa15WCZREzNJ3EaT35prcAKWWrsJZS4vf72bZtGwcPHsRothlruel45ZVX+MEPfoAQgsN1h3ly85NsKNtAdmw2CXoC43M6LE8KxS6QMiN9beNi01l85eLICe9djBSRZYgKgmtrG6Ja1rXfd73HjUvKMOEL4BeClR73MYVvZ1hyAJZMho7pMpZFo3EeSerfP+OIEs78HhzZYPvfGvY1SqCp1S1kBwMopDv57EMVEn3wxUw98xb75Yk5cMlf7J+NAOx6z66Gzxltf/b+eXFb7m1TJbx0PVz+dLioSMmDO7fary3fBZ/8LlL8qi7Iv/AznpuDwzEYdIntDnKKO7fNnTs36s/Rfndw+CrjCN/TjIwED8Nzk9h4uAaznQCO0RX+cOUZXDA0O2z//Px8Dh8+TMryB8jjMCE05nIlDcQBEjdBPPjwE0Ot5WG5kReWRlHZZHL931fzF+uvraK3BY8IcZ/2IpkxELjseQJVRdy27xm2WTuIZUfYPExMhowcQt/cvrbLxJYN9AoVhQmvrTKPUMsSXgfxZcmALXqbEULQf0h/Plr9NAsT9mMKk+zGLMYU92XyR2tQFIXQ0aNRha+Ukp07d7JmzRoaGxvJzs5m1KhR9OjRIyJCLHSFxOm9SJzeK2IcIQShCh/FCz/lyO5C9hsl7FdKsUSkwqyrq6OqqoomVxNXvnslfsOPKU2ONBxha8VWflHwC77R9xvtB4dhV9m+ru3FrxYDo2+NGN++yEGi5f4JCVYoEYuyLrurJZrRI69uKUnp5Ln2SKEipUBpfp9CqCiYWDKeqCsUUsGSScccN4LpD0JsGlz7Enz4G9j0HBgBtH7TODfjLBYtX4dhGDQSywZxBrqu851zL40+luaGwe2emzujTfS2YPjtAreO0bT2r/Wm2PtI004J0lww/HroPvqzn5+Dw7FQVMeyzMHhc+II39OQx68fyQ1/X83h6iY0RSFgmNw8vhfnD8mK2LempoaVK1dyK2Uk0MDDfAsfblpKn+zCMFss7TVTI2STBOr8QfK10qg2WTlKJQ+Le6h/aTmqqtJfnoc/aQt7E/eG7ZekJTG472CEEFx88cVcfP4UePCPICWWFNwZ+i4fWGNIFk1Mde1FbTcTxTAI+La2hSclZMVl8ecNf+aTlD0EsIVWUWwRdd0Pc7HfREodz+DBRGPx4sWsWrWqNSpbXl7Oli1byMrK4sYbbzymM0MLvp2VVD63E0yTHqSSTSKDRS7vutZjdigEa4kOP7XlqVbR20LADPCHdX9gRu8ZqO2jNuc/BNUHoGitHT00AjDgfLsLWDT6nIswI4sZDVSeM65lhPYEdNIMA+BMn58YS+ITEtnhBmBGY2Nz293Oi+J204tXXWNIMiBb3cWOhELuqarCrey0WzB3QOgCj7Ku0/lERfPaghPsArTzH7QfzRQA8Rm5LF26lPr6enr27Mm55557XIWHgO0UEY3aQ3aRodpJE5ex34JeZ8HWV+z3aeAMyI2eY+7g4ODg8OXhCN/TkMwEDwt+OIlNh2soqw8wIjeJjITmQpzaInt5Nj0fNDcHDx5EVVW2WQPoRil2eVT0MqWA1LCiPCcEHFG9JBq1Ec9VKQo72U93cjFNE4FgSPUQ/JqfotgiwLbw+vnEn9u6deUTsOJR8FWBOwH8dcyzxrHQGkUAFyXSxfvBAYzWi0gVjSTX1TBwx3aeOqcEJGho6JrO3aPv5p5P7iFEWxTYUsHngk9G6FzdbQau3MhCu4aGBlasWBFR8Ae2X/Cbb77J9ddff8z3QJqS6ld2gylRm6+ZjkaSjKW/mc1OLbJNqsvlYmPpxqiODg3BBir9lWR4M9o2uuNg1jwo3QFV+yFzUHSHgBa8KTDjz8h378AwLYS0MFB53ppKypirUbLz4L0fRc9Hxc4ffqa0gu9npFCmaQih4hEKv0scSvrER2HTv2HHW1HF70ImslaMwggpVAAlZjpVTYN4OXEe19Q3kKjOpda8qfkoCkIDPSeemPGz4K2Vdj5se4cGRbO3dbwVE9LOu+2CwYMHM7iTm55jktwTjkZpG+xNtefUFRn5cN4vPt9xHRwcHBxOCY7wPU0RQjCiR3LbhqYqePlmOLzS9gQVClzwe2K8oxBCsJYzOJP1+KROk3QRJ4Jt2QRSgIBctYZ9VmqzOG7DMOHZtHT+p7Q2rDjKJwRPJSWwOmENaYfS8Vi2+FalypjaMfQK9sId7+byyZczqdckWPRrWPUEGM0FP825ma8ak/DRVkFfLuN5LzgQlxnk0bV/ZdAZg3gw42eYJT78mRb9poxhY3ArLtVFqEOBU8AlKJ4ylOzrfxP1uhUXF6NpGsFgZAMBKSV79+4lEAjgdru7vP6h0kasYKSAbfH4jSZ833nnHXJSczhUH+nvqgiFBFdC9INlDrIfx8OI6xA9z0Tf/jqNTU0cSp/M5QPGkRzrAgbby/Vrn4Ylv4OOAlyLoc+59zNv6FXs9VcQxCA/Ob8tCt3vPAj5IdAIi++HzS+CZVBLAqsYjSXbosSa1EgPphM76RE0s5D4lY/jathPg+saZOoIYsb0xTs8HaGdAf3Ogb0LYd9HULTOLlrLvxg2/ht8NbSmSai6LXpPpl3T5PvglVnh6Q5ajO3McDJ6Kzs4ODg4nFJOG+ErhPgZcBEwHAhKGZkcKIToATwJnAM0AP8E7pNSRg9x/TfRInrNkP0AmPdD+lz/JpqmURXw8IvQjRRbCQjAjcFE/QA5ah1CCBQJ3ZVackUTR2UcAQQKoGsK956fz6A+j3P/a9dzV3U1maZJjaLwVFICLyTYFl4H4w+SX9vmkKAEFDIDmWgNGsv+s4x+N3Yne9XjkfmTqAhVh2jvkKKSdN1sGo4ksXP/XqpEA+n7E0l+Yhs5N2cQirKs70YwaOgkhBIeubYsi2XLlrF8+fKoorc9hmEcU/iu27KBHKMt2tuCRBIUkfOyLIvdu3dzy623sL5sfVj3No/q4bJ+l0XamXXBgQMHWLduHYFAgEGDBjFs2LA2O7aUPDjrbmKBgR1fGJuKedaPKTWTyVr+cwQWwjLsrmGpfWDkzQiXl36xqdEPrHvsxzceg4sfhbojFO47gvbBhxHXVViC2Po4xPS74Ky7cANRr2pMEgy90n60Z/QsePsOOPiJ7bzQ/wKY8aeTK0AHXADfeBwW/ALqiyEm2Ra9475z8o7p4ODg4HDKOG2EL7ZX/ivASmB2xyeFECowDygBxgPZwL+AEPDTUzfNL4HaojbR2x4jgLbuKW6++f+49LGllFpuZHPduw8XH4b6cblrF8O7ZTDpUG+khNkaLDFDLE8JkGxs4+rg6wxfUwvq9/hRUjbz42LQsS9qqwCR4FejV/y35NG+/fY73Ba115XJzMRdrK4ZiM8MF5HpyXF4m2J5XVuOhcQSkqOyhh0c5pqPpjE0cyBbKzYRbE4+VqTEZVlMW/YvGH5b2FgLFy5k7dq1rfPpDE3Tjpnje/ToUT5c9wkXiRGkyrjWZhr22VjsVCOjvWBHlEdnjuZ/J/wvD615iJpADZqicUX/K7h79N1dHrM9S5cuZcmSJa3nUlhYyKZNm7j55ps7bW3dQkVFBXPnziUYDJKq3MBwYxO5yRrZZ92IGHpVuHftsVAUSMrFmxiIaPcMtDYG+dyk9IZZ79ifa6GcOn/SoTNhyBV2saDqciK9Dg4ODv9FnDbCV0p5P4AQYlYnu0wDBgFTpJSlwCYhxC+A/xNCPCCl7DrMdzrTVGmnN0REQCXUl9CgxFIpY7E6VNZLBP7uY7j25rPAkPh3VSEDFtdl1HLjc5Mh2GSPUQcs/hVDs8eyTK0lFEUHdG/sHrmxHUfLqwmoSmTET2hc2MfF4lAu87YUY0mJCqiq4PFrh7P0mbkYoq2znBSSkDR5q+hjbjNjWRBs4t24GIJCMNbv56eV1WSGSrCObELJGW5fnqYmVq1aFVWcdeR4iqC2bduGaZoscm3hguAIYqUHiR39/TSuhJheKagHasPaLAsh6NWrF5qmcX7e+UzrNY1qfzXxrnhc6vF3lmpsbOTjjz8OGzsUCnH06FE+/fTTY+a2/uc//6GxsREpJUdJ5ChnozfoXOoexeDPInrbkZeXh8fjwTCMsGsshGDYsGGfa8wwOisoO5kI0VZE5+Dg4ODwX0PX7b9OL84EtjaL3hY+ABKATtWAEMIthEhoeQDxJ3meXzzp+XZErCOaB/qfT2mdH5caqVYtBH41FkVRUFwq3qHpxI7ORN36NzA6WGMZPm47ehhd6uH1RhLS/GnE+jPZb6ZwyEzCkJHHEkKgjv2WnS8ZNkcd5aw7uX1UHBe6djJKK2Ksup+r3JvZsOhNykVdZNtgAXX4cJft4f7KStYWFrHp4GGeLiknL2RgoBAo3mZPT0pefPHF4xK9mqYxenR0+ynDMAgEAq1jAjSKAK+6VjHPtZ4P9W28GreaHpcPY+bMmaSmpqLrtmBzuVx4vV4uuaTNDksRCqkxqZ9J9AIcPnw4alQ3FAqxZ8+eLl9bVVVFVVVVxLUIhUJs2LDhM82jPaqqcvPNN5Oamoqmaa1R8+uuu46EhE7ylh0cHBwcHL4ETpuI73GQBZR22Fba7rnOuA+4/6TM6FShueGC38O8H9rLs9KyRW98Foz+JoMtL0EjUvjF6AoT+0bJ5SzeGNEVC2AYJXzXvId5/k8oiilCtVT61vUlVF3AK0ZPFJobOkjJFNduMpUGABRFIT8/H3XqFdRYLmI3/wMtVIfoNgLO/y1mSl9ef/ZhkmQTSS2tgA0oPlqMqiiYnVholYh0gmi4MMK0sYZJKGMQ5eXlVFVVUVJScsxLqOs6WVlZjBgxglAoRE1NDfHx8QghmDdvHtu2bcOyLDIyMigoKEBVVTvVQECFqG8+rkafPn1wu93cdttt7N69m5KSEpKTkxk0aBAu12cTudHwer1RRbyiKMdMKzBNs9NOdsdKATkWaWlp3H777VRWVmIYBhkZGSjKV+i+2lcDG5+Ho5vsQsERN0FnecwODg4ODv+1fKnCVwjxEHDvMXYbKKX89CRO47fAI+1+jweKTuLxTg4jroO0vrZrQn0J9J8Oo2eDJ4FE4PZz+vDkkn34Q7aIdGsKGQkeZo6KtPwic4gtEDrYXinS4JvX3MSoPZNZsmQJNTU1VFsxvGP0xEKxEymaNdniYD+ud68nVvhotLwcPnyYR//yGPX1EkWZjSENCnILmNptJGUlJYRCLUJbkk0ZOgZHjEy8cUnUNzREPeWD8WPwVy9DpQm1OY0jhEqxuy//+tc8hBCYptlptFdRFMaOHYtlWeTl5dG/f39Wr17NRx99hJQSKSVer5empqZW+7OysjLee+89Ro4cyfr161vHsSyLK664orUoTlVVBg4cyMCBEeVlJ0T37t2JjY2ltrY27LwURWHkyJFdvBJSU1Pxer3U1dWFbdd1/QtJSRBCkJaWdsLjfOHUHIK/nWO3dDZ8sNMDy/4It35o/804ODg4OHxt+LIjvg8Dc4+xz/7jHKsEGNthW2a756IipQwAra2xOouInRbkjrUfUbhjSn8GZifw7PKD1PiCTBuUxS0T84h1R/kIjP8+bP1PuPDVYmDEDahxqYwYkcoZZ5zBkiVL+NOH+6P0CgMFi/HWUs5VN+HHzXv1Z7Otg8fA2rVrycnJITMzE8uySKOS63mTOJqw7EbGrIqfzfJAfDthbKOqKkNHjuNozAsY7/+MPsZuDFT2JkzgvcYhYTmw0RBCMG3aNAoKClq3bd++nQ8//DAs+llfXx/xWsuy0HWdOXPmsHv3bjRNY9CgQcTFxXV5zC8CRVG46aabePHFF6murrZTSFSVSy+9lNTUriOYiqIwc+ZM/v3vfyOlxDAMdF0nNzeX4cOHn/S5f2ks+CX4qtvs2wy/baX33o/hxje+3Lk5OHwOTMtkQ9kGypvKSfemMzJjZHjzm5PArFmzqKmpwTRNQqEQ77//fsQ+S5cuZdKkSWzevPmLye93cDgJfKnCV0pZDpR/QcOtBH4mhMiQUpY1b5uKXZq1o/OXfX2YNjiLaYO7yvpoJq0vzJoP790LR9aDJwEKvgtntTkPKIrCOeecw5L6dLasKIwYQsXEQEXFIhYf32AhjcRygB6t+4RCIdasWcOsWbNITU7ihooniaMxLPF8Uukz5F3+LnNfez8swqmqKsOHDyc+Ph45aik+n48Yt5sFDz9MwGw65il6vV7GjBkTtm3ZsmXHteRvmiaVlZWkpaV9KRHOlJQUvvvd71JRUUEwGCQrK+uYbg4t9OjRgzvvvJOtW7fS0NBAr1696N2791crLeGLZt+iSM9iJBz45EuZjoPDibCocBEPrXmI0qa2zL5MbyY/GfsTpvScctKPP3v2bK644gqKioro3j28qPnZZ59l9OjRjuh1+Epz2nzbCSF6CCGGAz0AVQgxvPnREmZbgC1w/y2EOEMIMR34DfB4c1TX4bOQMxJuXQj3V8G9B+Hse6LaSV0wJBu3HvkxCqEyXtne+ruGyUTWRuwXCAQQQnDDWb3wEIz4QCoCQrsWRQg70zSZN28eYEdvvV4vqqri8/m6PC1VVUlLS2PWrFkRYzZ0klLREU3TyI3SFe5UIoQgPT2dnJyc4xa9LcTGxlJQUMCUKVPo27fvf7fohciCytbtn8/FwsHhy2JR4SLu+viuMNELUNZUxl0f38WiwkUnfQ4zZswgPT2duXPnhm1vaGjglVdeYfbsCLdRB4evFKfTN96vgY3Ar4C45p83AqMBpJQmMAMwsaO/z2H7+P7yy5js14GtW7ey+t0X6EkZmpAIQFcELkL8VnuGRNEWeRVAEuG5pZqmtdpvJWgGuiuKfZQZZGWhLyISa5omu3fvpqkpPLqbnZ3d5Zy/9a1vcfvtt5Oenh7xXK9evY6Z6qIoCjExMcfMp3VoR+0R2PG23ZXtONw1vnBG3xIpclU3jLjh1M/FweFzYlomD615CBkluaxl2/+t+T9Mq+s0rxNF0zRuuukm5s6dG7YK98orr2CaJtdee+1JPb6Dw4ly2ghfKeUsKaWI8vi43T6FUsoLpZReKWW6lPJHX4uubV8C69ev56233qKqqpIC5QBT9U8Zqpdw3Ygk5sf/D1doS8P2NxEU0q01uqjrOikpKYwd25yT3HMCwogSmNe9NCjRLbGEEPj94Y0zLrjggk7nrOs65eXlPPfcc8ydO5eNGzeG5QKfc845uFyu1jm25M+OGzeOjIwMEhISGDlyJN/+9reJiekkiujQhpQw/x748xnw5hyYOwOePBPqO5qvnGTOuhsyOrR8TukNUx44tfNwcDgBNpRtiIj0tkciKWkqYUPZ57cmPF5uueUW9u3bx5IlS1q3Pfvss1xxxRUkJiae9OM7OJwIX3Zxm8Mppj5YzyPrHmH+gfmY0mRy7mTuHXMv6d7ICGhnSCnDisCEgEzRQMj7Ke80PY5MaeKnZQJPczTAQkGqHnpd9zgTC2uora0lLy+PwYMHt3rdEpcB59wHS35nFx4h7Ta6PcfTN2M4FatXRxSsud1ukpLCO1fn5uYyffp0FixYEBaN0DSNlJQU3n777dZCuSNHjrBjxw6uu+46hBCkpKQwZ84cVqxYwaFDh0hNTWXChAl069bts15mB4Ctr8KGf9nWeMHm4sSKPfDarXZHtlPFrvlQ1iHNv/qAPb+RN566eTg4nADlTcdXDnO8+50I+fn5jB8/nn/84x9MnjyZvXv3snTpUn7961+f9GM7OJwojvD9GiGl5NYFt7K3ei9By25kt6hwEZvLNzPvsnnH3UwhGAzS2NgYtq1eq2dt+losLN7w6hzNTOfWmlq6m5LsQVegnX0vKSl5nNuni4HPuhtyC2yxFGyAwZfBoEsZ7w+wZetWmpqaWr1oVVVlxowZUfNTzzzzTDRNY/HixYRCIYQQDB48mK1bt7bakoFdXHfgwAEOHjxIXl4eAElJSVx44YXHdR0cjsHap237sPZYBhxaAY2Vp85H96MHbSeH9hh++Pi3jvB1OG043uDEZwlinAizZ8/m+9//Po8//jjPPvssffr04eyzzz4lx3ZwOBEc4fs1Yn3pevbX7G8VvQCmNKkN1LKwcCEX9b4IgPqPPqLiyb8SOnoU7/DhpN/xA9x92/xOdV0nJiYmrJCsMK4QKdoirKtiPKyK8RCjxfBYwS2MTck7vkn2mmA/2hEbqzFnzhzWrFnDvn37SEpKoqCggJycnE6HGTNmDCNHjqShoQGv18vmzZvZsWNHmPAFO1e4sLCwVfg6fIEEGzt5QkQK4pNJ7eHo2+uP3djEweGrwsiMkWR6MylrKoua5ysQZHozGZlxauoPrrrqKu644w5eeOEF/vWvfzFnzpzT2w7U4WuDI3y/RhyoO4CI6P8LfsPP/lrbLrnm9dcp+dWvkc3teesXL6Zh2TLyXnsVMzeLP63/E+/uf5dgdpCshiyGVAzBY3kIqsGo/4wVFOqDkV64nxWv18vkyZOZPHnycb9GVdXWfLPY2Nio/5Rb2us6nAQGXwaVeyOjrYk5kND5TcsXTno+FEfJe0zpferm4OBwgqiKyk/G/oS7Pr4LgQj7f9vyf/3esfeedD/fFuLi4rj66qu57777qKurY9asWafkuA4OJ8ppU9zmcOL0SewTVZx6NA99k/oiTZOy3/2+VfQCYFnIQIDyxx/n1gW38tqe16gP1ROQAYpii/i4+8dYwmKE2pMelhJRtR+0gozKHHWyT+2Y9OvXD02LvM8TQjBkyJAvYUZfA8Z9xxaXutf+XXODHgOXPWUnhp8qpv7KPnZ7NDdM+82pm4ODwxfAlJ5TeGTyI2R4M8K2Z3ozeWTyI6fEx7c9s2fPprq6munTpzu1EA6nDaKzdq5fV4QQCf/P3p3HR1Hfjx9/zcwe2RybO0A4wn1GbkEuBRHFA8XihbSKWLW2WivWr7X267e1/akt9aytLSBiVYpHFW9UQJD7CIfcNwQIubPZZJM9Zubz+2MhZLNLCJATPk8ePB4wmZ15b5Ldfc9n3p/3BygtLS3F6YzcTaClEkIw5csp7CreRcAMTjayKBZaxbTi04mfopa42XvFaIiw6tn+AWn84foKvEbo6J1Di+L3eizXZv+AIUzyNJWnUpLY6HBg02z8csAvuavPXY3x9M4oPz+f9957D5fLVdX7d9KkSVgsFiwWC2lpafJWXX3TfbDjEzi0HOI7BFuIOWtvOdcgDq2EJX+Egl2Q1AWufAq6XNn4cUgXNa/Xy8GDB+nUqRNRUefeR7opVm6TpKZQ22vG7XafvKsbL4RwRzxABDLxreFCTnwBPAEPr2S9wucHP8cwDcZ2GMtjgx8j2ZGM8PvZPWQookaLMIDvf9SVN/rkUVmzNlPAfe4yfllcUrXJr1r428i7ueqSu+mX2q+hn9JZEUJQVFSEaZq4XC4++ugjDMNACIHT6eTOO+9sktXYJEm68NVX4itJF4uGSHxlqcNFJsYaw28v+y2rJq9i7ZS1PDvqWZIdwdn1is1G4pQpKDV+uRS7ncxxtxPpIskhTDr7Qvvv2hSNx5S0Zpf0QrC0ISUlBZvNxvvvv4/X6yUQCKDrOiUlJbz11lthE+AkSZIkSbowyMRXCpE2/VGS7r4b5cQCDZbWrUmf8ReGj55Cl4QuWFVr1b4aKvGmYFyN1dMwfFB6uDHDPmtbtmwJS+SFEFVXl5IkSZIkXXhk4iuFUDSNtEd/RY/16+i+YT1dv1uC8+qrURSF2VfPZmLXiURborFrdsa1HcW83ELsNQeCrdHQ8fImib+uPB5P2IIYEBwRrt6mTZIkSZKkC4dsZyZFpFgsaLGxIdtibbE8Pexpnh729KmNRjxseAMCJ5JFSxQkZARbWTVjXbp0YdOmTVWruJ2k6zoZGRlNFJUkSZIkSQ1JJr7S+bn6T5A+ILhKl68Met8Ml/0MrM174ka3bt1o3749R44cqUp+LRYLI0aMIC4uromjkyRJkiSpIcjEVzo/igKX3BL824KoqsqUKVPYtm0b27Ztw2q1MmjQILp0qW1NZUmSJEmSWjKZ+EoXLU3T6NevH/36Nb/uE5IkSZIk1T85uU2SJEmSJEm6KMjEV5IkSZIkSbooyFIHSZIkSWpBhGFQsSELvaAAS2oq0YMHoWgNu2Tx1KlTcblcLFiwoEHPI0kNTSa+kiRJktRCuL/5hrxnn0PPza3aZmndmla/fRLn1Vc3YWSS1DLIUgdJkiRJagHc33zDsUd+FZL0Auh5eRx75Fe4v/mmUeJYuHAhI0eOJCEhgeTkZG644Qb279/fKOeWpPMlE19JkiRJauaEYZD37HMgai6VSdW2vGefQ0RYkbK+eTwepk+fzoYNG1i8eDGqqnLzzTdjmmaDn1uSzpcsdZAkSZKkZq5iQ1bYSG8IIdBzc6nYkEXM0CENGsukSZNC/j9nzhxSU1PZsWMHmZmZDXpuSTpfcsRXkiRJkpo5vaCgXvc7H3v37mXy5Ml07twZp9NJx44dAcjOzm7wc0vS+ZIjvpIkSZLUzFlSU+t1v/MxYcIEMjIymDVrFunp6ZimSWZmJn6/v8HPLUnnSya+kiRJktTMRQ8ehKV1a/S8vMh1voqCpVUrogcPatA4ioqK2L17N7NmzWLUqFEArFixokHPKUn1SZY6SJIkSVIzp2garX775In/KDW+GPx/q98+2eD9fBMTE0lOTmbmzJns27ePJUuWMH369AY9pyTVJ5n4SpIkSVIL4Lz6atq+8jKWVq1CtltataLtKy83Sh9fVVWZP38+WVlZZGZm8uijjzJjxowGP68k1RdFRLplchFTFMUJlJaWluJ0Ops6HEmSJOkC4fV6OXjwIJ06dSIqKuqcj9MUK7dJUlOo7TXjdruJj48HiBdCuOu31l2TAAAgAElEQVR6TFnjK0mSJEktiKJpDd6yTJIuVLLUQZIkSZIkSbooyMRXkiRJkiRJuijIxFeSJEmSJEm6KMjEt4XQi4oo++47KrduQ05IlCRJkiRJOntyclsLkP/qqxTNmo1qsyEMA1v79rSfPRtrq7SmDk2SJEmSJKnFkCO+zVzZkiUUz3kTAgFMjwfh9eI7cIBjv/pVU4cmSZIkSZLUosjEt5krmfcfhNcbutEwqNy6lUBeXtMEJUmSJEmS1ALJxLeZM9yRezIrqorpqWjkaCRJkiRJkloumfg2c87x16BEWOFHdTqxdcxogogkSZIkSZJaJpn4NnOJd9yBrWMGisMR3GC1otjtpP/5eRRV/vgkSZIuNqYpOLa7hD3rczm2uwTTbPhOP1OnTmXixIl13r+4uJgpU6bgdDpJSEjg3nvvpby8vAEjlKS6kV0dmjk1OpqO77+P+8sv8axahbV1axJuvRVb+/ZNHZokSZLUyPZvymf5e3vxuHxV22IS7Iy6vRtdBjSfTj9Tpkzh+PHjfPvttwQCAe655x7uv/9+5s2b19ShSRc5OWTYAqg2GwkTJ9L2L38hbfp0mfRKkiRdhPZvymfhv7aFJL0AHpePhf/axv5N+Y0Sx8KFCxk5ciQJCQkkJydzww03sH///qqv79y5k4ULFzJ79myGDh3KyJEj+dvf/sb8+fPJyclplBgl6XRk4itJkiRJzZxpCpa/t7fWfVa8v7dRyh48Hg/Tp09nw4YNLF68GFVVufnmmzFNE4DVq1eTkJDA4MGDqx5z1VVXoaoqa9eubfD4JKk2stRBahSm36BiUz6+vSVoCXZiLkvHmuJo6rAkSZJahON7XWEjvTWVl/g4vtdF2x6JDRrLpEmTQv4/Z84cUlNT2bFjB5mZmeTm5pKWFlp2YbFYSEpKIjc3t0Fjk6QzkSO+UoMzvTr5f9uE6/MDVG4ronzVcfJe3oh3T0lThyZJktQieNy1J71nu9/52Lt3L5MnT6Zz5844nU46duwIQHZ2doOfW5LOl0x8pQZXvjIHvcQLgeBtMEwBuknxh3sQjXBbTpIkqaWLcdrrdb/zMWHCBIqLi5k1axZr166tKl/w+/0AtG7dmvz80HpjXdcpLi6mdevWDR6fJNVGJr5Sg6vcXgh6eIJregIYJd4Ij5AkSZKqa9MtgZiE2pPa2EQ7bbolNGgcRUVF7N69m9/97neMHTuWXr16UVISevdu2LBhuFwusrKyqrYtWbIE0zQZOnRog8YnSWciE1+pwakOa+QvCFDsWuMGI0mS1AKpqsKo27vVus/I27qhqkqDxpGYmEhycjIzZ85k3759LFmyhOnTp4fs06tXL8aPH899993HunXrWLlyJQ899BB33HEH6enpDRqfJJ2JTHylBhc7PB2sNX7VVAV753i0WFvTBCVJktTCdBmQxvgHMsNGfmMT7Yx/ILNR+viqqsr8+fPJysoiMzOTRx99lBkzZoTt9+6779KzZ0/Gjh3Lddddx8iRI5k5c2aDxydJZ6IIIWssq1MUxQmUlpaW4nQ6mzqcC4b728O4lx5BsagIw8TaOoaUqX1k4itJ0kXD6/Vy8OBBOnXqRFSEpejryjRFsMuD20eMM1je0NAjvZLUFGp7zbjdbuLj4wHihRDuuh5TtjOTGoVzXAYxw9MJ5JSjOW1YW8U0dUiSJEktkqoqDd6yTJIuVDLxlRqNFmNF69Z836z9hw9T+vkXmJUVxF15JY4BA1AUOYoiSZIkSRcKmfhKEuBa8Am5Tz+NEAJ0nZK33yH+xhtp/cwfZPIrSZIkSRcIOblNuugZZWXBpNfvh0AAhED4fJR+9hmVGzY0dXiSJEmSJNUTmfhKFz3P6tVgDW+5Jnw+3N8uaoKIJEmSJElqCDLxlS56qt0OkbqbqCqqXXadkCRJkqQLhUx8pYte9LBhKFr4QhqKpuGcMKEJIpIkSZIkqSHIxFe66Kk2G+3/9U/U2FiU6GiU6GiwWkl74gmiundv6vAkSZIkSaonsquDJAHRAwfSbcVyPCtXYlZ6iRk+DEtSUlOHJUmSJElSPZIjvlK9MzwBKrYWULm7GKGbTR1OnalRUcSNHUv8DdfLpFeSJOkcHTp0CEVR2Lx5c1OHIklh5IivVK/KV+fg+vwAiqYCAsWikjItE1u7uKYOTZIk6YJgmgbHdm6n3FVCbEIibXv1QVXD5ynUp6lTp+JyuViwYEGDnkeSGppMfKV64z/uwfXFATAEwjAAEH6Twje30ea3Q08kw5IkSdK52rt2FUvmzqS8uLBqW2xSCldOvZ9uQ4c3YWSS1DLITESqNxUb88AMbwsmAia+g6VNEJEkSdKFY+/aVXz64rMhSS9AeXEhn774LHvXrmqUOBYuXMjIkSNJSEggOTmZG264gf3794ftt2vXLoYPH05UVBSZmZksW7asUeKTpNrIxFeqN8JvQKSSXkVBBFpOra8kSVJzY5oGS+bOrHWf796aiWkaDR6Lx+Nh+vTpbNiwgcWLF6OqKjfffDOmGfo+//jjj/PYY4+xadMmhg0bxoQJEygqKmrw+CSpNjLxleqNo08KijX8V0oYAnun+CaISJIk6cJwbOf2sJHemsqKCjm2c3uDxzJp0iR+9KMf0bVrV/r378+cOXPYunUrO3bsCNnvoYceYtKkSfTq1YvXX3+d+Ph43njjjQaPT5JqIxNfqd7YuyUQ1TsZTia/qgKaQuKPuqJGyXJySTpbQgjMigAi0PCjeFLzVu4qqdf9zsfevXuZPHkynTt3xul00rFjRwCys7ND9hs2bFjVvy0WC4MHD2bnzp0NHp8k1UZmI1K9URSFpDt64NtfindnEYpdI3pAGtbU6Ij7B3I9+LLdaPF2oromomhKI0csSc2X70ApJR/tQS/ygqLg6JtC4s3dUO0NO3tfap5iExLrdb/zMWHCBDIyMpg1axbp6emYpklmZiZ+v7/Bzy1J5+uCSnwVRTkEZNTY/KQQ4vkmCOeipCgKUV0TiOqacNp9hCko/s8uKncWoajBZFeNtpL6QF8siVGNFaokNVt6YSUFc7bByT7YQlC5rRCzQid1WmbTBic1iba9+hCblFJruUNccgpte/Vp0DiKiorYvXs3s2bNYtSoUQCsWLEi4r5r1qzh8ssvB0DXdbKysnjooYcaND5JOpMLsdThaaBNtb9/a9pwpJo863Lx7ioGXSD8JsJvYpT6KJ6/u6lDk6RmoWx1DogaHVJ0gW+/C73Y2zRBSU1KVTWunHp/rfuMufv+Bu/nm5iYSHJyMjNnzmTfvn0sWbKE6dOnR9z373//Ox9//DG7du3iF7/4BSUlJUybNq1B45OkM7kQE98yIURutb+epg5ICuVZdzy8y4MA/5EyDE+gaYKSpGZEL6gEI7w1oGJRMVy+JohIag66DR3OjdN/S2xSSsj2uOQUbpz+20bp46uqKvPnzycrK4vMzEweffRRZsyYEXHf559/nueff55+/fqxYsUKPv30U1JSUiLuK0mNRRE1RxVasBOlDlGAFcgG5gEvCSH0Wh5jB+zVNsUBR0tLS3E6nQ0Y7cUr96Us9LyK8C+oCm2eHIIWZ2v8oCSpGXEvPYJ7UfapUoeTNIX0p4aiRlubJjDpvHi9Xg4ePEinTp2Iijr3sq6mWLlNkppCba8Zt9tNfHw8QLwQwl3XY15QNb7Aq8BGoBgYDjxHsNwh8n2YoCeB/2v40C5cHp/OJ5tz2HncTffWcUzsn05c1Ok/mKMHpEX8ULekOmTSK0lA7JDWlK88hlkhqkZ+FatKzPB0mfRKqKpG+z59mzoMSWqRmn3iqyjK88ATZ9itlxBilxDixWrbflAUxQ/8S1GUJ4UQp7s/+BxQ/XFxwNFzj7h+GabBypyVrM9dT6ojles7X0+yI7mpw6qSW+rlxtdWUObVqQwYOKwaL3+7h08eGkG7xMjdHOJGpOPdUUTguAcRMFFsKqgKSXf0bOToJal5UqOttPrlQNxLsvHuLEaNthA7si3RA9KaOjRJkqQWrdmXOiiKkgqcKdM7IIQI66OiKEofYBvQUwhRp5lTiqI4gdLmUOoQMALc/+39bCvchtfwYtfsKCjMvHomA9IGNGlsJz08byNfbsvFqLZUsarA2F6tmHXX4NM+TpgC754S/CfamUX3S5W9fiVJuqDVV6mDJF0sLspSByFEAVBwjg/vT3AR3fz6i6jxfLzv46qkF8BnBAetH1/2ON/e8i2K0vR9b5fsyg9JegFMAct21/4jU1QFR88kHD2TGjI8SZIkSZKkKs0+8a0rRVGGAUOB74AyYBjwEvCOEKLhl7JpAJ8f+Lwq6a2uxFfCIfchOsV3aoKoQtksKh5/+KpSVkvLbxiiFxbi+uQT9JzjRA8aSNxVV6HYZA2yJEmSJLVUF0ziC/iAO4DfE+zScJBg4vtiLY9p1uyaPeJ2YfixvT4SopJgxKMw+B5ootHfWwe3561Vh/BVm6hms6hMGti2SeKpL5VbtnB46j1gmgifD9dHH2GbNYuO776LGh25dlmSJEmSpOat5Q/LnSCE2CiEuEwIkSCEcAghegshnqtlUluzd0v3W4jSQmtaVCHo7PPT1lsOrmz4+rew7M9NFCFMH9edIZ2SsFtUYuwadovKwA4J/ObaljtRTQjBsf95AlFZifAFf31EZSX+Awcp/vfbTRydJEmSJEnn6kIa8b3gXJ1xNRtyN/Dfvf/FqloRuhen4eel/GpLVuqVsOJlGPEIWB2NHmOUVePte4eyK9fNnrxyuqTG0Cc9vtHjqE96fgGBY8fCtgufD/eXX5LysweaICpJOnvFOUfZ8u1XlBcVktFvIL1GjcZqi3wnSZIk6WIgE99mTFEUnrrsKe7qcxeb8jeRsvB/GVqQQ3ibcgHuHEju0gRRBvVs7aRn65ax4IdR7kf4TbREe8QJgorNGr5c7MmvOeRMbKll2J+1js9eeh5hGpiGwYHNG9j41afc+ae/Yotq/ItkSZKk5kAmvi1A+7j2tC84AIXZp98prnXjBdRCGeV+iufvxnegFBTQYq0k3tqdqK6JIftZEhOJHjSQiqyNYJyauKdERZF4x+TGDluSzpppGnz9+ssYgVNdHnWfj9K84/ywaCGDb7i5CaOTWrrRo0fTv39/Xn755aYORZLO2gVT43vB++oJEGb4dkWFoT8DW0zjx9TCFL65PZj0msHVsIxSP4Vzd6AXVYbtmz7jr9g6dEBxOFBjYsBqJf7GG4mfeFMTRC41JSEE/qNlVO4qxigPaxd+iu6D756DF3vBjK7w5eNQ2TQNZUpyjhHwhneE0f1+9qxZ2QQRSfVJmALvfhcVm/Px7nchzIbvxz916lQmTpzY4OeRpIYmR3xbAtOEgp0hm/aZ6Sw2B2JV4drB/0ObOhymqLKIDXkbiLXGMqTNEKxq81n6VAiBnl+B8JtY02NQtPq9JvMf9xDI8wST3tATU74ul4RrQ1vDWVul0fnLL6jcuJFAbi6Ofv2wtWtXrzFJzZ/h9lHwxjb0Yi+KqiB0k7jR7Ygf1zF853l3QPYq0E8knFlzYf8SeHA1WBq3DZ7NEY1phrcZBIiKjW3UWKT6VbmtENdn+zFKT12EafE2EiZ0wZGZ0oSRSVLLIBPflkBVISoevKUAvBy4mX8YwStvVYHn//o9M27py00DTt9CbO72uby68VVsqg2BIMoSxcxxM+mR1OOMpxdCYJgCSz0noyfphZUUvrUdvcQX7MpmUUm6tTuO3vW3NLNZ5kfRVIReIxkwBEZJ+MgYBGusowcNqrcYpJan6J2d6AUVYMLJS6ay749haxeHo1e138+czaFJL4DhD9be7/oMMic1atxxySm07tqD3H27MauV61hsNgaMn9CosUj1p3JbIUXv7AzbbpT6KXpnJ8k/7tVoya+u6zz00EO8/fbbWK1WHnzwQZ555plmsbCSJNVGljq0FMMeBouDXWZ7/mHchB8rfqx4hRW/YfL4hz/gqoh8G3ZLwRZe2/QaATOAR/dQoVdQ4i3h54t/jhmpfOIE0xS8smgP/f7wDV2f+oorX1jK93vOdRG9yIQpKJi9Fb2wEnQTETARlTpF83ZGLEE4V9b0GIQe4bla1bAaX0kC0Et9+I+WB9d+rC5gUr4yh9KFBzn+3DqOP7+O0m+zEUSY+BiogNxtjRJvTTdOf5Lk9hlYrDZsDgeaxcJlP7oDW8fe/G3JXv7v020s2pEXtvKi1DwJU+D6bH+t+7g+O9AoZQ8Ab731FhaLhXXr1vHKK6/w4osvMnv27EY5tySdDzni21KMegz85SxcnoMRoa+DVVNYtqeAm/qHj/p+vPdj/EZoUiwQlPnL+KHgB/qn9Y94yr98vYu5qw7hDQQ/+Q8UeLjv3xt474Fh9G+fUA9PCvyH3JiewKnhtFMB4tmQR/w1HevlPFqsjbjL21G+4hjixPPBomBJsOPon1ov55AuLMJnBG+pREgk/NlufIdKQQ9+rawsEZ/4HanWX4euJWONhqTzX2GxqNzHin2F2C0ao3ukEmUNfw+oKSYhkbv+/CoFhw/iKXXRqnNX1uV4ufKvS4N1y4bg/fVHGNAhkbemDcHaQHd0pPrhO1gaUt4QiVHqw3ewlKgu9fP+XJv27dvz0ksvoSgKPXr0YOvWrbz00kvcd999DX5uSTofMvFtKVQVxv0BVexAWXowfBQKTnuLyat7EWGZJSgo+IzI63t4AwZzVx7CW2OU1G+Y/OO7fcy8a/DZP4cIzIpAMLmoyRAYntrf5M+W8+oMbG1jKVuVg6jUcWSmEDsiHdV25iRCuvhYUhyoURpmeY0Xmxas9Q15DRoQUDrjpz92Nge3KWow8e3zo/OK4+3Vh3nm8+3YTiamCsy5+1KGdq5bKVBqRidSAd0w+dX81SGrLFYGTNYfKOSDdYe4c1jn84pTalhmWd3eD+u63/m67LLLQj5zhg0bxgsvvIBhGGiafE+Vmi95id/CXNe/A6oS/mPTTcGYHpFHLsdljAtbAQ6Co779UvtFfEyxx48ZoZetELAvv/wsoz49W0dnxBIExari6J5Ub+eB4IWBIzOFtPv70uqRgTjHdkCNktd+dWX6dCo25VO+Jqdey1CaA/9xD+Wrc6jYWlB1R0BRFZJu6wEWFbTgB7xiVVGjI//OCNWOP/UGUC2AAp2ugJ8uAvu5Tybbk1fGHz/fQcAQePxG8K/P4N63NuANRJ68djq7csuo9Oth2wNCYc6iLecco9Q41Li6TZCs636SdLGSn/rNWcALS5+HTW8HJ8r0uJau4/7IE9f24PmvdmFRFRRFQTcFr905kLioyF0axnQYw/D04azKWYXX8GJVrSgo/GnEn4iyRF6QITXOjs2i4TdCPyhVBfrVU5kDBEsQnGM74P7uCJxMOKwq1nZxRPWqv8lt0vnxHSilcO6JWlUBLvMAsaPakjD+/G/jNyVhCoo/2EPl1oLg6JUCLotK6gN9sbaKIap7Iq0fHYhnXS56qY+obomgguvjfQh/6AWboilYxkyDXo8FWw9q5//2+snmnNNcgApW7C3kqt6t6nysKKuKbphAzTssgkClB7fbjdPZMhahuRjZO8WjxdtqLXfQ4u3YOzXOyplr164N+f+aNWvo1q2bHO2Vmj2Z+DZn8yfD4Wozxbf9Fw6t4N6HNnBtZhu+252PVVMZ16sViTGnv8pXFZWXxrzEmpw1fH/se5w2JxM6T6C9s/1pH2PVVKaP685fvt5VVeOrKGC3aPxiTNd6fZrOKztg6+DEs+44ptcgum8q0QNSUTQ5O7g5ELpJ4ds7whI9z4ocHD2TsHdsuUtUV2wpwLutEHRRVQ4kAiZF7+yk1fRBKIqCJdlBfLV2d6K8hFLhPjGZ7cRbqCJQo61E9UwMliXV0800v25EnnymBMuOzkaX1FgSLDqFAS0kPg2TXvZiPB6PTHybMUVVSJjQJWJXh5MSJnRGiVQ61gCys7OZPn06DzzwABs3buRvf/sbL7zwQqOcW5LOh0x8m6vcrXBoJVSvwTV1qCiC//6U9I4jmZI5CeJOjfgIITAMA4sl/MeqKirD2w5neNvhdQ5h2shOJMfaeG3JPgrKfPTvkMAT43vSNa3++4BGdU0gqmvDT8iQzp7vsBsiJFlCN6nYmF+nxNf0G3jWHadyRzFarJXYYen1OjIlDBPXtkLmbMjmy3w3ligLt1/anruGZdTahs+zPvfUZMeqg4Fe7MUo9mJJDl/aV/l4GmmWXZToP8MnghND7eomkiaNDuk/HTBMluzKJ7uogj7pToZ1ST7rVk/X9GnN26sPh9XaB3TBiK5n17ZKURQeHxbPH5a78AsNEJio9NFy6WAtJzVVTvJs7hyZKST/uFeEPr52EiZ0btQ+vnfddReVlZUMGTIETdN45JFHuP/++xvt/JJ0rmTi21zl7wTNGpr4AuheArsXUrhvCzGLZuC8Yyai61WsXLmSFStW4PV6SUhIYPz48fTs2fO8w7ipf9uInSKki0gt7ZHq0jrJ9Bvk/30zRrE3mGQqULmjmIQbOhN7WV2WXqmdUeYn9x+bud9VzF5h4Acohb8s3MXq/YXMuvvS0z84QhkBAMppnlvpUTi0HIsIkGp/GiGCb6GKKmD7buj2OgC5pV4m/XMVJR4/umGiqQo92ziZ99PLcJzFZMpBGYncMrgdH2w4SuDEcRQUnr05k3jH2S9Ac+OYyzi665/scytUGAqt1HKcVsH48ddFvGCWmh9HZgpRvZPxHSzFLPOjxtmwd4pv8JHeuXPnVv176dKlVf9+/fXXG/S8klTf5Dtdc5XcNTjCe4IJBLCyid4sZiQYYKDRZd5/aD0CVq9Zi64H93e5XHz44YfceeeddO4sZ2pfCFx5uRzYuA5Vs9BtyDBiEhqv97C9YzxEGKlUrCrRdWgF59mQdyrphWDrOt2k9IsDRA9Mq3NXDZ/PV3U7vnqS5vpsP6tcHvafTHpP8Oom3+8tZNuxUjLbRh5d1i5JwXfIjb1ajmsCljgblpTw0V7K80CzgREAQFH0U8/JlV2125Mf/UBuqfdUmYIh2JHj5rXv9vH4NWdeNOYkRVH408RL+NHAdizakUeUVeOm/ulkJJ/bEuUOh4OfP/gz1q5dy969e4mLa8Vll11Gx44dz+l4UtNQVKVRWpZJ0oVIJr7NVfoAaNMfcWwTa8zefM9QKnEQ/IQ9lYTsF+nsX7kqbAKMrussW7ZMJr4XgHWffMjK999BVVVQFJb+exbX/uIxegwb2SjnV6wqSXf2pOjtHcEE2BSgQPTANOx1+PD17S4OLycAUBQCOeVnLJUwDIOFCxeyceNGFEVBVVXGjBnDsGHDAKjcXsQOoROFwr3YGIUFD/AhfpZisPmI67SJ7wvHCxkgdAagoQEBgq+wpR0dPBCpLCG1Z3AJ8ZosUdBlLBAscVi2pyBsoNynm3y08ehZJb4nDeyQyMAO9XOx43A4GD16NKNHj66X40mSJLUkMvFtrhQFfvwh6995hsVHbOicvK2p4KSMsaykK4fwYWON6M96BiBqzNYuLi4+42mKi4tZtGgRBw4cwOFwMHToUIYMGRJMspoR4ffjP3oULTERS+L5JwBCCCp/KKB89XFMr050Ziqxo9JR7c3rJVF45DCr3n8XU9dD2sZ+9fcXyOjbn6iY+q+3jsTRI4k2vxlC5dZCTK9BVPdEbG3rdm41zha8VquRCArDRI058+36xYsXs2nTJoxqS+8uXrwYp9NJnz59AEhHZRYxJKNgO/E6mI6da0QWHfZ8z/s/xPK1GMbQXhlMHtKhqgPKR5tzmIdJPzT6oVGMYAkBHHt8PMAl4cHYYmDs07D4D6cmnWp2iE6GwdNOPbfTPBe5RpokSVLTal6f8lIoexzfl7RC51TfXAeVPMC7ROFFQxBDJVexklSK+YKrQh7epk3t9ZPl5eXMnDkTn8+HEAKv18uiRYsoLi7muuuua5CndC5cH31E3nPPI/x+hGEQd+UY0p97DjXm3G73ApR+cRDP2uNVI5HuwiNU/FBAq4cHoFibT9K/d+0qRIRlpVXNwsHNWfQaccU5HVfXdfbs2YPL5SI9PZ2MjIwzTrzSYm3EDks/63PFDkunYnN+1SpnAKgK1jYxWFOja32saZqsX7++qoynevzLly+nT58+OPokM/aHQkxEVdILAdpbn6aLugdzf4AeWLmG1/jJ0d/zzprufPbwSOIdVnQjGNMWDLZwKrHWIi1vfdKlP4XkLrDmdfDkQ7fxMPwh9MooPMsOopf4mJ6WxD/yi6ms9pTtFpWbB8h6eUmSpKbUfD7hpTBGZQBRFrqc7yC2YsOPVm2jDZ0BbCcGDxBcmMJQDMaMGVPr8detW0cgEEBUK5PQdZ2srCw8Hk/9Pplz5Fm7jtw/PINZVobw+UDXKV+6jJzfPnXOxzTcPspX54TeftdNjBIvFT8UAMER4V25brYccZ3ofXr+hBD4j5Th3VeC6T+7xQfqk8vl4pVXXmHBggUsXryYd999lzfffJNAINAg57O1jSXxlu4odi14UaEp2NrFknJ3nzM+Vtf108ZVVlYGQMKNXbDbNKKq3fGI1b7Epu5GVXxYFJMYxUccFfxFeZU8t5e3Vh0C4IoeqWELB1pUhXF9IvTHPbIe/jkS/pQK798Nqd3hvu/gqqfx5arkvpRF2fJjVG4p4OZik7lKHClWDaum4LBq9Ggdx8NX1m8rQEmSJOnsyBHfZsj06pR8uIfKHcXcbg6nkgArrDs5ohXRnhyshCdNPkUhSjtMsdmFElsJ25O28xPzJ1gLrSQnR26jdPTo0ZDbxydpmkZRUREx5zGiWl+K33wT4Q9t2C78fsoWL8ZwudASgjWmQgjMsjLU6GiUM8xO9x8tR7GoiBrPXQRMfPtd5LSL5t63NpDn9qIqCnaryqt3DODy7ufe7ilQWEnhnG3B5UQVBYQg/qYuxA5uXevjug0dztqP34caP3PT0OnUf9A5xbJgweCM7lYAACAASURBVALKy8urLngMwyAnJ4dVq1ZxxRXnNoJ8JjH904jOTCGQV4HqsGBJirxwSk1Wq5XExERKSkpCtiuKQkZGBhAciY4Z3oby749VdaCI1pagKqG/N6oCXThOvF7E4p1x/HJsN/5wYx+2HHHh8RlUBgwcNo0Eh5XfXFujI0rRfvj3BAicWLFOr4Sst6C8AHHLHIrf31O1AAsAAZO2FpV/9mxPVrso+qTHM7xLMmoj9ViVJEmSIpOJbzNUNG8XvgMuMAUqKjHYGRu4hE+U9eSryXQhG0uNRMgqDD5vvZUca7C5uSIU3p37LhbTQnx8PLfddhutW4cmWWlpaRw6dAizxmQdwzBISGgeM4YDubkRW04pmlaV+JYuXMjx//csZkEhPs3Kwh6Xw7QHePSaXkRZwzsGaE5b5FZVmoKItzF51hqKPP6q01YGDO779waWPT6G1vF1S9iqE0JQ+MZWDJcvZPTetWAftvRYbOmnr5VNaZ/B8NumhExuE6bJdQ89dk71vX6/n0OHDoVt13WdzZs3n1Xia5qC/6zP5u3Vh6nwG1zftw0Pju6C8zQrCCoWtc51wVWPURSuu+463nvvPQzDQAiBqqpYLBauvPLKqv1iL2uDZ2VO1c9VoGIKO279To4aY/kclWPkMVhbhIFKSpwdgHaJ0Sx7fAyfbslhX345PVvHcUPf9PCWY2tehxqrGKJ7YddnGDlHMcoirKalC9rlexk85cwj25IkSVLjkIlvM6O7fPj2u8AITcxUFPro7Vlju4RL2UT1taECaOxQ0/DrrcFaiD1gp09JH5SAgoFBcXExb775JtOnT8dut1cdc+jQoWRlZYUkvhaLhR49etS6gpMQAp/Ph81ma/BJcDEjR+I/cCBs1Fex27G2bYtnzRpy/ucJ8PtRgCjDz/jdy/h8ps7PCu5h7j1Dwo5pbRuLJcWBnlcR0qNWURU2p9qo8BthubYAXl60G6umYTtRq3m6TgFVjzEMUFUCR8sxywPhM5tMgWd9Lrabar/9PeSmW+gxbCT7s9ahWSx0GzKc6PimvzB54r8/8NkPOVUr+72x4iDfbM/li1+OQs2toGzFMQyXF3vXBGKHt0Wrw0S2SLp168Y999zDihUrKCoqol27dowaNYrEapMcLQlRpPz0Eko+3INeWInHuAbd7MgO0ZGf40cH/LTiW+NOfCjcMrBd1WNj7BYmD+lQexAFu8CMUHKh2VErc087a011yLdYSZKk5kS+KzczZpkfRVMQYYmvilM4KFYcvCFu4SaW0o48Amhspg8LzcsZlatRbCsm3h+PpcaP1ufz8eKLLzJhwgQyMzMBSExMZOrUqXzxxRfk5ORgtVoZNGgQV10VOkmuuk2bNrFo0SI8Hg92u51Ro0YxYsSIs16Rqq6S75lK6YIFmG53MPlVFBSbjVa/ewrFaqXw9dehRlIcZQS4Yf9K7tg1nr15ZXRrFRfydUVRSJ2WSfH8XfgOukEJjgIn3dqDstJyIj0Tv27ywYajmCJ4y/ydNYf59TU9uG9UeLs43969HP/9H6jMykKx2XDeNA2UweEHNcGs0MO3RxCf1pqB195Yp31rY7PZyMjIIDs7O6S222Kx0K9fvzofJ7uoggWbjxGo9nvq101yXF4WfLWHkeuKghdvAvzHyvGsy6XVIwPRYk+/tHZt2rZty+23317rPvYMJ60fG4zhCeA/1pviN3/gL3ip5FRe6kVBU2Dl/kKuveQsFs9ofxkcWRe+oEygArUwi6hOA/AeDIReSFnVc5oMWCv3cdj+MQQ80O1qaFP3n5kkSZIkE99mx5IWzclJ/AWKm/WWfRSqZaCYuO0uyvCR72vDbO5ExUCgVrUxU4FkfzIASoT0zefz8d6H/+V/PtnNVUMy+fnorrRt25b7778f0zRRFKXWBHbHjh188cUXVTPsfT4fS5cuRdO0qp6q9c2SnEznTxZQ/NZbeFasxNKmDcnT7iF6ULC+1X/kaMTHWU2dKL+X3bnhia8QAsWukXLvJZiVOiJgosXbUBSFoaU2/KeZzHYyxzMEGLrJXxbu4qb+6aTFnSp/0AsLOXTHZMyKiuC5/H7cX8wjZlxfFCX05aZYVRx9kk/FpZuYPgPVYWnQVZgmTpzInDlz8Pl8GIaBqqq0bt2aESNG1PkYPxxzYbOoBGrUSVcGDNasO8ZI/dSdBXSBWaFT9v0xEq7rVF9P47S0GCtGsR9dc+Mz8lBEG0S1ebyGgG+25/GniZcEe/Ju/wi2zAdFhQFToNeN4Qt2DL0f1s8KLiojqj1nYcLiP5Cs2SlKewVvYUrwwlU3iRmWjqNvPS4hu/Mz+PDeE72UDfh+BgyaCuP/HHGBEUmSJCmcTHybGdWuET+uA/u/3crnWhYGZtV6FVZ/DIcT97A7YTfD84YD4fWrkRLekOMLQVvvYf61LJoNh0p496dDqxYFOJOlS5eetq1UQyW+EEx+06ZPRzz8MEZZGVr8qRIDR//+uHKOh3S5ACizRuO2RaPXqOWt3FWM65N9GCU+FKtKzPB04q/uWJXwt4l3cP+ozryx8mDVLXyLqoQdB8CqqSzfU8ikQadum7s+/BCh6yF1yaLCjW/re0QNmBJcFkwEk15b+zgcfVIQhqD064OUrzoOhokaayX+hs7E9Es77+9dJImJiTzyyCPs3r27qp1Zx44dz2rUvm2C49SqZNXYLSptIjWsMATm9q/Yv+9LXs+/hG10pVeHVjx40xV0r3Fhct7K84neeBcxWhZfaCrlOPifwP0sMQdW7RJt04I/ow+nwd6vIRC8UOHQ97D322CvXl8ZJHYCVYXYNHhgGSz+I+z6/FQPX4BABYruJSXlNfy3fYzh9mMTu9C2/A5mHoUuV8KwX0DMeSTBvnL46L7QEWeT4AS73hMhY/i5H1tqcUzT5PDhw5SXlxMbG0tGRkaDlZ1NmDCBQCDAwoULw762fPlyLr/8crZs2ULfvn0b5PySVN9k4tsMxV3Rni07vsXIPZX0AmhCI9OVycJ2CzkQd4CuZWffGklXA1Q69qMHICu7G1uOltK/fd3qRd1ud8TtFRUVmKbZYG+8wjQp/Oc/KZr9BsLrRY2LI236oyTefjupD/2Cgq8XgRGoSn59qoXZmTcgFJVuaacmU/my3RS9s6Oqn6wImHhWBduaJd7YpWq/x8f3ZGjnZP6zPhuv3yDabuGbbcepufiYwokEqhrfvn3Btms1GPlZxA65A2G2xazUcfRJxpEZHB10fX6A8rXH4UTvWLMsQMkHezEsBgeObeL4vt0kp7cj88qriXbWXldcVxaLpWrxhxD5u2DR/0H2aohOgRGPwMC7wkYU+7dPoFNKDPvyyglUS4AtqsJ1Rng5g13NIqfsbW4tego/GgYW9hww+OrVZcx7YES9rUoGYLxzCxRsR1UMojCIIsA/rK9wvf9Z9ou2RFlUfnJZBhzdAHu+qpHEVsKmd2DzPNAsYI+Hm/4O3a+GxI5wyxvwcl9wHQ49qTDh6HpsyQIKF8GnD4PuAwTk74TN78LPVkLsOXYGObQclAhLO+s+2L5AJr4XkR07drBw4cKQ92On08n48ePp3bt3vZ/v3nvvZdKkSRw9epR27dqFfO3NN99k8ODBMumVWhSZ+DZTBZ5iIg3e2k07l+dezrHoYwAITCwIMtnJATpSxulnzR+NPsr61A0gVBysAVQW7vsD/dvXbbGK1q1bR+wIkJSUFDHpNYXJsiPL+O7Id8TZ4pjYdSLdErvV6VzVFc2ZQ9HMWQhvMEExS0vJe/Y5tPgEnOOv4b/3/ZH2n75L7+LD5EUn8l73saxv3Qu7RaVPtQloZd8dCV1EgRPJ77rjxI/viFotib28e2pV+7IjxRV8uyMvfKlaRWF0j9BR2ahL+lK2aHFVrFXfC5+PmMHdsLYNXcBA6Cbla04lvSdVet189ufH8OND9/mw2GysXfABk/84g5T2GWf8numGyZfbcvlmey4J0VbuuLTDGSfjUXIIZo8FvwcQ4C2Fr54Adw7i8icwPQHUaCuKRUVRFN65dyiPf/gDy3YXIBB0bxXHX2/tR5vvjlG5qzjkex1v/Te/9N9BJVZOTss00fAa8MxnO1jwi7qXWdSm+OAWYnJ3YCf0zoSKyd2WxfzRuJtrL2nD1BGdYOXHwZKBMCJYzqAboOfDf+4ARwJUlgRXaIvQZQQ40abOhC8fD02mDV/wsav/DuN+f25PTD3NW7WiBhN06aKwY8cO3n///bDtbreb999/n9tuu63ek98bbriB1NRU5s6dy+9+97uq7eXl5XzwwQfMmDGjXs8nSQ1NvmM2U4lJiZSXl4dtV1BI8ifhDDipUD3EW7L5mX8NTsoQKPybSRwlfEJNhVbB+tT1mKoJGFU59YdHf88vA6OJtta+ghbAVVddxdy5c0PKHSwWC9dcc00wgTiWFUwK2g7CUBQeXvIw63PX4zW8aIrG/F3z+d9h/8vErhPr/H0QQlA0cxalipd3r1VZ21NBM+GKrQHu+tdrOMdfw6/vH88YdxQlFadm3SsKvP7jgSHH0gsrT3MSMCsCIYlvde2Tonnh1n48/sEWtBO1t5qq8MbUS8PaXiX86GaKZs3C0HU48X1SoqKIGzcuLOkFMCv1kAlRJ20tWU6lrxxxYqFi3e8HJcC3s15j8jO1f9DohsmP31jLliOlVAYMNAU+2HCUZ27qw+2X1tK9YOWrp0Ypqw5WSdl3e3AvXY3QBYqqEDuqLc6rMkiOtTNn6qV4fDoBwyQhOjjSa94ag5i/G++ekmCtsgJWSw6bfV2ItGbO1mOltT6fs/Hh91lMFhbsSmgHBpticE0HgzGTRtM+6cTvenRyMHE8E2FARVHw354CUCwI1YJiVkuuVQt0Hg3lBaFJ70mGH/YvOm3ia5iCxTvzWH+omFbOKCYOaEtKbLU66Y6jItfxaha45NYzPwepxTNNM2K5QXULFy6kZ8+e9Xr3zWKxcNdddzF37lyeeuqpqpKoDz74AMMwmDx5cr2dS5Iag0x8m6mMARkcOnIITUROxizCgioUrlDWkIyravu16if83ZyGjVMfmlabnQOO/VWT4KrTVIXvs5cwvtIfbNmU0h16TQCLPWzfdu3aMW3aNJYsWUJubi7JycmMHj2aTloevNDjxEghYHWw9MrpVUkvgCEMDGHwpzV/YlzGOGKsdVwcwzDwedw8dZ9GYRwYluBz+Hog7C/I5j0hSIi2seo3Y5m/PpvFO/PplBLDw1d2Jc0Z2nPX1iEOvagSag7cWlW0uGq35/N3BmsnPQXQ/RroPZEJ/dIZ0zONNfuLsFpUhnVOxmYJ/3DR4uLo9N8PKXjpJcq+W4oaHU3ilDtJnjo14tNTY6yoDgumJzRRy6nYV5X0VhGCnN07MXQdrZZFOr7clluV9MKpyXj/98l2buibToz9NI89lhXWsqvCGI07MKUqFmEIypcfQ7FrOK9oDxB2PNVuIeXuPhhlfowyP9bUaJRZnUn0lFFJeB/kBEcd25y5c4LJ+eEVkJARLMNoH9qu7t3DSdxNeNuxCmEjpf91aEnVLvASO4d3aagLoWMKBRMNFA1N01CdbYIlEZrtNKPICjgjL1fsDRhMmb2WHTluKgMGURaVF7/dw9v3DmFQRlJwJ2sU3DEP5t0eTNaFGfxZXfEEpA84++cgtTiHDx8+bbnZSW63m8OHD9OpU/1OIp02bRozZsxg2bJljB49GgiWOUyaNIn4+Popv5KkxiIT32YqvUM661LXcUnxJcTqkcsXDMXk2fguDDEO8OtiF7FC4DLTURW1qlWVQBDw+0jskIjQw0cW/X4/iz6dQ2b5ftoZhxHWaPSFT3FgzEzSewwkLi504lF6ejo//vGPT23wuuGFEcH2SicFKli87hW8MeFJjkW1sDl/MyPa1u3WtmKxkDU8BVdMSVXSCxCwKuxvJdhauJW+qX1x2DTuGdGJe0ac/g3fOaYDlVsLg0sVn/hWKFYV59UdUbQTSez2j+GjB4KjfKYOu7+EdTNh6hfE2u1c1TvCUrY1WFu1Iv355+v2/FSF+Os6UfLxvlPlDgpYNCu+CM0lVIvljKM5324+UJX0VqdpCpuyXYzsdppJVmm9IHdrSNcCt347gtCLIBEwKV92tCrxPR0tznbqgmLs0zzw7lye89+GN+R4gjJvgPve2sBvrutJl9TTlOqUHg0uF+wvByMAudtg37fwo9kUdriG7OIKOibHoNucvFw2iV9aPsZxYuW2SmHlmEilS98a7dBWvVpr/LURKMxnAvGiHI+SzI3TXiAm9sRrpce1sOfr0KTaYodhD0U81n/WZbM9p7RqMqX3xO/BL/+zmRVPjDk16bDT5fDrPbB7YfD11mUsJNT+M5AuHJHuAJ7PfmejZ8+eDB8+nDlz5jB69Gj27dvH8uXLeeaZZ+r9XJLU0Bp29QHpnO0q2sXxmON83f5rjsbuRCG836uKisvq5dO4WO5rnUYR8XzE9ViEFeXEHwCv6iUluxBbhKWODcVAK+/KXGMCx0hDCXhQPfkYXzzOyy+/zOLFi88Q6BcAFIk43MJRtTnOFGgRRphN3Uv0B/fA/0uH+VOg+GDEwx4/fpyNGzdy4MABCq8bgs8aYbTaamNvyd7a4yM4ovbl1uN8eKAA48e9cPRJRo21Ym0bS+JtPYgbfqI0RPfBJw8HE5aTt7EDFZC3DX4Ir6sTQuA/fDi4utx5iBnUipS7emPr6ERLsOPom0r/6ydgsYVOEtMsVnqNHI1yusS3PB9mjyN+70doEX7WpglxUbVc6454BLTQ0VdDJEXc1azQI69+dzo9xnPX5J9wf9xqok5MbwtefSj4DcF3O/O46bWVHC89TTnK938NdjYwTo7mCtB9uD/6FcOf+5afzF7L0GcXkRJr4031Zh4M/IrvjP5sMrvwqnkrc3rPRrXXuMtwdN1pwxUCVhm98J/mjouBxiE6sJFL2C86sH3dUnj/bvhjWrArRGwqKBawRIHdCde/CJ1GRTzWJ5tPLQJSXUGZj+ziitCN9jjoe2uwjVkLTXqFKRARLsyk2sXG1m3Vw7rud7buvfde/vvf/1JWVsabb75Jly5dGmyJc0lqSHLEt5nKystCIHAaBv/rWc3bdA1JfQ0MXDYXZbYyQGGvzcpXajcMMzRBVFGxCAu3BbbiKCvns9gYfIqCCmgCLi3JYJyxDRWTDVxCW/LQMOkm9mEYBqtXr6ZDhw507dwFzOAIaXXbcit4tPz/OCCCiwEMU7bzou11bipx8WGMA6Pa7grgDPjp58oLbtj9JRxeCQ9lQUywn62u67z33nscPHiwaqQrN9lPVLQdrwi9LS0UhY7xHWv9Pm454uInb6zFMAWmAN00uXdkJ37z48vCdz7+A1VNlKsLVMKOBTDwJ1WbKjZs4NivH8coLkYIQVSPHrR75eWIdbx1EdU9kajupzobJBrdKCo4wp41K1CxYJo6SfY2XNpjQrAPcaR6z3m3Q+5W7laP0MFyHCsGC40hrBU9URWF1DgbfdvVclsyrRf85OPg5Ky8bWCPwxbtx1ccXpZiSYuutddwUbmPOSsOsnxfIW0THPx0VCcG9bqe6U9dz52lXkb+eTEdzDxeUopoJfoDUeT7XHz61R4euCPCogwHl0VcOS064CLecFFgBL93u4676RhVxkpPHzaY3QkoNi5pE8ObEy8NPsA0oSwnmEAaEVZiq2aQupef+J9gnu05NKXaQh1YWMZQjBPtBIXuJXP1I2CUnrpgKs+HlK5w61uQ1Bksp1+4I8oa+ULGFCJiOU1LI4TALAuAquBedBjPhlzQBZZW0STe3BV7R3mrvC4yMjJwOp21ljs4nU4yMs48+fVc3HbbbTzyyCPMmzePf//73zz44IMNtnCRJDUkmfg2U+lx6dhUGze7CkgTbn7Mx3zC1ZQQh4lCviOf9anrq/ZXgeNaLJjhI1QqJoaw8b9FJVzrqeDb6GhsQnCNp4Le/qOIE2PD1WuAT/5bCyh4PjjAsbLgsqy2jk4SJ3XDmhpNUbmP21e2wSMMTt48WCN6c6f/d3xtPM69ywPMHmnFZo/BFAZxPg//zM0/dZtBmMGkcuNbMGp68PFr1nDw4MGQCXRJBUlYOljRFB3jxG14q2qlU3wnBqaFTmCrzjAFP/33Btze0NHyuasOMapbKiO61rjlb48DEWklNQUcp0Y+A/n5ZP/0vpDODd4dOzh891S6fPP16Udkz4KqaVx9+8/peqwXrop8YqwJJNhS8X6XizugEX9Nx9AHFO6DvO1gBuimHqeLchyAO7QlfGYO57XYR3hr2tAzf1BlDIcHVwYTRFUl/lg5Bf/cgtDNkwO0oKkkTAhfsa4qlHIf17+8FMNbRpFuZ+uxUpbsymfGLX25sX9b8txe2llKma8fRzeHwonShzQSGL+5GH1cJZZkR+hB49pA8YGwc5kolHGqbtdnCEoqAnxje5rdoj3tlQL6lBeCfz0c2R5sM+YpDJZzRLrIOUFRgj2vu6s53O7/X+bb/oSmmJTgZDlD2cSpVnCZ7Mamu0N/dww/uLKhPC/4d/93EJ0EfW+DuNYh55o8pENITTYEVwfs3cZJm/ga34cWxrunhJKP9mK4/cFJnME3GgD0vAoKZm+j1a8GYk1p2c+zMaiqyvjx4yN2dThp/PjxDdZWMjY2lttvv50nn3wSt9vN1NPMW5Ck5q7lDydcoCZ1m4SqqPT2/3/2zjs8jvLc2/c7ZZt6l7vc5V4wGNu4QmyaaQbTQ4DAAXISSCCVFCAk+U44JzlJINTQITRTDbiAccMGbNy7Lcuy5aIurcqWKe/3x6xWWu3KDZtjkr2vS768s1PenVlpfvO8z/N7DLxIitjPD3iG4d6X+ajHO2zK3sSomlHM2DeDcYfGkRLOYYy1G51w3L6EVOnGAQRwejDEL2rruKeunqHhMCoSDRsVGy0yPW4i2MRAkHBBeDSZfnf0ZhUu81P59/XYQZMXPt8eaVnb9jUy0SiXuSw5MJypKwRPPq5xX9a1/H3QLSyo9NPP6BBlM4NwYG305Zo1a+KaZAhLMGnfJCZ2m4gmNNyqm/N7n89TM546rJDbUF5PUzBeyIYMmze+TNDxLW+gU/DU0S9Vc8OYm6IvG955N97SyrYxa2poWbW60/EcK/7F5aQoGXRL6U+my7FWk4ZN47L92OEOU8UtNaC0jVsRzo9XGFyuLmfJ1Sn0zj3KgkJwmjYArm6p5H9vJN5huag5HjzF2eT/x3A8/Tvx3ZWSDa/cz0LjBr5Qv8tq9+3MVj4hZNr8+t3NmJZN9ywvN9ifYNrjoEP+sIqkcUmC9JcJdzlpA+0ISBdzrLM65AxDo/TSWznEueoqhih7nMju4v+i+ZWbeLluEL8KXcsLxjSMTtIYWtGFRXdRzRbZi7n2OATwCePZyEBavQYVLLpQiZogGo1lwLyfwz+vhE//DIt+63gA74pNH7poRFcuG90NXRWkuFR8LpUumV4eubbzh7pvAkZFM9XPb8GqD7U5l3TMjrElTcv3f+1j+6YyePBgZs+eTXp6eszy9PT0k2Jl1pGbb76Zuro6ZsyYQdeuJ7gdd5IkXxPJiO8pSmFKIY9/63G2vnEdsrkFgXOrvSBYzYuhAgZXTUWVKgKBz/TRJZBPd96hGxXspxADHSKCtjR9C5n+liMc0UECLfhYwCQKZCZp0ovWvkOcBGlaPPrSf/NoTRNhO75jm7Ak28u604VqUgI2RYdSyRk3Dcx74w+oeaBgaPSlZSXO/fOaXn478be4XJ1PGXfEsmVCByiJY/kVP3AB17wKL14G/v1OjqYVhnPug15tn9OsrEjYpAIhMKuqjnp8R8I40BQvFCLY/jBK+yhZ4dBOp+4VbKcgqqeT3iGldKwe1MO3qG5FL0wh55pBh12nMWiwu6qZLrteYXz5k3gihWU5NHKf9iyN0svH4fGU1wXojsJ0VyOYBpKOjg46/q07qTjUneLCdjf3AdPh3D/Awl87n1NafOGayH1118dsLbAZq2yN3aUV4tCOL7i4+Q/48RLAg5cgb1gTect1H4pIfJKbpZt1ttPYxIw83F3CfLpQwWpGYKAziJ2MZHPijsG2AdXb29IfrMhD6T+vhp+XR9MfhBD8ZuYQbjqrNxvK68lP83Bmn5yodd43laZPD8R7X3fElpiVR/e3KYnD4MGDKS4u/to6t7Vn3Lhx0cLpJEm+qSSF7ynM6ILRjBp0LVT9MbpMk1AYzGRht4WYiklhSyFD6obgs3wsYDK38RIbKWYz/XERZjQb+b7PzYuNM8iRJn0oZxA7kVKgYMfkLgJYKKxgNEE8dJWuiI1Vh8iYITFrAwhPKYjRIGMjbgYaA+r3OS9UFXf//pDVC/pPh10ftfmcCsWxfxpzY3TboUOH8tlnn8UIYCEE3bt3PybRCzCiRya6qkCHQi+vrjJzRCfRiqxe8J+rnSh0oBa6jXGaF7TDd/rp1L8xBxmILcSSRhjfqJHHNMbDoXdNdURBgvuMku6ci/D+JhrmlRIubyJF/SEZ9v8gOha2KRq4nHSA5i8raJi/B9sfBp+Ge2oP8iZ277j7o0ZKyV8+2snfl5SgKYJwuAvTldv4k/4onoiXrlcY3Km9yTJjHO45uzi0t5F01Y0/TvQChEltXsQlD9v07V7A09ePIH3b67DhdSfyfuFfoctwqN1N/rI3UetsdAwMdFwYuDD4pfZS7C41D79vmkk1aViRP3kBPGyWRayz+zBaLXE+C209Y4JSp0wWsNA+DQXJFGU94ESkx7OW8azlqLATpM5YIVhwL5z/EOV1LfxszkY+3VWNEDBlYD7/77Jh33jRC2DWBOOsA+PQBK5e6UdYKUlHFEU54ZZlSZL8u5BMdTjVqdkV443wQE4WK7L206K3EFbD7Evdx6JuiwgrYarIRWAzki1cyztcwYe4MDnj0PmUyoGsZThv8y3+yvU8lJmPldC8X7CJ/pSmlPJJzoqE3eMCIsROmCa06QAAIABJREFUdxla+mYUVy2080112xbTqkvp2lyLcLlw9exJyoRIO9XLn4YzbnGq3BUNek+G735MSM+gvLwcv9/PxIkTycnJQdcdUaTrOh6Ph4svvviYT52uKjx8zSg8moJHU1AV8GgK04cUcM6gw9iSCQHdRkO/c+JEL0DatGl4Bg5AeNqm3m1dR5x7HtoJnP5Ln9Id0aG4SegKaRO7obhUwgebqXpsPaGd9ciASVPTWKSM919GCBh2OS0bqqh7a5cjegFaTBre382jf/mMxuDhC72klHy2u4bXVu9jywF/60Le+WInjy0tIWzatIQtTDQ+tkdzv/ntmO27iFr+mJ6Jta8RLEmLMYMU5QME7Zs9WAjCaNo8Rtqb2bivjkOPXAjzfuZ495Z8DO/eAW/fDq9dz6B9/2SB+yfcoC5gnNjMjeqHLHTfQ1/lQOzgzSAfBwdERW8r16ofM0jZ13aanI9Es3TzpHke14Z/jkDyW+1pcsXh/VOPmQ2vETQsLv37ClaUVCNxsgGWbq/gisdWYB2LY8YpirtfBmiHEfAKCF0ldXxyyjxJkiRfH8mI76lO4TCCm9/Gg02lqvJeWiqWaAujSCExhUlpaikj/T1jnmQk8BbnQrtkBQsdP1lYDVfwh7SP+IV/OzYKCFCxeZdpbPX5WZO/BoA1TVsZ1VyMW0a6cqlQqzXwafo6hLDw9XqUHvuvoal5EB7gUuHjgtyhyHF34O5VS/7dP4wWe/lbQqxSp1LVeyjdu3dn9OjRrF69mqVLX0NRFEzTpF+/ftx4442UlpZy8OBBMjMzGTp0KG53AkF3FEzsn8eyn05j7oYD+AMmZ/XPZXTPzK9UjSw0jZ7PPceK39wHy5dhKCol/fpxKD2Nke+/z4UXXnjc+26PXpBC3q3DqZ9bQri8CcWnkza5O6kTHKHg/6jMKTqL4qY6fB+57vsRLqfLH5YBF/0Vsvvgf2Z1XGtkD4KxB0N87+U1PH/TWAzLRlNiUyBqm8Nc9cRK9tUGEMJJIfl+4Wa+F3qKx6u/T1AWxewzhIs51iTu157FJSxsCQe9/Rnmt9t1qbPQRSk5+v00mpcRlsV4lHVkaM8REnWE0Bkn19G9eROIdnnrRiDGhqy7qOaXemyEV7YP3UZwYdBMa2qIpKeo5Cb1w6jXbytCgE+GGK6U8J/iHaYrX9JDOXHpK1FCjczbdIjmQCimcZ8pBVV1DSzdXMbUYUUn/rhfI6lju9C08qDTnMWKfEhVoHg0EODpn0X69F6xzWOSJEmS5CSTFL6nOLWDL0T75Le4bdil67ikxOgg2izFos5Ty3h/Zcx0bSMp1BM/jSiloFpmUF8/mynC5g5WM5wSNCz6SBVVr2LKwSm4LBdzU77gUGYDlzafjbAklb1C/K3qTbo2dWN/yn48qDzSMgpX67S1AFQQ3UeRefUg1EgDjEOHDvH0009jWRaWZUUN0E3TjElrKCkp4YMPPmDWrFknrFAjL82duLGFZcKaZ2HNi4CEkdfAaTce1nqqlRq/n09SfFjnnNNufxZr165lzJgxFBYWdr7xMeDqkUb+7YnTJ4zy+BzgsBzMgdCLdJkVQtUsp+mBJx0Cdej1H6EpKkF7FO2LynIQfLqrmvF/+JgDDUEyvTq3T+nLrZP6IITgF29uZHd1M2ZEvIxTNvPdqj8ihEGDTGGysp6uopoNdl82R0SwgUYIF6oMYgiN/Jm/p+kFxyskVX2DDO0lnHlwidu1FSHaUgL8MpUv7GLu1l7Dm6BYE5zvsMSDIBCXX5vomWa2uphnrPPoLQ7yd/0vdBdVuBJ4YwelzuvWJGwENoI3rQncIBaSKZrjd/pVKBjK3ppmQqZFx1QiW0r2rVkAw249scf8mlF8OgU/GEXj4n0Et9U6D26TuuMd2kkDlSRJkiT5GkgK31Oc3UYDGzMyuaGulh6mQTjBXV2xFdLC6aygN6k0M4KtKICGScfQV0iqzA8PpEF6EEgsFD4QYS7SF5GmBFkuMujZMA4zImTTG9MJpbjJ+N4Q3nrrLcpKy+hn9ceUJiNqRlCbcQBTmLhkbL6mNGyCm2vwDnRswObOnUs43CZiTNOMc28Ap7ht8+bNzJw585hzeo8JKeHV66B0sRNFBKjaDjvmwXVvJlZP7SgpKek0alxSUnLChO9hyXYjG0Jx2ShCmijvfx/G3ep0EVv7Msy9iyxNBcURrzXGrwjZwwGYj4Flw4EGJ+2gPmDw5492YEvJdyf2YeHWCrBNhqqV9FFr6C0OsoX+jGQL77l/iSciTlVsltrDucO4kzwaaMbDKnsgf7WvYMvLfp4ihf6ikgztxRihC7ZTVCldmGjcGP4JJhrVMpOw0HB3EKhSatQYPyFoj8OjLCNHfwjRSYFaKz/U5rDUGsY/Xb8nnWZaU2ilbLvUUsJH1iiuUJeiYSIR2Cg8bl7AbdpcXOI4my4INaYbHgBDLmVoisSFQaBjDj0wpGY+8M0WvgBqqovMC/vChX3/r4eSJEmSJEAyx/eUp2daT85p9KMCPUyLMwNBXO0rpaUzpd2nsQ8GLlYymh0UUSYLeco4jyZLjXHeWmn0ol56sVAx0ZAofCEH8bh1IfvJ5xPGR0UvOF2WAoEA77zzDnv37nXEqgQNDZd0UVDfk2rq48YtFUlYs7BtG8uyKC9PYB/W+gES0F4knxT2r4Hdn7SJXgAzAGUroWzFETf3eDwJq6gVRcHjiW/VfCyEDzTRsLAM/8d7MTpWvBsBaKrCsmx+V19PuMP5C2GTor6JCFbBsj/B23fA3DvBCqHIFhQRQBEBcvT7UKkghORvMXm2DkHD5s8Ld9ASNrFtm3Nd2xip7SdbCdAgMvlQTKOGLLJpJEWESBEhPMJgorKR69WFHCSHXxo3UShqeUF7kBfV3/CuWIuqfIFMIPRQdD5SJzHRfoL1sh8jtH18R1sQF5WVgE0aB8UgXsmZz0OFi9mja52ZX0TxCIPfuZ5Bx6R93ZgQbc50O2U3zlHX4hEGmpDowsYtTG7T5rLYTtBU42jpKHoBlvwXk3v76C0O4WoX1XYTZoQoYXRq/O9UkiRJkiT56iQjvqc4BSkFNAodMJHAQ5XVPJSdzXupPsKKIDuUzaiaUUyxtqBjspLTmCMvJITOQSWNz4wiznbtJJUQSEmZnR3TqAKgr1pLndaLf3CVk+/bAdM0KSkpwbadCvrxrGYY27BQ+ZJhzNcFK8KCKTKTa3CzV6ngc30nLWvCuDa5OPPMM1FVNaFVWSZ+unOATbTZZaWlpZGScgyes8dDZ+1qbct5r2jCYTcvLi7m/fffT/je4MGDqfQH+XDTITIWz2PgvFegqhJXz57k/+THpJ19dqf79S8sw79kXyQXVuBftJeM83qTNjYHPvwxrH8FbIul+mQWtXyXWjR+gJvuqPixeY1mJottTAVHyG98nUQVioIwBe5b+MSaTIt5E3HOHUDYsvjOI//F8MJ6aLbRjLYOWwo2OdTHBca9IsxV6iKqZAb/rT8edXY4Q+xguOtBXjNncDUy7lsmFJVzz55BkzKcraV7+dXOB3BZzfEjl/CZcgV39X0AW9iohPhtrZGoBjOOYaIEO8HnNBEoUhKSOmqCqK6BRpP0kSB1+PhRVNSDa3ltwGL+VpLHO+aZqNjMUpdyh3chYuxDJ+pISZIkSZKkHUnh+w3AN/gyjPWvomKRIiXfr7EYXDOUPXTFwEM+NXShirmcjYWGJZxQfoHSxEhtP2+Hh5InmsgRTXGRse5KPWO0fWhCJhQFABKJbdso2NzIq+RRix6xzDqH5fRkP6VqDs+bPsqUKnrou6IFeOFwmBUrVpCfn09VZSVmO/GrYTCWtZzOBvbSnUaRjqqqzJw58+S3wkwrjGn40DYo3ekSdgQ8Hg/XXXcdr7zySjRlQ1VVrrzyShbtrOOHr67nW3s+45Z1b0X9dcNlZez/0d10f/hvpE6cGLdPo7IF/+J9bYVAkavV8GEpvvL/Qt31WtQLdleLB9M0WAGswETFMW1zYdCFbkxttduSQIJcViEcz9vx6qfcKTP5k3VF7ApKC75eT7LTVY2OxZ4MyA3lMr5ifMQ/WtJZtL6LqONX+otR0duKC4ORyka0RHm7ZhD3wBlcm90LlIWwI4FPcoSHunxCUAmBgHzTPmoxqguJnaAzn0RhoTWKYmVv5MEv3oOrQNSdONHbjtQr/s7PX7iEn9e86TidmEEY9R0YfuVJOFqSJEmSJEkK328A4QEXoa1/BQVJHek8zjUY6NG42SHyWMQ4NCz6swcTjd30BKFSpNaxwpRUyTSqZSojRAkbZJ/otkO1g2hHyI8UkVv+AHaTS31U9AK4MCkWuylWylhKXzK0HXQV+wngppocQGCaJtXV1RTleCit9KNiYqExnG2MZR1SaEzMrOJg78mMHTuWgoLDWI2dKAaeD5rXSR2Itq4Vjq/woIuOahe9evXinnvuoby8HCklPXr0oNmw+dE/PiJs2Vyz6UPcHZpKyFCIqr/8NaHwDWypSXwgBQJbqnDRBVMWoIsy+ooDaFiEI2kprVdEw6KfaN8J6/BGql4R5mbtA/5szYrMBDjX2lP4DpqrAqnYUdlc7a5me8Z2BtcPZhC7ot1n2wtCCaSJFtKJb0qgCBimlGGg4Oo4LtUNXz4DfafCnpWJ/W+BoAK7XaHoQatVFb+ikHOkRgntxtCRSpnJL8ybWOD6SUTQd9gGyQhl54mN+Nqm81ndaXDbcjiwBvwHoOsoyDh+X+UkSZIkSXJ4jkv4CiE6UwYSCAK7pJQJ+o4mOR727CunD04jhmWcHs3NbcVCoy9lXMBirMhyG4WXuJRyCnFj0IIbDZM/ao9zmfEAIVyYqPjozL+1VQC03eoHsgs9wfqWVMiSddyqfYAufBwkHwAfAQSSZlIwDIPLT+tGy8InqTPd5FFDOs3RQ5w+chhMPjrBeULQ3HDTfHjjRqjc4izLGwiznnZESfmXkNHNiQwfBlVV6dWzJxgtoCgs3VGBpggMaZMdaky4TbisLOFyoSZOuRdIQmYxPn0JLqWU6lAhac0F5HrrOCjyMCK/xjoGhaKWKco6Z0PFjbTDRxRrPkLcrr7LY9bMSNTfxpW+AdnhgchWbPaklTK6vg8XsCjhfo90LCFAlwlEqhWClQ/D54+C2Xm015Iqd9XWU2CZfOr1MC81hT/kZPFgdQ0ueXxFC7migQJRzxJ7BNOVVQggFHmg0LBolCnkK3VHzCM+ehTH09rtOJ44vtGnOT/HQLCknuZVh5BhG9+IXLzD8hD/Ao0vkpxazJw5E8MwmDdvXtx7y5YtY9KkSaxfv54RI0awdu1aRo4cyZ49e+jdu3f0dZIkpxLHG/F9m/hgD+2WSSHEcuASKWXdVxjfKY1t21RUVKCqKnl5eSdter5K6ULfyG13H13jUhJyqeECFqM5iQ7R5dfyFo9zNTer7/O4NZNLlOUMVPfzlrifX8ubqdabsWwjtrQ9gosWwmotWD0ix6hlGNs7HWPAFkgtg2bR5sRgokeFcmpqKu7i6XgW/JjsjlPdQnHcB75GgsEgq7cdYpt2A6l9NMaOHErvIafBJ7+HT/8CaqRd8cDz4dLHQfcm3tHqZ2DRg9BSDb5seg34PjAYWyhUejPJD8QXKYW7F/Ho4hIKM9ycO6QLXpdzPaWQ7dIc2pCGRYbrGQTNfLh/ANsa81Dxc77yASvzxrMjbRBCUTmvXwq/tF5B3e8BJNIMR65t4qGH0FnJKLaIgaRqNsWygq12AakEcCLF8Ru6RIDhbOFIkeQEX6k2OltuG87PYfbpxeZ6v9PzbWpLgOv8jdzQpYAf5OdxX3UtXTtpeX04PMLkPde9SJx0CCkdwetcCR2PNQWUt6gjlVSC6JjHH/lVNJj9IhR/te+7/6O9TlpMxJc5tLOOljWV5NwwJCl+/w2Q0qK+fhWhUCVudz6ZmacjROJUta/KzTffzKxZsygvL6d799jZiGeeeYYxY8aQnp7svpfkm8PxCt9vAb8D7gVaq4TOAH4LPAg0AI8D/w3c/BXHeEpSWlrKG2+8QTgcRkpJeno6V111Ffn5+Sf8WD2NnbzPVC5kEdnUU0U27WNbw9nWyRStTRdRyVBtK+vECHJUQRldKEmrpiT3aQwUPrPcfGv/NFxSxUaLGDjZbM9cT1qwG7mWDSgUsyvibBqLlFAhM8lVW9gXNwIASZoIMH3GLERGV/jWA7DwN06lu5SOwBx7OxQO7fwESOm4MBzaANl9oGgifIW+9KFQiCeffJKGhoZofu6uPeVcvWM+fbf8zYk+WpGo4475MO/nMPN/43e07p/IeT9DRFowGy21rCz7Gyk980Co3JdSwANvN5Hb3DZtb6g69xdMZMOC7eiawgPvbeH128bTo8XCPy9xJDhb+x80pY4NdQXsaMzFlgo2CroVZvKhRVzrf4fZl4+F8x8CMQVevxG5bS4CO05kWlJgoaAIeEpeRR0ZmEIHAWP0/XS36miybbyBMKu9Lux26lW3bc5rauY8lnylKf9E2x5WKEewAVW0eUL4pKS3YXK5v4lmVVB4HKK3lfbpPtFxSLBkGmnau0gJmaKJUJtj9ZHJ6AEtNZFUGgHShAl3fWXRa/nD+D/ZG/OQJA2b0O4GQrvq8QzISridvzrA6g/3cHBXA+l5Hk6bUUTX/vGdCZOc2lRWzmfHzgcIhQ5Fl7ndhQzo/2vy82ec8ONdeOGF5OXl8eyzz/LLX/4yurypqYnXX3+dhx5KFmIm+WZxvML3L8CtUsr2vk8fCyGCwBNSyiFCiLuAp7/yCE9BmpqaeOmll2J8aGtra3nuuef40Y9+hKqe2CfvXvvf5TO68Ayz6cl+FGRMvO0A+SxgIt2oYDA7Y6K+AniDi+ir1RLAx/+6ZrA4dxGmIgGLFqWFhd0WMqauDyOas8migZFs5I26C51OV0IipWSlGE02dYxmS8zYbOAu43au0FdhJ2iBLFEYVNyXwsJCdu/eTeHwG/D1mQKb3nRSCgbNdNoDd4YRhJevgH1fOJFhgMye8J0PICXnuM7n2rVrY0QvOM4VqRteBAKxK5tBWPcSDLoQ0rtDfnHb0Bbcj262WYHdk5/Lp14PISWAAlR1D3DXLanc96yL3i0NtHTtxR97ns2XmX3Alhhhi6Bhcecra3k+OxesBFFUReBWNwKwob4Lpoz9bkkUylvSCX72DJ5Nc8CXC7W7EInSCXCEoy3h98Y1SC0b2e6aKQK6q42UWyo/rW7gpm45BIQgoCh4bZs8y+J79Q2J53raYUvwSx8ZtBxRzKK6wAofcb2g1FGxUDtEmr1SclddPa6jEM7Hg6bURv8vAA9HTh2J0rDP+c4qmiN+J9wF03555O2OQKi0HqEqyA5CXxo2we21CYVvQ1ULr/5uFWbYQtpQX9HC/m31fOumwfQdfeIf1pOcHCor57Nx0/foWFgaClWwcdP3GDb0kRMufjVN49vf/jbPPvss9957b3Rm8/XXX8eyLK6++mrq6v5lJ3aT/AtyvMK3L5Coeb0f6BP5/07gX7JFz8aNGxMuNwyDXbt2MXDgwBN6POHyMpv32cwAPmY8NiphEUaPNI3YTl8kCjphFnMmt/BPvIRQsdlNr3biRlCSVorV4c7doof4LHczPwxX0M8wWMxYTLRoFEwIgYXGPKYwnO0xwtoU8Jj794RlFrvoFzd2iaCsJsSXjz0WtTSbMGECU6f+4uhSQ5b9yRG97QQmNSXw/g9h9vPHdB5b2bFjR8LmGd6OorcVKwyvftuJ2BUMhWteIyg9aE0V0cB7ia6xzOeN6aonFAvpM6h54m5mDr+c8/53KVsPxeb92hK2HWokKFKop5m1WimVSgPp0sdIs4iuag6G6I1KHabdWZRbYkkBgVrn5wjYCBbaozlDHiKtQ8teDZObXIsRRhZz9x7io1QPZbrGwLDB2c0tuKBT0dvqh6sI8GBgIbClgktY0ffiLrkVPmLRWIt08bR5Lrdp7yV83xX5TEqcUd9XI9HX85j3L+2oEwcr/ga9xkG/cw6/zRFQvDoJHTVUgeJLHI/+Yu6eqOhtxTJtlr66gz6jTl6aVpITh5QWO3Y+QGI3Fee3aMfO35KXd84JT3u46aabeOihh1iyZAlTpkwBnDSHWbNmkZGRkRS+Sb5RHO988ZfAQ0KIvNYFkf//EVgVWdQfOpn9/obT3NycUDhJKWlpia9m/6oEh16DicowtjORVVhKI3N7zqVed/JHWwvdDFw0kMZizsRE5X2mEWzXmhYgqAaRCe5xGlAXKa7aRRGWiH8mslGopi2aFAZeSE/jti4F1GthhrINXbblaOoY+LweqmtqsCyLcDiMZVmsWLGCrVu3tu1X2pQ3ltMQaogf2LoXYkUvOHmgW+c6nrvHQUZGRsIbfQlFyM5uGEazU3R1cAPMuZmdq1ZQa7R5DW9zudBl/A3JkCEOBnYCHFZc+LsJ3natYrdaQaMSZL9SyzzXOkqVStSz/wOJi+L0qjifWakoaLlZLNfOZBMDMFFibotWgotdTyr7ZQ667ecmXuFe/sYPeJoRbEYKQSFV1Igc6mUelzQ2c1ddA+e1il4cgZvgozoWaZHDeYSBicZKq9ixJKbziKwg8f5aecOaxCGyUZCJj4vTnrtB+mLPTee7/L/BCsFnjzn/b6qCjW/Atg+cWY1jwN0nHZe+E7eyHmhXCCjA10n09sDOehJNAgT8YYLNnedVJzl1cHJ6Dx1mDUkodJD6+lWHWef4KC4uZvz48Tz9tDOJ29py/uab/yUzGZP8i3O8Ed+bgXeAciFEq7jtAewGLo68TsXJ9/2Xo3fv3nz++ecYRuwNw7ZtioqKTvjxPm/qhpehjGYDvdmBpYzEZelkGplRq7FWLDTWMYQSelFNTlzu5JjqMShVCn7dz6bsTVR5qyLbweCQE5lKpxEniSH2uchEwxeJijourhpe/wSG+QfwOgopUjLk4CYastJpcXlpUlNoDMRHoEzT5PPPP2fw4MEs3reY+1fcT0O4ASklZ3U7i99N/B3prkixRCe2Vkg7Vi3ZtrNMPfJX+owzzmDjxo0xDy+KorC94FJG1R+AcHNbjm9HbANZuhwpZrDiQB8u7LUBVUh6mCaJZLhH9VCUUQTAVaPyMGoe5XLxCV7CrLAH84B1A2nditkQ3I7ZXtQKsLD53LOLCWfdg52VxcgPf8eOpjB1IRdZrgC9clpYnn4OQQQr0dEJs5Sx9PG+zdRgI5qEAG5UaeEVBoZUsVD4qXELg8Vefqs+EbWmy6aBi1jIBXyES9h0p4KXuJThcjND5Tb0Dt3OYi5FJ8LWIwzOUjc7JmlHCCi2dlBLtN716kdIREIrMnCi5lvsntxvXs+T+p/ooVSdFM/dE8LB9Y74XfgrJ80DHD/pa+dAj9OPvH3FFsRLV5ArapAuQErq5I8IiomY5xdhpuoJ/6inZrlpqo0X2Iqm4HInXS2/CYRClSd0vWPl5ptv5vvf/z6PPPIIzzzzDH379mXy5Mkn5VhJkpxMjusvnpRyuxBiMDAdGBBZvB1YKKUTV5BSvn1ihnjq0adPH3r16kVZWVlU/Oq6zmmnnUZWVuLCkq9C2d697GYq85ThmHjRTQ/nlZ/f6fpB6SaAmybpwicM2jd0ddnOzTY7nM2EigksL1hOg7uaH9Y2oEodC4NxrGUHfTDbC18pUYVFWsSCTACvM4Od9EFEyo1ahGBDwRCklMgjCNBAIMCOuh3cs+QeQu1E5qcHPuXuxXfz5PQnnQVDZsHqf7RNFwMIFXpPckRuqJHAu/fg2fYmwgpDz/FOIVpe5+kmXbp04dJLL+W9997Dsiwsy6Jnz57MvOIKkN+Gz5+AvSsdm7MOqQOBWp0DK7PQWx6hv2WzdksP8sb66ZPZTM+gzW6PghU5bQoKLtXFBX0uAOC68vswlY+jLWonKht5W/019Rd9xuuvfZ5wrI3BJkLLH8Ez4Q7UoTO41jSpemw2eVUreYqrMYQG7SL+tWSyWT2TZ7ts4IaGRlJCXpYEzmWCson9Mo/nrOnskt352HV3TMoKgIpEjXxXNGyu4i3uTz2DwhYPXWTnUUkhOpl8jdiLHe0seqcRYUHC4s1WwugsskbyjuvXqO0KME+2+O00feNwNFfCvJ/hVM61+04/ewH0nw7F58PQy0FzxW9rmfDCJdBUiWhN6xCQofw314Xz2f1eA8pcwR1T+vKf0/rFzDCcdm4v5j2xCctoC/tqusLgs7qi6snO9d8E3O6jy8U+2vWOldmzZ3PnnXfy8ssv8/zzz3P77bcnU2SSfCM57kf9iMCdF/n5t0IIwdVXX82mTZvYsGEDmqYxevRoBgwYcOSNj4NWcW3bOVEp6rit2kgkSjuBakrBerMr2618wqh0UfxM03ehYcfdoFWpMrp6NCE1RE1I4y1qqCOdO3iRi1jIB0zDRHV8HoTTrqCaLPKoY6eSwg67X8yxASxFOaLgUFSF4uJiXtr6EmaHiK5hG3xZ8SUHmg7QNbUrTPkZlCyChnLHK1f3gcsHM/+XDeX1yGfOp9jcjhDOfuTelYinzoEfrDts8duQIUMoLi6muroar9fbzo4nBc6OFCAt+SMs+59oqoUZEpQtykGaAiI9vnyNJtVLM5gzaBhjy1UyprpYJ3ZhSpNRBaP4zbjfONHrmhKUkjbRC06hWZpmkV42h/T0dBob431/dQz0xb+DYBV8635Us5nCuuUEhc4h8kgUlU9pGsT7dbP5TKpoqVsQ2RX8o/pukKAiKKSaPuLgEQWbhs237PU8l+Xhx7XBTvr6ObSmK3Tc58m6L9pSoAhJqV3AA+b1/F5/Oq5T3MlGiEhn6WMurEsg4q0QbHsPSj6GVU/BjR86XtPt2bMMQk1x29u2zXliMX8yZwPwyOJd5Ke7ufL0ntF1ioblMumqAayYswsj7DzwFI/vwvjL4/Pyk5yaZGaejttdSChUQeJHTYHbXUhm5lHMHBwHqampXHnllfz85z8Vdg3ZAAAgAElEQVTH7/fzne9856QcJ0mSk81xC18hRAowGegJxIQnpJR//YrjOuVRVZURI0YwYsSIk36slJSUhMsVJ+sRGfkjKCVs9NVQkrESt9qEp7kvFdXTeS00gms9axPuI81MI81MoxaoJRNFWiBgONsZwk5qyERg8wg3YiGYz0Su411+k9ONPtU2iowVXkIIbGw6yl+JRCAwhUlIhBi9/UFe9jRgKfEJArqiUxWoomtqV3aWV7FYv5FcPqd3RjPdh00kd9J3qQmr/PqJZ3lF7MAt2sSzQCItA7HuZZpG3Mi2bdswTZMBAwaQnZ0dcxxVVQ/fJW7sbbDhVWjYhzRD+Pf4Ivebts+m4DgLnDFoBH2uvo5uAwdh2RY2NrrSLs2jpsQRMlZsMZkwg7DqH0xq9PI6MzDb/Uo6LZ3XoVot8NmjMOkeKFsJqo5idR6BDds+sJzvjOkfgdD8pPX6Kzn1A7m4Mcjl6pKjEmoq0Mcw+HtWBlbk9ZEISZUwOqkET5roBbBQ+HH4ZubYUyikhlzi/ZK/DhRx+PzkY8ZocWYaNrwGo6+PfS/kT6iwdUwyWpvBAEHD5u+LS2KEL8DgCV0pPrOQ5oYwnhQd3X1yfF+TnByEUBnQ/9cRV4fWvonRdwEY0P9XJ83PF5x0h3/84x+cf/75dO3a9aQdJ0mSk8nxdm4bBXwA+IAUoBbHwaEFqAT+5YXv14aUDGpazrZI+9+OtM/xlcIm5NuN6o20rNXXkpW+GU/pdzGlOGJrYkVa9JX12LiQIswKr4tS3aCvYeAKBAnjYQ89MYDN3hB9ZPwUaSr1FIstpErBDnpzAKfzmURy0HuQCm8FfnctS6oHcIWEA/k72eeOrQi2pEX/zP5s3bqVOXPmYJom+ylifQNon/m5vn8VC8pMutsHMFQNT4ducsIMULfrcx5eVI+iKEgpWbhwIVOmTGFiglbBneJJp+m6D9n5+A0QrmBTY0/GWPFNPFTdxfBRZ5AxcJDzWlFRO8rEvAGddCQT4N/PQGlzPhoLmUQIFwo2Z7COaUQcAxXViXq7UkBKXJj0pYzd9IxpaGJKwTarvZhXkZaPnOZC3jD+Sa5+dK19wcn73uJ2sc3tYonPy9ktgcNWwwoBtXYaPzNv5a/6w2QkaFt8otCFxX9oc1ljDKRGpqG1szkz7F60WJOQ6HjVlbiVrYfZ0ymIEYCt78YL314TEuaeB9Fowc1AsZft0hG7NU3huPXAmW1Jy/ac8CEn+XrIz5/BsKGPdOLj+6uT4uPbnnHjxiETPOkVFRXFLO/4OkmSU4njjfj+GXgPuA2nWcWZgAG8iOPxm+REsXMBQw69yQKuoZkUDpe5qKAwrGEw+9P3Ak4nMFMYdMn+GK1+cGStdttLUDGwhYqGiVeEuID32GtfyZ09F3JQc7JAFcBjLGPSwSlYUvCkuJxQoI7VRg/GaAeignqQ3M5lYj5IiYJkAqtYw1DeYyLbM3ewLWsb36qaSGHNWNYSRkXw3X1dOFN7Ean6+cjn5fn0dK63M/AJjQULFsS5Z5imyUcffcSerNPYaPXErcZPbxuKh5VlQSzbyd9tZfHixfTv35/CwkIMw6CmpobU1FRSU1M7Pacvv/42oZYePBy+ldOytzFELcXbIWorDQPvkSL/WUVOd7od89u5VESiNpEbxGi20FPuRQNSRSA2B9cKOxHjXuMd8Ws0cznv8ybnUUpPBBJDahywM9luOTl+vcVBLlRWogsTX51JrhYvegOADgSEwC1ldOrGBsJC8HimkwJyb242Z+/df/jPCBSIenyE+NQuZoa65qiixMdLX3GQD10/40HjWiwEGpJG8wIazJuJZBfTZF1AirqALP3xkzaOhJFtoTn2d8eFAr4EaTopuXD2fbDot2CGARsLgQuLm9R53Kq+z07ZnSvCv2JUz6LjPHaSU538/Bnk5Z3ztXVuS5LkX43jFb4jgf+QUtpCCAtwSyl3CyF+AjwHvHnCRvjvzua30MxmbuY1HuV6DDQOJ359pi+mwYCt2NR4q1AaLLwEMNEJ4SYDP2fzOZoIUUEuudQxiF1owuL/Fcxnr+bGbFdGH9ab2JS9iRE1I6iUPTArxrPNKqRJ+hiqHiRTNHGpWBB1CQBQsRjFJuZk2GzLbKBHczeyGgugpY4UKWlOSWGLItHlKGaai7jG38Tsxma8ai1y3UudekNWVlbSLbcJhIu37ElcpCzHG/GjDUuVEB42q0Pjuurals3mzZvZs2cPH3/8MQCWZTFgwAAuu+wyXC6X06xjdw2fbKtEmCHqD9Wz0DiHEC4+KxzC3rR8ivwVuCOtdYXHQ/p55+E6GjePy56CpQ/Bl09DoD7OscKSAh8hvBgxV9iQCrq04e9nwohrnfbIOF65V/MuTfjYTU8apJtbjbuQCK5SP+Z+7TkEEgU7zv2jlU9SfNyfm02LonBhUzO31DWQZ5qU6zpzU1Oo0DRUKZncEjwq70MBPKT9je93zWXqIfBw8orMnC5uBj/WX6NZuknFQ4P5XYjprabSbE0nRV2ES9l5kkaSgOMWvYCmw5hObKLG/yf0GAtrX4DdS1Ea9iKwUHGON5B9LHH/iMqzv0i8fZJ/CYRQyco68/96GEmSfCM5XuFr0CYrKnHyfLfiRH97nIBxJWlF8wIK2TTwPZ7jXaZRQu9OhUxADcQoDSEFqWYao9jMWayiiRTyqcGNgSUFz1vTedK8gDpSOU3s4F79JT5KkTGiFxwBvS9lH6NqRjkLwk5vknI7k3I7k+nKKsK6hovYG76KxXC7lA9FNpPK+jJpyTzS/Q2AoMXn47NxZ7IuZwjTWYYbAylVlpjD6bP6Q1JTz6CpqSnuMyqKQvX6RZylw0ZGsk0O4lr5NlnCz+f2EIJ9LyG8pwY6jAUpqdy5n5LqvTGR5J07d/Luu+8ya9Ys7nxlHQu2HCJk2KgK2PagSBkb2IrKT8+6g5m7lzO1fC22pjHx7tvIuPSShNciFAqxadMmqqurKSwsZPDgwejT7oWis+Dl2THCV0pHyPkiaRuO/66gllReNKdxp/Y2igw5orkdAkijhRFsQwo4Q2xlgLKPn2qvoov2yl9GLOhgJaNZyWkE8ZDTchCvsY0Wt5+5qSkc0FQePlRFT9Pk9rpmflDXwF+z0vl2Q3zhXSKEAFuRbHK7WONxMyHYiS1cJ0gJJgo24BZHl5ahY7JR9mao7IrARMY1FdYIWGd8vcKXxA3ujtiaWfPAjN8f3tqsx+nOz4MFCBmbIy8EZNFE9p4XoOhnAFQ1hiitbqZXjo+C9GSaQ5IkSf69OV7huxY4Hac72xLgASFELnA9sOkEjS0JwMhrYP1LYIbIpBH7MJfMwmJLZmxLYSEFAxt6U47Jw9yIioWNwhRWsMzqz3PWjGiTi0/lUC4L3487/BfwdN6JRyLpodRRaufSems3OhmXxJkyVw2b6fM/xR0MRWSkJLWpiSmfLGbuReexMSWNMUYtLkwyaOT5inFMmDyG5cuXx/nthsNhbNuOesuauPiTfSMNtpdidz03TpvJ5qfiu2UrCCoPVmKKDpFWy2LTpk2IrkNYuOUQwYjlk2k7W7WXMCHNxRsDpvHGgGkMLEhj5qxJCT93XV0dTzz5BAfEAZpoIn9tPgWfFHDLLbeQsvpppBmKEUVxjhtCstXuzi+Mm3nW9ceji5oKeM71R0yUmJzXViTwTzGFXXJoVBxW2wVcdsDNvMLPqXQHeeRQFanR3DxHhN9T23BMhWo+KfmfympGhMIJ3KDjaZ8KeEDmcKPxY36hvcxkZUNCz+C4c4XNUKUUYeeSuNrdQojEOa8nk45OF7Z0vEBUGe+wAkBaF/jPVeBOa1tW/iXs/gS8WTDkUvBFCjQtI76xS7vjsvltrEk/5d63NjJnTTkuTSFs2pw/rAsPXT4Cl5a0MEuSJMm/J8crfH8BtP51vhd4HngURwjfdALGlaSVHqfDlF/AogdBc1MXdppWDGYHvSnjQ6bFFDchQJECG0mKmcLp1cMYbLRQRBkV5GNF1l0gJ/BP6zSMdtExiYKpNeGyUkDWxYSrFFuhW3O3yCEEI/Vy9oRyIjJDsMIenLBhrA2sVrtxxxfFaOaaGBEkACElXffu5bZpKUwNCB6sqqeGTAwpWLZsGSkpKYRCIUKhEOnp6WiaRm1trLeuKiBfbaarFuLiiy+mW7duTA0PYZG+mQwamc4i+rMbgco2inmPswgSH/l6ct5qAkZ23HINgcTGioxecVXgzV+AP+sAs98r5Nbht3JOr9g2tK/MfYW3s98moAYQUmApFkVNRRR9VMTFLf7D+tK2kk4zc1z3ddq4oT1RaS5ATyB6AUK42C2HISO/9qezjnPEchRs7jhks9rlQyQoSLERUX/fo0EFzgoEo48Mhx23dIro1st+PGBcz3rZH4APzNOZ7NoQs25YKmjImHNnSoFfppArGpDKajpLrPApS49q7Edqn3ys7KEbhbIaTZjsFj1ZwCTGyHWMletjr6vmgekPtole24a3b4Mt7zgdClUdFvwSrn3dmTHY/gHOI0UnUXF3Kk8sLeHtdfsxLIkRyXWfv+kQ3TK9/OTc4hP4KZMkSZLkm8PxNrBY3e7/lcC5J2xESeI56y4YcTX27sW4Pi5lgH8LlzIPHYtK8ljLYAqowUSjoLqIyTX7WC0GodhehrGZ4ThV7RsZQh2ZADTIVOJu8UoQV+/HsNXmtrciGiPFTGFY3bDoqunC4Fz3enYbXTkk00kVIT6yTucSbSkSsFBRkGymPwPrzsATqE/o+6RaFo3sJaQKFvu8fJAaJtSUgwuDsCXw+/2oqkpxcTE+n4+dOxNPVyuKwu23305OjlMU1L+gN4UHfXR334YLP4qwAZtiuYUcDvIY18V9ftU2E0oJDRiHzjJMhLsad9EjCMWgyZRsra3jZ8t+xo8DP+bK4isBqK+v59XmV2n2NCPbOWkc9JUxv/R9zu83A630UxTReRpAUOrkifpjE71HwIXJNbzNYsbjI8B0lqG3SwcZHQoCKnRoi3w0Ij12/bbxtDddSlgDJpzzO4JdXKUuQrUkm2URM7X4hh4uYWNKgSlVQuho2FTITHJEfaTJRYgc/QFqjF9Ft5FoZGl/RVMqjnrsJxIh4G1msJ2+0WXzxTRqZSYXsMRZoHng/P+BYZe3bbj9fcfZoTWqG8kp57Ub4J4dULWj884hQoPTb+HZ9/dEZy9aCZo2L35WlhS+SZIk+bcl2avym0JaAcvqC6lt3sFlrIgWkU1lBdNYgYqFwEk50GWYYXJPzOYGGv0p5QucHN1UET9NqmesQSghaG97Jpx0iTMrz4x2fXMWC/qKOs5xbSKAh1K6M12uopwCvmAkGha76E0TPgQ2nxWvY+SaeM/esCZY2a8BUAgqCu+menmsaT4KkgVMZBUjsSyLDTs2UO2uxo2bbLLjcpwzMjJifHozL+qL9vQHuAhGRK+DKiyyqaeIfewh1ue0r1rFDjsfu4Py9SD4DT4sUcZf+v+TpZaJ1U5xhKwQf1n7F2YNmIW0JA//42Fqc2qjoreHYXBfdS2nB0PY7IEtX2LIbrjYgxA2UrbKQw0hTALSTS3p5IqquPOViMOJtfaiU8WmN/voyRvUkxEjegFcwkroSSvbydfj6VbW0XE0EZqAq9QlXKR+jkDSLF0JjxHAw4+M20ghxAXKSsarm/ERjqYUeNSNdFWuI2iPRKLhUdahiJNnq9ZKWKpUyCx6KNUxy4vYTzcqWMrpLKOtGOlLMcIRvpoXzvsjjL4udocbXnNszTpitMCBdU5nQs0DRnP8OgPPheGzaZozP+FYm8OJmmsnSZIkyb8Hx+vjmwM8AEwF8umQxieljJ8vTvKVkFKycuVKLMsii4boch+xUUMVM6EQshExaQ1DxQ5UtYbXrCnRHF/FfQChxNuDKVLBr/tJN9Kjyyaxkkl8EU2dMNDwigAfcknUuzc6dgTZ6nCWD/6EcVslnojeCmuwo5tkU1FsvqE7kls6naVUkMuitCAbczaiSKdhh8t2MaliEqnhVFRVRVEULrnkkpj2mZt8u9jf/T0uPJg4DzKHujjhWyAauLVvI4/vTMNFqxSFh/ChIdBlASXBMiy9Y/EUBM0gNYEaKkoqCIQDUbHntW1ePFBBhm1HxCfIlhJcAtpaQigYsivN1nQ0UUvYHkhqnoXV8FDCsX+V6XgFULDIpvMc7phjSVCOMeKbiKMZrxCQgnO93O3EbHtSCTBVWc8fzKv5s/73hOJYiDBe9et1NTBR+a5xD3Ndv+hQVOgU303mc1Yx0kmxkTa9xT5QXZBWCMOviN+h6CwHV4K04MAaMDsIY0WDnH4w+wUQgnF9c1i0rdLpLte6W2BMrxPfVj1JkiRJvikcb8T3BaAf8A+gs/6JSU4g9t7PmRl8g0wasA/r5Zv4YijYbItOt0r6sI8rtPfJp46nrfNpIIWuYRW/DeEO91xLWDGiFyTLOYMasriAT/ARRI9YcB0kL8HRBVmhLB67QGFjkeScdZKcQAbvj2pm4SgbGVEvHtvm4qa2CJaKRY5rLRuzTWxhY0cERUAEWF64nLvT7yY7K5vTTjuNzMzM6Haf7v+UOz+5kylmLecIga9DGNMWFjVCQ7MNzMjDgIqJgkV43yZu86TjDfcgzy7gdDT0yPluFC3kGjr7NBkdc/T8CoVMTyal+xdzR+g11pkqe3Wdc5tb8EgZ42crov84kTchLDQqAI291tUElS0U1z2DL4H2kcAqj4szgocv1pKRvUvUGIu5tnMrEwroxELy8O+fDFrFtiEFersZCCFglrqUycr6r20sh0NK2CD78GvjO5TLPBqll2wRH4VV+P/snXeYFFX2/j+3qrunezKTAzAMwUGJkkFExSGJCC6uAVfFFV1WdFXEgII5wpoVwZ9iwISwCKKIICpIliBLkswMM0zOoWPV/f1RM830dM8QBIXvzjtPP/3MrXNv3brV3fXWqXPeI0kknyMkYhIaV/ADJHaF8qPwamc4fwRc9iiERKOVO6l034LT3QczhwhTF2FSaooVWCNg0/uwcwHIeo8mLrgarnwJFOOD8+jwC9hwqBiXR8fp0bGoApOq8MRVHc70sjShCU1owlmLUyW+FwP9pZTbTudkTheEEBOAB4AEYBtwt5Ty3BW23LkQ9ct/cD7OmiLFjcOJQWjcQnjjLWdZ+mJ31iZ0Ccy4UYXkLvNX3GX+CoByh2C4TMItVaSP5ACYNJNPg47KbtpRSDTj+RgF+I1UGvLtORUnUghWdxSsv8DEYEt/VovVWHQPHt2Nonnoa3cwog7xVYCfw5zo9RmOMMZrf0l7OsV2oj6m/TINp+ZkRUgwd5eUkejxeAszOIHdFjOvx+3hwZwidssOVAszYZ4QnDUJb26qsZv30c4jMWuGOp8HjTWmIzQr7Y9qXY2nzpSsuuS6ajtBxRl02/44Jgp4vsDM7QlxtHK5sdUh3u4axYX6q6QIFy51Kd+ZJBN4H7Pw9bzXjrDXZKL5cUhvzRKhAFoDyU8eBKqUx3XF/lnksna/xXo4cfiqSgQJD0kU/TkTq4fDMo6RrmcACMGOuSZcxP8jKzmPA7TjIF3ZRbDwQM6vx0pYb/kI9q/Ac/1P5M3cjXRbQOuIizSqtcHEhjyJxXQIRr4Fn15/LOa3FooFQuPAEgr2EgiKIDUmhBX3X8KcdRlsO1LKBUnh3Ny3FUmRtj9gZZrQhCY04ezEqWra/Aaclb+eQojrgJeBJ4FuGMT3OyFE3J86sVOAlJLMw4dwLfwXeBxeL9jxuIiK4JrEZKbExPFwbAw3RfWl1NnDp+dK+vr1C9MlnxzNJbE6DkUqIMHqttK5sDNuxe1HuXVUiokkg2Q0BAsZigzwkZJIDoT/RorLxSVV1dxYXkJy1nb+3eZF7kq5m7GRt/BSvsJr+YU+nlEXJnKV0IAHbFJNVHv8YzcL7YUcLDsIgEcI/pYUz+LQEMoUQYmi8Hl4KP9IiMOtSn6OymBn/DIqzZV+VFQTOptMB9HQKRPV/GjeyRG1iEhnPFfltyHZbRAPm65zU3k59+YfxfX+CHY5YiknlM5OF0uOHCXV7cYNOLAwn2HM4GavOkR9lAuFrmI7itD9LARG0l0bj4fEgL39oQAmpB/1lRLmeS6hlJDjjnGiVUfLZDCz3UN4yDWOOZ50KuTp+XmIV8oCrteZIOQn+9jKIc18rg30/q+hYMUV2GsO9OVX+rHVCE+S2jHSCwaRrcqndP5GpFMDrXY2ZiRBlAQ9CffvhaAIo4Jffegu+O1reDEFXkyFf7eFLR8RF2bl/sFpfHRbbx4edn4T6W3C78Jbb71Fq1atsFqt9O7dm40bG/cnzZs3j/bt22O1WunUqRNLlizx2S6l5LHHHiMxMRGbzUZ6erpfAvOWLVsYNGgQkZGRREdHc8cdd/jpu69YsYJ+/foRFhZGQkICDz30kF/Vzy+++IKuXbsSHBxMSkoK06f7h5K99dZbnH/++dhsNtLS0vjoo498trvdbp566inatGmD1WqlS5cuLF261MemoqKCe++9l5SUFGw2G/369eOXX37xscnLy2Ps2LEkJSURHBzM0KFD/Y77wIEDXH311cTGxhIeHs61115LXp5vku7ZtDYAr776KmlpadhsNlq0aMF9992HwxE43PCFF15ACMG9994bcPuZxKkS3zuBZ4UQlwghooUQ4XVfp3OCp4CJwP+TUr4vpdyFUVa5mnNMZk3XdT7//HMWznkbxX1ixQMkhvj/GnqSWpROZdUArMVX06motx93LCOc/zCUKqxkkEQx4XhQWeUZQd/8i7nq8FUMOTKEoVlDaVvRlnBPQ6dVUkQz8ojF00CBWgt25pSs4qvsXN7IL+S+khJusm9ny7fzObTiAJVbilhlv4rPucpLcjRUSogkpOp8VD3AuAI6x3b2adpRuIPhC4aDhBaVLRiYPZA+R4fzpRjI5cltGZDSnH9HR2FXFBCw32JmT5CFcFckgb4KLuHmfesPzAtaR4Z6LNHsOvsRlmTlsPHwEdZnZPGvkjJMUkdUF7BRv4A3uJVlXEyUrnOZ3YEF+Iyr2E1bSmrWSqt3RtzSxH7Rkt5sDRiaAEZEcGN1+wISN+mbqwgGabxe/Ykdegp2aQnU66SQocdxqfMVpmvXM1cfyHTPXxnkfJF8GfG7xwYwnWAhi9+Lk+HSHqmwXm/PZ9rlBGPHipNXzG+eRDx0gL25q3HmmgKeSHexGWmyQXQbX8LsHU6B8mxwVgASqotgyQOGHFoTmnAaMHfuXCZOnMjjjz/Oli1b6NKlC0OGDCE/Pz+g/dq1a7nhhhu47bbb2Lp1K6NGjWLUqFHs2HFM6n/atGm8/vrrzJw5kw0bNhASEsKQIUO8ZOno0aOkp6fTtm1bNmzYwNKlS9m5cydjx471jrFt2zauuOIKhg4dytatW5k7dy5fffUVDz/8sNfm22+/5cYbb2T8+PHs2LGDGTNm8Morr/Dmm296bd5++20mT57ME088wc6dO3nyySeZMGECixcv9tpMmTKFWbNm8cYbb7Br1y7Gjx/P1VdfzdatW70248aNY/ny5cyZM4ft27czePBg0tPTyc42Sr5LKRk1ahQHDx5k0aJFbN26lZSUFNLT06mqMp54VlVVMXjwYIQQ/PDDD6xZswaXy8WIESPQa7Kvz7a1+fTTT3n44Yd5/PHH2b17N++99x5z587lkUce8fts/PLLL8yaNYvOnTv7bfsjIOSJunTqdhKiHfAphkfVZxMgpZR/StFwIYQFg+ReI6VcWKf9QyBSSjkyQJ8goK4LJQzIKisrIzz8z+PwW7duZcmSJSjuSh5kJmpDep010IFKgvGgso9U1tPdK13mlIpBmgISCEMXVfqIUFHTcnwqYMLDTczHipOZ3BTA4ytJYz838LVP62eMYJ9MRa9TX96Em0tZT3+xhYK0vzF7fzTVHsma+DUUWgvRFA0hBSbVxNMXPc3w1sN9xhy5cCQHyw5yQfEFtCtvh0ka4RkaGi7VxfLk5bhVw1OrSOn1n1+WcxHNnPE0TimPbfsbX9KWw35WLkx8yF9xYGE4P5DKEQRQQBQzuRGtJrIonApu5j+EU4GimlGlh016B7qww6/y3YmioYS3xiqFSQmFMpxoUW6c/RMoFhEIY10PsErvTJIo5gXTO/RTdiGBUhlCtOJfee//CjL0OFbqXQgWDgYrmwgXAVQYTgZmGzn6J2hV/jcjwqKQ9GQ/I4Hzm0mw9eM6yW2N6GbEdYA71/6+eTXhtMHhcHDo0CFSU1OxWn9fFT2Hw0FRURHR0dG/e6wTQe/evenZs6eXEOm6TosWLbj77rt9iFQtrrvuOqqqqvj662O//X369KFr167MnDkTKSVJSUncf//9TJo0CYCysjLi4+P54IMPuP7663nnnXeYOnUqOTk5KDWx69u3b6dz587s27ePtm3b8sgjj7B8+XIfr+rixYu59tpryc/PJywsjDFjxuB2u5k3b57X5o033mDatGlkZmYihKBfv35cdNFFPt7O+++/nw0bNrB69WoAkpKSePTRR5kwYYLXZvTo0dhsNj7++GPsdjthYWEsWrSI4cOPXZ+6d+/OsGHDeOaZZ9i7dy9paWns2LGDDh06eNcyISGB5557jnHjxrFs2TKGDRtGSUmJl4eUlZXRrFkzli1bRnp6+lm3NnfddRe7d+9mxYoVDdoAVFZW0q1bN2bMmMEzzzxD165defXVV/0+P7Vo7DtTXl5OREQEQISUsrzBQerhVD2+n2CUdRoDXA4MrHldVvP+ZyEGwzFWX7QzD+pJDRzDZIxSy7WvrDM2u5PAtm3bcLvdOAliJ+fhrudNNR6fG22V2NBQCcZBFBX0YAf/ZA5WvZyFzg585uzGJ85u/OBqg9PvnkTUkFVRr/X4jEegE04FB0ghCDexFFNfBdeERi98CxF4UNlLax/Sa7SbWUcn7Ehi9AISW7bGbDJzUd5F9CroRSspxycAACAASURBVGpFKr3UXswZNIfuwd1xOo8pWpQ4SsgqzaJNWRvSytK8pBdARcWsmUmtSPW26UIQZLIRYY3kr1f9DZPJX6mh7pHWEgshBAeDL0RT/B83e1DJIYZB/EwrsrwrWEo4pjpe3HLCeJNb+JBrWJd0G59H3wdSO+7NTWNo6Gw1RlyFgJgGSO/x+tbFar0TZjQWWB6jj7IbRUhUIYkS/3dJL0CKks/NpuVco/58aqRXrUNwhQJqEKEDUhDmej/LJoWQ3onHVEuGvQiXPQJhSWAOgbaDGt5H+Vnxc9aE0whN05gxYwbp6emMHDmS9PR0ZsyYgaadOZk6l8vF5s2bSU8/VqhHURTS09NZt25dwD7r1q3zsQcYMmSI1/7QoUPk5ub62ERERNC7d2+vjdPpxGKxeIkdgM1mhOvUkimn0+lHiGw2Gw6Hg82bNzdqk5WVRUZGRqM2GzduxF0T2taQTe1cPB4PmqY1alN73aproygKQUFBPjZCCIKCjl1nrFYriqL42JxNa9OvXz82b97sDX85ePAgS5Ys4YorrvDpN2HCBIYPH+732fgjcarEtyNwq5RyrpTyJynlyrqv0znBPwDPAxF1Xs3/3OkYqCvNtZh09tIaDQUXJqoVleejIunVKokr4rqSQwwqmrdMrYqOSXoYyGpKpQ2D3Aqy9Ei+d5132uYoUSimGWvpSTB2rmcRkZRjxoUJFwoaF7OBNmTW61erDeuPakK4NSGO6c4MtjTfwvrU9ewP20+cPY4exT1ofqA582fN57333mP69On8svg95Od/I+TNi5hzWOPS4uYBSbsJE230NrQKb8VVba5iUo9JTBswjS+HfIly6DB9QzKJpcg7u4agqiqbnKlk6nG4MJFhMrEpyEa5MPElQ9ExMZ8rcHKM1CRQgMcvj1SQb25JcUwvDhQ4SBQFAYnvKTyQOSkIcerxsrVTs+BmmLKREBw+TxXOBtWFPx22ZgTQzoDmveCCkYYEGUDLvnDbckIHtCGkTyKoAmFRQRXYOkUTMaTVse6KChf9C+7fDY8ehRu/gIgWgfefeOEZOKgm/JmYNWsWs2fP9oYDOBwOZs+ezaxZs87YPgsLC9E0jfj4eJ/2+Ph4cnNzA/bJzc1t1L72vTGbgQMHkpuby/Tp03G5XJSUlHi9yzk5OYBBpteuXctnn32GpmlkZ2fz1FNP+dksWLCAFStWoOs6e/fu5aWXXvKzeffdd9m8eTNSSjZt2sS7776L2+2msLDQa/Pyyy+zb98+dF1n+fLlLFiwwDtGWFgYffv25emnn+bo0aNomsbHH3/MunXrvDbt27enZcuWTJ48mZKSElwuFy+++CJZWVlemz59+hASEsJDDz1EdXU1VVVVTJo0CU3TvDZn29qMGTOGp556iv79+2M2m2nTpg2XXnqpT6jD559/zpYtW3j++ecDfmb+KJwq8d0ENPBL+6eiEEPFKb5eezwQ8NsppXRKKctrX8CJBdSeYVx44YWYa/Ri3ZiZx5W8xB18EXEn+RPW82NsC6wICq1FpJDjdyIVAReK/dS96OooFMtgirXTl+Ci4KEXW7HgIZxyWoXM5ef41ayP/YVvWnzDnIRDlCq+szOj0YKjiABET5cmBpaF8omoYP3B9bTKbEXbiraoUkXTDY+GlBK3202C5whdNz8Iv32NpTKb9hzibywOSKkVReHStEtZfPVinu3/LLd0uIV2SjtWv/Evem36F5eUzeNOPmIs81ADhhsIhBDouo5Lk/w/ZThXJbZlVHIin4WH8ovVwnnqBtqzH4HObtp6e4ZRRTe2Y1aFz3xsNhu65sGDSjbxpzWJ60wTZk0KPNKY7zXqKlqLHK/+8u9F47ce5xhi0owyxGqN50a1gCUYrnwZRr8LU/JhaiHcugRiz0MIQeTw1iQ92pvY2zuROLkX0de1R5ga+Kku3Adv9oSKnHobhFHgIv2xM3p4Tfhj4XA4+PTTTwNu++yzzxpMJDpX0aFDBz788ENeeuklgoODSUhIIDU1lfj4eK+nc/DgwUyfPp3x48cTFBTEeeed5/Uy1trcfvvt3HXXXVx55ZVYLBb69OnD9ddf72MzdepUhg0bRp8+fTCbzYwcOZJbbrnFx+a1116jXbt2tG/fHovFwl133cWtt97q43WdM2cOUkqSk5MJCgri9ddf54YbbvDamM1mFixYwN69e4mKiiI4OJgff/yRYcOGeW1iY2OZN28eixcvJjQ0lIiICEpLS+nWrZvX5mxbm59++onnnnuOGTNmsGXLFhYsWMA333zD008/DcCRI0e45557+OSTT/6Q0JzGcKrE9w3gNSHEWCFEdyFE57qv0znBk4GU0gVsxgi/AEAIodT8H/h5zFmKjh070r59e1RVxWQyYbFYkLYoBo25i1bR57Hsuh8Z3/FpggoHUU3gBKVygv3alJqqWKcLFtxcxjqyVRObrEE8ExNFdnAJGaG5VJvcbAkKYlJctDeZq5bUDGcFFlz4UxzBWuUChDRx2dHLiHIaVdpq/+piMCsx4/GW1FWAGEppwVG/eQoh6NWrl0/btwu/YLi+FFONt1wAKWQTTWmAeRmEuzaxYF3cRo4G2ZlSVMwzhYVcbq+mp5bL1SxhOD94i4LUYhg/MrR9KHFxcYSHh9OjRw/+8Y9/EJ79Ewoa6+iOp57Pt6HABw8qq+nBG9zCG9zCSnr5hMLoGLJpZ4L8SmlUKftG601P59ts11OZbPoMFyqu01QI0jfa/BxHq4vhn2uh313QeiD0Hg93boCEGhk+RQXVP8xGCTZjaRGGGlrvu1qRC3k7weMCzQMfXAnFB0Cvd7PW+lK4bRkkdz8jh9WEPwdFRUUNklu73U5R0ZmR+YuJiUFVVT9Vgby8PBISAkcRJiQkNGpf+368MceMGUNubi7Z2dkUFRXxxBNPUFBQQOvWrb02EydOpLS0lMzMTAoLCxk50kjnqbURQvDiiy9SWVlJRkYGubm53utBrY3NZmP27NlUV1dz+PBhMjMzadWqFWFhYcTGGvr0sbGxLFy4kKqqKjIyMvjtt98IDQ31mUubNm1YuXIllZWVHDlyxBsOUNeme/fu/Prrr5SWlpKTk8PSpUspKirysRk8eDAHDhwgPz+fwsJC5syZQ3Z2to/N2bQ2U6dO5aabbmLcuHF06tSJq6++mueee47nn38eXdfZvHkz+fn5dOvWDZPJhMlkYuXKlbz++uuYTKYzGqpTH6d6pZpb8z67Tlttfo2EBtL7/xi8DHwohNgEbATuBUKA9//EOZ00FEVh9OjRXHTRRWRkZBASEkJaWprXC6xpCl984+ASPZINojuXsc4nMcopzXzkGew3roYgWqn2rWX7O+DAxnPchT1oF66QLbjquSjdisIvViu/qgkkay4cWMkllsO0wIUZCVSYyjkScoTc4FySqpIJ8dhIrkpGkQpKI/dmCQQu6TtGLuRJ/kUQmtdj2r59e2JiYpBS4tElmttFZOFG9Bq121oI4HJW8wUjvMlo9VGtVlNkLaKdy8mVlVU+FDcIjY7so5xQnz4K0D28hO5/vf9YY8FeLixZwhrGUEoE73E9g1hFCtk4CCIU/0IIEviUkWSS5C2+8TO92E8rbuULb7R2GWHEijK//r8HUsJXWh+meMZRQTAgucM1kTVB/2KSeT5SnnhC3P8M1rwCG2fB3xbA5b/D+2ovgfl/h0M/g2oCxQzdxxoqDvULWZis0GYgJHb5XVNvwtmH2kS2QOTXZrMRHR19RvZrsVjo3r07K1asYNSoUYCRkLVixQruuuuugH369u3LihUrfOSqli9fTt++hpRmamoqCQkJrFixgq5duwJGstKGDRv45z//6TdebUjE7NmzsVqtDBrkG9suhCApKQkwvN8tWrSgWzff/HtVVUlOTvba9O3b10vcamE2m2ne3Ih4/Pzzz7nyyit9PLpgxNsmJyfjdrv5z3/+w7XXXus335CQEEJCQigpKeG7775j2rRpfjY1iVns27ePTZs2eb2jdRETEwPADz/8QH5+PlddddVZuTbV1dV+66SqBhWUUnL55Zezfft2n+233nor7du356GHHvLa/hE4VeKbenyTPwdSyrlCiFiMksoJwK/AUCll/YS3cwIJCQkB76h/+C2f9nomJiFZT3ciKaMHO/CgoqLxK+fzvj4MBZ1aVVgVjTZqIcF1yhKfqHpDY5AoVGtJ7LPs8KtoBka55PmmXgRrLf3I5H+jtnEo7BCaYpDPcks5zT0alxa2ouI44iBVBGPBP5GzAhtfOS8AIES4uMRyiIiICN5fc4jXV+yjpNpNklLKFKUQi+r2I/+tycCEp6Ycs294AoBbcaNIhX7VbgxK60s8BDpRBCCdUfW+Nvk7iTI5SHFlk0UCJYQzl6uIooRxfB6Q8h8h0Yf0gpEUmEsch2hJGzIRQJQ44QTXE4IuIUvGMNXz9xrSCyAoIZTdsgUdRKa/KkSAcTwYd8Wn+qjpnIPuAWc5fDgcuoyBgz+CLcrwAHf4y4nfJcwbCxlrDb1f3Q3YYf0MgwDXh8cBVYFvCptwbsNqtTJmzBhmz57tt+2GG244o4+QJ06cyC233EKPHj3o1asXr776KlVVVdx6660A3HzzzSQnJ3vjN++55x4uueQSXnrpJYYPH87nn3/Opk2beOeddwC8Gq7PPPMM7dq1IzU1lalTp5KUlOQl1wBvvvkm/fr1IzQ0lOXLl/PAAw/wwgsv+FTrnD59OkOHDkVRFBYsWMALL7zAF1984SVThYWFzJ8/n0svvRSHw8H777/PvHnzWLnyWErS3r172bhxI71796akpISXX36ZHTt28OGHH3ptNmzYQHZ2Nl27diU7O5snnngCXdd58MEHvTbfffcdUkrS0tLYv38/DzzwAO3bt/euExj6xrGxsbRs2ZLt27dzzz33MGrUKAYPPuasev/99zn//POJjY1l3bp13HPPPdx3332kpaWdlWszYsQIXn75ZS688EJ69+7N/v37mTp1KiNGjEBVVcLCwujYsaPPZyokJITo6Gi/9jONUyK+UsqM0z2R0wkp5ZvAm8c1PIdRVOkkBOOuXyLYTypd2EUZYRyiBT+Iixhu2c02TxKZWhQmodFOKeB8NZe6tEPUiJnVxakQ4WbOZuQJG0h3wIv5QWs1Fzh96Y5dtXMg/ACyjtCsrugUmCSh5kwqnV1ojCKtogfDWOXj6XZJEytlL64J2o4AiqWNte4WaKVOlqzajdNj7OuoHsl9+gRs4hUuU+sXIFQIpcpbyU1RFEJDQxkxYgQrVqxAFAksmoXk8o7AWvyJr0RDoNasq45AR8HU6a++u4luC7qb1mQygPWY8WDBQyxFDZ6Bow2Ik2goHCXem0io1jmndmnGivt3eWLf8VzJv7Vr/ZL0BJIYyhqUUysTECwNsqsCZhoO4ThdOCu9zh6nUZ1NalByGBZOMOJzL/WXgfJDWTYcXuNfrU3XjFd9mIMh9ZLTMu0mnH34xz/+ARheObvdjs1m44YbbvC2nylcd911FBQU8Nhjj5Gbm0vXrl1ZunSp19uYmZnp4/Hr168fn376KVOmTOGRRx6hXbt2LFy40IfkPPjgg1RVVXHHHXdQWlpK//79Wbp0qQ+B37hxI48//jiVlZW0b9+eWbNmcdNNN/nM7dtvv+XZZ5/F6XTSpUsXFi1axLBhw3xsPvzwQyZNmoSUkr59+/LTTz/5hL9pmsZLL73Enj17MJvNXHbZZaxdu5ZWrVp5bRwOB1OmTOHgwYOEhoZyxRVXMGfOHB+iWVZWxuTJk8nKyiIqKorRo0fz7LPPep/WgpE0NnHiRPLy8khMTOTmm29m6tSpPvPds2cPkydPpri4mFatWvHoo49y3333+dicTWszZcoUhBBMmTKF7OxsYmNjGTFiBM8++yxnG05Vx/cWoFBK+U3N/9OAO4BdwA1nOzFuDDUFOMr+bB3f42FvXgVvvPW2EbYAtOMg17CEINzkymbs1FPZJjpRLKJQMMhxpbRwWGtGJ1Muip93rlbV9tQYg0TyTYtvcKrOgAwo1h7LJbn9kehIVASCI8FZbIndjEfxTyYbWVFJbOFQionzm5Mho1ZOGaH041cuYT0mtJrY156skr28qhi6NIp6/MeVhlOG+u2ni9jPoqDHkBJ0LFQJC4sYTIapDZqm0bFjRy6++GJiY2O9yW0HDx5k/qr5uDKLeYjZfkldLswcoAVpHEIgySSZ79WB/H1wZ8SebyA4BnqOg5S+MHsolVm7+VnvwuWsxtJA8Ypa7KYNCxiKu15ctxkXI/iezuzxtlVIG/e4J1AqQ/jU8ixWcWoawQDfeHoxyTMeO8cuSME4GK9+xd2mhQ1rBWOUif4jUxn+COJ7WiKF1CB4YB9Yj1PoI2cbzB4Kbv9KhYQmgrMU3DVyamYbtOhjhFYo/zN+9XMG57KObxOa8GfgTOj4nmqowyPAPwGEEH2BuzBiaa8EXgH+corjNuEEcV58GCGtL0Q7tBZVSA7TAo9UedB9O0v0PlhwESw0hlj2oAgjpSxCOOkg8iiUwcQJ/4vo7wl5KAoqwq34hw0AICHUHYouFf7riaWFUoEQCrnOJDxs9jO36DpJHg/XsIS3GOs3mBUH54uNrJODWEsP1nMhIdiprtEzrkt6FGEUq2ijVLJLO0Z8W4ujDFS2otYQTYmZn8Vf+VlJQFFVkBKLxULv3r3JETnM2TwHkzAxrPUwzmt7HolrEjmEgzmM5loWY8XQZnQSxFyuJIskFLQa768JNHAte4ogrQIQRnnZwc/CjfMIXTqZC3/9ngIZjQMLLchtsJDFeRzChhMPJm+xEIGOBTfns9/HdpL7H6zWO+LCwhOeW3jcNAcNBRtO1Prl3GqgS8FmvS091WPlM6WEy5QtzDS/TFuRQyVWBJJUcdSoJHecj80ffUn+I7y9blTyiCaZ/FMP21BNULAXWvRs3C4mzdD5rQ+TFXrdDvEXwJYPwe2ATtdA5+uaSO//AGrjTJvQhCacHE7V41sNtJdSZgohXgQSpZQ3CyE6AD9JKWOPM8RZi3PF4wtGwPin3//Cjo2rMbsryXRbWa+19SoKDDLvIUkp9yMCTqkSJHw9i3VjfU8l9CErOIstsb/gVvwfZAsJ6dmDiHNZmMRMJAInFh4UV7MyaReqpdg3NlhK/p1XRIw9lcX4J+gpeLArboL0E5NlOxp8lK3hB6k2OfBUt2Z8oYs7xXI0FA6SQp6IxSQ1Vop+/o/hzfBNy29w6k4UoaAKlXu730vY3jC2bduGlEbluwSMsp25xAXUKE4hi7HMQ2A86s8kCZcSSst7lmKNiEbqOhs+nErHjNkEU41oxGtZShgL5FCOCCNZoTk5jOI7ouvEFZfKEHo43/YJTQjGQS9lF4PFZsaYfww4tkua6OGcwT/VxQwIWcq/o5px2GRi3tE8mumaN2v1ZLyqDYVBnIuQGGEle2lNCkcIwXncPg1CKHDXJqMM8fGwZQ4smWSETCAN0hsaD/9YBbbI43ZvwtmB0+nxbUIT/hdwNnl8K4FoIBMYjKGkAOAATp9IbBMahRCCGwf1gkG9yMvLY8Ar63DWSXqKUqoDkpP6pFdDI9uWTbI92Uty66opnEgCXLQzGj1QSWQpuaW0GrvLxl/4GpOQHDUpjI+L5Ih5NQqqP1EUgslxcdya2T5ghpREYNEDXzTqE7IDYQf4b9R2dMVQye0UtJE7lVwEKh8zmgKicEszZjRD/qveVDxuD4mliRwNOYpTdaJJjZc3v8wn/T9hx44deDweJIIcDO3EuNhYioqK8HiOeWwv4hcuZ41X8kRDpYBolusD0F57i44DO7GuYCHV9jVcEiYYUSmw1tx+1PapO61IKvibWMiP9KI/WwjBv2qYS6pEUEERzbxtPZU9zDC/EVA/GYywkIVaP8oJ5SXtGt6N3YPLbOfvZeWE1iG9NafohFFL9v8sH2Ttvf3JzLkhsu4BNtCV7xnAY7x2YoMFx4CjHHSX/z4WTYBbvz3+5LrdZBDk9W8bkmZtBkLH0YZGcBOa0IQmNOGEcarXouXAu0KId4HzgCU17R2Aw6dhXk04ScTGxuKppyJX1gA51GuIgERSbionMySTFvYWKCgIhJ+E2Il4fG2ajWvL7Fj1Y6TKout0crq4u7SIO8VHnCcO85M1iGHNkzhkMeNRBCh6QIahI9gc4iHHls2BsAPo6DVUUCJRvNq99SGERKtzfBdWhPNaZggzsyu4vqycK6oqUZGsoxv5RBuxskLgFiYkEK7bsNXROVZR6VLUhSsyr6Bnfk8UqWBWzOzx7OEvf/kLNpsNk8mEoiikpqZy3Y3XMXr0aJo1MwhnnNXN5axF8cZQGwU8urKLaEo4bMvgif1P8F3ZFlaG2JgW1YwxifHYhfASxvoFHTQEVdhYTw++kuk4Aug4x4py1gbdw2jFyMwNp4qZ5lcIFk5sInChCQ2F/8rW9Ba7uUpdTVxVHAhBD4fzd4cr5NTK2vzOcU4Fp1KdTkLAYBMJ/GBJQkGnhOM8EVIt0H8iPLAfBj3hd4MnpI4nazP6wVUnNqmUfnDNbEjuBqtfgbf7wr/bwa+fnVj/JjShCU1owil7fCcAz2BUbxstpaxVze4ONP0K/wlQFIUeLcPZkFkTQwr8qiWTruzFVFc1QQJCxy00dkfupiioiEtzL/3dkmYA15bY6O0s4IuwUKoUhWFVVVxTUYkCNKOcBaEhPBETZZCfWiYioVVlK1IqUhAIMkIzOBx2GInEpXhoWdnKOL4A92iGUJtvu4IHhzSjAG1EJjewCCElJpdOj2IVR41XejvtfSTBwFi2Cuxc4bqAkqAP2UhXPJhRa24okquSiXBFUGYrw13s5oLeF5CWlkZxcTHLspcx67dZTPtyGs2CmnF7+u0czD2I3P01DqckuB7jU9BpzQFmRhf4eModisIRs4kvQ0MYU1GJhgkVD3aCCMLwGGaRxH8YhkTBggtzgIppQkAQHp4zv8dWV1suFAeOSzrNQudB01xM6OiApdTFEo+NwyaV3tBAmZQTQ6Su44b6K37WQgDFikK4lFhrXMZ2Ifg+2EaaWMMo13cNV6ozBRkj9L8PLnnIOBlSIoUJIesrM3jIWLeA1DYnqMKwfCps/hC0mhCL6iL4+l4IjYO2lzfetwlNaEITmnDKcmalGAlt9dsf/90zasJJo6ioiHXr1tHBmc1WkYhHgo5Knh7Kj+429DRlESEc2DGz3ZNAUcsPcAaVo6Nz8dGLT2mfgcIffqIP/at/YWx1JLEU05o8nEIwMzKM/1qD2GEJMrxedbr1zu9Ngj0BkzQ+ihGuCKId0WyK2URGWAalllLalrUlyh1Vb/9QYikhwh2BIhU8igcNjVDdTLhw4RJmRrIMcx2VhCA0au8BlEZEtaJlJNv1TnjqaaSqqIS7wwl3h7N3+V5WOVcxYMAA1pSu4ZUdr+CsISMlzhKmbTLEyoeI+hHTBnQUMi3SR8qtFg5F4fuQYMZUVCJqKso5sDKTm3Bj9iormHAznB99pMvqw4yHh9TPOU/JwoarQTswbopCcPgkvg2psjMzMhy9hrydKkJq+p7ueN8zpeCgA89HNyPZ42F4VTVOYGFYKF+HBPNZTn5g0itUuHgSdBoNES2M0sS1iGyBRwq/mwcNle1Hyk9MGN3jhE3vGzq9Pu0O+PmlJuLbhCY0oQkngFOuMSqEaAbcBpxf07QbmC2lLD4dE2vCiSEjI4M5c+Z4Y0pHWQrY44mjSAYTLhzs1uJZ6Grm0ydGWpGUEWuPRZVqg97exiTOBIIcaw6JjkSvbRbJzCURgY6KJIwyyiO+Y25kEKGeIHrk9mZV8s/eMSKdkSTaE1HrFKpwqk62RW8DYRSzKDeXkx2STb+8fsQ74n3mlh2SzaqIVZg9ZhKqE2hT2YYkl4MSEUEEFYTgr1xhAQoVla7aDlZwGVqdQxMSEvRIggBJGATypNashcfjYeXKlXTt2pW3t73tJb31sSrYFnB1BZClt0WKfP9tUhKlabhRKcZEHE6iKKMzu1hPN0CnmSzjNuYSJBons4qAISZ/5Yz6kNKYk1KPiNukJL3Kzvj4WJ4uLKK5RzutxPV0QEoj7tuFioqOOVCsef0+Ne8NHYsADplN7LVYuLKymi5uN12LSnikqMTf8y1UsIQY3t2+EwIz8fOG4cCCySgmDRjhPC7M7HC3xL8WUwCUZNYktwVA2ZETGaEJTWhCE/7ncUoxvkKIARixvP8CmtW87gYO1Wxrwh+ExYsX+yRSBQsPF5qPkm7ZTy9zBh3V3BrJLuNiG4yTXiXnkVBlFEKIdEf6qTjUQtT8Bdpeai5lY/xGtBqP6jFFCAUdE27MFNCMfZ5+gKBXXn+iXTFEOI9plsY4YvzG3hW5y9D1reUOwihq8WvMrz62AkGsPRZd6lxYfCFdS7rSzNWMEpoBghxLJbIBr26uJ5m1dCdGgiIFJqlgkgoh0kqKFstWNQuTOMTxSi0oisLBgwfJt/uT11rYFYUJ8bFUCkGVEDiECTcmFjAU6YknwhmBkL5EySzhqnI3j0ZHMTk+3KsbkM5aHuEtJvARNzOfEGH/Q0ioTeocNpv5wWY7LTG6pzPOtzZ+VyAxo1GBleqaGO3aEsrV0ky1tOCSKt96uuORCvn1hazrQQHmHM1jQXYOaW63d539SK8aBPfthAcPGdXYGnI/myx81/x+MkiuKWgiyCSJ97iepJYn4O8tOQyzBxNw9YQKLfsef4wmNKEJTWjCKXt83wLmAv+UUmoAQggVmFGzrdPpmV4TGoPT6aSwsLARC5Xu5iwSlAr2aTF4UOig5hHniKHEUkxqZao3frUu6ocxaEJDSFFTDFlDCsnWmK0kVSYFjL09tneVlpUtSa5OxqIblKFbUTdWJaxCFzp21Y4uJVXSgoKOTXjIt+UHfPxfaarEIzyYpRF+IBDEOmMZWJLAde6VhJjLWG2zsVJNI7WsKzvDs3mv5AqKBbtG6AAAIABJREFUtFQUJB3ZwyB+Rgo3PytdqSQcBwoD3R2oFi5UqbDRvI9N5gNoaKgivkZRoeGH85rUWJe/DpM04WlAdxdgk83KgJTm9HO4udjcl0PZLXDoxrr3ze/L2vi1lJvLUREouJlYXMoAZyVtNJW7Y2M4ajKR6vEYHlkkMZRQL2Lkd6OxAhRt3R5+OpLdYN+TCV/4PXNubD+iRq+5GdVUSQsIWKz14SXPNXRUMgkT1azWO1Eow7lXzud28c1x93dCegnXfgDhiSc0/4uvHMN779lRPHak1PEoVlRV5bohQ47feelkcJQG2CCMohWXPHRCc2hCE5rQhP91nKqOrx3oKqXcU689DfhVSnnOSpqdSzq+mqbx3HPPoWmBq301LEMmKQwqIsIV4SWSdft48GCuk4b0a9SvBGlBRDujKTeXsz9iP1WmKq44cgU2rfFTHWgOlaZKdkfuJtdUhVOPwF3dCldJH2J1gSn1LSqC/C/wiq4wMmOkn8xajGkXd3qWoWJo6RWpKjfFp9Ij73KsWhBKDbFX8RBDMSJsMburr6WZZtAak1Q4T0siWymmTFTXY1aNPxB3K26+S/kOpwxcra4uBIKIoAimpU3jx29/xOXyDVEoN5fjVu086ZxPlDy2LUtVidW0GmVm35mdbm/vVq0NacoRBBKbcKNJ0WChi9o51OJsC3/QpCDN+aFfiWWAFuTxs/W+AL1qYscVhSdjolgVbEOVkmFV1TxQXEK4Xm8tIlIgKBTZZQy/tRuAE50OMR0wKw2n8BUXF7Nu3TpycnJITEykb9++REVFNWjvxbMJx6qz1cXJaAE34U9Hk45vE5pwcjgTOr6nKme2hWOxvXVxPrDtFMdswklCVVVSz08NeBYbCl+oRTNnw6L3pnpkoU15G36L/I2fE39mW8w2qsxVmKQJq9b4D3dDxNupOskKycYVVIIIOYg5ehXBrV+lUHVTUXg5qu7rhVZ0hZSKlIDe5Ww9FbcwxM22W4NYEBZKx/IELHVIL4CGiRyi2Vt9DWVBpewL30eJpQSP0NllyqJUqUJTtHrrJmiI0kkkGhomt8lrougKJt1EM0czLii6gChHVM0ogmGpw1hw1QJ6duqJ2Wz2llSuRZg7jBB3BDvjbkSqFlCMc5CoGyJz9dEQ0awGvgwN4aVmkSwODcZ5goxUkwodlMOs0C7kZc9fedczjPvcd7JWuyCgvVOaWKV14qge1Wjswu/Ih2t4zBOwEUhUrxicLxxYIDKlwb6fhYeyMtiGRwicisI3IcEsDA3xH6ksg33Fexj62wxu/vZv3LH8Di6ZewmrshqWJ4uKimL48OGMGzeO4cOHnxjpBTA1cIMZFN5Eepvwh+Gtt96iVatWWK1WevfuzcaNGxu1nzdvHu3bt8dqtdKpUyeWLFnis11KyWOPPUZiYiI2m4309HT27dvnY7NlyxYGDRpEZGQk0dHR3HHHHVRWVvrYrFixgn79+hEWFkZCQgIPPfSQTwggwBdffEHXrl0JDg4mJSWF6dOnBzy+888/H5vNRlpaGh999JHPdrfbzVNPPUWbNm2wWq106dKFpUuX+thUVFRw7733kpKSgs1mo1+/fvzyyy8+Nnl5eYwdO5akpCSCg4MZOnSo33EfOHCAq6++mtjYWMLDw7n22mvJy8s7p9fm+eefp2fPnoSFhREXF8eoUaPYs8fHf/qH4ISJrxCic+0LeB14TQgxSQjRv+Y1CaNc8StnarJN8MWMX2fwWtVr5Fhz0NFxCzey5g8CJaVJBBq92EISRV4lhfqo3y/ME0ZaaZoR7qCrqLqK0APH/p4ItkRvQVc0Q8MXEIoHoTowx36PvfxCkku6HNuPFCTYE+hU7B89I2oKWay3RPKvuBjujI/l3chw8tXgBsiiQkZ4Jttit5AVnMXR4KPsD93ProhdfNXyKxa2WsjS5kvJDm74sb7vvi30yu8FQIg7hCszr2RExggG5gwkrTyNATkD6G/qz/yr5vPigBeJDY7FZDJx6623Eh9vFLwQQlBhqeDH5j/yTctveKTZZjaMmGaUou30V37ofwd6APIaaOVzVJXhLZJ5ProZH0SG83R0FFclJ1GgNKZhYUAVOhahka5uoaXI5xnPTXylX8QLnhv8bLdrrejhnMmd7nv5Xu+O1sjPyJlQXDiRIRUBe6xjWR90F7co3/Ks6V1WWO7nY/Oz/NP0lVH5LAA04IDZjFZn4sFScn15ZYBvE3wYGU6OquBAYvfYqXBVMPGnieRW5Z7q4QVG97H+czZZodvNp3c/TWhCA5g7dy4TJ07k8ccfZ8uWLXTp0oUhQ4aQnx84x2Ht2rXccMMN3HbbbWzdupVRo0YxatQoduzY4bWZNm0ar7/+OjNnzmTDhg2EhIQwZMgQHA5DueTo0aOkp6fTtm1bNmzYwNKlS9m5cydjx471jrFt2zauuOIKhg4dytatW5k7dy5fffUVDz/8sNfm22+/5cYbb2T8+PHs2LGDGTNm8Morr/Dmm296bd5++20mT57ME088wc6dO3nyySeZMGECixcv9tpMmTKFWbNm8cYbb7Br1y7Gjx/P1VdfzdatW70248aNY/ny5cyZM4ft27czePBg0tPTyc42ritSSkaNGsXBgwdZtGgRW7duJSUlhfT0dKqqqgCoqqpi8ODBCCH44YcfWLNmDS6XixEjRqDXaOWfi2uzcuVKJkyYwPr161m+fDlut5vBgwd7j/uPwgmHOgghat0nx7vuSCmlf+DoOYKzOdRhw8EiXv1+HwcLK4kPc3PI/AbYjGxuq8dKsCeYClMFMY4Y+hb0Dehtbc5RbuULDtGc77iYfOJ8tjem51utVpNvy8esm0mwJ/ioMQRCII+vJjQWtloY0F73hOLcN5l+5sO0NOVTZarCrJvZHbmbtmVtifBE+PdBJyFsLu9HmXAoBgFLrkqme0F3vzAOj/CwNm4tKZUpNK9uDhJ2R+5mf8R+NOVYuIiiK/TP60+s4/iVt3V0lrRcQueizjSvau7nlZZILu5/MQMHDkRRfLdtPLyR+368j3LF9wmNQDClzxT+Yo7j0tX3cVthAddXVGKr810NpIl7V1wMq4NtPqTNJCXNPBpzcvKI1TTMHP8L7JQmOjpn48aEDQe7rX/32e6SKvkyEoGkRIaSpmRjFv7hNmdKauxkIaVRnMMkdPQa9YoGy0ErgktbJKPVOVeXVFfzQn4RoQF+K78KCebRuBifNotiYXyX8dze+fbTdxAeJ8z/O+xbZugEe5yGfNlfP6zRDW7CuYDTGergcDgoKioiOjr6Dwmb6N27Nz179vQSIl3XadGiBXfffbcPkarFddddR1VVFV9//bW3rU+fPnTt2pWZM2cipSQpKYn777+fSZMmAVBWVkZ8fDwffPAB119/Pe+88w5Tp04lJyfH+/u5fft2OnfuzL59+2jbti2PPPIIy5cv9/GqLl68mGuvvZb8/HzCwsIYM2YMbrebefPmeW3eeOMNpk2bRmZmJkII+vXrx0UXXeTj7bz//vvZsGEDq1evBiApKYlHH32UCRMmeG1Gjx6NzWbj448/xm63ExYWxqJFixg+fLjXpnv37gwbNoxnnnmGvXv3kpaWxo4dO+jQoYN3LRMSEnjuuecYN24cy5YtY9iwYZSUlHh5SFlZGc2aNWPZsmWkp6efc2sTCAUFBcTFxbFy5UoGDAisi/BnhzqkAq1r3ht7tT6JMZtwgvjxt3xunr2RdQeLyCt38