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decisionstats/ipython pandas for diamonds dataset

Last active October 1, 2015 18:40
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ipython pandas for diamonds dataset
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"import pandas as pd #importing packages\n",
"import os as os"
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"diamonds=pd.read_csv(\"diamonds.csv\")\n",
"#note header =0 means we take the first row as a header (default) else we can specify header=None"
]
},
{
"cell_type": "code",
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"name": "stdout",
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"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 53940 entries, 0 to 53939\n",
"Data columns (total 10 columns):\n",
"carat 53940 non-null float64\n",
"cut 53940 non-null object\n",
"color 53940 non-null object\n",
"clarity 53940 non-null object\n",
"depth 53940 non-null float64\n",
"table 53940 non-null float64\n",
"price 53940 non-null int64\n",
"x 53940 non-null float64\n",
"y 53940 non-null float64\n",
"z 53940 non-null float64\n",
"dtypes: float64(6), int64(1), object(3)\n",
"memory usage: 3.9+ MB\n"
]
}
],
"source": [
"diamonds.info()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
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{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>carat</th>\n",
" <th>cut</th>\n",
" <th>color</th>\n",
" <th>clarity</th>\n",
" <th>depth</th>\n",
" <th>table</th>\n",
" <th>price</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>z</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.23</td>\n",
" <td>Ideal</td>\n",
" <td>E</td>\n",
" <td>SI2</td>\n",
" <td>61.5</td>\n",
" <td>55</td>\n",
" <td>326</td>\n",
" <td>3.95</td>\n",
" <td>3.98</td>\n",
" <td>2.43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.21</td>\n",
" <td>Premium</td>\n",
" <td>E</td>\n",
" <td>SI1</td>\n",
" <td>59.8</td>\n",
" <td>61</td>\n",
" <td>326</td>\n",
" <td>3.89</td>\n",
" <td>3.84</td>\n",
" <td>2.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.23</td>\n",
" <td>Good</td>\n",
" <td>E</td>\n",
" <td>VS1</td>\n",
" <td>56.9</td>\n",
" <td>65</td>\n",
" <td>327</td>\n",
" <td>4.05</td>\n",
" <td>4.07</td>\n",
" <td>2.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.29</td>\n",
" <td>Premium</td>\n",
" <td>I</td>\n",
" <td>VS2</td>\n",
" <td>62.4</td>\n",
" <td>58</td>\n",
" <td>334</td>\n",
" <td>4.20</td>\n",
" <td>4.23</td>\n",
" <td>2.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.31</td>\n",
" <td>Good</td>\n",
" <td>J</td>\n",
" <td>SI2</td>\n",
" <td>63.3</td>\n",
" <td>58</td>\n",
" <td>335</td>\n",
" <td>4.34</td>\n",
" <td>4.35</td>\n",
" <td>2.75</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" carat cut color clarity depth table price x y z\n",
"0 0.23 Ideal E SI2 61.5 55 326 3.95 3.98 2.43\n",
"1 0.21 Premium E SI1 59.8 61 326 3.89 3.84 2.31\n",
"2 0.23 Good E VS1 56.9 65 327 4.05 4.07 2.31\n",
"3 0.29 Premium I VS2 62.4 58 334 4.20 4.23 2.63\n",
"4 0.31 Good J SI2 63.3 58 335 4.34 4.35 2.75"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diamonds.head()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>carat</th>\n",
" <th>cut</th>\n",
" <th>color</th>\n",
" <th>clarity</th>\n",
" <th>depth</th>\n",
" <th>table</th>\n",
" <th>price</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>z</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>53930</th>\n",
" <td>0.71</td>\n",
" <td>Premium</td>\n",
" <td>E</td>\n",
" <td>SI1</td>\n",
" <td>60.5</td>\n",
" <td>55</td>\n",
" <td>2756</td>\n",
" <td>5.79</td>\n",
" <td>5.74</td>\n",
" <td>3.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53931</th>\n",
" <td>0.71</td>\n",
" <td>Premium</td>\n",
" <td>F</td>\n",
" <td>SI1</td>\n",
" <td>59.8</td>\n",
" <td>62</td>\n",
" <td>2756</td>\n",
" <td>5.74</td>\n",
" <td>5.73</td>\n",
" <td>3.43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53932</th>\n",
" <td>0.70</td>\n",
" <td>Very Good</td>\n",
" <td>E</td>\n",
" <td>VS2</td>\n",
" <td>60.5</td>\n",
" <td>59</td>\n",
" <td>2757</td>\n",
" <td>5.71</td>\n",
" <td>5.76</td>\n",
" <td>3.47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53933</th>\n",
" <td>0.70</td>\n",
" <td>Very Good</td>\n",
" <td>E</td>\n",
" <td>VS2</td>\n",
" <td>61.2</td>\n",
" <td>59</td>\n",
" <td>2757</td>\n",
" <td>5.69</td>\n",
" <td>5.72</td>\n",
" <td>3.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53934</th>\n",
" <td>0.72</td>\n",
" <td>Premium</td>\n",
" <td>D</td>\n",
" <td>SI1</td>\n",
" <td>62.7</td>\n",
" <td>59</td>\n",
" <td>2757</td>\n",
" <td>5.69</td>\n",
" <td>5.73</td>\n",
" <td>3.58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53935</th>\n",
" <td>0.72</td>\n",
" <td>Ideal</td>\n",
" <td>D</td>\n",
" <td>SI1</td>\n",
" <td>60.8</td>\n",
" <td>57</td>\n",
" <td>2757</td>\n",
" <td>5.75</td>\n",
" <td>5.76</td>\n",
" <td>3.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53936</th>\n",
" <td>0.72</td>\n",
" <td>Good</td>\n",
" <td>D</td>\n",
" <td>SI1</td>\n",
" <td>63.1</td>\n",
" <td>55</td>\n",
" <td>2757</td>\n",
" <td>5.69</td>\n",
" <td>5.75</td>\n",
" <td>3.61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53937</th>\n",
" <td>0.70</td>\n",
" <td>Very Good</td>\n",
" <td>D</td>\n",
" <td>SI1</td>\n",
" <td>62.8</td>\n",
" <td>60</td>\n",
" <td>2757</td>\n",
" <td>5.66</td>\n",
" <td>5.68</td>\n",
" <td>3.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53938</th>\n",
" <td>0.86</td>\n",
" <td>Premium</td>\n",
" <td>H</td>\n",
" <td>SI2</td>\n",
" <td>61.0</td>\n",
" <td>58</td>\n",
" <td>2757</td>\n",
" <td>6.15</td>\n",
" <td>6.12</td>\n",
" <td>3.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53939</th>\n",
" <td>0.75</td>\n",
" <td>Ideal</td>\n",
" <td>D</td>\n",
" <td>SI2</td>\n",
" <td>62.2</td>\n",
" <td>55</td>\n",
" <td>2757</td>\n",
" <td>5.83</td>\n",
" <td>5.87</td>\n",
" <td>3.64</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" carat cut color clarity depth table price x y z\n",
"53930 0.71 Premium E SI1 60.5 55 2756 5.79 5.74 3.49\n",
"53931 0.71 Premium F SI1 59.8 62 2756 5.74 5.73 3.43\n",
"53932 0.70 Very Good E VS2 60.5 59 2757 5.71 5.76 3.47\n",
"53933 0.70 Very Good E VS2 61.2 59 2757 5.69 5.72 3.49\n",
"53934 0.72 Premium D SI1 62.7 59 2757 5.69 5.73 3.58\n",
"53935 0.72 Ideal D SI1 60.8 57 2757 5.75 5.76 3.50\n",
"53936 0.72 Good D SI1 63.1 55 2757 5.69 5.75 3.61\n",
"53937 0.70 Very Good D SI1 62.8 60 2757 5.66 5.68 3.56\n",
"53938 0.86 Premium H SI2 61.0 58 2757 6.15 6.12 3.74\n",
"53939 0.75 Ideal D SI2 62.2 55 2757 5.83 5.87 3.64"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diamonds.tail(10)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index([u'carat', u'cut', u'color', u'clarity', u'depth', u'table', u'price', u'x', u'y', u'z'], dtype='object')"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diamonds.columns"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"53940\n"
]
}
],
"source": [
"b=len(diamonds) #this is the total population size\n",
"print(b)\n"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[45653 7503 47794 12017 46125]\n"
]
}
],
"source": [
"rows = np.random.choice(diamonds.index.values, 0.0001*b)\n",
"print(rows)\n",
"sampled_df = diamonds.ix[rows]"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>carat</th>\n",
" <th>cut</th>\n",
" <th>color</th>\n",
" <th>clarity</th>\n",
" <th>depth</th>\n",
" <th>table</th>\n",
" <th>price</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>z</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>45653</th>\n",
" <td>0.25</td>\n",
" <td>Ideal</td>\n",
" <td>H</td>\n",
" <td>IF</td>\n",
" <td>61.4</td>\n",
" <td>57</td>\n",
" <td>525</td>\n",
" <td>4.05</td>\n",
" <td>4.08</td>\n",
" <td>2.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7503</th>\n",
" <td>1.05</td>\n",
" <td>Premium</td>\n",
" <td>G</td>\n",
" <td>SI2</td>\n",
" <td>61.3</td>\n",
" <td>58</td>\n",
" <td>4241</td>\n",
" <td>6.55</td>\n",
" <td>6.60</td>\n",
" <td>4.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47794</th>\n",
" <td>0.71</td>\n",
" <td>Ideal</td>\n",
" <td>J</td>\n",
" <td>VS2</td>\n",
" <td>62.4</td>\n",
" <td>54</td>\n",
" <td>1899</td>\n",
" <td>5.72</td>\n",
" <td>5.76</td>\n",
" <td>3.58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12017</th>\n",
" <td>1.00</td>\n",
" <td>Premium</td>\n",
" <td>F</td>\n",
" <td>SI1</td>\n",
" <td>59.8</td>\n",
" <td>59</td>\n",
" <td>5151</td>\n",
" <td>6.55</td>\n",
" <td>6.49</td>\n",
" <td>3.90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46125</th>\n",
" <td>0.51</td>\n",
" <td>Ideal</td>\n",
" <td>F</td>\n",
" <td>VS1</td>\n",
" <td>61.7</td>\n",
" <td>54</td>\n",
" <td>1744</td>\n",
" <td>5.14</td>\n",
" <td>5.17</td>\n",
" <td>3.18</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" carat cut color clarity depth table price x y z\n",
"45653 0.25 Ideal H IF 61.4 57 525 4.05 4.08 2.49\n",
"7503 1.05 Premium G SI2 61.3 58 4241 6.55 6.60 4.03\n",
"47794 0.71 Ideal J VS2 62.4 54 1899 5.72 5.76 3.58\n",
"12017 1.00 Premium F SI1 59.8 59 5151 6.55 6.49 3.90\n",
"46125 0.51 Ideal F VS1 61.7 54 1744 5.14 5.17 3.18"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sampled_df"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>carat</th>\n",
" <th>depth</th>\n",
" <th>table</th>\n",
" <th>price</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>z</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>53940.000000</td>\n",
" <td>53940.000000</td>\n",
" <td>53940.000000</td>\n",
" <td>53940.000000</td>\n",
" <td>53940.000000</td>\n",
" <td>53940.000000</td>\n",
" <td>53940.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.797940</td>\n",
" <td>61.749405</td>\n",
" <td>57.457184</td>\n",
" <td>3932.799722</td>\n",
" <td>5.731157</td>\n",
" <td>5.734526</td>\n",
" <td>3.538734</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.474011</td>\n",
" <td>1.432621</td>\n",
" <td>2.234491</td>\n",
" <td>3989.439738</td>\n",
" <td>1.121761</td>\n",
" <td>1.142135</td>\n",
" <td>0.705699</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.200000</td>\n",
" <td>43.000000</td>\n",
" <td>43.000000</td>\n",
" <td>326.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.400000</td>\n",
" <td>61.000000</td>\n",
" <td>56.000000</td>\n",
" <td>950.000000</td>\n",
" <td>4.710000</td>\n",
" <td>4.720000</td>\n",
" <td>2.910000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.700000</td>\n",
" <td>61.800000</td>\n",
" <td>57.000000</td>\n",
" <td>2401.000000</td>\n",
" <td>5.700000</td>\n",
" <td>5.710000</td>\n",
" <td>3.530000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>1.040000</td>\n",
" <td>62.500000</td>\n",
" <td>59.000000</td>\n",
" <td>5324.250000</td>\n",
" <td>6.540000</td>\n",
" <td>6.540000</td>\n",
" <td>4.040000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>5.010000</td>\n",
" <td>79.000000</td>\n",
" <td>95.000000</td>\n",
" <td>18823.000000</td>\n",
" <td>10.740000</td>\n",
" <td>58.900000</td>\n",
" <td>31.800000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" carat depth table price x \\\n",
"count 53940.000000 53940.000000 53940.000000 53940.000000 53940.000000 \n",
"mean 0.797940 61.749405 57.457184 3932.799722 5.731157 \n",
"std 0.474011 1.432621 2.234491 3989.439738 1.121761 \n",
"min 0.200000 43.000000 43.000000 326.000000 0.000000 \n",
"25% 0.400000 61.000000 56.000000 950.000000 4.710000 \n",
"50% 0.700000 61.800000 57.000000 2401.000000 5.700000 \n",
"75% 1.040000 62.500000 59.000000 5324.250000 6.540000 \n",
"max 5.010000 79.000000 95.000000 18823.000000 10.740000 \n",
"\n",
" y z \n",
"count 53940.000000 53940.000000 \n",
"mean 5.734526 3.538734 \n",
"std 1.142135 0.705699 \n",
"min 0.000000 0.000000 \n",
"25% 4.720000 2.910000 \n",
"50% 5.710000 3.530000 \n",
"75% 6.540000 4.040000 \n",
"max 58.900000 31.800000 "
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diamonds.describe()"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"cut=diamonds.groupby(\"cut\")\n"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>carat</th>\n",
" <th>color</th>\n",
" <th>clarity</th>\n",
" <th>depth</th>\n",
" <th>table</th>\n",
" <th>price</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>z</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cut</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Fair</th>\n",
" <td>1610</td>\n",
" <td>1610</td>\n",
" <td>1610</td>\n",
" <td>1610</td>\n",
" <td>1610</td>\n",
" <td>1610</td>\n",
" <td>1610</td>\n",
" <td>1610</td>\n",
" <td>1610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Good</th>\n",
" <td>4906</td>\n",
" <td>4906</td>\n",
" <td>4906</td>\n",
" <td>4906</td>\n",
" <td>4906</td>\n",
" <td>4906</td>\n",
" <td>4906</td>\n",
" <td>4906</td>\n",
" <td>4906</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ideal</th>\n",
" <td>21551</td>\n",
" <td>21551</td>\n",
" <td>21551</td>\n",
" <td>21551</td>\n",
" <td>21551</td>\n",
" <td>21551</td>\n",
" <td>21551</td>\n",
" <td>21551</td>\n",
" <td>21551</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Premium</th>\n",
" <td>13791</td>\n",
" <td>13791</td>\n",
" <td>13791</td>\n",
" <td>13791</td>\n",
" <td>13791</td>\n",
" <td>13791</td>\n",
" <td>13791</td>\n",
" <td>13791</td>\n",
" <td>13791</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Very Good</th>\n",
" <td>12082</td>\n",
" <td>12082</td>\n",
" <td>12082</td>\n",
" <td>12082</td>\n",
" <td>12082</td>\n",
" <td>12082</td>\n",
" <td>12082</td>\n",
" <td>12082</td>\n",
" <td>12082</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" carat color clarity depth table price x y z\n",
"cut \n",
"Fair 1610 1610 1610 1610 1610 1610 1610 1610 1610\n",
"Good 4906 4906 4906 4906 4906 4906 4906 4906 4906\n",
"Ideal 21551 21551 21551 21551 21551 21551 21551 21551 21551\n",
"Premium 13791 13791 13791 13791 13791 13791 13791 13791 13791\n",
"Very Good 12082 12082 12082 12082 12082 12082 12082 12082 12082"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cut.count()"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>carat</th>\n",
" <th>depth</th>\n",
" <th>table</th>\n",
" <th>price</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>z</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cut</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Fair</th>\n",
" <td>1.046137</td>\n",
" <td>64.041677</td>\n",
" <td>59.053789</td>\n",
" <td>4358.757764</td>\n",
" <td>6.246894</td>\n",
" <td>6.182652</td>\n",
" <td>3.982770</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Good</th>\n",
" <td>0.849185</td>\n",
" <td>62.365879</td>\n",
" <td>58.694639</td>\n",
" <td>3928.864452</td>\n",
" <td>5.838785</td>\n",
" <td>5.850744</td>\n",
" <td>3.639507</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ideal</th>\n",
" <td>0.702837</td>\n",
" <td>61.709401</td>\n",
" <td>55.951668</td>\n",
" <td>3457.541970</td>\n",
" <td>5.507451</td>\n",
" <td>5.520080</td>\n",
" <td>3.401448</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Premium</th>\n",
" <td>0.891955</td>\n",
" <td>61.264673</td>\n",
" <td>58.746095</td>\n",
" <td>4584.257704</td>\n",
" <td>5.973887</td>\n",
" <td>5.944879</td>\n",
" <td>3.647124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Very Good</th>\n",
" <td>0.806381</td>\n",
" <td>61.818275</td>\n",
" <td>57.956150</td>\n",
" <td>3981.759891</td>\n",
" <td>5.740696</td>\n",
" <td>5.770026</td>\n",
" <td>3.559801</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" carat depth table price x y \\\n",
"cut \n",
"Fair 1.046137 64.041677 59.053789 4358.757764 6.246894 6.182652 \n",
"Good 0.849185 62.365879 58.694639 3928.864452 5.838785 5.850744 \n",
"Ideal 0.702837 61.709401 55.951668 3457.541970 5.507451 5.520080 \n",
"Premium 0.891955 61.264673 58.746095 4584.257704 5.973887 5.944879 \n",
"Very Good 0.806381 61.818275 57.956150 3981.759891 5.740696 5.770026 \n",
"\n",
" z \n",
"cut \n",
"Fair 3.982770 \n",
"Good 3.639507 \n",
"Ideal 3.401448 \n",
"Premium 3.647124 \n",
"Very Good 3.559801 "
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cut.mean()"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>carat</th>\n",
" <th>depth</th>\n",
" <th>table</th>\n",
" <th>price</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>z</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cut</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Fair</th>\n",
" <td>1.00</td>\n",
" <td>65.0</td>\n",
" <td>58</td>\n",
" <td>3282.0</td>\n",
" <td>6.175</td>\n",
" <td>6.10</td>\n",
" <td>3.97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Good</th>\n",
" <td>0.82</td>\n",
" <td>63.4</td>\n",
" <td>58</td>\n",
" <td>3050.5</td>\n",
" <td>5.980</td>\n",
" <td>5.99</td>\n",
" <td>3.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ideal</th>\n",
" <td>0.54</td>\n",
" <td>61.8</td>\n",
" <td>56</td>\n",
" <td>1810.0</td>\n",
" <td>5.250</td>\n",
" <td>5.26</td>\n",
" <td>3.23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Premium</th>\n",
" <td>0.86</td>\n",
" <td>61.4</td>\n",
" <td>59</td>\n",
" <td>3185.0</td>\n",
" <td>6.110</td>\n",
" <td>6.06</td>\n",
" <td>3.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Very Good</th>\n",
" <td>0.71</td>\n",
" <td>62.1</td>\n",
" <td>58</td>\n",
" <td>2648.0</td>\n",
" <td>5.740</td>\n",
" <td>5.77</td>\n",
" <td>3.56</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" carat depth table price x y z\n",
"cut \n",
"Fair 1.00 65.0 58 3282.0 6.175 6.10 3.97\n",
"Good 0.82 63.4 58 3050.5 5.980 5.99 3.70\n",
"Ideal 0.54 61.8 56 1810.0 5.250 5.26 3.23\n",
"Premium 0.86 61.4 59 3185.0 6.110 6.06 3.72\n",
"Very Good 0.71 62.1 58 2648.0 5.740 5.77 3.56"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cut.median()"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>color</th>\n",
" <th>D</th>\n",
" <th>E</th>\n",
" <th>F</th>\n",
" <th>G</th>\n",
" <th>H</th>\n",
" <th>I</th>\n",
" <th>J</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cut</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Fair</th>\n",
" <td>163</td>\n",
" <td>224</td>\n",
" <td>312</td>\n",
" <td>314</td>\n",
" <td>303</td>\n",
" <td>175</td>\n",
" <td>119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Good</th>\n",
" <td>662</td>\n",
" <td>933</td>\n",
" <td>909</td>\n",
" <td>871</td>\n",
" <td>702</td>\n",
" <td>522</td>\n",
" <td>307</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ideal</th>\n",
" <td>2834</td>\n",
" <td>3903</td>\n",
" <td>3826</td>\n",
" <td>4884</td>\n",
" <td>3115</td>\n",
" <td>2093</td>\n",
" <td>896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Premium</th>\n",
" <td>1603</td>\n",
" <td>2337</td>\n",
" <td>2331</td>\n",
" <td>2924</td>\n",
" <td>2360</td>\n",
" <td>1428</td>\n",
" <td>808</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Very Good</th>\n",
" <td>1513</td>\n",
" <td>2400</td>\n",
" <td>2164</td>\n",
" <td>2299</td>\n",
" <td>1824</td>\n",
" <td>1204</td>\n",
" <td>678</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"color D E F G H I J\n",
"cut \n",
"Fair 163 224 312 314 303 175 119\n",
"Good 662 933 909 871 702 522 307\n",
"Ideal 2834 3903 3826 4884 3115 2093 896\n",
"Premium 1603 2337 2331 2924 2360 1428 808\n",
"Very Good 1513 2400 2164 2299 1824 1204 678"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.crosstab(diamonds.cut, diamonds.color)"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>carat</th>\n",
" <th>depth</th>\n",
" <th>table</th>\n",
" <th>price</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>z</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>carat</th>\n",
" <td>1.000000</td>\n",
" <td>0.028224</td>\n",
" <td>0.181618</td>\n",
" <td>0.921591</td>\n",
" <td>0.975094</td>\n",
" <td>0.951722</td>\n",
" <td>0.953387</td>\n",
" </tr>\n",
" <tr>\n",
" <th>depth</th>\n",
" <td>0.028224</td>\n",
" <td>1.000000</td>\n",
" <td>-0.295779</td>\n",
" <td>-0.010647</td>\n",
" <td>-0.025289</td>\n",
" <td>-0.029341</td>\n",
" <td>0.094924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>table</th>\n",
" <td>0.181618</td>\n",
" <td>-0.295779</td>\n",
" <td>1.000000</td>\n",
" <td>0.127134</td>\n",
" <td>0.195344</td>\n",
" <td>0.183760</td>\n",
" <td>0.150929</td>\n",
" </tr>\n",
" <tr>\n",
" <th>price</th>\n",
" <td>0.921591</td>\n",
" <td>-0.010647</td>\n",
" <td>0.127134</td>\n",
" <td>1.000000</td>\n",
" <td>0.884435</td>\n",
" <td>0.865421</td>\n",
" <td>0.861249</td>\n",
" </tr>\n",
" <tr>\n",
" <th>x</th>\n",
" <td>0.975094</td>\n",
" <td>-0.025289</td>\n",
" <td>0.195344</td>\n",
" <td>0.884435</td>\n",
" <td>1.000000</td>\n",
" <td>0.974701</td>\n",
" <td>0.970772</td>\n",
" </tr>\n",
" <tr>\n",
" <th>y</th>\n",
" <td>0.951722</td>\n",
" <td>-0.029341</td>\n",
" <td>0.183760</td>\n",
" <td>0.865421</td>\n",
" <td>0.974701</td>\n",
" <td>1.000000</td>\n",
" <td>0.952006</td>\n",
" </tr>\n",
" <tr>\n",
" <th>z</th>\n",
" <td>0.953387</td>\n",
" <td>0.094924</td>\n",
" <td>0.150929</td>\n",
" <td>0.861249</td>\n",
" <td>0.970772</td>\n",
" <td>0.952006</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" carat depth table price x y z\n",
"carat 1.000000 0.028224 0.181618 0.921591 0.975094 0.951722 0.953387\n",
"depth 0.028224 1.000000 -0.295779 -0.010647 -0.025289 -0.029341 0.094924\n",
"table 0.181618 -0.295779 1.000000 0.127134 0.195344 0.183760 0.150929\n",
"price 0.921591 -0.010647 0.127134 1.000000 0.884435 0.865421 0.861249\n",
"x 0.975094 -0.025289 0.195344 0.884435 1.000000 0.974701 0.970772\n",
"y 0.951722 -0.029341 0.183760 0.865421 0.974701 1.000000 0.952006\n",
"z 0.953387 0.094924 0.150929 0.861249 0.970772 0.952006 1.000000"
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diamonds.corr()\n"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib as mt\n",
"%matplotlib inline #this line makes sure plots are in same notebook"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from ggplot import *\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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73e/yxS9+MZcvX05XV1eSZHR0NHv27Flybb1ez7Vr17KwsPCwzv/Y2759e+bm5jp9jA1V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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd3390ac>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-1059997756)>"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p = ggplot(aes(x='price', y='carat'), data=diamonds)\n",
"p"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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3bt3QtWtXjq49hZKTk01up6enIykpSaJqqr4LFy6IYRTIv7TouXPnJKzIchhI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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xdbc70cc>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-1059338452)>"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p + geom_point()"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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5u7vjwIEDVZr2rDx79+7FnDlzTJLwGTNmYOLEiejXr59JK2efPn2wefNm7rHR\naERYWJjJzCydOnUymf+3MqtWrcK6deu47wt7e3ts2rSp1ro7lmBZFgUFBdxdipJt27Ztw61bt9C5\nc2eaOs2KqM+wlfj4+Nh8xSFC6qObN2+ib9++5Sbzq1atwtdff43p06fjxIkTePTokdltvtKtejk5\nOXjy5Any8vLMRtQXFBSU2cJ3+/Zt9OrVy6K6UyJsfTVpGa9O+83Tp08RERGBnj174ujRozXqu20w\nGLjuIVWti06nM5tPOScnB4mJiSYJoNFo5BbAKMukSZMwadIks+2WdiErLCxEQUFBmbfZgeL/+dIx\nEolEGDFihNmCHFlZWUhLS6tRMjxw4EDs3r0bZ86cgcFgQOvWrbFo0SLcunXLrHtI6XoVFBSY7VNR\nV5WyPHjwwOT7oqCgAHfu3Kn1ZJhhGLOBbgzDYOLEiS9cA0hdR8kwIQRA8Q/kmjVrkJycjKFDhyI0\nNJR7zmAwQK1WQy6Xw2AwICkpCUePHsXVq1fRr18/ODo64uTJk7h27RoeP37M3RZ2dnZGXl5elUaO\nq9XqCudULU2n02HAgAHllkXqJolEgqCgINy4ccNsQFNVODo6msw+URkHBweEh4eDYRhs3LgRixYt\nQkxMTLWTjJI7BQaDAZ07d+ZuuVfE09MTXbt25fqjA4C3tzfGjBmDU6dOcV1GGjZsiDfffNPiOs2b\nNw8nT56s8pgCHx+fchNhoPhOnIeHh8kdzv/7v/9DVFQUvvjiC5w9e5ZrYff19TUbN2MpoVCIrVu3\n4sqVKygsLERISAi3BLavry9u3rzJ1atLly4mr3V0dISHh4fJxXJZd2sr0rdvX5w4cYLrS+zh4YHX\nXnutRudE6hfqJlFLqJuEdVE3idqNvcFgwIgRI3DmzBkAxa1APXr0wMaNG7F//35ER0cjKyuLdwP4\niOU8PT3BMIxJFxegOIl0dXWFTCZDUlISWJaFWCwu839aJBJBKpXCxcUFjo6O3GAmf39/TJ8+HdHR\n0cjMzOQGJEokEjg6OsLR0RFSqRT5+fm4d+8e5HI5Nm7ciJdeeglA8VLM3333HXJzcyESieDl5QU3\nNzekpqbC2dkZSqUSFy9eRFFREVxcXJCfn29yYWVnZweDwYCioiK0aNECMTExiIuLw/fffw+RSIS8\nvDxupogGDRrA19cXMpkMs2fPRvv27fHBBx/g8uXLkMlkWLFiBZo2bYrTp09j/fr1YFkWkyZNQs+e\nPQFY/rnYenwZAAAgAElEQVTft28fZs6cadLCKZfLwTAMFAoFgoKCuJkMVq5cWelS0pmZmZg/fz6y\ns7Ph5+eHjz/+GDKZDCzLYuXKlfj7778hkUiwfPlybsCqNZV856ekpGDJkiUoKChAly5dMHPmTLM+\nvBkZGViwYAFycnLg7++Pjz76qMyZOSqyefNmHDhwAAKBADNnzrRpMsz33/vaQn2GnzOtVmv1xI1h\nGEgkEuh0ulqdbL+uqq2BLfVBbcQ+Pz8fGo0GN27cwJ9//omDBw+araIEFP/429vbWzxgidRd1pri\nzcfHB8nJyWZlTZ8+HStWrMDq1atx/fp1dOrUCZMnTwbDMNi+fTtmzZpV4f/xrFmzsHz5cgDW/dwb\njUZ06NDB5C5F69at8ccff5S5/8GDBzFx4kSTZKR0fUaNGmXxDAxVVZ3P/apVq7B161ZusFlMTEyF\ny2rXZfSdz9/f+9pQMhC7PNRNohbY2dlZPXkQi8VwdnaGWq3m5ZUi31uGrRX733//HWPGjKny/lqt\nlvrMvmCs8eMqEAjg4eGBhw8fmj2n0+lQWFiIGTNmcNtK/odycnIqPX5eXh73Wbfm595gMJjd2Xh2\nAYbSnjx5YvZ5K52c5ebm1tr3UnU+97NmzUJERATXmiuRSOrt9yZ95/P3994WLFs0nRBS56WkpKBL\nly5o3Lgx/Pz8uD59QUFBFiXCpP4JDw+vdCqodu3aoX379ibbXnvttTL7WUqlUq4ssViMwMBAhIaG\nYsKECdi0aZPZ/L4eHh6YOXNmucd+4403TPqXNmrUCI0bN+Ye+/j4VGulr6oQCoXo0KEDt0S0g4MD\nevToUe7+vXv3Njm/Bg0amAwSUyqVGDVqVK3UtSaUSiWCgoLKXQqbEGKOWoYJeUGwLIv169cjOjqa\n21bSkkV9fes2gUAABwcHrlUVKE7ePDw88NJLL+Hy5cvIzMwEwzCws7ODWq02aWF1dHRETEwMgoOD\nodPpsHr1aty9exePHz+GSqXCK6+8AmdnZzRs2BBTpkyBSCTCp59+ioSEBLRu3Rpz586FWq3GrVu3\nkJubi9jYWLAsi+nTp+PgwYO4f/8+2rRpY9ZfMzY2Fu+//z5u376NZs2aITo62mShktJcXFwQGxuL\nTz/9lGs9VigU+OKLL6DX6zF79mz4+fnV2vv85ZdfolmzZrh+/TpeffVVjB49utx9XV1dsX37dkRH\nR6OoqAjjx4+Hv78/VqxYAZ1OhzFjxpgMMiWE1F/UZ7iW0AA66+L7LbPyYn/16lUMGzaMZk/A/1+R\nS6FQoGnTplCpVEhISKhS/1h3d3doNBoUFBSYXTiUrMDWqVMnTJ06FQKBAIcOHcKWLVugVCrRpUsX\nhIaGonHjxmBZFqmpqdDr9WjcuLFZC21SUhKuXbuG5s2b48KFC9DpdBg6dGi5g5noc0+fe4o9//A9\n9rWF+gxb0Z07d3DkyBEYjUaEhITQSi/EZs6ePVutaZjqs5LFC1QqFTIzM+Hq6oqAgACsX7++zKWW\ngeKR5kuWLMGJEydMLhocHBwQFhaGqVOnol27dgCANWvWYNWqVSavHzJkCBYsWGCyrV+/fujXr5/Z\nsRiGqfAL19/fH/7+/gCA5s2bV+2kCSGE1CpKhi1gNBpx6NAhjB07llv2sFmzZlAqlbauGuGhxYsX\n27oKFmnVqhWysrKQnp5u1voqFAqxadMmXLhwAceOHcPTp0/h5+eHVatWISQkpEYtREqlEhs2bMD3\n33+P1atXIzMzE87Ozpg+fTpmzZplsu/kyZO5+ZOB4tkGpk2bVu1jE0IIqfsoGbZAcnIyXF1duSUw\nW7VqhWvXrpnNsSiXyyEWi6167JJlM8tbPvNFJxQKrf6e1hflxV4geH7jXxmGwcCBA3HhwoUyuwD5\n+vrC3t4eDg4OeOutt7Bu3TpupgGBQIDQ0FDExMSYLKWbk5ODt99+Gzk5OXj//ffRuXNnDBgwAFFR\nUSZlWyv206ZNQ8eOHXHu3Dm0bdvWbBAZADg7O2Pv3r3Ys2cPWJZFeHi42QpRzxN97ulzT7HnH77H\nvjZU1t2E+gxb4MaNG7hz5w4GDRoEALh27Rri4+PNJpcPCwur9WUcCVm9ejXmzZtnlbKCg4Nx//59\nKBQKdO/eHd999x169+6NixcvwtXVFWfPnoWHhwcAYNmyZfj++++RkZEBhUKBDh06IC4uzmT0+tOn\nTzFnzhxkZ2ejT58+mD17tlXqSQghhFgqJSWFFt2wlrKS4aSkJHTo0MFkP7lcbvW5WUUiEVxcXJCd\nnc3LmQGkUik3yp5vKor99u3b8fHHH0Or1WLevHmYMWMGLl68iPj4eISEhKB9+/YQCATcILKSlob8\n/Hz88ssvAIBBgwbB3t4eQPGMFBVNy/WsoqIi6HS6Wm85pdjT556PKPYUe77GvjYUFRXRADprUSgU\nyMvL4x7n5uaiQYMGZb7BKpWqVuqg1+t5ObpUJBLx8ryfVVbshw0bhmHDhnGPi4qK8PLLL+Pll18G\nUNzP/dmFAkpeL5VKMXToULPtlpJIJLUeF4o9fe75jGLPX3yNvS3QohsW8PT0RGZmJnJycmAwGHD9\n+nU0a9bM1tUihBBCCCHVRC3DFhAIBOjXrx9++uknsCyLNm3a0EwShBBCCCH1GCXDFgoMDERgYKCt\nq0EIIYQQQqyAukkQQgghhBDeotkkaoFWq7X6MpIMw0AikUCn04GPIRMIBCYDwfiEYk+xp9jzD8We\nYs/X2NcGjUZDs0k8b3Z2dsjKyrJqmWKxGM7OzlCr1bwcXcr3deop9hR7ij2/UOwp9nyNvS1QNwlC\nCCGEEMJblAwTQgghhBDeomSYEEIIIYTwFiXDhBBCCCGEt2g2iXpCpVLh4sWLaNu2LeRyua2rQ54j\nij1/Uez5i2LPXxT7549ahusJlUqFkydPQqVS2boq5Dmj2PMXxZ6/KPb8RbF//igZJoQQQgghvEXJ\nMCGEEEII4S1KhgkhhBBCCG8Jo6KiomxdCVI1UqkUfn5+kEqltq4Kec4o9vxFsecvij1/UeyfL5pN\nghBCCCGE8BZ1kyCEEEIIIbxFyTAhhBBCCOEtSoYJIYQQQghvUTJMCCGEEEJ4i5JhQgghhBDCW5QM\nE0IIIYQQ3qJkmBBCCCGE8BYlw4QQQgghhLcoGSaEEEIIIbxFyTAhhBBCCOEtSoYJIYQQQghvUTJM\nCCGEEEJ4S2TrCryIPvjgA6hUKltXgxBCCCGE9+RyOZYuXVru85QM1wKVSoVx48bZuhqEEEIIIby3\ndevWCp+nbhKEEEIIIYS3KBkmhBAeyczMxMKFC9G3b1+89dZbGD16NH7//fcalzthwgRcv37dCjUk\nhJDni7pJEEIIT7Asi9mzZ+ONN97AJ598AgBITU3FiRMnalw2wzBgGKbG5RBCyPNGyTAhhPBEfHw8\nJBIJhg0bxm3z8PDAyJEjUVhYiA8//BA3btyASCRCZGQk2rdvX+52rVaL999/HwkJCWjSpAkKCwvB\nsqwNz44QQqqHkmFCCOGJu3fvokWLFmU+97///Q9CoRBxcXG4d+8epk2bhl9++aXc7bGxsbC3t8e+\nffuQkJCAt956i1qGCSH1EiXDhBDCE6WT1ejoaFy+fBlisRju7u4YNWoUAKBJkybw9PTE/fv3cfny\n5TK3X7x4EaNHjwYABAUFISgo6PmeDCGEWAkNoCOEEJ4ICAjAzZs3uceLFy/Gd999h+zsbDAMU243\nB0u3E0JIfULJMCGE8ETHjh2h0+kQGxvLbdNoNACAkJAQHDx4EABw//59pKamokmTJuVub9u2LQ4d\nOgQASExMREJCwnM+G0IIsQ7qJkEIITyyZs0arFq1Clu2bIGLiwtkMhnmzZuHHj164MMPP0R4eDhE\nIhGio6MhFosRERFR5va33noL77//PgYPHgx/f3+0bNnS1qdGCCHVwrB0n8vqIiMjaQU6QgghhJA6\nYOvWrfj000/LfZ5ahmuBXC6vdOk/S3l5eWHu3LlYvXo1kpOTrVp2fdC/f3/uVi3fUOwp9hR7/qHY\nU+z5GvvaIJfLK3yeWoZrSUpKilXLE4vFUCqVyMjIQFFRkVXLrg9kMhnXt5FvKPYUe4o9/1DsKfZ8\njX1t8fT0LPc5ahm2kFarxf79+5Geng6GYTB48GB4e3vbulqEEEIIIaQaKBm20OHDhxEYGIjhw4fD\naDRCp9PZukqEEEIIIaSaaGo1C2i1Wjx8+BBt2rQBAAgEAtjZ2dm4VoQQQgghpLqoZdgCOTk5sLe3\nx969e/HkyRN4eHiga9eu0Gq1JvvJ5XKIxWKrHlskEpn85RuhUGj197S+oNhT7Cn2/EOxp9jzNfa1\nobK+1/ROW8BoNCI1NRX9+vWDl5cXjhw5gn379uHBgwcm+4WFhSEsLKxW6uDi4lIr5ZK6j2LPXxR7\n/qLY8xfF3noqm9SAkmELKBQKKBQKeHl5AQBatmyJ9PR0TJ061WQ/uVyOjIwMqx5bJBLBxcUF2dnZ\n0Ov1Vi27PpBKpSgsLLR1NWyCYk+xp9jzD8WeYs/X2NsCJcMWcHR0hJOTEzIzM+Hm5oakpCR4eHiU\nOV2HSqWqlTro9XpeTrUiEol4ed7PotjzF8Wevyj2/MXX2NsCJcMW6tu3L3bv3g2DwQBXV1cMHjzY\n1lUihBBCCCHVRMmwhRo1amTWLYIQQgghhNRPNLUaIYQQQgjhLUqGCSGEEEIIbzEsy7K2rsSLRqvV\nWn1NdYZhIJFIoNPpwMeQCQQCGI1GW1fDJij2FHuKPf9Q7Cn2fI19bdBoNGVOdlCC+gzXAjs7O2Rl\nZVm1TLFYDGdnZ6jVal6OLpXJZFa/wKgvKPYUe4o9/1DsKfZ8jb0tUDcJQgghhBDCW5QME0IIIYQQ\n3qJkmBBCCCGE8BYlw9VgNBrx7bffYvv27bauCiGEEEIIqQFKhqshPj4eSqUSDMPYuiqEEEIIIaQG\naDYJC+Xl5SExMRHdunXD2bNnoVKpoFKpTPaRy+UQi8VWPa5IJDL5yzdCodDq72l9QbGn2FPs+Ydi\nT7Hna+xrQ2WzctA8wxaKjY1Ft27dUFhYiL/++guenp44efKkyT5hYWEICwuzSf0IIYQQQsj/l5KS\nQvMMW0tCQgIcHBzg4eGB+/fvAwDatm2LoKAgk/3kcjkyMjKsemyRSAQXFxdkZ2dDr9dbtez6QCqV\norCw0NbVsAmKPcWeYs8/FHuKPV9jbwuUDFvg0aNHuH37NhITE6HX61FYWIhjx45hyJAhZvuW7jph\nLXq9npeTcItEIl6e97Mo9vxFsecvij1/8TX2tkDJsAVef/11vP766wCA+/fv46+//iozESaEEEII\nIfUDzSZRAzSbBCGEEEJI/UYtw9Xk5+cHPz8/W1eDEEIIITxQUFAAOzs7CATm7ZhGoxFGo5FmoKgm\nahkmhBBCLPDgwQMMHjwYoaGhCA8PR2pqapVf+9FHH6FHjx547bXXsHr16lqsZf1z9uxZ9OnTB6Gh\noRg5ciQKCgpsXaU64e7du2jevDmaN2+OgIAAfP755ybPf/bZZ+jatSu6du2KWbNmwWg02qim9RdN\nrVZLUlJSrFqeWCyGUqlERkYGLzvUy2QyaDQaW1fDJij2FHuKfd0ycOBAXLp0iXvcqVMn7N69u9LX\n7d+/H5GRkcjPzwcAODk54ZtvvilzKk6+xV6j0aBXr15ISkritr355ptYs2aNDWtlG6VjHxwcbDJD\nlUgkwrVr1+Dk5ITz589j/PjxyM3NBQBIJBK8++67UCqVSE1NRXh4OHx9fW11KnUKTa32nGm1Wshk\nMquWyTAMCgoKIBaLeXkbRCAQWP09rS8o9hR7in3dwbIssrKyTLZlZmZWqZ7x8fFcIgwAubm5iI+P\nR9++fc325VvsHz9+bPa+Jicn12r8jUYjvvrqKyQkJGDatGlo3bp1rR3LEqVjX7qF3GAw4NGjR3B2\ndkZMTAyXCAOATqfDV199BY1GA4PBgJiYGPzwww9o06bN8z6NOqWyi+oX/xNmA3Z2dmYf6poSi8Vw\ndnaGWq3mRStBaXW1heh5oNhT7Cn2dYuzs7PZ46rUs127dti5cyfUajWA4jnp27ZtW+Zr62LsT506\nhRUrVqCgoAD+/v749ttvYW9vb7ZfWloabty4ARcXF7z00kuQSCTllllUVIT169cjKSkJdnZ2Js+5\nu7tz782///6L9evXQywW4z//+U+FrXxV1blzZzx48AAAEBMTgy+//BJDhw6tcbmVuXHjBjIyMtCm\nTRsoFAqz50vH3tXVlfufAYpbhhs0aIABAwaY3KEo8ewF16NHj/Dxxx/jhx9+qJVzeVFQMkwIIYRY\nYO3atZg9ezays7PRoEEDrFu3rkqvGzJkCK5du4Zjx46BYRj0798fPXv2tPj4BQUFkMlkz3VGo4KC\nAixevJjrxnDv3j0sXLjQ7NzXrl2LtWvXQqPRQCAQICgoCLt27YKLi4tZmUajEePGjcPp06dhNBqh\nUCjg5eUFsVgMf39/fPLJJwCAmzdvYuLEiUhOTgYAXLp0CXv27IGbm1u1z+fMmTN4+PAh99hgMCAq\nKqrWk+FFixZh7969yM/PR9OmTbF161auG0N6ejq2bdsGhUKBBQsWcK85dOgQevbsiadPn8JoNEIq\nlaJ37954+vRplY5JfYgrRwPoCCGE1FnHjx/HypUr8ccff9i6KpyAgAAcPHgQf/31F/bv34/GjRtX\n+bXLli3D6dOncerUKSxcuNCi4z5+/Bj9+vVD9+7d0aNHD5w+fbpKrzMajQgPD0eLFi0QEhKCnTt3\nAiju8vHpp59i0KBBGDJkCM6dO2f22sLCQixcuBDDhw/Ho0ePTJ4rSU5LZGVlYfPmzVxrrtFoxK1b\ntzB06FDcuHHDrOz79+/jypUrXLKWl5cHf39/nDlzBrt27YKjoyMAYNOmTSbHunv3Lnbt2lWlcy9P\nXl4eSg+Zqm7SeOXKFWzZsgU3b96scL+kpCT88ssvUKlUYFkWiYmJWL58OYDi93Lo0KH4/PPPsWzZ\nMrz22mvc++jq6oqLFy+iSZMmYFkW+fn5VU6E3d3dMXny5GqdF59Qy7AFcnNzsWfPHqjVajAMg7Zt\n26Jjx462rhYhhLyQVq5ciQ0bNkClUuGnn37CtGnTMHfuXFtXq9ry8vKwaNEiZGRkwN/fHx9++CHU\najUWLlyI7OxsNG3aFMuXLzfrVlBQUIDCwkK8++67uHr1Krf9/fffx4kTJ8ptIb5w4QK++uornD9/\nnutXmpeXh4ULFyIkJAQnTpzAxo0buT6p48ePx+eff47+/ftzZcybNw/79+83SxwBICEhAS+99BIc\nHR3x2muvYdy4ccjOzjbb7/bt2xg0aBD69++P6dOno0WLFgCK+4SXNU1YaWV1xfjxxx8xevRoODg4\nVPr6Ejdv3sQnn3wClUqFd955B2Kx2KQLCsMw6NKlCxwdHREdHY127doBAHbu3IkDBw7Azs4Ow4YN\nw88//wyWZTF9+nT8/fff2LBhA3JyciASieDk5AQvLy98/vnnaNmypcnxVSqVWf/fkiWnP//8c5PB\ng/Hx8di/fz/Cw8MBFI9FKv1agUBQbgLv5OSE7t27Y8qUKQgJCanye8RXNJuEBfLz85Gfn49GjRpB\np9Nhw4YNiIiIgFKpNNuXZpOwrrrad/B5oNjzO/YymQwTJ07E48eP4ePjg+jo6DIHFaWkpODatWsI\nCgqCl5cXDhw4gMLCQgwcOBAajQaXL1+Gv78/XF1dMWXKFOTk5GDw4ME1Ti41Gg2XLPXp0wfHjx+H\nRqPBwIED4eTkVOVyzp49i+vXryM0NBRBQUEAgLCwMCQmJnL7eHt7Y+XKlejUqVO5SdDVq1fx448/\nwsnJCfPnzzfZj2VZXL58GVlZWejQoQNEIhGio6ORk5ODyMhI+Pn5oaCgAD/88ANYlkXXrl2RmpoK\nPz8//PTTT1CpVJg0aRJeeeUVk2OyLIsdO3bgjz/+gFqtRmhoKCZPnow1a9Zg+/btMBqN6Ny5MxIS\nEvDvv/9yr3N0dISDgwOePHliUl6rVq3QpUsX+Pn5ITY2FteuXYPRaATDMCbJj0wmw9ixYzF48GDc\nu3cPv/32G5c4t2rVCtu3by8zOQWA1q1b4969eyb9SwFAKpVizJgxyMvLw4ULF3D//n2TY4rFYri5\nueHp06fQ6/Umry2dXJbF2dkZ48ePh4uLC4KCgrBgwQKu1bdBgwZgGIYbc+Pk5IT8/HyIRCIUFhbC\nYDCYlTV8+HC89NJL8PDwQGxsLNzd3eHo6Ijff/8dzs7O0Ov1uH79OoqKipCTk2OS1DMMU2aSX3Iu\nUqmUO25ZSae7uzuEQmGZv/ctWrTAxIkTcfHiRTAMA4VCgZSUFJw4cYJ7zx0dHdGtWzfk5OQgLS0N\n9+7dMynDzs4O3bp1w0cffYTbt29j3rx5SE9Pr/D9FYvFkMvlaNWqFdavX2/Wv53PKupnTslwDfzv\nf/9Dq1at4OrqarJdLpdDq9Va9VgikQguLi7Izs42+wLig5IvJT6i2PM79iNHjsSRI0e4bX379sXW\nrVtN9jt69CgWLVqE5ORkuLm5wcHBAY8ePQLLsvDx8YHBYEBycjKcnJyg1Wq595NhGEyfPp27VWsp\ntVqNIUOG4MqVKwBMk6HmzZsjLi4ODRo0qLSc5cuX48cff4RKpYK7uztWrFiBwYMHo3Pnzrhz547J\nvgzDoGXLlti1a5dZn9Fz585h2rRp3Ly/wcHBWLFiBRo2bAhfX1+8/fbbOHz4MAoKChAYGIjU1FQu\nMZFIJIiLi8PIkSORl5dXbl3t7Ozw7bffol+/fkhKSsLHH3+Mo0ePml2weXt7IyUl5bn016woqbM2\nT09PFBQUICcnp9plCIVCGAyG51rv2uLo6Gh2QQEUf3Yr+76u6vkLBALY29uXeZyKhIaG1rg7yYui\nqKiIkuHakJOTgy1btuDll18267cVFhZW5ryRhBBiCZZlERgYiLt373LbmjdvbtY3sUOHDvj777+r\ndYwGDRqYzGH6LL1eD5VKBWdnZ+5WvEqlQlpaGpycnBAVFYX169eXW/Ybb7yBb775BgKBAGvXroW9\nvT1mzZplMoI+OzsbQUFBJn0gO3TogPj4eMybNw9ff/11ma2NEyZMwObNmwGAq1t4eDj27Nljsp9E\nIoFcLkdoaCh++eWXClsu7e3tq7TQQ/v27REXF4ewsDCT2PBB48aNzfoO81mrVq1MWvvrksDAQCQk\nJNi6GnVCSkoKJcPWptPp8MMPPyA0NBReXl5QqVQmz1PLsPXxvXWQYv9ix16tVmP27Nl48OABsrKy\n4OzsDJlMhoiICERFRZl8x3h7e2Py5Mno378/fH19kZaWhk6dOlV7tS6pVIphw4ZhwYIF3I/FgwcP\nMGrUKK4Po4+PDzZv3ozbt2/jo48+QmZmJgoLC6HX6y1u2ZNIJOjQoQPat2+PMWPGoGfPnmZTUdrZ\n2eHQoUP47LPPcPjw4TKP0bx5cxQVFaGoqAg+Pj7w9fXF4cOHazStZVVu8wPFn0mJRMLLFdJatGhR\n6UAxvvDz88OePXvQtm3bOjljw8svv4xjx47Zuhp1ArUMW5nBYMD27dsRGBiITp06lbsf9Rm2Lr73\nG+V77O/cuYMRI0YgOzsbSqUSb7zxBqZMmWLSdzY2NhanTp1CixYtMGPGDCQkJGDHjh3w8PDA+PHj\nsXPnTiQkJGDAgAEQCATYv38/fH19odVq8fTpU4waNQqBgYFceUVFRVi2bBlu3rwJJycndOzYESkp\nKQgMDERiYiL8/f0xbtw46HQ6zJs3D/Hx8RAIBJg8eTKSk5Oh0+lw+fJluLm5oUWLFtDr9UhKSoJO\np8N7770HHx8ffPDBB7h48SJUKlW5rbPVUV8uICoaAETqJl9fXzx8+LDSiyCJRIIBAwbgyZMnOHPm\nzHOq3fNjb2+PCxcuQKFQoFevXiazZZQ0XliTnZ2dRY1sPj4+WLduHTcIkFCfYathWRZ79+6FTCZD\nnz59KtyXkmHromSYv7FnGAZNmzY1a4Vr3749YmNjIZFI8Mknn2Dz5s1Qq9UQi8Xo1KkT7ty5g9TU\nVAgEAri4uCAvLw9FRUVwdHQEwzBmd3Q8PT2xadMmBAcHg2VZjB07FidOnDD70S/p5ycWi/H6669D\nKpVi3759Fp+Xp6en1b8nCKlLxo8fjwcPHuDEiRNWKY9hGNjb25ssQFGyXSqVVposMgwDoVAIb29v\nPH361KwPrlKphEajgVqtNvncC4VCODg4cPu//PLL2LZtGzd38o4dO7Bo0SLuzl1wcDA36LEyYrEY\nBoMBYrEYRqMRer2eG/SpVquhUCiwbNkyKBQKnDp1ClKpFHFxcdBoNFAqlXB1dUVubi6ys7Oh0Wjg\n6emJqKgohIWFQSgUVnp8PqFk2EoePnyILVu2wN3dndvWs2dPNG3a1GxfSoati5Jh/sb+5MmTGDVq\nlNl2gUCAH3/8EZ06dUL37t1N5iG1tBWlhEwmg729PQwGQ40GCBFCgIEDB6JTp05YvHixRa/z8PDA\nwIEDsWnTJrOL0SZNmiAtLc3i34Nly5Zh6tSp3OOrV69i0qRJ3GDLJk2aIC4uDgkJCRgxYoRJItur\nVy9s2bKl3LIjIiJMxg7J5XLodLpK784oFAqsXr0avXv3NtnO9+/82lJRMkzzDFvAx8cHy5Yts3U1\nCKnTWJaFXq+HWCzmtm3duhVHjx6FRCLBsmXL0KRJkyqXV9GPQUZGBsLCwswm/69un32NRsPbiy5S\nN0kkEiiVSgiFQpMV02pTVQcSVqZp06YYP348/vnnH8TFxUGn01XpdampqWjYsCE6deqEs2fPmj3f\noUMHs0VYKpuZofQUqK+88gq++eYbbNq0CSKRCAsXLoRYLMbFixchFotNElmpVFphfUvP8ywWi7F4\n8WIsX768zO8TZ2dnNGrUCAMGDDBLhIltUMtwLaGWYeuiluH6Efv9+/djxYoVyMzMhEwmQ0BAAJKT\nky2R4ZsAACAASURBVLnWF6D4h2D16tX4+uuvodFoYGdnB4FAgOvXr0MoFEKr1Vb5R5OQF5mLiwtm\nz57NtWjGxcUhMjKSu9gra8BfTfthy+VyTJs2DVu3bq1RP/bWrVtj586dkMvl3LYbN25gwoQJePz4\ncYWvlclk2LBhA7Zs2YLTp09z3Q9EIhEGDRqEqKgoDB8+HLdu3QIAtG3bFq6urjh+/Dh37s8mx05O\nTujQoQOUSiWWLVvGrWz3rPv372PMmDFISkoCwzDcnM6BgYHYvn17ha2K58+fx8yZM5GcnAypVIp+\n/frhq6++AgAkJiZi2LBhJu+lp6cndu3axS3DXFp9+s6vT6ibhA1QMmxdlAw/39irVCpotVpuEvzS\nLly4gJMnTyI4OBjBwcHo3r07dSsgdVLp+V4lEglYli3zs8QwDDp37gy9Xo/bt29DrVaXuZ9AIEBA\nQAAePXpU6V0IFxcXBAYGoqCgANnZ2SZ3Mdq1a4eQkBDcuHEDt27dQn5+PlxdXREQEIDmzZsjPDwc\nbdu2NanDgwcPsG3bNggEAowYMQIA8PHHH8PR0RHLli2DnZ0doqOjcfjwYahUKnh5ecHNzQ3x8fHc\nRaZEIsGSJUvw559/4smTJxCJRMjJyUGrVq0wd+5cBAUF4ebNmzh16hTOnDmDhIQECIVCyGQyvPrq\nq8jKysKpU6cgEonQtWtX5OTkID8/H5MmTUJubi5YlsWQIUPKXBglKSkJ27dvh0ql4lq6Bw8ejP37\n9+Pff/+FQCBAWFgYcnNz8euvv5rEZtq0aXjvvfcgFAqRm5uLvXv3ws7ODm+88QakUikuXryI8+fP\nIzg4GF5eXti2bRsSExPx559/ci3d7du3x+7du836006ZMgWHDh0y+T9ZtGgRIiIiqrR4zIMHD/Dr\nr7/Cx8cHvXr1MvneLF02ACxevBhvv/12mWXx/fe+tlAy/JxptVqrJ24Mw0AikUCn09X7Scqrg8+j\nzmsj9r/99hs+//xzZGdno1GjRrhz5w70ej0aNmwIqVSKR48ewWAwwMPDA1OnTsXVq1cRFxdHCS+x\nmWe/A5o2bYpJkyZhyZIlJquSOTg4mA2uKr0tODgYmzZtwltvvWWy/C0AjBkzBmvWrAFQvIDHoEGD\nyp3OcMmSJQgNDcWYMWO4FeRKVmdLS0sDUHwRv3DhQsyePZt7XUpKClJSUhAUFGQy33Jp1v7cR0VF\n4dChQ2BZFr1798aKFStqXKY1sSyL5ORkiMViuLu7o2nTpmbT5H3zzTeIiIiwqNwBAwbgr7/+4h67\nubnh+PHj8PHxMdlvxIgROHr0KPdYJBJhz5496NKlSzXOxtQHH3yA1atXc48lEgnWr1+PIUOGlLk/\n33/va0PJ4MLyUJ/hWmBnZ1ejuS7LIhaL4ezsXG5LxYuO7y3D1op9dnY23nnnHZw+fZpLLJ5d7rb0\nbdGsrCzMmTOnRsckxBqaNm0Kb29vODg4YPny5XB3d8cPP/yA27dvc/tIpVIUFBSYJBAikenPnEAg\ngKenJ2bPno3IyEjuM8UwDBo2bMh9zzg6OsLR0bHMC0CJRAJ3d3e89NJLWLlyJTe4asKECQgKCsKy\nZcug1WrRtWtXTJ482eS7y8XFhZuFoKLvNGt/5y9cuBD/+c9/uHOti9+nJSsKajQaSCQSk+cYhoGH\nh4fF9S6rP69QKDQrZ9iwYbhw4QIyMzMBFM+n3KJFC6u8T7NmzUJ8fDyuXr0KsViMzp07o1evXuWW\nzfffe1ugluFaQt0krIvvyXBVYp+bm4s9e/ZAq9Xin3/+wd69e59jLQn5/+zt7VFYWGjSaluCYRh4\ne3sjPT29zJYvPz8/3L9/32SbUqnE3r174efnZ7L9woULmDt3LlJTU+Hq6oqZM2fiwIEDuHDhAoxG\nI9q2bYuwsDB89913yMrKgre3N1atWoXu3bvDaDRi8uTJOHfuHAwGA4KDg/HTTz+ZJGFRUVGIi4tD\nQUEB149UJBKhc+fO2LhxIwQCgdXes9L4/p2fkJCAPn36oLDw/7F353FR1fv/wF9nVgYYYJBNQEUN\nF9RcMMtKw4d2K7vqVXNL01ZLr5neq5m23OKaWlmi3bQyNc2kVBJBjXs1c8slNQVzRWQTlH0Zthlm\n+f3hj/N1ZBMcHOG8nv8oZw5nPjMv5sx7PvM5n48BgiCgd+/eiI2NbfBx4uPjMW3aNKSmpsLd3R2T\nJk3CggULatx3z5494jjnd955Bx4eHnf6MERmsxkXLlyASqXCfffdV+PwsypSz76pcJiEA7AYti8W\nwzVnX9u0Y9QyaDQaGAyGWocIKZVKWK1WyGQyuLi4QK1Ww83NDS4uLujcuTNat26N1atXo6ysDAqF\nAoMHD4bVasXp06fh6uoKb29vpKSkIC8vD5WVlXB2dsZjjz2GsLAwnD17FqdOnUJlZSW8vb0RFhaG\nS5cuQaFQ4Omnn4bVakVgYCDy8vKQk5MDpVIJpVIJk8mEjh07YtmyZTh27BgAoFu3bmjVqhU6deqE\nYcOGwcfHB5cuXRLHsKrVahw5cgRt27bF4MGDodfrsWTJEmRlZWH06NEICwuzWWDlZnq9HsnJyfD3\n94eXlxdMJhOOHz8Oi8WCBx54ACqVCleuXEFycjK6d+9uMzWm1WrF5cuXYTabERwcXOO8rOnp6Sgq\nKkKHDh2QmpoKpVKJjh071lnM2APP+Rpcv34dv/76K9q0aYPQ0NBGHysvLw+nT59GYGAgOnfubMdW\nNg2pZ99UWAzb0eXLlxEXFweLxYI+ffrg0UcfrXE/FsP2xWK4evZLly7FsmXLHNiy5kmhUMBsNqNt\n27ZYtGgRPvvsM5w8ebLW/avmMw4KCoKrqyuKioqgUChgMBjQvn17mEwmlJeXQ6PRICYmBsCNcYqu\nrq7ibBmCIMBgMEAul0OhUKCsrAwajaZaQVX19bDBYIBGoxGn1crJyRFn2aitKKxLbfdXxWKxiPdp\nTwaDATKZzGaavYbg657nfCmSevZNhWOG7cRisWDXrl2YPHkytFotVq9ejc6dO1ebv5DobmAhXLeQ\nkBCUlZWhuLgY5eXlMBqN6Nq1K1avXg21Wg0fHx8IgoBHH30Uy5Ytw8WLF5Gfnw9BENC2bVsUFxfD\n09MTCxYsEMd4AtXnK1WpVHB2dgaAahf33Fxc3jxXadX+t6rav6bbq67mb4za7q+KTCazeyEM1D8/\nKxHRvYDFcANkZGTA09NTHEfUvXt3JCQkoGvXrjb7abXaRveE1KbqIpBbLwaRCrlcbvfntLmoKfvm\n+oWOk5MTjEajzdf+Op0OrVq1goeHB9zd3bF06VIEBAQAACIiIrB8+XKxJ3fNmjXi15xWqxX//Oc/\nxblFW7VqBS8vL3Fhj5v3S0hIQElJCXr37l2tMFQqlbWOIXQ0vu75umf20iP17JtCfT3sHCbRAOfO\nncPly5cxfPhwAEBCQgKOHTtWbfWrsLAwhIWFOaCFJCVNPWbxZrNmzcJvv/0mji1VKBQoKSlBcXEx\n7r//fixatAg5OTnIz89Hhw4doNfrcfbsWVRWVuLatWswGAx45ZVXMGjQIBQXF6OiogI6nQ4ymazG\ncZo3MxgMyM3Nha+vb41vDoWFhTCZTPDy8mqqh09ERM1YZmYmh0k0JW9vbzz99NM227Ra7R2t3FMT\nhUIBnU6HgoKCWue9bMnUanW967y3VLVlv379ekyZMuWOjl01JKBqQvhVq1bBaDTi5ZdfrnblfkMN\nGjSo2raq14UgCLc9Z7FarYZKpUJBQUGd+9n7NXcv4Ouer3tmLz1Sz94RWAw3gJubG4qLi8Wfi4qK\n4OXlVeOnDb1e3yRtMJlMkhxQr1AoJPm4b3Zr9kOGDMGFCxewbt06REZGIjMzEyaTCf7+/njjjTcw\nYcKEentdbzV//nzx//fK883s+bqXMmYvXVLN3hFYDDeAv78/8vLyUFhYCK1Wi7Nnz2L06NGObhZJ\nmFarxcyZM21WuCIiIqLbx2K4AWQyGYYOHYrvvvsOVqsVvXv35kwSRERERM0Yi+EGCg4ORnBwsKOb\nQURERER20HRrSRIRERER3eNYDBMRERGRZHGe4SZQUVFh92UkBUGASqWC0Whstgsu3AmZTGazUIOU\nMHtmz+ylh9kze6lm3xTKy8s5z/Dd5uTkhPz8fLseU6lUwsPDA6WlpZKcakXq69Qze2bP7KWF2TN7\nqWbvCBwmQURERESSxWKYiIiIiCSLxTARERERSRYvoGsimZmZdj1eaWkpLly4gC5dusDFxcWux6Z7\nG7OXLmYvXcxeuph90+AFdA5Q15PeGJmZmTh58iRCQ0Ptfmy6tzF76WL20sXspYvZ330cJkFERERE\nksVimIiIiIgki8UwEREREUmW/P3333/f0Y2g26NWqxEUFAS1Wu3optBdxuyli9lLF7OXLmZ/d3E2\nCSIiIiKSLA6TICIiIiLJYjFMRERERJLFYpiIiIiIJIvFMBERERFJFothIiIiIpIsFsNEREREJFks\nhomIiIhIslgMExEREZFksRgmIiIiIsliMUxEREREksVimIiIiIgki8UwEREREUkWi2EiIiIikiyF\noxvQEoWHh0Ov1zu6GURERESSp9Vq8d5779V6O4vhJqDX6zFlyhRHN4OIiIhI8tavX1/n7RwmQURE\nRESSxWKYiEhi+vXrV+P2d955B7t3727UMVeuXFlv7wsR0b2IxTARkcQIgtCo2xp7TCKiexnHDBMR\nSZTVasXixYtx5MgR+Pn5QalUwmq1AgDOnj2LpUuXoqysDDqdDgsXLoSXlxe2bt2KqKgoVFZWom3b\ntli0aBGcnJwc/EiIiBqPPcNERBL1yy+/ICUlBTExMVi0aBHi4+MhCAIqKyuxePFiLFu2DD/++CP+\n9re/YcWKFQCAxx9/HJGRkdi6dSs6dOiAn376ycGPgojozrBnmIhIok6ePImhQ4dCEAR4e3uLY4lT\nUlKQlJSEV155BQBgNpvh4+MDAEhMTMTnn38OvV6P8vJyPPLIIw5rPxGRPbAYJiKSqLrG+Xbs2BEb\nN26stv2dd97BihUr0KlTJ2zfvh3Hjx9vyiYSETU5DpMgIpKo0NBQxMXFwWKxICcnB7///jsAICgo\nCAUFBYiPjwcAVFZWIikpCQBQVlYGLy8vVFZWYseOHWJBXTXWmIiouWHPMBGRxFQVsIMHD8axY8cw\nYsQItG7dGr169QIAKJVKfPbZZ1i8eDFKSkpgNpvx3HPPoWPHjpgxYwYmTpwInU6HHj16oKysTDwm\nZ5QgouZIsPLjvN3NnTuXK9ARERER3QPWr1+PTz75pNbb2TPcBLRard0nnw8ICMCsWbMQERGBjIwM\nux67OXj66aexc+dORzfDIZg9s2f20sPsmb1Us28KWq22ztvZM9xEMjMz7Xo8pVIJb29v5OTkoLKy\n0q7Hbg40Gg3Ky8sd3QyHYPbMntlLD7Nn9lLNvqn4+/vXeht7hhuooqICMTExyM7OhiAIGDFiBAID\nAx3dLCIiIiJqBBbDDfTzzz8jODgYY8eOhcVigdFodHSTiIiIiKiRWAw3QEVFBdLS0jBy5EgAgEwm\nQ2VlJfLz823202q1UCqVdr1vhUJh86/UyOVyuz+nzQWzZ/bMXnqYPbOXavZNob7hJhwz3ADXr19H\nbGwsvL29kZWVhdatW8PFxQUHDx602S8sLAxhYWGOaSQRERERiTIzMzlm2F4sFguuXbuGoUOHIiAg\nAHFxcaisrMTUqVNt9tNqtcjJybHrfSsUCuh0OhQUFMBkMtn12M2BWq2GwWBwdDMcgtkze2YvPcye\n2Us1e0dgMdwAbm5ucHNzQ0BAAAAgJCQEhw4dqvHThl6vb5I2mEwmSV5dqlAoJPm4b8bspYvZSxez\nly6pZu8IXI65AVxdXeHu7o68vDwAwJUrV+Dt7e3gVhERERFRY7FnuIGeeuopREVFwWw2w9PTEyNG\njHB0k4iIiIiokVgMN5Cfn1+1McJERERE1DxxmAQRERERSRaLYSIiIiKSLM4z3AQqKirsvqa6IAhQ\nqVQwGo2QYmQymQwWi8XRzXAIZs/smb30MHtmL9Xsm0J5eTnnGb7bnJycqq1Kd6eUSiU8PDxQWloq\nyalWNBqN3T9gNBfMntkze+lh9sxeqtk7AodJEBEREZFksRgmIiIiIsliMdwIFosFX375JTZt2uTo\nphARERHRHWAx3AjHjh2Dt7c3BEFwdFOIiIiI6A6wGG6g4uJiJCYmok+fPrzKk4iIiKiZ42wSDRQX\nF4fHH38cBoMBAKDX66HX62320Wq1UCqVdr1fhUJh86/UyOVyuz+nzQWzZ/bMXnqYPbOXavZNob5Z\nOfhMN8ClS5fg4uKC1q1bIyUlBQBw8uRJ7Nu3z2a/sLAwhIWFNUkbdDpdkxyX7n3MXrqYvXQxe+li\n9vaTmZlZ5+0shhsgPT0dFy9eRGJiIkwmEwwGAxQKBaZOnWqzn1arRU5Ojl3vW6FQQKfToaCgACaT\nya7Hbg7UarXYGy81zJ7ZM3vpaUz2eXl5kMlkLaKIYvbSfd07AovhBhg8eDAGDx4MAEhJScHhw4cx\nduzYGve9deiEvZhMJklOwq1QKCT5uG/G7KWL2UvX7WRvNpsxbdo0HD9+HIIgYMCAAYiIiGjWF3kz\ne+m+7h2BF9DdgeZ8oiEiopZh7dq1+N///ofs7GxkZWVhx44diI6OdnSziJoN9gw3UlBQEIKCghzd\nDCIikrjo6GibHsSKigpcunTJgS0ial5YDBMRETVTJ06cQGJios02V1dXPPnkkw5q0b2rrKwMsbGx\nEAQBw4YNg0ajqXXfS5cu4eDBg+jRowf69et3F1tJjsBimIiIqJk6ceIESktLbbZ16dIFPXv2dFCL\n7k0lJSUYM2YMEhISAADr16/Hli1b4OzsXG3f6OhofPDBB8jOzoabmxsmT56M+fPn3+0m013EYrgJ\nVFRU1PmJszEEQUBZWRmUSqUk5x6UyWR2f06bC2bP7Jl9y2K1WpGZmQm5XA4/P78a97nd7AcMGABP\nT0/k5+cDADQaDcaNG1fv81ZWVoaffvoJVqsVI0eOhKura+MfUBOwd/YRERFiIQwAp0+fxoYNGzB7\n9uxq+65ZswbZ2dkAbiy0FRsbi3fffbfJ5j0uLi5GXl4eAgMDoVQqJf+6bwrl5eV13s5nuQk4OTmJ\nJyZ7USqV8PDwQGlpqSSvLtVoNPX+MbdUzJ7ZM/uWw2Qy4cUXX8Tp06chk8kwYMAArFixotoF2beb\nfbdu3fD666/jhx9+gMViwaOPPooJEybU+byVlpZizJgxiI+PBwB888032LJlC7RarX0epB3YO/vi\n4uJq2woLC2u8j1u3mUwm6PV6m+L8119/xb59+9C3b18MGzbM5phHjx5Fq1at0LdvX2RkZIgze8ye\nPRv+/v42x96wYQNWrlwJvV4Pf39/rF27Fh06dKgz+4yMDFy/fh3BwcFwc3Ordnt6ejri4+MREhKC\nDh061P/kEIthIiKiu2XVqlXYt28fzGYzAGDnzp14/PHHMXz48EYfc+rUqeJ894cOHcK4ceNgsVgw\ncuRIPPvsszh58iSysrLw8MMPQ6fTYc2aNWIhDABnzpzBl19+iblz597Zg6uB1WpFREQEDh06hOLi\nYnTp0gVDhw7FU0891aDjmEwmrFu3DmfOnIFer4efnx9GjRoFhUKBkJAQqNVqcV+z2Yy0tDRotVp4\neXkBALp37w6FQiHO29u+fXtMnjy5Wltff/11JCcni9vkcjmCg4Mxc+ZMlJWV4YknnoBer8fy5ctR\nWlqKtWvXYtu2bVi7di1iY2MxZ84clJSUQBAEuLu7o7y8XJwv+ejRo4iKioKPjw8A4ODBg3jvvffE\ngrewsBDz58/Hxo0b8d577+H8+fMYNGgQnnjiCbEQX7lyJVavXo2CggK0adMGq1atQvfu3cX2btu2\nDf/+97+RlZUFLy8vvPHGG3jxxRcb9FxLEYthIiIiO7Jarfj+++9x/vx5jBkzBr169RJvS05OFgth\nADAYDEhKSrL5/by8PLz77ruoqKhAv3798Oqrr9Y4lWd5eTn+9a9/4erVq+jUqRMmTpyI2bNni6tt\nnT9/HtHR0Th16hTKy8vRoUMHrF+//rZ6QxujuLgYUVFRUCqVGD16NDQaDb766iusXLkSZWVlAIBz\n587hf//7H06fPl3vONzy8nJkZGTAy8sLf//737F//35YrVbx9o0bN0KhUKBr166IjIyEu7s7iouL\nMWnSJCQlJUGtVuOZZ57B008/jdmzZ9ssYPHYY4/B398fhw8fxqpVq2C1WtGjRw9s374dFotF3E8m\nk+HAgQPitlvbYLFY8N///hddunRBaWmpuJ/VakVhYaHN47ly5QpGjx6N3r17Y9KkSZgzZ061nt+q\ni/aqvl2OioqCu7s7Ro0ahbfeegvffvutOITjypUreO655yCXy9G6dWu8/fbbWLVqFbKysgAAubm5\n+Pbbb/HCCy9wKth6CNabUyW7qW/pv4ZSKpXw9vZGTk4Ovy6VGGbP7KWc/dq1a3Hw4EGEhIRg+vTp\nkMnu3enxf/jhB+zfvx8HDhwQCyGFQoGFCxfiueeeA3CjmJoxY4ZY7Pj6+mLTpk3o0qULAKCyshLD\nhg3DmTNnANx4Dv7+97+LY1t3796NpUuXwmAwoKioSCyM5HI5unXrZjMutibt2rXD5s2bMW7cOKSk\npAAAVCoV5s+fb7OaallZGTIyMqDVapGWloZff/0V27dvh1qtxt/+9jd4eHggJiYGMpkMM2fORPfu\n3TFmzBicP39ePGbnzp2Rk5OD69evV2uHt7c3pk+fju3bt0Ov18PNzQ1LlixBly5doFAocPHiRbzy\nyivIysqCRqNBcXFxnSvS9erVCxaLBZmZmcjNzRW3q1QquLm52WyrIpPJbArfe52zs7P4oaImGo0G\nPj4+SE1NFbe1a9cOhw4duqdfN3fLrUNUbsZiuAGKioqwbds2lJaWQhAEhIaG4sEHH6xxXxbD9sWC\niNlLkRSy/+STT7B3717I5XJMmzYNTz/9NIAbPWt//etfkZCQAIvFAoVCgb/+9a/44osvmrxNubm5\n2Lp1K1xdXTFmzBjxK3iLxYK8vDy4u7tDpVLZ/M6HH36IdevW1fi36uXlhZMnT0IulyM1NRVxcXHY\nvXs3BEHAa6+9hiFDhoiPOS4uDm+88YbNDBF9+/aFs7Mzzpw5g6KioloLuMDAQOTm5qKioqLOx6dQ\nKODt7Y2srCzxWN7e3li1ahVOnTqFQ4cO4fTp06ioqIDZbK53SWAfHx8MGjQIP/74Y5373Q53d3d0\n7NgRpaWluHjx4h0fT2oEQbDpuQ4KCsLBgwdZDOMOiuHly5fjjTfeqHebVJSUlKCkpAR+fn4wGo34\n6quvMH78eHh7e1fbl8WwfbEgYvZSdDeyP3/+PD777DNYrVZMmzYNoaGhTXI/Ndm4cSPCw8PFws/X\n1xdbt25Fhw4dsHz5cnz88cc2+1d9rV3fVf3FxcV4++23kZubi5CQECxYsAByubzafnFxcVi9ejVy\ncnJQXl4OjUaD3NxcFBcXiwWFSqVCt27dYDQakZqaisrKSqhUKvj4+KBNmzb497//jTfffBNHjhyp\ns02CIEAul4vH1el06Ny5MyoqKiCTyeDr6wuz2Yz9+/fX2ftH1FBDhgzB+vXrHd0Mh2t0Mdy7d2+c\nOnXKZluvXr1w+vRp+7WuGfvhhx/QvXt3eHp62mzXarX1fjJvKIVCAZ1Oh4KCgno/pbdEarW6zq/I\nWjJmz+ybKvu0tDSMGjUKaWlpAG68WXz//ffo1q3bbf1+QUEBZDIZ3N3dG3X/L7/8MmJiYmy2/eUv\nf8Hs2bPx2WefYffu3Ta3+fj4ID4+XixsTSYTcnNz4eXlZTMF1fDhw3H06FEAN57DiRMnYsGCBXjv\nvfdQVFSEJ598Et7e3njxxRfv+G/L3d0dRUVFd3SMKs3ta3tqHmQyGa5duybpccOVlZUNL4YjIyOx\nadMmHDx4EAMGDBC36/V6yOVy/PLLL03T2maksLAQ69atw/3334+DBw/a3BYWFoawsDDHNIyIWiSr\n1Qqj0Qi1Wg2r1YrNmzcjISEBzs7O6NKlC4YNGwaVSgWz2Yxjx47BarWiXbt2uHDhAu677z64u7tj\n/vz5KC4uxssvv4zy8nJ88803iI6OtrmfwMBAPPTQQ0hPT4eHhwcWL16M3r17Y/fu3XjllVdQUFAA\nuVwu9p66u7tj5MiR+Oabb27rzbZqZa9evXph27ZtWLx4cY0F4M1X/lfx8vLC/fffD61Wi4ceegjf\nfPMN0tPTIZfLERISAoVCgeTkZHEcbRUXF5dqC1MQSYUgCDAajZKeszgzM7PhxXBqaiqSk5Px1ltv\n4aOPPhK/1tFqtejZs6ekn1AAMBqN+PbbbzFw4EAEBARAr9fb3M6eYftj7yCzb07KysoQFxcHmUyG\nJ598Ek5OTrXuW1FRAbVajZycHJw7dw5BQUEICgoCAHG85vHjxzF37lyUlZXB09MTgYGB2LNnj82s\nBL6+vvjll1/w2muv4ffff4fJZIIgCDCbzfDw8IBarRavMpfL5bBYLLidS0aUSiWCgoKqLflbEycn\nJzg7O8NisYhzpCqVSlit1hr/dtkTStT0PD09ceHCBUc3w6Ea1TNMtTObzdi0aROCg4Px0EMP1bof\nxwzbF8eNMvvmoqSkBGPHjhXncXVycoKfnx9atWoFQRBQUlKCsrIyWCwWZGdn2xS0ZrMZXl5emD59\nOtq3by/OF8peTSJqrPnz52PGjBmObobDNboYPnLkCGbOnInz58/DYDDAbDbD1dW1xpVcpMBqtSI6\nOhoajQZPPvlknfuyGLav5lYQ2ROzrz37kpISZGdno3Xr1ne0dGtubi6sVqt4MWxmZibeffddlJSU\nIDQ0FAkJCcjNzYVCoYCfnx/effdd+Pj4QK1WQyaTIT8/H7NmzcKlS5dQVFQk2XMkEd17tFotSXtb\nqAAAIABJREFUzp8/L+kxw0DdxXCd4x1mzJiBH374AWPHjsWJEyewYcMGSU91kp6ejoSEBPj6+uLL\nL78EcOMqzfvuu8/BLSNq2QwGA0wmE5YsWYLz58/j2rVr4hypwI35N19//XVcunQJV65cgUqlQklJ\nCfLz85Gfnw+z2QyVSgW5XA6z2Qw3NzdotVqkpKTY9MwCN06YN3+YPXToULX2/Pzzz032WImI7Mls\nNqOkpOSeWm77XlNnz3BoaChOnjyJ+++/X5zIm7NJ3B72DNsXe4ZbTvYlJSXQaDTiuNVr165Bo9GI\ns7JYrVbEx8fj/PnzCAkJQWRkJH799Vfk5eVJ9m+AiFq2qg/qTaFjx47Yv38/e4Yb2zPs4uICg8GA\nnj174s0334Sfn99tXXBBRNJhtVprPclu27YNkZGRqKysxNmzZ8UFa/z9/TF58mQsX75cnFPVxcUF\nXbt2xYkTJ+5m84mI6iSXy6HRaFBSUlLvvnVdFOrs7AyZTCYeRxAEeHl5Yd++fSgtLcW6desQGxsL\nFxcXBAYGwtPTE7///juuX78Os9kMZ2dneHp6Iisry6ZjQK1WQy6XV5ufWhAEdOzYEYsXL5Z8IVyf\nOnuGU1NT4ePjA6PRiGXLlqG4uBjTp0/nsIB6VFRU2L0HSxAEqFQqGI1GSX4gkfJV5/dq9lu2bMEH\nH3yA7OxsKBQKTJ48GWq1GrGxsbh+/brdZ1Qhouahf//+9S5C0pTCwsKwf//+audLlUoFjUZT67zQ\ngiBAp9OJS2UDN5YzjoyMRPv27TF8+HAcP35cvC0wMBAFBQU2F7g++uijWLNmDRYsWICoqChxu1qt\nRlhYGP773/+K2zQaDaKioqpdjH/zOd9isSA3NxcqlUqcz/vw4cN49dVXkZGRAZVKhSFDhuDzzz/H\no48+imvXronHmThxIlasWMFCGEB5eXnjLqAzmUyYMmUKvv/++yZrXEvGYRL2xWESTZN9dnY20tPT\ncfXqVezduxdZWVmQyWTw8vJCSEgInJ2d0bdvX2zduhVfffWVXe+biJqfqqlVa5vm0dXVFefPn8fQ\noUNx5syZ2z7uzR0e9U2n6O7uDplMhoKCghpv79evn/hNVJXAwED88ssvMBqNeOaZZ2q8/qlTp064\ndOmSzbahQ4di9erVAICcnBy89NJLuH79OlxdXTF16lSEh4fbFNePPfYYNm3ahMzMTDz77LNITEyE\nUqlEWFgYlEoldu3aZXP8lStXYsSIETbbbuecn5SUhJiYGAQGBmL06NGQyWTIzMzEvHnzUFxcjC5d\numDhwoX1rtYoJY0aJqFQKJCamgqDwSCuy05EzdePP/6IFStW2Fx4VpebezWIqPmompf8djz11FOw\nWCz47bffxK/v3dzcIAhCtR7U1157DW+//Tby8vKg1Wrx9ddf4+OPPxZ7YOVyOWbNmgWZTIadO3fi\np59+Qnx8PH755RdxlcOaPPjgg5g5cya2bNkCDw8PvP766/j++++RkZGBl156CZ9++in27t0Ls9mM\nkJAQbN68GU5OTnjhhReQkJCAoqIisZB2cnLCkCFD4OTkhEOHDsFiscDX1xdLliyBq6srAOCnn37C\njz/+CIVCgeDgYMTFxaFv3764//778cwzzyAnJwfAjZ7knj17iu309vZGTEwMjEajWGT+8ssv2LNn\nD4xGIwICAjBr1iwANwqv6Oho7N27Fx4eHggLC8OuXbtw+PBhFBYWAgCCgoLw6KOP3lZOt+rYsSNm\nz55ts83f3x/fffddo44ndXUOk3juuedw4cIFDB8+HM7Ozjd+QRDwj3/84641sLliz7B9sWe47uzN\nZjPmzZuHyMjIu9w6oubN1dUVRqMRRqMRwI2OIH9/fyiVSjzyyCPYu3cvrl692qhje3h44IsvvsC8\nefNw7dq1Gi+QUqlUkMlkAACLxYJu3bph8uTJUCqV+Oc//wmDwQB3d3dERERArVbj559/xm+//YZW\nrVph6tSpGDRoEK5fv4558+bBarXio48+Qvv27ZGamoqCggJER0fj999/h9VqhdVqRW5uLvLy8uDu\n7o7w8HCxVzInJwerVq2CTCbDtGnT0KpVK+Tn52Pq1KkoKirCvHnzMGTIkGrtz8nJQVRUFAoKCjBi\nxAiEhITU+FycOHECL730EsrKyqDT6dCpUycIgoDx48fj6aefrrb/zed8q9WKc+fOoaysDD169BAX\nsbFarSgsLMSVK1fw8ccfw2g04uGHH8acOXNgMpnEFQrHjRtnU9TWJTIyEmvWrIHJZEK/fv3w0Ucf\n1TnMwGKxYPv27bh69SqefvppdOjQoc7jb968GdHR0VAqlViwYAE6d+5cbR+pv983lUbPM/z+++/f\n2On//yFUXSjzr3/9y74tbIFYDNsXi+Gas3/yyScb9FUkNV+PPfYYVq1ahREjRiA1NVUs3uqj0+ng\n5+cHV1dXjBgxAu7u7mjfvj169uyJ2NhYxMfHY8+ePcjKyoLZbEbbtm3RqlUrqFQqvPjiixg8eHCT\nPq49e/YgMjISTk5OePfdd+Hn5wez2YwlS5bg3Llz8PLywsKFC29rWiiz2YxPP/0U58+fR+fOnTF3\n7lzI5fImbX9T4Tmf53ypZt9UuAKdHV2+fBlxcXGwWCzo06dPrV9xsBi2L54Yq2f/3HPPYe/evQ5s\nGTVGjx49bD7ACIKA9PR0/Pzzz9i5cyfOnj0LQRDQs2dPjB07Fvv370dQUBDGjx9v00OVlJSEuLg4\naLVa9OzZE9OnT682BKZ79+7Yvn17nctBAzd6twoKCuDu7i6OCb0X8HXPc74UST37ptLoYjg7Oxsf\nf/wxzp07J/5RCoIg2Tdgi8WC//znP5g8eTK0Wi1Wr16N0aNHi6tW3YzFsH3xxFg9+4CAAAe2quV7\n8MEH0bZtW3h5eaFz5874+OOPkZmZCQ8PDzz//PN44YUXcOLECSxcuBDZ2dmwWCzw8/ODu7s7Hn74\nYcydOxcqlQoAkJiYiCNHjqBPnz7o3r07zp49i8WLF6NDhw4IDw+vtQ0Ned3Hx8cjPDwcFy9ehKur\nKwYOHIiFCxeKbWiO+LrnOV+KpJ59U2l0Mfz4449j3LhxWLp0Kb766it8++238Pb2xscff9wkDb3X\npaenY//+/Zg0aRKAGytTGQwGdO3a1WY/rVZr92mlFAqFeFFEbVfxtmT1XV3cktWUfVXhJQUymUwc\n73g7QkJCsGHDBrRt2xbFxcU4evQodu3ahYqKCkycOBEDBgxAaWkpvv76a+j1erzwwgswGo04evQo\nVCoVVCoVQkNDERgYaHPcjIwMnDx5Ep07d7YZ51c1btHNzc3uX8nzdc/XPbOXHqln3xQqKysbXwz3\n6dMHf/zxh80KdH379pXspPjnzp3D5cuXMXz4cABAQkICjh07hoyMDJv9wsLCEBYW5oAWkpQ4Ozvf\ncz0narUaQ4cOxapVq9CqVSvIZDLcf//9OHv2rLiPr68vDh8+jOzsbLRt27bOExQREdGdyszMbPwK\ndFVfr/n5+WHHjh3w9/e/7elapMLb27valbBarVacmsVepP5Jkb0E1bM/fvw4unfvbtf70ul0eOSR\nRxAUFIQ+ffpgwIAB4kTvt7Jarbhw4QLMZjOUSiUMBgO6dOkinjeqzhW//vqrzYIpVVfOV10QVd9r\nhdnzdS9FzJ7ZSzV7R6izGH7nnXdQWFiITz/9FK+//jqKi4uxbNmyu9W2e46bmxuKi4vFn4uKiuDl\n5VXjpw29Xt8kbTCZTJIcQ6RQKCT5uG92a/Y6nQ4ZGRkoLy/H1atXERwc3CT3W9fzXtNqlPXlVNP0\nUnVh9nzdSxmzly6pZu8Isrpu3Lx5M6xWK3r06IF9+/Zhz5492LZt291q2z3H398feXl5KCwshNls\nxtmzZ2ucI5DobtJoNE1WCBMREbV0dfYMJyQkQKfTiT97enri1KlTTd6oe5VMJsPQoUPx3XffwWq1\nonfv3jXOJEFEREREzUOdxbDVakV+fj48PT0BAPn5+Q3+irOlCQ4OZi8cERERUQtRZzH8z3/+E/37\n98fYsWNhtVqxZcsWvP3223erbURERERETarOYnjy5MkIDQ3F3r17IQgCtm3bVuu640REREREzQ2X\nY24CFRUVdp//VRAEqFQqGI3G2158oCWRyWQ203NJCbNn9sxeepg9s5dq9k2hvLy88fMMU+M4OTkh\nPz/frsdUKpXw8PBAaWmpJKdakfrSnMye2TN7aWH2zF6q2TtCnVOrERERERG1ZCyGiYiIiEiyWAwT\nERERkWTxArpmQq/X4+TJkwgNDYVWq3V0c+guYvbSxeyli9lLF7O/+9gz3Ezo9Xrs27cPer3e0U2h\nu4zZSxezly5mL13M/u5jMUxEREREksVimIiIiIgki8UwEREREUmW/P3333/f0Y2g26NWqxEUFAS1\nWu3optBdxuyli9lLF7OXLmZ/d3E2CSIiIiKSLA6TICIiIiLJYjFMRERERJLFYpiIiIiIJIvFMBER\nERFJFothIiIiIpIsFsNEREREJFkshomIiIhIslgMExEREZFksRgmIiIiIsliMUxEREREksVimIiI\niIgki8UwEREREUkWi2EiIiIikiyFoxvQEoWHh0Ov1zu6GURERESSp9Vq8d5779V6O4vhJqDX6zFl\nyhRHN4OIiIhI8tavX1/n7RwmQURERESSxZ5hIqIWomfPnujUqRPMZjPat2+PDz/8EE5OTna9jy1b\ntsDJyQnDhg2z63GJiByFPcNERC2Ek5MTtmzZgp9++glKpRKbN2+2ud1kMt3xfYwZM4aFMBG1KOwZ\nJiJqgUJDQ3Hp0iWcOHECn3/+Odzd3ZGcnIzt27dj2bJlOHHiBIxGI8aPH48xY8bg+PHj+OKLL+Dm\n5obExET85S9/wX333YdNmzbBYDBg+fLlaNOmDVauXAkXFxdMmTIFL7zwAubMmYNu3bqhoKAAEyZM\nQFxcHKKjo7F3715UVFQgLS0NkydPhtFoxK5du6BUKrFy5Uq4u7s7+ikiIgLAnmEiohbHZDLh4MGD\n6NSpEwDg/PnzeOuttxAbG4uoqChotVpERkYiMjISUVFRyMjIAAAkJibiX//6F2JiYrBjxw6kp6cj\nMjISo0ePRmRkJABAEAQIglDt/7dKSkpCREQEIiMj8fnnn8PFxQWbN29Gz549ERsbexeeBSKi28Oe\nYSKiFsJgMGDMmDEAbvQM/+1vf8Pp06fRo0cP+Pv7AwCOHDmCxMRE7N69GwBQUlKCtLQ0KJVKdOvW\nDa1atQIAtGnTBo888ggA4L777sPvv//eoLb069cPzs7OcHZ2hlarRVhYGACgU6dOuHTpkj0eLhGR\nXbAYJiJqIdRqNbZs2VJtu0ajsfl5wYIF6N+/v82248ePQ6VSiT/LZDIolUrx/2azudpx5XI5rFYr\ngBuF+M2qfrfq96uOLQiCXcYuExHZC4dJEBFJyMMPP4wffvhBLEhTUlJQXl5+279vtVrFAjggIABn\nz54FALGn+XZ+n4joXsKeYSKiFqKm8bu3jusdPXo0MjMzMXbsWACAp6cnIiIi6hz/W9s44SlTpmDO\nnDnYunUrBg4cWOtY4lv/X9v9EBE5gmDlx3S7mzt3LlegIyIiIroHrF+/Hp988kmtt7NnuAlotVqs\nXr3arscMDAzE3Llz8cknn+Dq1at2PXZzMGLECGzfvt3RzXAIZs/smb30MHtmL9Xsm8Kt103cij3D\nTSQzM9Oux1MqlfD29kZOTg4qKyvteuzmQKPRNGhcY0vC7Jk9s5ceZs/spZp9U6maUacm7BluoIqK\nCsTExCA7OxuCIGDEiBEIDAx0dLOIiIiIqBFYDDfQzz//jODgYIwdOxYWiwVGo9HRTSIiIiKiRmIx\n3ABVS4uOHDkSwI25MysrK5Gfn2+zn1artZlj0x4UCoXNv1Ijl8vt/pw2F8ye2TN76WH2zF6q2TeF\n+oabcMxwA1y/fh2xsbHw9vZGVlYWWrduDRcXFxw8eNBmv7CwMHG1JSIiIiJynMzMTI4ZtheLxYJr\n165h6NChCAgIQFxcHCorKzF16lSb/bRaLXJycux63wqFAjqdDgUFBZJcvUmtVldb4UoqmD2zZ/bS\nw+yZvVSzdwQWww3g5uYGNzc3BAQEAABCQkJw6NChGj9t6PX6JmmDyWSS5NWlCoVCko/7Zsxeupi9\ndDF76ZJq9o7A5ZgbwNXVFe7u7sjLywMAXLlyBd7e3g5uFRERERE1FnuGG+ipp55CVFQUzGYzPD09\nMWLECEc3iYiIiIgaicVwA/n5+VUbI0xEREREzROHSRARERGRZLEYJiIiIiLJ4jzDTaCiosLua6oL\nggCVSgWj0QgpRiaTyWCxWBzdDIdg9sye2UsPs2f2Us2+KZSXl3Oe4bvNycmp2qp0d0qpVMLDwwOl\npaWSnGpFo9HY/QNGc8HsmT2zlx5mz+ylmr0jcJgEEREREUkWi2EiIiIikiwWw41gsVjw5ZdfYtOm\nTY5uChERERHdARbDjXDs2DF4e3tDEARHN4WIiKjFO3PmDKZPn46lS5dK9sI6ajq8gK6BiouLkZiY\niAEDBuDIkSPQ6/XQ6/U2+2i1WiiVSrver0KhsPlXauRyud2f0+aC2TN7Zi89zP7/so+Ojsb06dNh\nMpkAAD/++CP++OMPyGQtsz9P6tk3hfouROTUag20efNmDBgwAAaDAYcPH4a/vz/27dtns09YWBjC\nwsIc0j4iIqKWxMfHBzk5OTbbYmJiMGzYMAe1iJqbzMxMTq1mL5cuXYKLiwtat26NlJQUAEBoaCg6\ndepks59Wq632wr1TCoUCOp0OBQUF4qdjKVGr1TAYDI5uhkMwe2bP7KWH2f9f9mazudrtGRkZd/Q+\ne/XqVcybNw+lpaXo27cvFixYcM/0NEs9e0dgMdwA6enpuHjxIhITE2EymWAwGLBnzx6MHDmy2r63\nDp2wF5PJJMl5BxUKhSQf982YvXQxe+li9sCoUaOwZs0acQEKFxcXDBkypNHPi8FgwKRJk3Du3DkA\nwIkTJ2CxWDB//nz7NN5OGpq92WzGF198gcTERPzlL39hz3kDsBhugMGDB2Pw4MEAgJSUFBw+fLjG\nQpiIiIjs44MPPoCHhwciIyPh7u6OyMhIODs7N/p4aWlpSE9PF382Go34448/7NFUh3r11Vexe/du\nmEwm7NmzB1evXsW0adMc3axm4d74TqCZ4mwSRER0N6WnpyM8PByfffYZSktLHd2cu2b27Nn4/fff\nsXv3bnh5ed3RsTw9PeHq6mqzzcXF5Y6O6WjFxcU4deqUOKyiuLgYO3fudHCrmg/2DDdSUFAQgoKC\nHN0MIiJqAmazGTKZ7J7q9Lhy5QomTpyItLQ0AMCePXsQFRUFjUbj4JY1L61atcJLL72ENWvWoLS0\nFG3atMGiRYsc3aw7olAoqo15vlfGQDcHLIaJiOiOWK1WrFy5EocOHYKrqysWLlwIX19fRzdLZLFY\n8NFHHyEhIQFeXl5YuHAh3N3da9zXYDDg1VdfxYULF6BUKjF16lQ899xzd7nFNYuIiBALYQCIj4/H\nrl27MHr06EYd788//8Ty5csBADNnzkSPHj3uuI1GoxHh4eFISkpCYGAgwsPD78lifdq0aRg3bhwK\nCgrQpk0bqFSqBh9j8+bNiIuLg7u7O95///1a/6bulMViwaeffoo//vgDOp0OH374IXQ6HQAgISEB\n8+fPR0lJCaxWKwRBgNVqhUwmw7hx45qkPS0Ri2EiIroj//nPf7BixQqUlZUBAFJTUxEbGwu1Wu3g\nlt3w3nvvYePGjeLFSOnp6di2bVuNvb4LFy7Enj17xIu1li1bhkGDBiEwMPCutrkm9uylvnLlCl56\n6SVcvXoVwI3CetOmTbjvvvvu6LizZs1CTEyM+PxlZWVhw4YNDT6OxWJBTk4O3NzcmuzvyNPTE56e\nno363fXr12PJkiUoLi4GcGO2qW3btjWqqK7Phx9+iLVr18JoNAK4Mea56jmeNWsWLl68WO13LBYL\nFi1ahIkTJ9q9PS0Ri+EmUFFRYfdPwoIgoKysDEqlUpITcctksnuyd+FuYPbM/l7P/vDhw2IhDNwo\nhjMzMxESEiJuMxgMSE5OhoeHB/z8/G7ruPbKPj4+3uaq/LS0NFRUVNRYCJ0+fRo3T7+flZWFzMxM\nBAcH33E7GqKm7OfPn4+TJ08iOTkZANCnTx+MHj26Uc/Rli1bxEIYuDFV2Q8//IAPP/zwjtp94cIF\nm+cvKSkJTk5ODSrkr1+/jmeffRaZmZlwcXHBnDlzMGHCBJt91q5di507d0KlUiE8PPyu5/O///1P\nLIQB4PLly9i2bRuysrIwcOBA9O/fv9HHvjX7P/74QyyEgRsf5goLC6FSqVBQUFDrcfR6Pcxmc7Xx\n0VJUXl5e5+337tm1GXNyckJ+fr5dj6lUKuHh4YHS0lJJTrOj0Wjq/WNuqZg9s7/Xs7+1587Z2RlO\nTk5ibtnZ2Zg0aRJSU1Ph7OyMZ599FnPnzq33uPbK/tZV7NRqNWQyWbVjZ2dnIzEx0WabVqvFypUr\n8eGHH8LX1xdLly6Fm5vbHbfpdtp8a/Z+fn7YvHkzvv32W7i6uuLll18GUP8bfU3c3NzEr9SruLu7\n3/HzfWvPqEwmwx9//IH27dtXK9qNRiNKSkoAwOaDycyZM3H69Gnx5yVLluCxxx4ThwZs3rwZ4eHh\nYjF6+fJlbN++Xbz9dlitVsTGxiIxMRF//vknrly5AoVCgZdffrla4V0TuVxu87PJZML8+fNhMBiw\ndOlS9OjRA5GRkTX+rVRWVkIul1cb01tSUoLdu3fDxcUFEydOFLO/9e/XyckJKpUKZWVldX7IEAQB\ngiBI9vzZEFyBrolkZmba9XhKpRLe3t7Iycm5p98Um4rUCyJmz+zv5ezT09MxZcoUpKSkQKvVYuLE\niXjzzTfF21955RXs2rVL/FmpVGLdunUYNGhQnce9k+zPnj2L/Px89O7dG0lJSZgxYwauXr0KT09P\n/P3vf8eLL75Y7Xd+/fVXTJo0yWabs7OzTa/3Y489hk2bNjWqTQ2hVCpx4MABfPLJJ7BYLBg9evQd\nj122Wq347bffkJaWhkceeQSzZ8/GiRMnANxYQCoyMhJOTk7i/mazGVlZWfD09LTZXpe9e/finXfe\nwbVr18Ti12QyoU2bNnj55Zfx/vvvw2g0wmq1QqFQwGAwQKVS4ZFHHsG6detgtVrRv39/m/dQmUwG\nHx8fhISEYOHChZg/fz72799vc78bNmwQpz699TEvXboUBw4cgFqtxoIFC9CnTx/MmjUL0dHR1V5X\nCoUC7dq1g0ajQbt27dC3b19MmDAB4eHhyMrKgsFggFKpxJUrV3D16lXxQkur1Ypby6mgoCDs2bMH\nX375JaKjo8X9zWYzVCoVBg0ahG+++QYAUFhYiDFjxohzH7u6uqJ9+/Z48MEHsXfvXly5csWmjb16\n9cKZM2fEhUmcnJzg7u6O7OxssR1OTk547bXXbuuDpxTUtQIdi+EmwmLYvlgQMXspulvZZ2Rk4NKl\nS+jUqRMCAgIadYzy8nJcunQJrVq1QmBgIKKjo3HgwAH07dsXsbGxOHDggM3+np6e+O233+rsZW1s\n9v/4xz+wc+dOlJWVITg4GBs3boRWq0VSUhL8/PxqHaaRnJyMESNGIC8vT9x2a++pUqnEkCFDsGLF\nCpw+fRoHDhzAAw88gE6dOuHy5cvo0qULWrduXW8bExMTsWbNGri6umLmzJnVnocLFy5g0qRJuHbt\nGgBAp9Nh+fLlkMlkOHToEA4dOgSLxYJu3brh2WefhdFoRGhoaJ1DJv7xj38gJiYG5eXlaNOmDT7/\n/HMYDAZYLBY89NBDNr26KSkpeP7553H9+nW4ubnhzTffRNeuXeHh4YHk5GSkpKSgX79+cHNzg8lk\nQnR