t9sDxUZd6DZmwPgMDkothbjNrkptZYG9MYqaCSQz/f05zNGUUC8V7mh9q8xBGvBtKpsRVJ1UoOk91h1NX/SK5EgDWIZEJoNDYgWpagSHKqd/0b9l4zgQ5RZ/I9JR8dhKuPXYM1LegGOBhvlhfU6fk6JpNJUiVk3k1yd7JVxq096AXShsytyl4/3vDEIKYhxxAYMxRAI1q9fz8qVK/22zc+cT4VS4dcukWQufZisuTdg11y8EhXJzMhwihUFD/DfIAuPxfg/Il9Tj/QCeISgwKQyPyQKlRPzlprQCMbwuLQQBX7bLUIjWRSRrBTTQcnEhIYuwV3nM1HLEc9EqMPJQggw1UicKcep4rYpyOqn3FCuKAFSQA3vcImqIKRkcFU1r+UV8HJeAX0qyyhx1FN1LNgLHwyHp+Ngejv4+RXQA8fmB4QpCK7/BO5cD39513i/4fMm0vs/CE3TmDFjBunp6YwcOZL09HRmzJjRYK7H6YDL5WLz5s2kp6d72xRFIT09nXXr1gXss27dOh97gCFDhnjtDx06RG5uro9NREQEvXv39to4nU4sFouP08BmM8J+agmX0+n0I0Q2mw2Hw8HmzZsbtcnKyiIjI6NRm40bN+J2uxu1qZ2Lx+NB07RGbZxOQ6enro2iKAQFBfnYCCEICjr2/bZarSiK4mNzLq1NIJSVlQGceMjXacIJE18pZUb9FxCCEdfbpc6r85mZ6v82nly8E6en7gNrBaSKM3+oj52UCtWKizxbnldq7FgPSW9+ZRsXoJ2koEdtTKtdtbMmdg1OpQE9UYAGSLQRd6mQUpniR35VXUUW98YUuYlfUubyU4sv2Rz/MwXBWQhVAXFszFpCqgk318tv/EiJFJKfkn6iPCiP2oK/KjrBpixaVrb0hni4FTdaAE8lAqrMVT43A41JvmkS7I18lTweD+vWrfM+ogJYemgp3x3+LuC4QsJlVVWYPU50IZBCMDsygktSmnNhaktuTIynTPWnYmoDLDPJpfOv8oKA5A2gTIawSOvLIq0vZTKYozKGMkIIwsVE07yAfWrJY91ywIf1OJ/tZ4O392QxwG4nWtMw1Ulk22U2Uyn8i2QrGPHULxYU8UxBEQOr7QyqtvPv/EJuOvzfY4ZF+2FGHzi82qi4VpUPPz4D39x/8hOMbgNpQ5viev+HMWvWLGbPnu0NB3A4HMyePZtZs2adsX0WFhaiaRrx8fE+7fHx8eTmBg7ryc3NbdS+9r0xm4EDB5Kbm8v06dNxuVyUlJR4vcs5OTmAQabXrl3LZ599hqZpZGdn89RTT/nZLFiwgBUrVqDrOnv37uWll17ys3n33XfZvHkzUko2bdrEu+++i9vt9qonDRkyhJdffpl9+/ah6zrLly9nwYIF3jHCwsLo27cvTz/9NEePHkXTND7++GNvQitA+/btadmyJZMnT6akpASXy8WLL75IVlaW16ZPnz6EhITw0EMPUV1dTVVVFZMmTULTNK/NubY29aHrOvfeey8XXXQRHTt2DGhzpnCqOr6thRDbgB3AN8DCmteXNe9NOI3QdcnhIv9iDKCgOZJ9m6SC7o5kfewGskOy0WtUQ5tRyhgWEkuJUT2tBvXJcX3UErNDoYdYnrycJS2WkBeax/bI7T4e1Vo07DWWWHADgi7FXUiwJ6BIIxlMkQrJ5W3Rg7MISviSMlVQrArsioJLEehCsjl2M1WmKu8+dHT6yV/o5CnmqvIqPy3cJJdKjDOG2gQ1HZVgexrJjlBKLaWsjVvLD0k/BCboEpo5fYt+NHRcGpCQeSOFMgiPaFjSzOVy4dn+JQC7inYxbcU0Wpe0Duj9FlJhYvR5DG2RbIik1SO0QVJyc1m5HxEbVlWNRfc9JxZdMueov9e2Fl97etPT+RaPuMfxiHscvZwzGO++l+YU8m/TTIaqmxrsWxeKgBQl38/DeyLk9yxwCtfcHhmlsT/KLqBDVRRWTRCpaVxXWUVozbpKwIUJJ2aWcBljyu1cVm33CUOxSUnCnmWGlxdg7v9n78zjqyjP/n09M2fOkpN9JyGBsAZkkx3c2AQEF17UKtrKz9pq3arSWrV16fra2td+bKut9m1dylvcKmpdQBEBRRAUQQFlEQkhCdn3k7PNzPP7Y5KTnJwTCAguOBcfFWeeeeaZOTkn33PPfX/v74Ds9j4zdfjgn+Crw8amtwQCAZYtWxZ335NPPhkRwycLp5xyCk888QT3338/CQkJ5ObmUlRUFKmRAJg9eza///3v+cEPfoDL5WLIkCHMmzcPIDLm+9//PjfccAPnnnsuTqeTyZMnc+mll0aNueuuuzjnnHOYPHkymqZxwQUXsHjx4qgxf/zjHxk8eDDFxcU4nU5uuOEGrrzyyqio69KlS5FSkp+fj8vl4k9/+hOLFi2KjNE0jeXLl7Nnzx7S09NJSEhgzZo1nHPOOZExWVlZPPvss7z00kskJiaSkpJCY2MjY8eOjYz5Ot6brlx//fXs2LGDp5566ph+Nj4Px+rq8EdgP5CNVUg+AjgTeB+YdlxWdhJhGAYHDhygtLT0mB5HKYogLSG+RZKiNSFNDWk4kaaDQNV8FK0JUzV4L/s9/tPvP5RkL+d7PE4eFeioDGMvol3w+lX/YR/ndwi+Ql8hAUcg8qw8wUg4quK2fCowOqzFpMqU6inMPTiX0ytPZ17pPJo9VWgp2yw/VohRTFJKShNLI/+volItcpHAqW0uUv3R7gJn1Q6MnK8DHY1GLcyaPmuo8lRR1FLE/NL5XFByAZOrJpMQTgAJqlQY3hDfzaA7ihTkS5MhhtXUw8SMe19SaEb7z7VwYAPLPlzGlPIpDGschsfwdIpfCcIUCCkwkKQH04nccClRpSTBNLmtroHJgWC7z3AnP6lrYEg4jNs0STBNXKbJ9FZJFqG4sr1aprBEv44QTnx48OEhiJO9Mp8XXXdynuPdXt2DDpzCOKYob2d7lS+PMvrgw4OKSYY0uK/2EBtKD/J2aTm31jfiaV9jDWks5ULu4wdsdYxjYsY8nPFSXBQHlLwFegiqP+nhrBLq953Iy7I5yairq+tR3Pr9furqTswXqczMTFRVjXEVqKqqIjc3N+4xubm5hx3f8d8jzXnZZZdRWVlJeXk5dXV1/PznP6empoYBAzqzKpcsWUJjYyOlpaXU1tZywQUXAETGCCH43e9+R2trKwcOHKCyspKJEydGjfF4PDz66KO0tbVRUlJCaWkp/fv3Jykpiawsq94jKyuLF154AZ/Px4EDB9i1axeJiYlRaxk4cCDr1q2jtbWVgwcPRtIBuo4ZN24c27Zto7GxkUOHDrFy5Urq6uqixsyePZt9+/ZRXV1NbW0tS5cupby8PGrM1+3edHDDDTfw8ssvs2bNGvr27Ruz/0RzrA0spgAzpJS17UVvhpRyvRDiDizHh1OP2wq/5nz22Wc888wzmKaJlBJN01i0aBEFBQVHNc/10wfxP6/vJhDujOipmBi6l2D1PDAdhFuHo2gNdM3kNBSD972CswvzuazWy5C2bMrog2wXhfWuerxt3l6tYWjjUMoSy/A5fAxtHhq3+UU8VHSGso9DRH9AegwPbsNNlbuKRmcjTsOJIULxXQyEJNSlPa9EclAW8U9xEVPlJt6o2spWt4u33G5eSvKiGqnIOILko/QdmMJkStUUsgPZkbSHPm19yAxk8m7WRiY1FJMQTjyiEwJYdzpftXLqM0OZXbab7eeXODCYy1qEEYL1D9AayiNRJqKhMbN8JvuS91GZUInbcJPuTyffn4/LsHK7TGGyOWszVQlVqKbJT+oauLDVF3X+DpKkZFlFFR+6nJRoGoNDIRyhvj1WpK40JkRF/ztQMXnNmMBljjd7cQc+PwrH7gPcuwI6AaoTzDBI07KKk9KKwmpekCa5ei0q4fbnA5I+xFaqK0A6zfhxW6lCukF5c5j+Dmesx64Q0FoL/zuDHmW9NCGtF13bbGza6Shkiyd+PR4PGRkZJ+S8TqeTcePGsXr1ahYsWABYj6pXr17NDTfcEPeYKVOmsHr1am6++ebItlWrVjFlitVlsKioiNzcXFavXs2YMWMAq1hp06ZNXHvttTHzdaREPProo7jdbs4+++yo/UII8vLyACv6XVBQwNixY6PGqKpKfn5+ZMyUKVMiwq0DTdMiYuypp57i3HPPjYlaut1u8vPzCYfDPPfcc3zrW9+KWa/X68Xr9dLQ0MBrr73GfffdFzOmvTCLvXv38v777/OrX/0qZkxmpvV75c0336S6uprzz49tcP51uTdSSm688Uaef/551q5dS1HRl/P5d6zCVwU6qnJqgTxgN3AAGHoc1nVS4PP5WLZsWZRnXjgcZunSpfzoRz+KSlw/EledXkTYMHlozT58QR2X0BmnHWJDqC/hhs52pabhBunAqvvvpE1ovCeGUUv0D1rftr5HLGoDK0o7uGkwQ5qH0Kw1090NJKAEOOg9yICWAd0EscRNgGR8DGI/++gflV+sYhBy1DPv4Dzchhuf6uP1gtfpLhZUqdLH39khS7SnL/hxM4AKKh0q96Wnsd+poUiJU61B0TMwu4nzBlcjiXoiOf6cqHUqKKhSZXT9GNzhZEwECkbM8dYVdRbuSWFGHpEDOBwOxg7qQ+uuNyknmzQaGUgptaSzE4WhDQcoSJlES/vbR5MaxU3FFDcVAxAWYRzS0fmaSKu722t9XyNdtlAXJ7e3KwIYEwwxJmh9SWigFgOF7oZmEmgiETPOay8RhI/5o+HoaRGCcodKcVg/6kdQRxa9Cji98P3VcGADfLYW9IC1vXYXqBpkDEHZ+waK0fme6WlaAwUvbdRiFWNUZ50OrSvirQze+YPlvtATGYMg8cjOITY2Hbjdbi677DIeffTRmH2LFi06oe4OS5YsYfHixYwfP56JEyfywAMP4PP5uPLKKwG44ooryM/P59577wXgpptu4qyzzuL+++9n/vz5PPXUU7z//vv87W9/AywxdvPNN/PrX/+awYMHU1RUxF133UVeXl5EXAM8+OCDTJ06lcTERFatWsWtt97Kb3/7W1JTO73of//73zN37lwURWH58uX89re/5ZlnnkFt/7ysra3l3//+N9OmTSMQCPDYY4/x7LPPRhUd79mzh82bNzNp0iQaGhr4wx/+wI4dO3jiiSciYzZt2kR5eTljxoyhvLycn//855imyU9+8pPImNdeew0pJUOHDuXTTz/l1ltvpbi4OHKfwPI3zsrKorCwkO3bt3PTTTexYMECZs+eHRnz2GOPMWzYMLKysti4cSM33XQTt9xyC0OHdkqsr9u9uf7661m2bBkvvvgiSUlJkVzulJSUSGHeF8Gx/nbbgVXIth/YBPxECBECrgY+O05r+9qzc+fOmEYFHezevZtRo3pfByiE4Nppg7j6zIG0BnQSNEFFRTm/eL2U9SWthIwOYaNiVF+MK+9JBBJd6qimSk7ITaEvNsrcG9HbMc6BAyQkh5KjjgsqQd7If4OQEuKQ9xCj6keRHErGEAaa1PCRyEvMYipbAMGn9EfFRCA5hV0YrSMj8yUaiZxSfwofp32M2VGJLxWSQ8lkBDJiPIrnsg4HIb6fm0elw5o1M5jFNq+PwiajXdi1i1LCeA1Bmj8zrgODQzpIDicDChohCqmghnSaiba1Ewj8ip8PMj+gMsF643ZEaDMcGYw55TrO2LeD1HAFT3AxbzEJo73hs1pr4tIVTGGiSGsNeVQylS2k08h+mc+7jKeFxM4TSrijOsD8YAUmoAMhIXgsOYUhAQ9nBOtwE+oYGkmBEEAaLfhxohKKXLEETKBaKYgb8TVQmKF80OPPgpTt+bDHqXitxKlxX1oqSyurj39HuqLT4Zzfw8u3QMVWCMfJla/bhxLHYSHeWhRMDrVbADqEZOxpM+G0YnjmCgi1WgclpEPmYNjfcyMLtAT4jl0OYXP0XHPNNYAVlfP7/Xg8HhYtWhTZfqK45JJLqKmp4e6776ayspIxY8awcuXKSLSxtLQ0Kvo3depUli1bxp133slPf/pTBg8ezAsvvBBVyPSTn/wEn8/H1VdfTWNjI6effjorV66MEvCbN2/mnnvuobW1leLiYh555BG+853vRK1txYoV/OY3vyEYDDJ69GhefPFFzjnnnKgxTzzxBD/+8Y+RUjJlyhTWrl0beaQPVkri/fffz+7du9E0jenTp7Nhwwb69+8fGRMIBLjzzjv57LPPSExMZN68eSxdujRKaDY1NXHHHXdQVlZGeno6F154Ib/5zW/QtM50xUOHDrFkyRKqqqro06cPV1xxBXfddVfUenfv3s0dd9xBfX09/fv352c/+xm33BLdcfLrdm/++te/AjBt2rSo8z/22GNR/sMnmmNtWTwH8EoplwshBgEvA0OAOuASKeUX84z0BHA8fXzffvtt1qxZE1XND1ZUcPbs2VE/WMdKcyDMdx9/j+1lTWiqIKibLDy1L9+f6eXuVXext3kveUaAy5qC7G67CLOrWZM0MYWI2+zhSHQVoJ+kfMKu1F2YSvR1qqbCuaXn4mj305XoXMfjuJD4SKBOa+FJcxEuI9aft95Vz4HEA+hCp09bH8q95ZR7y9FMjfml8yPC9Wf8mW1uletzslCMJM6oPAOX4UIicUiVVJoIkEACfpzOHTzcp5IZFWeTHI4W7xKJz+HDaTpxmk7AZAYb+Jj+VBKdg2Ri8lrf1/A7/MiOlr7SuhenVZ5GdiC7/d5IFGS3qHEXOaXAEPMzLuZlVEwUJDoKYTQe5ts0tQvuAg5yHqvIoimyYhOoVlXm5vdleOMwbmiuZArbIqI3aE2Po/2/IRz4FYMVXi/lqgct0B9fYBzvhYvYZuQjsVIc+qAykEYud/yTsx2bYl93aXU+a5YesoSV4qEcpq3xkTCB+9NSGRYKMcfXFuNN3P3cR5dDLOC0myBzCLz6o/gtfw93PgChIqSBBAxU3mAqW9qNa+aKdxh3xwpwJljWZIc+tNIockfCQxOhdk+cJQmY8kM4/WZLINt8o/g6+/ja2HwZnAgf32OK+EopX+vy90+BYiFEOtAgj0VJn6R0JLl3F75SSgYOPD52RMlujX//YCq7K1soa2hjWJ9k+qS4ue3t29jl30VYC/OZBv/j1Dir9QWK606nghwS8OOWbVSTbUmxo9S+XUVjtac6RvQCONGZp/2LT0Jnc5B8DAHfyi5idvV4kC42JX9McUN8qZMeTCcvmIBEEMSFKlUOJlSS48tsSp/6AAAgAElEQVSPitYG0ahXQDMcTK04gwQzoVsU22QWb5FNPftDmcysHE1iOCkm0i0Q+Bw+VuWuoqi5iNH1o1jLeEIxDZyhylNFUA12il5rAhRTIagGu1iggRkTWe48r6Y4OFeuQetS8e/ARBDmLN7lP1iPvcrI5xEWk0IzF7KCfKpQgBTTZKge4JP0nQxsPYQ0O8/Q/dfgHqfCVX1yMYGgELjkIcYElnNJ1Vj6q6MIEqQxeyfbE/eyFVBbR9JQeS3fcljf0FukBydhNprDaZCJzFXfiwjeoxGkHV1wVKyiNgN4NsnL+tLGw4peQ0KZzKSAWro3oOjx/KoGzkTY+fyRRa9QLNFqtOeROzyI/qdD0Vnw5q8QRhAHBpPZxkj2kE0tmhAQbLaEr6JCfpecudxRlo2Z7Pa+0BJgxs9s/12bz01HLqWNjc3RcdwS+aSU9Uce9c0iLy+PkSNHsmPHjojJs8PhYMKECcetCCFc3UbL22WkVfvJ7Z9MYn4aO2p38Gbpm4S75PkGFIU1iZJrmpczOBymnhQeFIuPy+Nqr+6lVtbGPBcOC8FAo5nxLOdPfJcm6WZyzVSC0oVAMLpuNAIR0+winQb+i5XkY1X7lpLHX+RoEAZliWUowOj6kWhS4x3GU9aWyay2fkC0IM+nksU8i4KJA5N8KhkUrOLvDIp7HapUMYVJSVIJbsPN0Kahccv3WrXWuM4NpjDxOzoF1pHSSDS9hURiG1iomPSjDOiIrCsYQD2pPMFF3MzfSSCIBDQJTinZ4nEyz6dHbLms89M+B/w4O4O2Lo8hA0Kwze1kZtI7nNdcyS8KQjQ42pDCOuMW7w5K+1Uwu7SYVHUXb5kjecsczWZjKK+5bsPZxf+4t6JXBx5NTiLVNMkyTDZ5XJQ6HPygoekId8pKqyigDhNLNEuJlSwjoFVVSTXjWckJGPWtdleF7h4Y3ZASptwAu162BPDYxTDhKks81+2Fbf8CUyeVFlI7XjNPNniz48935o9h1yugdxHcDg+c8SNb9NrY2Nh8iXxxFSzfUM4//3yGDRvG9u3bEUIwevTouPYex0Lws0ZqHt0JpgkmhMpbaN1cyca5H2J2jzRhPXrf7HExOBxmtyyKW9gUjw6/XgUlbke2wY2DOOg9GMnJBXCaJlP8AXIMgyACV8pzNPrnkxZKi0RsVdSY+TTCXMXTeAigtAuVfHmIsW2FPF92GVKYfJbyAfW5a5l1aCbrGYPVgy32WubxJk46BZEDkz5U4SZIoFtMVBc6ZV5LbBqKwafJn1LcVBxpltF1/tRQatzzKVIhJRSbttEVicSv+in3lpPrT8UMK+2yNppdFGFidstFFpgIdlDMRD4kJAQ7XU6cUkZ8Zrvm9wIEBexwOqlxxL7VA4rCK4keRoU8+NTWqNfPUEwa1WbecY9nXngX89XNTFc+xO9wEsKB8wj+z/FwALPb/JxXkBfZ5jFNFrT6IrP1FPW1orzRPh0G8MuMNN7NHcgbI2+B5ddY/riKajk2LPgrpPWD8VfC7lfai9p6OoGwUhRm3RO778wfw8cvQKjNcoZAgMMJ8+6DHjwqyR4G310Br98J5R9AYjacvgTGXtHzGmxsbGxsTji28D3BCCEYMmQIQ4YMOe5zNzz/KXTt5qZLpKnj/tTAoTgIm9HODiqQZpiYqouwoRGWKtoRHFRLEkv4KP0jCloLSAum0aK1oEiFU5pOiYxJ0pOZXD2ZHZmbaVOtc85s8/PzWushgAtJku4iUU+Mmb+7gBzGpzjQI6JXSvhh+AbWmGMIh9wME/s5zZ+OLyHE+7mrGVs1HeK2T5Y8wUVohBnHR5zJZhzt2bYLWMlTdFYN60KnydnE/qT9kW1hJRx3fQCZgUxSQyk0OhswFGudiqmQFE4ix58TM75zRZI2Rxtv575FQPWzMw1eq8pgdqAOrYuQDOPgI4bFEb6g46CBRAJC8JPsDHQgUUqm+DtFncBKKfhzWgr/l5yEfpiQrCahzgnhOM03TCEp00xE+49RggiiyTCxPcziF4LFI7Vb2o9fUVjv8TCtzR9Jg+jtQwgnkjltbXziSoHi+XDbfijdaDkp9JtquTkAFEwETzq0VPQ8mTRhzW9gxMI4iy6EazfA+gfgwHpI7W/lDvebEju2K3mnwv97pZdXY2NjY2PzRWAL368pZshAr4mTt2jC5APDeKhfnI5kisaZ2eNRBs4iL/8ClCf+yeEe/waVIFszt2IKk7LEMjRTIzOYSYvWQpPWRErYim4KBLn+XIYenMZl6j9JNg0SuqR6P+fJ5q9pSbRlvYwiFYpaihhVPyqus0IKLTi6iMD35FDWmKcSwMlvHH/nIvVtQKIHVZTKMEsZQgX94q4/hJMQTjYwnhoyuARLhGTTmZVT4amgNLGUCm9FVKFaRrDnVBSB4PTKM/g0ZScVSftow0lmIJOMQAaNzkbSQmkxx0gkW9O3UpJUglQ6780vs92kVuQxSS9HomAieJOpHCK7B2svnS2JTfwhNY8GVZBpmPylqjomUvqPlCT+LzmJQHtEMskw8CkKZhcR7DZNFra00qKX84a0PJSjrxOGh6LbkWrCxJQCQwrULjnOvRGrBvCuJ/oxvyolSdIquTyW4oAkCVcMb4+iqhoUnRk7aMVt0BK/bWYUjQd73pfSF+b/zzGs0MbGxsbmq4QtfL+mCFUBhwA9Vi4ke1J45OxHWLJ2CS2hFiSSNFcaD8x4gMQMK1I7CPju4u+w7MknreI7KWO6ylV7qlGkgstwMbN8JqpUcUgH2f7sqEhox9+bSWG/MYJx7ID2FIMPXE5+le3BUCyR3pFDaygG42rHxay9kgxMRCS3dr0xghAOpinb+C91Pa728KOrff7LeZX7ueawRWQ6GnsYSD0pJOJjI51FSAlGQsSSDEBIgSIVRtUf3mrOIR0UN45mREsOL/XZSmVCJZUJlUgk2f5splRPiRL2PoePA8kHogvigDYVfpaZyTmV5+LFRyMp6DgQSFodrXgMT6TJhkRiCMGqJLiu0cfwcBujgqEYzwiAx1KSI6IXoEVRyDBM/IoVr9WFYK6vjXm+NiSlLA0Np9JpElas++o0HQwKZHFa+N0YVXssLg4S8AvBn7pY2wCoEha0dLSiPjr8Auo1N+d/8DykDIOsOE9Vdr0KWx6nV7I6M37ud+8W02jZmSXnH32lqI2NjY3NF4YtfL+mCFXgnZCL772qqHQHoSkkndmX3Owc3rj4DfY07EEgGJI2JMZTuKCggEWXXkp1dTXp6elomsayZcuQUqLrOkJa40+pPwXN1GJyc+PxGtNZxxSms54k527uzkzH6CaUDMWgNLGUUXWjcEuBgaNd1Bkckip1CmSblg1XqvChobNQWR/xqu2KA50cyjmE5VEcLwfZWrNOJVns51TeY3Rke2oolVnls9iTvIdGVyPesJdBzYNIDaXGzAHQ6Gxkd8puWrQWMoIZNGmN0bZmWF8YPk3+lCHNXYSYtDJ042EKEx9O/O15xwYGta5aUoMpGMJyABbtf1SpMq3yLPrKdYxkZ9ziOz/Q0r3RhRD8sL6BFCmpVxUm+AP01zu/6DxT+QkPpvRjRZILRarMa/FwfdMHKCL2nsfjcCkKHXemJnc4IaURt2l9TTGAu+oaGBwO93BkzxhYaRozWhrhkxdh7+tw9dpY8fvmr+mV6HW4YNYvjnodBJrghetgz0pAWA0pzv8zDJp19HPZ2NjY2JxwbOH7NSZ1/gDMNh3/jlqEKpCmJPHMfBLGWpXmilAoTi+Oe+yePXt47rnnkO2RXtM0EUKQlZVFUVERJSUl6FU6EkleW15MWkJ3cdlVcAZw8yoz2eXJ54D2cVxFJKTAUFu4VV/GX7UZbEpQ8EiT63xvsldz8Jzby/zWNkarmzD0S+M2WrDWAfXOehpIRDVVQkqItFBaTDvlEE7+zVzMOOVTiXoiY+utKLCJiUTSoDWQFo5OWahyV7EhZ4NVBCagydnUuYgumIoV1e4qfL2GlwxdpcahI6O8uIgU0HXcQ4EgNZxKWAmSarrRu0XXE6RgC5OYzMc4uoi6ALDB42ZNggchZfR5gD+kp7LqYAXx+uMkSsntjSXc3hhn5xHQid92WAeqVYW9LjeD0oZS1FrD6w4vHyan0Vb5EacGAlEpMXFRNKtQrVuxZtSrK03LPWHdb+Gibh2tGkt6ntvhtubPHAQz7oJBMw+/lng8/R0rr7jDVaK5Ap66HK55C7LsJpY2NjY2XzVs4fs1RjgUMhYVY7SGMJpCODLdKK4jv6RNTU0888wzUa2UwfIXrqqqoq6ujosuuogXX3yRKVVTIo/aD7uWOMJ0QNMAyhLKaHY1x6giAUw3dvGXtAT+lfwxYRRU4Nz0XH5ULenfWMSyBD/Ls6pI9D3O85Xjmc37eLpFfcNohEIjCXqq2Ze6D4DJ1ZPjRH5FXNHbnQ6Bn6gnxsyxLWNbtF/xYRyyujokWEMFZ1eOYEXOJ+S0FaCYGtWeKpodPoY3DkdBiZxLQUEzNdqcbYRDsXc2jAMVJ3/0jOXi8Db66zqHVIWbs7P4xOXEATGiFylpUVWaFQWPGT/yfDR0v+zubhIdtmq3ZmXyQE0dGRUfgTRQgFPrjuJEHS4KQon1xI1akAkHYxtukDkUKuJ0oVM0uOF9SI3tZthrGkos0Wt0i4qbOmx6BM79w7HPbWNjY2NzQrCF70mAmuhETXQeeWA727dv53B9RnRdZ/Pmzdx4440888wz7C/ZH3dc9/bBXREImlxNBLRYCynFFMxrSCZX28bPkrMIKZZs0tuPvC9LZX7pSF7PWEVQEZD0Ge979/NCdToL/VXt3r8qAniK85AopARSmOyfHCUgPw8O6YiaRyLbO7pF3QBSQilW5LfLKRVTobC1MGbOgD6QGeVF7bMpDG8aiqE2YBrpMWtWsFwiuuY7d+4zAZNJAT9XFOQQAsujVwjywmFqVTU2z1QI8sNhcnohejs8coGoAraumMXz0Xe9gov4HyKiffuDVTV4pOyhUK+3SGtRRyI1TpHjrHtg2bcsp4cOVCcs/PvnE70ALZXWXPGEb0PJ55vbxsbGxuaE8Pl+H9l8LfH7/TGFbN2prq4mISEBv98fV0hKZFSDjHj796Rtx1CC0dFeKckzwvym+UNWeT2E4xQCKSh8nPYJIbVTUAhF8t+5Ti7Jy+ExbyErmM79fJ9S8mhyNFHjrqHOVcfe5L3UuGri5iD3lJccj3jXXNwYnTbiNJ1MrJmIZmqopgoSVFMlOZzMkKZ49nWWYJftjYRNHChGRo8y3RAGFd4K9CirMYmJQoAEVilTcIXTohpTzOqh7a8qJWP9lvgz2//pjpRWh7TnjKlcEb6dx/U5PawM1N0rONJXLQEkSxnTRe7YEKAepvGDw2357XZnwDS47FnIG2vZm+WMgG8thVMu+PxLyh4GRpz3gMNtndfG5iTjoYceon///rjdbiZNmsTmzZsPO/7ZZ5+luLgYt9vNyJEjefXVV6P2L1++nNmzZ5ORkYEQgm3btp3I5dvYALbw/UYycOBAHHEaGnQlO9vKE+5pnEDgxIlERhpcdNBRqBZ01mPEiTyWaQ6CAtRumbvesJdxNeOYWT6T3LZcMgKxlmL7XE7WqaewjVMItEsvr+GlOqGat/u8zfb07VR7qntc87EiEKQF01DMzreMLnS8YS/zDs5jTN0YhjUOY1L1JGZUzOhVegiAREGJUyyoC53Pkj5jc+ZmdqV8TJgQnckEVre7NbnvUu1qsaK77ff56eQkFjc24eoS2RVS4pCSouYswsAvMtJivrIYwH6Zw+TgQ/xYv4HNZjHlZB1m4b1rf3JcPmBUJ4y82Oqk5koGoUJijpWugLC6p53/IAycEf/4AWfB1WvgpxVw7TswdO7xWBW4U+CsW62ObF3XmpAJ4xYfn3PY2HxFePrpp1myZAn33HMPH3zwAaNHj2bOnDlUV8f/vN2wYQOLFi3iqquuYuvWrSxYsIAFCxawY8eOyBifz8fpp5/O7373uy/qMmxsEId75P1NRAiRDDQ1NTWRnJz8ZS/nhCCl5JlnnuHTTz+NtFLuisPhYPHixRQUFLB58+aob+kdAk0i0YXOlswtZAYyGdgyMCIsG7VG6lLXU+/ycVCLjT9qUvJeyUH2OjUu75NLSBEkhhOZUT4DVaqRDnEmJpuzNlOR2Nl4wKk7mX9wflSxXaujldf7vh5xVkgLpDH90PTjkvLQFYlka8ZWDiQdiDheTC+fToqeEjMOeiu0JYUcpJ50WkhAFzqKVKlMqOSQ5xAjGkbgMl3t83X+u85Vx1u5b5GAzuLGZub42mhTBP9OSiQ3rFNoGPxvajIHHA7CQuCWkqBQKA4F2adpTPEHuLuunhTDErBve7zc1HAfLaThIkgqPl5x/ZRM0Xx8bh5WRLn79yBdWkLe0S0nGqGA5gUzZEVrL3sG3MlQvx/+eT74aq0xetBqNTzrni/PRuyTl+Ddv1prGjoPpt4I3uPTktzm5CIQCLB//36Kiopwuz/fs5BAIEBdXR0ZGRmfe67eMGnSJCZMmMCDDz4IgGmaFBQUcOONN3L77bfHjL/kkkvw+Xy8/PLLkW2TJ09mzJgxPPzww1FjS0pKKCoqYuvWrYwZM+bEXojN14rDvWeam5tJSUkBSJFS9vqXlZ3j+w1ECMHFF1/Mrl272LlzJ83NzTQ0NOD3+8nOzmb27NkUFFj5j2PHjo0I36AS5OPUj2l2NhNWwjQ7m5FCUpFYwc70nXh0D6fWnkpmMJNhNafiTXqNP6VH+8k6TZP5rT4UYHAozLUNTfw5PZUR9cUR0QuWaFRRGVc3jgHNA1BQKPOW4Q17UboJym0Z26Iipg2uBsKEcR7xYfxR3jcEY+vGMrJ+JAE1QIKeEOMe0TGutzgwmMVGcqlmL7n8Mj2XcpcPr57CxJqJqN260pmYbMvYxv6k/ThNyb8OVZIf1ulIAhhQ38hOp8b4YIhaVeFPaalIIfC3i8KPnU4QgrXeBNYleMjTDVoUhTahcGp4DdI3iCnKTi53vEmK8B3zvYrHOnMUk5RdeLpYpOk4eFqfxmJtVZeb4oZJ10Lf8ZBeBDmdXQJ56nJoKosudNv0sNVFbUjPqRknlGHnWf/Y2HwBGIbBI488wrJlywgEArjdbi677DKuueYa1O42hseJUCjEli1buOOOOyLbFEVh1qxZbNy4Me4xGzduZMmSJVHb5syZwwsvvHBC1mhj01ts4fsNRVEUhg8fzvDhww87zuFwMGbMGD766CNKkkooSSqJdjZox6N7yA5k49W9VLureSflU5ZX+zmgqTyXnIhLSkJCMD4QYlG9B4NG1jMBo3kQZwYcZIVdcZpQgGZq5AStNsCZwcx2UdkpcsMiTJW7KjqPWMC+lH0UNxUfc9S3Jz9gAE1qaPqRHSKOdAaB5DQ2U4gV0S6mnOsakvhjag79WgbEiF6w8n73J+4HAXPafOTqBl0zXz1SMjYYwgD+1aVzWwQhIqFXKQTlmvUR4DRN7hEvMNAV27r4sAi1XYQe/smRXzq5OryEnzie5nJ1NR4RYq+Zz136lZTJLBbTRfgKBaZcb3nidqVuH9TtjXV30P3w/qNfnvC1sfkCeeSRR3j00U7bvkAgEPn/66677oScs7a2FsMwyMmJbsmek5PDrl274h5TWVkZd3xlZWXc8TY2XxS28D2J2V7WxL+3HMQfNjhnRB+mDc2KaWLRGyZMmMD+/fsJK+EYmy4kjK8ZT19fX0xhIhAYhkHAE+btqVfw041LuaqplRJNIVcHv17Ai8ziYl4ljyreZhIZIQXZQ3OH2A5xnakWAkGr1hrXJ1gKeVjxeiSOd5pEdxRMsqhjB8U0kcyZbCaZZjaa0xhV3/NjS01qCCFwSCty3t0HN4zKOiaxjRGMq3CQk1DBjvQdUYWC3VMCFCnJ1w0GhI9S9AKoDpjwfaj+BErfBU+alXrwyUtwcGNEpAokYRz8Wv8Ov9Evx4lOsD0iX6g1geIABKQWwsK/xYpegLDfEsXxCB3f6LSNzVeRQCDAsmXL4u578skn+e53v/uFpD3Y2HydsYXvSco/1n/GfSt3EzZMTAkvfVjBzGE5/HnRqUclft966y3WrVsHQK4jl0+TP8UQnY4QRc1F5Lflo6JGIpRJ4STObj6buVfcyT9355Jbux6PEWAthRwgHxAs5UKSaEG0F2zJo/pRFOiEceDAo8drx2C1CDaFiSKjhZKMFNR9eW1lZbszQxWZgEIDKXzMEL7FC4SO4DXsU31IIfl2YzMTA0EMops5PMn5lJKPjoZmQr/WQrID2bye/3pnpF5KVMAtra8bKabJn6tqju2OSGkVnaUPiN4+eBb8faZl9RX243JqnGbuZaM+FEMqEdHrcihcNG0CTN4DRhCS+vScq5s9DFxJoHezyNM8MOLCY1m9jc3Xirq6OgKBWItIsNx66urqyM/PP+7nzczMRFVVqqqqorZXVVWRm5sb95jc3NyjGm9j80VhuzqchNS1Bvntil0EdUv0AvjDJm98UsXGfb3vHlBTU8O6deswDAPDMMgIZpDXlhex7kLCwJaBMQ4GAoGoh4aSGg7U+XmXsaxhKgfoS1fB2UISOhpHI0INTBq0Bnan7gbAbbpJCCdEis06KPeWY2DEuCWc6Ehu7xF0vP1MVEJoPMnCuOkeHUgkYRHm7LKz+XaDQCNa9B4ii1L6tt9TCwUVl+Gir69vxAvXIeGlsgp+VVPHQ1U1rDxYQT89TrTXkw7DzrfEZlIfGDrfci1wuK0Wv6oTZt4TK3oBMgfDD7chZ9xNed5cXjXPoMjRhpsgLtUSvG5NYUxBKlefOcAqBkvOO3yBmqJa0WCHu9PaTEuA3NEw5rKej7OxOUk4XCGbx+MhI+PEFFU6nU7GjRvH6tWrI9tM02T16tVMmTIl7jFTpkyJGg+watWqHsfb2HxR2BHfk5CNn9XhVBXC3bx6g2GT1buqmToos1fzdM/dEggm1EzgkOcQZd4yVKni1b3xD5bQ+sqBY1r/4ZBC8m7Ou2T6MyOpDKdXns6a/DUYwrCimtJqiSyFjBHEHVfS+bfOFIvP22ahxzX3KuVCYOBoF+rxxwsEKXoKHW2Nu1NFZntzi2gc0sHwNi/lXokiJXfVNVCgGxTo/p6X43BbKQwzfhq9vbHUSmOQJhTPjy96O0hIZ6trMitqGggYAQ4llDAi6WMMfzGD8yezcNp4xvdLO7r0m4Ez4MYtsPVf0FoFA6fDkHOslAsbm5OcjkK2rjm+HSxatOiEpjksWbKExYsXM378eCZOnMgDDzyAz+fjyiuvBOCKK64gPz+fe++9F4CbbrqJs846i/vvv5/58+fz1FNP8f777/O3v/0tMmd9fT2lpaVUVFh1Drt3WwGN3NxcOzJsc8Kwf1uchHidjrilRg5VkHSElsa6rtPc3IzX60VRlJgObwJBnj+PPH9eZJuCEu3lKyFNJuIoD6G4QBfHnmsr2/+YwiSshNmctZk2rY0GsyGyL8lI4uzys9mbvJdady39W/pT1FrUY+ONQ55DVCVU4TUEv2rdQF/dRMWkmgye5AJaSDymtfZE93V0/H9YhFGkEuUMcaT71LF/G8OZxiY0OiO16TQQz11XI8S5/gqSWlq5qNXH8FDPjUesSKq0CsXiNYRILbQKz3rJ+vXraTKbWFOwhrAStr4EpH1MTXg1d+WvOKacc1L6wrTbjv64E8zB5oM8s+cZylrKmNxnMucNPI8ELeHLXpbNScY111wDWDm9fr8fj8fDokWLIttPFJdccgk1NTXcfffdVFZWMmbMGFauXBkpYCstLUXpUkw7depUli1bxp133slPf/pTBg8ezAsvvMCIESMiY/7zn/9EhDPApZdeCsA999zDz3/+8xN6PTbfXGwf326cDD6+Id1k4n+/QWNbtMBxOhRW3XIm/TLiR2nfe+893njjDQzDQEpJUVERn376adyx2dnZpKamMnHiRF7914s0mz50YaJKq2nwuaFxpEovV/f7NeOrJ0a1ANY0jYULF5KVlcXDDz+MHu8xezsGButz1hN0BGnRWkCAZmjMLZuLw3RE+fkeCROTd3Leoc5dhyEMFClwYHJfTS3D2xIJoqEgeZRLez3nsSKR+FQficaxiWwVnW/zPPlUomBioBJE4yEWo+PAaP9OKzDxEOAmHsXVY6c9YTVjmPh9yB8P2cWQ1v/YLqwb9957L2+kvmE1FenW1vmq0Vfxw7E/jHtcc6iZl/e9zP6m/QzPGM7corl4HPHzub8KbDq0ietXX48pTcJmGLfqJjshmyfPfZJk59fzc8Tm+PN19vG1sfkysH18bXqF06Gw9LuT+H+Pb8YfMhACDFNy34Wj4ope0zTZuHEjb775ZlQr43379sWdX1GUqOrh75x2IdvXfUC1bCBRehhk5KKhsNtTQkVCJSsKVlDYWkh+Wz7fPuvbTJo0KRIZWLRoEcuXLycYDEaiy13XcNB7kAZ3A4bSua3AV4AilaMSvQBl3jJL9LbPZQpJCMGtWblccOActHbXiERaaT3KqG9HOkNvnSQEAq/hPeL4nuY1cPAEF9GPcvKppIkkdjEQE0E2tdSSgYlCEaWcx+r4oldxwJm3waSrrY5o3a3PjgO5+blUm9UxadymYvLSvpfiCt8DzQe4/JXLCRpBAkYAj8PDXz/8K0/Of5IMz1evMYSUkjvfuZOgEYxsCxgBKn2VLP14KdeP6X2E3Mamt7jd7hNSyGZjc7JjC9+TlJF9U9h0x0zeP9BAIGwwsSidBGfsy33w4EGefvppfD5fTFpDT08DVFVly5Yt7N69m0AgwPAhwyjOLWJgZQ7SNAmIIC1KgPvzngAgrIbZl7KPkqQSrk+7Pupx2MCBA/nRj35ETU0NDoeDrVu3snHjxoj47ePvwzai+7cnhhN73RK4K2XesigB3YEJ1LhayAxauc8h6Twq0weJ5JPkTxjSMiSu925P9EYgS3zL5c8AACAASURBVCQHEw6iKzqFrYU4ot6yggP0bS8a7KSRFAxUBCYX8woeQnQnBLTmjyE9MRtM43OLXikl4XAYTdOi0hdmzZrFH17/Q/yDerj8X278Jc2h5khhol/3EzbCPLj1Qe6Zes/nWueJoKqtijp/bNFoyAzxxoE3bOFrY2Nj8xXCFr4nMQ5VYfKAniNkwWCQpUuXEgrFCqPDoes6a9asiaQo1NfXsz05hSsvuxSz0s+DO+9jlXcDISU6ymgIg9SM1Jj5FEWJ5IlNnjyZDz74gEAggGmauEwXZ1afycbMjQRUy8anwdWAiXnUEV+H6aDdPS123zEI6a4UNxfTqDWSFk77XP7B3REIcvw5bMrZRJOziZENI6PEdbzzBHFjCB3dtY8NQmG6v/OSBRDGeuMnlG3BPLQTZeVt8K1/xm8A0VIJO56DQLNVSFYwKcp5QUrJe++9x5o1a/D7/Xi9XmbMmMG4ceMAKMgrYGL2RN6veT8qD9ylurhg4AUxpzNMg/cq34tx49ClzurS1V9J4etxeHr8kminOdjY2Nh8tbDtzL7BdFTQHg0OhwMpZVRerq7rNLc0s7utlOTphQSHa4RE7KP1VCWVPpl9Djt/YmIiP/jBDxg3bhxpaWkUFhZy3QXX8ddT/0pxYzEpwRTalLZeC8uuAmpQ8yDLii16AG7DTUoopXObEJgy4v51RAQCBYW0cBoAYcIxwu1YEQhc0sXUqqk0uBowMDAxI9ff9TwdxX4hEWJ3yh5eyd3JzbnZTCnI5970VNZ63GxwWzZgCpaPr6L7LV/cZxfHNoHYuwr+OBpW/xLe+j388wJYfnXUjfnggw94/fXX8fsthwifz8eKFSvYvn17ZMx/n/Xf5HhzSHAk4FJduFU3w9KH8b2R34u9XiFwKPG/hDjV49uC+niR4kphcp/JaEq0B7NbdXP5sMu/pFXZ2NjY2MTDjvh+g/H7/Zhm/I5pYIncGTNmsGfPHsrKykhISGDw4MFs3749JkocDofZv38/48aN44fjfsiGQxsI6AEryidBUzR+Oe2XvariT05OZv78+THbp22cRs2hmsMe2zUnFqIjoumhdM4rPY/3st6jKqEKiUQzNaZWTY3On5UdRx6deO04rylMDGl0S0uIXqPP4eNA4gG8upeC1oIoZ4eemFg9Ead0RtYqEJiY6EJHIKhz1bE9bTtN7qao40xF8GxSIk+mJHNLfQMTA8HYyYUK+9ZA/9MsobtjOQSaiGpFrBuw6yXYsxKGngPAunXrYooTdV1n7dq1jBw5EoAcbw6vLHyFt8vepry1nOL0YsbnjI/7s6AIhXP6n8PKkpWEzM6fMZfq4uIhFx/xHn1Z3HvGvVy/+np2NexCUzRCRogrhl/B2f3O/rKXZmNjY2PTBVv4foMZMGBAj49o+/Xrx6xZsygoKGDq1KmR7ZWVlXz44Ycx41VVJTXVSmMoSini3+f9m//d/r98WPMhhUmFXDXyKsZkjznqNe7atYs333yTxsbGXqVkdIhCE5OSxBIGtA6IErUqKpNqJlHtrkYgyApkRe2X0oqGCnFsEduOCK0udKTsOeVhdd5qdEWnX3M/CijoPH8cwQ5YnsmGN2a7gkJACbCicAUOw9HZna0b8ghfOMJGEMfO5xEv3wz+BjB7cNoI+63Uh3bh29raGndYU1O0+NYUjRmFMw67hg5un3Q7Jc0l7G7YjUNxEDJCTMmbwndHfLdXx38ZpLpT+df8f7GvcR9VbVUMSx9Gmjvty16WjY2NjU03bOH7DcLv9yOEiLgxZGVlMW7cOLZu3Uo4bKUmaJrG8OHD+a//+q+4c+Tm5pKdnU1lZWVUtFgIEcnrBChILuCXp/3yc613586dPP/884e1O+sJFZUBrfGbKwgEOYGc+PuOQ2quQETZt8XDYTrQFZ0RjSNifHwlkgatgbV5awHo6+vLiIZTcBvx7bzchpu81jycOClLLIv2VAYMIbjA5+dVr4fXvAlc1tyCo5uudxhh5I7nehHlFlbHtnYyMzOprq6OGZWdnX2EeXomyZnE/837Pz6u+5iDLQcZnDaYgakDj3m+L5KBqQO/Nmu1sbGx+SZiC99vADU1NTz//PMcOnQIgMLCQhYuXEhKSgrnnHMOgwcPZtu2bUgpGTVqFEOHDj3sfJdffjnLly9n//79ACQlJbFgwQLS0o5vhGvVqlXHJHo7+DLbEx/p3NMPTacsoQynGZu3KhA4TWckenvQe5Bady1jakeSE+iD0i0tQkFhYs1Eho8cTsugFh756BEr2ixAmga3OXK5eOQc+nodLN37bx7z+bmqqRnTcm/DhVX01qvUDocrqj3w7Nmzeeqpp6JeJ4fDwdlnf75H/EIITsk8hVMyT/lc89jY2NjY2HTFbmDRjZOhgUVXgsEgDzzwAIFAIJLWIIQgOTmZH/7wh6hq7+23utPW1kYoFCIlJeXYOnAdBiklv/jFL47rnF81DAysdh/R904iqXHX8Haft7tuRDM1ZlRMI0n3oLS3OO5AIBkxchQXXnghnzV+xurS1ShCYXa/2RQkF0TNP/7/xpMbaOVMn58ZbX7GBoMxVa4GgnJy6EsVCtJqYWwacPrNMOPOqLElJSWsWbOG2tpasrKymDFjBoWFhcflHtnYnEwczwYWNjbfBOwGFjZHzccff4yu61G5vFJK2tra2LdvH0OGDDnmuRMSEkhIODEtWYUQJCUl0dLSErPP7XYTCAR6PLanPNne0N2KrOtcx9OmDIikOHSf1xQmu1J3RQ8Wlh/ya31XMacxmUsbBS8zkw6jMomgoaEBgAGpAxiQGj/NA6A4rZi2T9tobCpGN9+Bbj7JADoO1jORA+RzluMjJs+9BGXQdKtlcTf69+8f1XbU5giYJuxfC+UfQGo/GHYuaF/drnQ2NjY2JxO2ndlJTmNjY9x0ASllTAHSV43p06fjcER/N3M4HJx66qlomhb3GAODj1I/IhSnacORkHH+BJQA5e5y6p31fJb4GTp6ZOzxQiKtYjgkbWobmzM3U+OJ717hQJKllDGWHVESXEWnqKioV+c7TzmP4Y3DcZpOtlOMEcdRwkRhH/0I4mYNU9kqRsQVvTZHSdgPj86Gpy6Htb+Fl26CB0ZC/Wdf9spsbI7IQw89RP/+/XG73UyaNInNmzcfdvyzzz5LcXExbrebkSNH8uqrr0btX758ObNnzyYjIwMhBNu2xX4JDwQCXH/99WRkZJCYmMiFF15IVVVV1JjS0lLmz59PQkIC2dnZ3HrrrTG/99auXcvYsWNxuVwMGjSIxx9//Kivz17Lsa/lvffeY+bMmaSmppKWlsacOXPiFsp/EdjC9yQnPz8/Rjx23fdVZuzYscybNy+ScpKWlsbChQuZOXNmTHpFhxBVUTml6RSc9Oz5Gk+0SiRhEY5EXzv+OE0npmqyJn8N2zO2czDxIHB884cFgk0Zm/hP4X9Y3Wc19e56hBl/flVKLm5pZR+FyPY1qOi4HQqTJ08+4rkMw2Df1n2Rhh3l9OFtJqKjEEYliEYIB09xfiSVIqzrbNmy5Thd7Tecd/4Eldsh3AZmGMI+aKuDF677sldmY3NYnn76aZYsWcI999zDBx98wOjRo5kzZ07c4laADRs2sGjRIq666iq2bt3KggULWLBgATt27IiM8fl8nH766fzud7/r8by33HILL730Es8++yzr1q2joqKChQsXRvYbhsH8+fMJhUJs2LCBJ554gscff5y77747Mmb//v3Mnz+f6dOns23bNm6++Wa+973v8dprrx3V9dlrOba1tLa2MnfuXAoLC9m0aRPr168nKSmJOXPmRArrv0jsHN9unGw5vqZp8o9//IOqqqrINz2Hw8GAAQO47LLLjnD0VwerWKtTDAYCAZYtW0ZpaSktjhbcuhuN+FHgmLnipDOElTABESDZiH3NTUxe6P8CilQ4te5U+rX2O5qVA6CgIwAjzho7hHhYhNGkRkgJsSNtB2WJZRjCQGKiSUg2TX5WV8+ZbX4OUMDbTKINL4WeNmZ8/79JSj+yk4Lf74/7SyaVJoazh1a87GIQoW5fHHJycrj22muP4rpt4vKnU+NHd4UCt5eCK+mLX5PNF8bxzPENBALU1dWRkZHxheQLT5o0iQkTJvDggw8C1u+WgoICbrzxRm6//faY8Zdccgk+n4+XX345sm3y5MmMGTOGhx9+OGpsSUkJRUVFbN26lTFjOm0vm5qayMrKYtmyZVx00UWAZXE5bNgwNm7cyOTJk1mxYgXnnnsuFRUVkQ6gDz/8MLfddhs1NTU4nU5uu+02XnnllSjRfemll9LY2MjKlSt7dX32Wo59Le+//z4TJkygtLSUggKr5mT79u2MGjWKvXv3MmjQoJ5+7E5Ijq8d8T3JURSFxYsXc8YZZ5CRkUFWVhYzZ87kkksu+bKXdlR0L55zu92RN/NHGR+xJXNLu0g88he5GNErwryZ92aPwlkgUKSCRNKn7fCd5+IdTXshmtFDSn0kutzenMJluhhbN5YLDlzAwpKFnFs6l6vKh3B9lYc3ExKY2q+AH+frbM9eS9OIOi647e+9Er0ALpcrbl52I0nUks4hsgkRm14yatSoo7xum7iIw33kfnkuJDZfHwzD4C9/+QuzZs3iggsuYNasWfzlL3/BMIwTds5QKMSWLVuYNWtWZJuiKMyaNYuNGzfGPWbjxo1R4wHmzJnT4/h4bNmyhXA4HDVPcXExhYWFkXk2btzIyJEjI78POs7T3NzMzp07e7WW3lyfvZZjX8vQoUPJyMjgH//4B6FQCL/fzz/+8Q+GDRtG//79+aKxhe83AKfTyVlnncWNN97I9ddfz5QpUz6Xm8NXhaKiIjRNY1jDMA55D7E+Zz1V7ipMzF7n4AoEmtRw6S6EjBUeEkmT08qFnlw9Oa79WG/Po9M7Yd4xvgOXmUiNPooPw+ewLzyekCLY79RY401E6Xt0dl8dH1rR6S8mDgyms5EL1dW40NHa92uaRp8+fZg4ceJRncemB8b8//buPLrq8t73+Pv57b0zJyRhSoAwGSSMMikGa4GKotTaKrXFLqu21mW1dlrr9Jx6ao/ac3rbe67LY1u1p13V69BCcV17nKpYiEMtAlpEAmJDZAqDGUgg87D3/j33jyTbjJCEJDvJ7/NiZcH+Tfu73RI+efbz+z43NnfIaMv4YMqnIDYpOjXJsPKb3/yGxx9/PHKDb0NDA48//ji/+c1vBuw5T548STgcbheioPmToOLi4i7PKS4u7tXx3V0jJiYmsjhSV9fp7nla953pmKqqKurr63v0+lRL32tJTk7mjTfe4Pe//z3x8fEkJSWxadMmXnnllW6nYg4kdXWQYWvmzJmMHz8eW2y5tPhS8tPz2ZaxjYmhiVx47MIeX8dgWFm8stP21hvccOHqI1d3uwRxT/nwndPcYL/1M6NqBh+mfdi8joTxcd351539xA4WLVpEfHw8b7zxBlVVVUwYncJlif8gs34GTLuU719wM3sPfkxVVRVZWVmcd955OI5+Ru4XuXc2d3Qo2t782PFBXCp84dGoliXDQ+sUr65s2LCBr3/962qTJkNOfX09t956K5dccgkbNmwgHA7zwAMP8NnPfpZ3332X+PjB7Wqj4CvDls/n4+abb+a9995j7969LI1ZypIlS8jJyWHDhg3s37//nK7fOgUhNZR69oPPonVesY8wC9nLPAoI4mcn8/iQbHr6MXfABgi4AVzH5e6L7yYnPadP9cyaNYtZs2Z1uS8OWJI+tG98HLb8sfDV5+DYu3B8Z3OnjBlXgK9n89PF28rLy7tt5VhfX095efmA3LQ8ZswYfD5fpzv1S0pKyMjI6PKcjIyMXh3f3TWampo4ffp0uxHFttfJyMjo1GWg9XnbHtNVLSkpKcTHx+Pz+c76+lRL32tZv349hw8fZtu2bZFBlPXr15OWlsbzzz/PunXrGEwaxpFhLRAIsHTpUm699Va++tWvMmvWLIwxXHnllcTGxvb7whp98UmnCJev8ixX8FemcJxsjnAtm1jNmz2+VtiE+UbmN3j9+te5fub1A1i1DBhjIOsiuPgOyPmsQq/02JluZIuPj2f06NED8rwxMTEsXryYvLy8yDbXdcnLyyM3N7fLc3Jzc9sdD82rcXZ3fFcWL15MIBBod52CggKKiooi18nNzWXPnj3tugxs3ryZlJQUZs+e3aNaevL6VEvfa6mrq8NxnHb/Hrc+dl2Xwea77777Bv1Jh7L7778/Frj77rvvJjY2NtrlSB+8cvAVvv+373OAA0yumRzVpYtbhU2YHI6wlF3E8EkfRR8uEygln1k0cPaPKKdNmcYNn7+Blw69xMZ/bORozVGmjZpGXMd5oyIy5IRCIU6fPk1aWlqf5jb6/X4aGhrYtWtXp3033XRTr0Jlb6WkpPDjH/+YrKwsYmNj+fGPf8z777/PY489RlJSEjfddBPvvPNO5CaniRMncs8995CYmEh6ejoPP/wwGzdu5LHHHmPcuOabcSsqKigoKODgwYOsX7+elStXRroPJSUlERcXx4kTJ3j44YdZsGABFRUV3H777WRlZXHvvfcCMH36dJ599lm2bNnC/Pnz2b17N9/+9rf55je/yerVqwHIzs7mpz/9KZWVlWRlZfHMM8/wwAMP8Ktf/SrSUeBsr0+19L2WUaNG8dBDD/Hxxx8zffp0SktL+cEPfsBHH33EAw88QHJy991szvR3prGxkZ///OcAP7/vvvsae/r/sqY6yIiy9fhW7nn7HprCTays6Dxvd7BZLOWx5bi4TGks4jCT2Mf5+AmxgH1MopgQPiZzglOkcCL+BPvS95FRl8H5lecT637yw1dsbCyXXHEJV//P1dQF62gINxB3JI7f5f+O9Z9dz+QULTAhMtLdfvvtQPOc3vr6euLj47nhhhsi2wfKl7/8ZcrKyvi3f/s3iouLWbBgAZs2bYrc+FRUVNTuXoBly5axfv167rnnHv71X/+VGTNm8NxzzzF37tzIMS+88EK7VR9bP/K+9957aR2U+6//+i8cx2Ht2rU0NjayevVqHn30kznxPp+Pl156iTvuuIPc3FwSExO5+eab+clPfhI5Ztq0afz5z3/m+9//Pr/4xS+YNGkSv/vd7yIBsCevT7X0vZacnBxefPFF7r//fnJzc3Ech4ULF7Jp0yYyM3vbKencqY9vByOtj6/XfPXlr/J+2ftg4brD10V9tNdi2Z26m9hwLJdWj+M0KYTwAxY/Lit4m4vI5498joNMoc5XxytZrzChdgIT6yYyoXYCYRPmwKgDjJ05FifG4a3jbxG2n7QuMhiWTVjGf1/+390XIiJRN5z7+IpEw0D08dWIr4wox2qORf7ccaGKaDAYFpxeQJ2vjpPE88lNbIYQDq9xCdMp4hDNTb1d43Lpx5cypnFMpHZjDTX+GgrLCgnbzi3RLJYdxTsG8VWJSLTFxcUN+dU3RYaiEXVzmzHmPmOM7fD1j2jXNRQ1NjbywQcfsGfPHurr66NdTkRxcTGvvfYar7/+eqc7SXti7ui5zYHRQJ2vrsd9cwdaXDiuy0p8uPyea7E0L5ARF4pjbONYHJxIVwkfPhafXIwNN7dXi3Nd1tTU8tXKKmY3NgEQ69N8dBERkbMZiSO+HwBtlyIJdXegVxUWFvLMM89E7rAMh8N8/vOfj/rqXH/961958803aZ1+87e//Y0VK1Zw6aWX9vgady28i+0fbycYDBIXjov6iG8rpyXYdhQkQJBAZF9XvYL9BLmIfOYdT2J7ejn3nSzGZy0+a8HAm4lJ7Lp0+Cw/LSIiEi0jMfiGrLU9XxrGYxoaGti4cWPkztlWzz//PJMnT+60+spgKS8v58033+y07OYbb7zB3LlzSUtL69F1ZqbP5Pdrfs+j2x7FFBmGyIAvwFlD+Jn2p1PF5aEPuL7UbTm2hYUVdfWsjMk647Xr6urYvXs3J0+eZOLEicydO5eYmL6tQiciIjJcjaipDi1mGGNOGGMOGmP+YIw5463uxphYY0xK6xfQfV+NEWD//v3drsLVun53NOzfv7/LnrvGmF4vRDEzfSYPXPEAMU7Pg92ZpkS07hvIaRNnCr0hArzPbAK4GDovdRHrhonZ/cduzy8tLeUXv/gFeXl57Ny5k1deeYVHH32U2tra/ileRHpFN5WL9MxA/F0ZacF3B3ALcCVwBzANeMsYc6YwezdQ2ebr2BmOHfZCoVCX/yNZazuNtg4mn8/XbfDtbb/Lo0eP8tBDD/Xo9fj9fhISEjAYLBYXl3DLr6AJEqb5GuWBckImerNmKknmPWZ3G73DZ2gC/uKLL9LY2BgZ5Q8Gg1RVVZGXl8ehQ4coKSnRP8QigyAQaF6spK6uLsqViAwPrX9XWv/u9IcRNdXBWvtKm4f5xpgdwBHgS8Bj3Zz2M+DBNo+TGcHhNzs7u8tAaIxh5syZUaio2axZs3j11Vc7bXddl5ycni/LW1VVxRNPPNHjED9+/HhuvvlmXnjhBT788EMq/BUcSzuGbbBMrJtIalMqBsPWzK1Mqp3E/PL5nebhDnz3CEs9CbzMSqZyjDSq2j1bE37+XJREePP/Y+2qte1+gAiFQhw9erTTFV3XjSz17Lou6enp3HjjjZ1a+B07doz8/HzC4TBz5sxh2rRpQ2I1PJHhyOfzkZqaGllNKyEhQX+fRLpgraWuro7S0lJSU1Px+Xz9du0RFXw7staeNsbsB7LPcEwjEFnxY6R/E0pJSWH16tX85S9/wVqLtRafz8fFF1/criH1YEtOTmbt2rX86U9/ikzFcF2XtWvXkpiY2OPr7Ny5s1cj1/PnzycmJoYvfvGLkW2u67Jx40YKCgoi2wJugKNJR5lzag6O6+C0fFgyEKG3+ZptNT8KEcMzfI5beAYHi4OLxfARU8knB3frHvJP5HPvjfdSVFREdXU1mZmZOI7T7bKQTU3NXSHKysrYsGFDuyb4b731VmTetbWW3bt3M3/+fK655pp+fb0iXpKRkQHQbilZEelaampq5O9MfxnRC1gYY5KAIuA+a+0ve3iOJxawKCsri4z2zZo1iwkTJkS7JKD55ruPPvoIaB6d7m1j9j/96U/k5+f36NhAIMAPf/jDT36SdMNQuBlO7seOzeGprcc4dKQIgI+SP2Jv+l7iw/EsOrmIMQ1jsFiq/dWMCo3qVY0dtQ3Pbssvf8siF51n9EIMDcziIEnUcphJHCcjcpzF0pTaRFJtEsYYwuEwycnJVFdXn/UHAp/Px5133sno0aOprKzkl7/8Zadz/H4/t9xyC5MmTer6tVhLSUkJ4XCYjIyMfv0pXWQkCYfDBIPBaJchMmQFAoEz/huiBSwAY8wDwIs0T2+YANwPhIEN0axrKBo7diwrV0Z/Sd+O4uLi2i1p2VtTpkzpUfD1+Xx88YtfxOfzYa2l4lgho579Mr7aYowbwjh+bkyexP/hMhqI47zq86jz13Fg1AG2jt9KRl0GC08uPOfQ26p1brG/5VezrkeSm4hjN7O7vZY5bQjyyT+oNTU1JCcnU1NTg+M4kVHejhzHoaGhAYCDBw/iOE6n4BsOhyksLOwy+JaWlrJhwwaqq6sjc7PXrl0bWfNdRD7h8/n0g6FIFIyo4AtMojnkjgbKgL8BF1try6JalQyaefPm8frrr1NTU9Np35IlS6ioqCA1NZWlS5cyfvx4iouL2bhxIytP/5FR9jCGlikB4SZ8lYe50nmb59zPYDDMPzWfnMocGpwGkkPJ/TbFofU6fvw9vGbXI8GtGn2NxIQ/6WgRCoVISEjg+uuvZ9++fRQWFlJWVtbphjbHcSLTXWJiYrqc9uM4Tpdt0MLhME8++WS7ThHBYJA//vGPfOc73xnRn56IiMjwMaKCr7V2XbRrkOiKiYnhW9/6Fi+99BIFBQWEw2HS09O55pprmDJlSrtjm5qaeOKJJ2hoaCCH/fjpMA823MQ8/0c8537mk+u7McS4/d//tnch2tDaXK3jeWET5oP0D1hatrTdvmAwyNatW9m/f3+nHs7GGHw+H5/73OciHTRmzJjR7bN3NSJ/8ODBLj+2tdaSn5/Ppz71qV68PhERkYExooKvCEB8fDzXX3/9WY/7xz/+0e1NX62CoeAZbw7rKRc3ckNc/2gNvzZy7bAJczzhOMcTjtPkNBHrfrKMcVpaGvv27evySvPnz2fZsmXtbm6MiYnhxhtvZP369ZHXbq3luuuua51T1U537ZnC4bBaN4mIyJCh4CueVVtbGwl1HzKDORS0G/UN4fAB50eO8fl8ZGRkcOrUqV6HuepANUnBJBycfp8i0eQ08XLWywRsAOMakoJJBNz2PQ+7WwTE7/dz3nnnddnRY/LkyfzTP/0TR44cwXVdpkyZ0u1qb1OnTu3y5rlAIMD06dN7+9JEREQGxEhbwEKkx9pOfXiV5ZxiFE0ECOKjiQAVpLGZSyPHhMNhSktLWbx4ca+fKzGUyI6xO6hz6vp9BbhYN5Y4N46gEwQHlhcv7/HocjgcPmPnjNZgPGPGjDMucTxq1Chyc3PbLTYSCASYOnWqgq+IiAwZGvEVz5owYQI5OTkUFBRQF4RHuIl0qpk5qomq+iD7mjKwHQJkMBgkJiYGv9/faa7smfitn9yy3AFb6CLkhMA0z/E9mnSUGVXdz9Fty1rL2LFj+6WGVatWMXXqVN577z2CwSDz5s1jzpw53S6RLSIiMthGdB/fvvBKH19p5rour732Glu3bo10OQgEAgQCgW6nMziOE1n8I9oslgangZenvBzZNrVqKovLez4qvWjRIq655hpc16W4uBhjDOPHj1dgFRGRIUt9fEX6aNeuXe1CbDAYjKxoZ63tdGOb67pDZoU/g2l3E5vP9ZHWlNaraxQWFlJUVMQzzzxDY2Mj1loSEhJYt27dkFnYREREpD9oSEc8raSkhMbGxk7bQ6EQEyZMYOHChcTHx3fab63F7/ezZMkSHMeJ6uiobeItVAAAGt1JREFUa5qDubGGgBsgqyarV+cHAgGefvppampqCAaDhEIhqqqqePLJJ7td7EJERGQ40oiveFrbm7E6qq2tZc2aNdTU1FBQUNBpv+M4zJkzh4suuoidO3dSVlbG4cOHz7n1WW+4uJxIOIHf9ZNZl8m8inkEbNuODpZMilnLqzi47GEmW7mQJj65Ua2qqqrLjgzWWgoKCpg3b94gvBIREZGBp+ArnjZmzBhSU1MpLy/vNGf39OnTvPTSS8yYMaPLBRrC4TCZmZnExcVx1VVXcfToUZ566qlBDb4ODpNrJzO5dnI3RxiKGU86p3CAZexkBgf5C8sZSwXlpHEoNBnbxU13ruuqB6+IiIwomuognmaMYd26dV2O/LquS35+PjNmzCAtLa3dMX6/n1WrVrVrBZaZmdnl3F+/309CQsI51XkuLdAsDscZB0CAMBmc5Eae43LeYh0v8E1+TxwNnc+zlmnTpvX5eUVERIYaBV/xvDFjxjBu3Lgu9zmOQ11dHd/4xje47LLLmDx5Mjk5OXzlK18hNze33bF+v58vfOEL+P3+yJzfQCDAhAkT+NKXvkQgEIiE50AgQFZWFosWLRrYFweA5Wmup4LmFdcM4CdMDCFiCDGaClbzZrszAoEACxYs6Pa/i4iIyHCkqQ4iQFZWFsXFxZ3murquS1paGjExMeTm5nYKux3Nnj2bsWPHsmvXLmpqajj//POZNWsWPp+P733ve+zZs4fq6mqmTJlCdnY2Tz/9dI/qO7f+v4YQPt7iIj7P5k5X8uMyh/08z2r8fj/Z2dksWLCAmTNnnsNzioiIDD0KviJAbm4uu3btahd8/X4/S5cuPePKZl0ZO3YsV1xxRaftiYmJXHzxxZHHtbW1HDlypO9F94KLj2Nk4gKHmMw/OI8AIebzIRmcxGAxxjB79myWL1/O6NGjB6UuERGRwaQFLDrQAhbedfLkSTZv3syRI0eIj49n2bJlLFmyZMB69h4/frzPLcMstpejwC4zOYiPMAWcRxhfZM80iljIBzznXI3P58N1XZYsWcKVV17Z7rWHw2FOnDiB3+8nIyNjyPQyFhER79ECFiLnaMyYMdxwww2D9nzp6eldthE7G4slZJqXS/Zbfw8DsOEjprYE3vbHH2Iyh8gC1410pNi5cydTpkxh9uzZQPMiF88++yzhcBhrLUlJSdxwww2MHz++1/WLiIhEi25uE4mS+Ph4lixZ0m0v4Y4jqrb1l2Np8jURsIEej/qOGpVKGD8dQ2/LM9HxW0EoFOKZZ57h8ccf59ChQ2zcuJGGhobIAhenT5/mqaee6lNwFxERiRYFX5EoWr16NZdddhkxMTHtthtjCAQCrFy5MtIKzTEOs3Jm8aN/+RHTR0/H5/tkukJrKO5OZWVln+orKiriD3/4Q5e9iYPBIAcPHuzyPGsthw8fZvv27ezfv39QexuLiIh0R3N8O9AcX4kGay3vvvsu27Zti6ykFhMTQzgcJisri3Xr1rW7ya6pqYnt27eze89uDtce5lDSIVJqU5hSO+UcO0B0ZozptLgHNLc8u/rqq7ngggvabW9qauKpp56ipKQEa5tvmktOTubrX/86SUlJ/VqbiIh4U1/n+Cr4dqDgK9G0fft2tmzZQigUimzz+XzMnTuXa6+9tstzgm6QN4++SWFJISUvlwxWqQDcdNNNTJ8+vd22zZs3s2PHjnavwXEcZsyYMahzqEVEZOTqa/DVVAeRIeSdd95pFxihuZvCnj17up1PG3ACrJqyijsuuqNTCB1o7+zYAQdeh9f+g+q/Pkr+u2/z3nvvdXoNrutqyoOIiESdujqIDCHdtTZzWzoutJ3X25Xrr7+eRx55hJqami73O47DsmXLePvtt/slhBYV7uXV/c+wy55PA0EML2Nx6M+fqY8ePcprr71GaWkpo0ePZsWKFYMe8EVEZGTQiK/IEDJz5szIcsdtTZgwgUAgcNbz4+Pjueuuu1i+fHmnkGyMYd26dVxyySUkJSWdNUT3RKNr2GHn0kA8YLD46erbijGGlJQUNm3axJEjR7qcM9yVI0eO8OSTT3Lo0CFqa2spKipi/fr1FBQUnHPtIiLiPZrj24Hm+Eo01dTU8Nvf/pb6+nqCwSB+vx/Hcfja177G2LFj2bdvHyUlJYwZM4Y5c+Z06gbRVjAYZO/evRw4cIC0tDSWLVtGfHw80Lxq3JYtW8jPzz+HlmQWH+GWNmnd8/l8nVbEW7x4MVddddVZn+Gxxx7j6NGjnbaPHj2ab3/7270vWURERgQtYCEyAiQlJXHnnXeye/dujh07xpgxY1i0aBGO4/Dwww9TW1tLMBgkEAiQl5fHN77xDVJTU7u8ViAQYOHChSxcuLDTvvr6evbu3dsp9HbXwaE7Zwu9kyZN4vjx4+22hUIhdu7cyYIFC8jMzDzj+SUlXd+sV15eHukYISIi0lMKviJDTFxcHEuXLmXp0qWRbS+88AJVVVWRebmtC0m8/PLLfOUrX+n1c+Tl5REMBjttdxwH13V7GH4NDiHcM3wbSU5Oxu/3d3qucDhMYWFhp+BbU1PDzp07KS0tZcKECSQnJ1NeXt7puklJSQq9IiLSawq+IsPAvn37Ot2MZq2lsLCwVyOfruuSl5fHhx9+2O3+zMxMiouLe3jzmw+wdLUinOM4ZGRkUFhY2GmftRbHcQgGgzQ1NZGQkEBZWRmPPfYYoVCIcDhMQUEBPp+vy6kSy5cv79HrFRERaUvBV2QY6O5GNJ/P16uRz3feeYd33nmn2/1+v58bbriB5557jgMHDpz1eoHYOAwuDY2dR48zMjK46KKLeP3117s8d8+ePbz22mtYa0lKSiIuLo7GxsbI/lAoRCgUYuLEiVRWVlJTU0N8fDzLly9nyZIlPXi1IiIi7Sn4igwDF1xwQacevz6fjzlz5vTqOm+//XaXUxygOfReeOGFJCcns2bNGh555JGzjvo2NjZ2G7zLy8upqqrqNGLbqu383erqaqqrq7u8TklJCT/60Y8ic5s1xUFERPpK7cxEhoGVK1cyadIk/H4/gUAAv9/PuHHjuPLKK3t1nfr6+m73XXTRRaxatQqA06dP4/f37Ofi7uYDNzY28sQTT/TqZrmuhMNhjDHExMQo9IqIyDnRiK/IMBAIBLjllls4fvx4pJ1ZVlZWr4PgpEmTOHToUKftEydO5Iorrog8Hjdu3Dm0OftEa9DubbeItrrqaywiItIX+hdFZBiZOHEiixYtYvLkyX0a/Vy9ejWBQCASJh3HIRAIsGbNmnbHJScns2jRonajvsYY4uLier3whTGG2NhYfD5fu+fuqfPOO69Xx4uIiHRHC1h0oAUsZKSrqKhg69atfPzxx4wfP55LLrmEMWPGdDrOdV127tzJjh07aGxs5Pzzz2fFihW8+eabvP/+++3mG5+Nz+fDdV2MMWRnZ3Pw4MFuz28dHW4N5bfddluX9YmIiHf1dQELBd8OFHxFziwUCvHCCy/wwQcfREZvu7thrjfi4+NZt24de/fupbS0lIkTJ7J06dLWb2wiIiIRCr79RMFXpGfq6uqorq4mPT2dn/70p+d0LZ/PR1ZWFidOnMBaS2pqKsYYGhoamDp1KitWrCA9Pb2fKhcRkeFOSxaLyKBKSEggISEBgJiYGJqamvp8rXA4zOHDhyOPy8rKIn/Oz89n37593HXXXd0uzywiItITurlNRM7ZVVdd1eX27OzsfunKEAqF+PWvf83mzZu77fcrIiJyNprq0IGmOoj0TWFhIZs2baKqqoq0tDTWrFlDamoqv/71rwkGgz1cAvnMWjtD3H777aSlpfVD1SIiMhxpjm8/UfAV6V+nTp3irbfe4tChQ4waNYqsrCzef//9Po/cGmOYO3cua9eu7edKRURkuNAcXxEZktLS0rjmmmvabfvMZz5DXV0dv/zlL2lsbOzV9ay1HDhwoD9LFBERj9AcXxEZdMYYEhMTufbaa3u9IAY0d5R48MEHKSgoGIDqRERkpNJUhw401UFkcJWXl/Pee++xe/duampqenWu4zgsW7aMVatWDVB1IiIyFPV1qoNGfEUkqkaPHs3ll1/OmjVrej3667ou27Zto6qqx9/zRETEwxR8RWRImDlzJqmpqe3Cr8/nY8KECWc8z+fzUVRUNNDliYjICKDgKyJDgs/n49Zbb2XhwoUkJCSQmJjI0qVLueWWW8jMzOz2PGstiYmJg1ipiIgMV5rj24Hm+IoMPR9//DGPP/44wWCw3XZjDMnJydx22224rktKSgrGmChVKSIig0V9fPuJgq/I0FRTU8OWLVvYs2cP1lqMMaSmphITE0NJSQnGGFJSUrjuuuvIysqKdrkiIjKAFHz7iYKvyNDmui6lpaX4/X7Wr1/PqVOnaPt9LBAI8N3vfpekpKQoVikiIgNJXR1EBpHbGKJuVyk1Oz4mVNEQ7XI8xXEcMjIyqKmpobq6mo4/vFtr2b17d5SqExGRoUwrt4n0UuPBSk4+sRcAawHXkrxiEqMunxrVurymurq6y/m8oVBI7c1ERKRLGvEV6QUbcjn51AfYJhfb5ELQhbCl+s3jNB5R2BpMkyZNIhwOd9oeCASYPHlyFCoSEZGhTsFXpBcaD1eC28WOsEvdrtJBr8fL0tLSWLBgAX5/+w+uXNclNTU1SlWJiMhQpuAr0hsu0FW3LAvW7SoRy0C67LLLOs3xDYfDPP30051an4mIiCj4ivRC7LSUlom97ZmAQ8L8cVGoyNs+/PBDHKfztzHXdSkoKKCyspLjx4/T1NQUhepERGSo0c1tIr1gAj7SvzKL8t/vwxiDDVtwIGHROGLPGxXt8jyntra2y3m+4XCYN954g1OnTkWC8apVq1i6dOlglygiIkOIgq9IL8XnpJP5LxdRn1+G2xQm7vx0YiaqZ2w0TJ06FcdxcDtMMwmHw1RUVOC6biQYb968mdGjR5OdnR2NUkVEZAjQVAeRPvAlx5B0yURSVk5W6I2irKwssrOzCQQCkW2tN7t1DMOhUIjt27cPan0iIjK0aMRXRIYtYwxf+tKX2LNnD7t378YYQ3Z2Nnl5eYRCoU7H19TURKFKEREZKhR8RWRYcxyHCy64gAsuuABoHul96623OgVfv9/P+eefH40SRURkiNBUBxEZURzH4eqrr8bv90dWdvP7/SQmJnLxxRdHuToREYkmjfiKyIgze/ZsUlNT2b59O5WVlWRnZ7NkyRLi4+OjXZqIiESR6dj83euMMSlAZWVlJSkpKdEuR0REREQ6qKqqYtSoUQCjrLVVPT1PUx1ERERExBMUfEVERETEEzTHV0Q8wVrLoUOHKCsrY8yYMUybNq3L5Y5FRGTkGlbB1xjzaeAHwGIgE7jWWvtcm/0GuB+4DUgFtgJ3WGsLo1CuiAwRDQ0NPPnkk5w8eRJrLcYY0tLSuOWWW0hISIh2eSIiMkiG23BHIrAb+FY3+/8Z+A7wTWApUAu8aoyJG5zyRGQoysvLo7S0lGAwSCgUIhgMUl5ezquvvhrt0kREZBANq+BrrX3FWnuPtfZ/Ou5rGe39HvAf1trnrbX5wE3ABOALg1yqiAwhe/bsIRwOt9sWDofZt29flCoSEZFoGFbB9yymARnAltYN1tpKYAeQ291JxphYY0xK6xeQPOCVisig6q5to9o5ioh4y0gKvhktv5d02F7SZl9X7gYq23wd6//SRCSaZs+e3elGNsdxyMnJiVJFIiISDSMp+PbVz4BRbb4mRbccEelvl19+OWlpaQQCARzHIRAIkJKSwpVXXhnt0kREZBANq64OZ1Hc8vt44OM228cD73d3krW2EWhsfdw8VVhERpKEhATuvPNO9u/fT2lpKWPGjCEnJwefzxft0kREZBCNpBHfQzSH38taN7TM2V0KbItWUSIyNDQ1NREIBMjOzmb27NkKvSIiHjSsRnyNMUlAdptN04wxC4AKa22RMeYh4B5jTCHNQfjfgRPAc52vJiJesW3bNrZs2YLP58NaS0pKCjfeeCNpaWnRLk1ERAbRcBvxXQLsavkCeLDlzz9pefyfwK+A3wLvAknAldbahkGuU0SGiCNHjpCXl0c4HKapqYlgMEhFRQUbNmyIdmkiIjLIhtWIr7X2DaDbSbi2uTfRv7V8iYjw97//nVAo1G6btZaKigrKysoYO3ZslCoTEZHBNtxGfEVEeqW+vr7L7cYYGhr0YZCIiJco+IrIiDZ79mwCgUCn7Y7jkJmZGYWKREQkWhR8RWREmz9/PuPHj4+EX8dx8Pv9XHPNNfj9w2q2l4iInCOjJTvba2mBVllZWUlKSkq0yxGRfhAKhdi3bx+FhYUkJiayaNEixo0bF+2yRESkj6qqqhg1ahTAKGttVU/PU/DtQMFXREREZGjra/DVVAcRERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfEEBV8RERER8QQFXxERERHxBAVfEREREfGEYRV8jTGfNsa8aIw5YYyxxpgvdNj/RMv2tl+bolWviIiIiAwdwyr4AonAbuBbZzhmE5DZ5uuGQahLRERERIY4f7QL6A1r7SvAKwDGmO4Oa7TWFg9aUSIiIiIyLAyr4NtDK4wxpcAp4DXgHmtteXcHG2Nigdg2m5IBqqqqBrRIEREREembvua0kRZ8NwF/Ag4B5wH/C3jFGJNrrQ13c87dwL0dN2ZlZQ1YkSIiIiLSL5KBHqdgY60dwFoGjjHGAtdaa587wzHTgQPAKmttXjfHdBzxBUgHKvqr1mEiGTgGTAKqo1yLDDy9396i99tb9H57i5ff72TghO1FmB1pI77tWGsPGmNOAtlAl8HXWtsINHbY7Ll5Dm3mTFdbaz33+r1G77e36P32Fr3f3uLx97vXr3e4dXXoFWPMJGA08HG0axERERGR6BpWI77GmCSaR29bTTPGLKB5WkIFzXN1nwWKaZ7j+5/AR8Crg1yqiIiIiAwxwyr4AkuA19s8frDl9yeBO4D5wM1AKnAC+Avw45bpDHJmjcD9dJ72ISOT3m9v0fvtLXq/vUXvdy8M25vbRERERER6Y0TP8RURERERaaXgKyIiIiKeoOArIiIiIp6g4CsiIiIinqDgKxhjvmWMOWyMaTDG7DDGXBTtmmRgGGM+bYx50RhzwhhjjTFfiHZNMjCMMXcbY941xlQbY0qNMc8ZY2ZGuy4ZGMaYO4wx+caYqpavbcaYq6JdlwwOY8wPW76nPxTtWoY6BV+PM8Z8mea2cPcDi4DdwKvGmHFRLUwGSiLN7/G3ol2IDLjlwCPAxcDlQAD4izEmMapVyUA5BvwQWExz68/XgOeNMXOiWpUMOGPMhcDtQH60axkO1M7M44wxO4B3rbV3tTx2gKPAr6y1P49qcTKgjDEWuNZa+1y0a5GBZ4wZC5QCy621f412PTLwjDEVwA+stY9FuxYZGC0Le70H3AncA7xvrf1edKsa2jTi62HGmBiaRwe2tG6z1rotj3OjVZeIDIhRLb9XRLUKGXDGGJ8xZh3Nn/Bsi3Y9MqAeAf5srd1y1iMFGH4rt0n/GgP4gJIO20uAnMEvR0QGQssnOQ8BW621e6NdjwwMY8w8moNuHFBD8yc6+6JblQyUlh9uFgEXRruW4UTBV0Rk5HsEmAt8KtqFyIAqABbQPLr/ReBJY8xyhd+RxxiTBfwCuNxa2xDteoYTBV9vOwmEgfEdto8Hige/HBHpb8aYh4GrgU9ba49Fux4ZONbaJuCjloc7W256+i7NNz7JyLIYGAe8Z4xp3eYDPm2MuQuItdaGo1XcUKY5vh7W8k1yJ3BZ67aWj0QvQ/PCRIY10+xh4FrgM9baQ9GuSQadA8RGuwgZEHnAPJpH+Fu//g78AVig0Ns9jfjKgzR/HPZ34B3gezTfEPF/o1qVDIiWO4Cz22yaZoxZAFRYa4uiVJYMjEeArwCfB6qNMRkt2yuttfXRK0sGgjHmZ8ArQBGQTPN7vwJYHcWyZIBYa6uBdvP1jTG1QLnm8Z+Zgq/HWWs3trQ5+gmQAbwPXGmt7XjDm4wMS4DX2zx+sOX3J4FbBr0aGUh3tPz+RoftXwOeGNRKZDCMA54CMoFKmnu6rrbWbo5qVSJDjPr4ioiIiIgnaI6viIiIiHiCgq+IiIiIeIKCr4iIiIh4goKviIiIiHiCgq+IiIiIeIKCr4iIiIh4goKviIiIiHiCgq+IiIiIeIKCr4iIhxhjphpjbMtS1SIinqKV20REPMQY4wPGAiettaFo1yMiMpgUfEVERETEEzTVQURkBDLGOMaYfzbGfGSMaTTGFBljfqSpDiLiZf5oFyAiIgPiZ8BtwPeBvwGZQE5UKxIRiTJNdRARGWGMMclAGXCXtfZ3HfZNBQ4BC6217w9+dSIi0aOpDiIiI88sIBbIi3YhIiJDiYKviMjIUx/tAkREhiIFXxGRkaeQ5vB7WbQLEREZSnRzm4jICGOtbTDG/G/gP40xTcBWmnv3zkHTH0TEwxR8RURGpn8HQsBPgAnAx8B/R7UiEZEoU1cHEREREfEEzfEVEREREU9Q8BURERERT1DwFRERERFPUPAVEREREU9Q8BURERERT1DwFRERERFPUPAVEREREU9Q8BURERERT1DwFRERERFPUPAVEREREU9Q8BURERERT/j/njSF5Bj47usAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"s = X\n",
"fig, ax = plt.subplots(figsize=(8, 6), dpi=100)\n",
"sns.scatterplot(s.ci, s.absmag,\n",
" hue=y,\n",
" size=0.01, ax=ax, edgecolor=None)\n",
"plt.xlim(-0.5, 4.5)\n",
"plt.ylim(15, -15)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import classification_report"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.neighbors import KNeighborsClassifier"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"knn = KNeighborsClassifier(5)\n",
"knn.fit(X, y)\n",
"y_pred = knn.predict(X)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" II 0.38 0.16 0.22 332\n",
" III 0.63 0.77 0.69 3968\n",
" IV 0.44 0.18 0.26 1053\n",
" Ia 0.36 0.10 0.15 42\n",
" Ia0 0.00 0.00 0.00 2\n",
" Iab 0.00 0.00 0.00 23\n",
" Ib 0.50 0.07 0.12 120\n",
" V 0.71 0.73 0.72 4460\n",
"\n",
"avg / total 0.63 0.65 0.63 10000\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/santos/.local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
}
],
"source": [
"print(classification_report(y, y_pred))"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(15, -15)"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"s = X\n",
"fig, ax = plt.subplots(figsize=(8, 6), dpi=100)\n",
"sns.scatterplot(s.ci, s.absmag,\n",
" hue=y_pred,\n",
" size=0.01, ax=ax, edgecolor=None)\n",
"plt.xlim(-0.5, 4.5)\n",
"plt.ylim(15, -15)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"lda = LinearDiscriminantAnalysis()\n",
"lda.fit(X, y)\n",
"y_pred = lda.predict(X)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" II 0.07 0.00 0.01 332\n",
" III 0.86 0.84 0.85 3968\n",
" IV 0.26 0.01 0.01 1053\n",
" Ia 0.09 0.33 0.14 42\n",
" Ia0 0.00 0.00 0.00 2\n",
" Iab 0.03 0.13 0.06 23\n",
" Ib 0.00 0.00 0.00 120\n",
" V 0.73 0.96 0.83 4460\n",
"\n",
"avg / total 0.70 0.76 0.71 10000\n",
"\n"
]
}
],
"source": [
"print(classification_report(y, y_pred))"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(15, -15)"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"s = X\n",
"fig, ax = plt.subplots(figsize=(8, 6), dpi=100)\n",
"sns.scatterplot(s.ci, s.absmag,\n",
" hue=y_pred,\n",
" size=0.01, ax=ax, edgecolor=None)\n",
"plt.xlim(-0.5, 4.5)\n",
"plt.ylim(15, -15)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.ensemble import RandomForestClassifier"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"RandomForestClassifier(bootstrap=True, class_weight='balanced',\n",
" criterion='gini', max_depth=14, max_features='auto',\n",
" max_leaf_nodes=None, min_impurity_decrease=0.0,\n",
" min_impurity_split=None, min_samples_leaf=5,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" n_estimators=15, n_jobs=1, oob_score=False, random_state=None,\n",
" verbose=0, warm_start=False)"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rfc = RandomForestClassifier(class_weight='balanced',\n",
" max_depth=14,\n",
" min_samples_leaf=5,\n",
" n_estimators=15\n",
" )\n",
"rfc.fit(X[['absmag', 'ci']], y)"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"y_pred = rfc.predict(X[['absmag', 'ci']])"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" II 0.40 0.71 0.51 332\n",
" III 0.93 0.81 0.87 3968\n",
" IV 0.43 0.65 0.52 1053\n",
" Ia 0.35 0.93 0.50 42\n",
" Ia0 0.25 1.00 0.40 2\n",
" Iab 0.44 0.78 0.56 23\n",
" Ib 0.40 0.83 0.54 120\n",
" V 0.90 0.80 0.85 4460\n",
"\n",
"avg / total 0.84 0.78 0.80 10000\n",
"\n"
]
}
],
"source": [
"print(classification_report(y, y_pred))"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(15, -15)"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"s = X\n",
"fig, ax = plt.subplots(figsize=(8, 6), dpi=100)\n",
"sns.scatterplot(s.ci, s.absmag,\n",
" hue=y_pred,\n",
" size=0.01, ax=ax, edgecolor=None)\n",
"plt.xlim(-0.5, 4.5)\n",
"plt.ylim(15, -15)"
]
},
{
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment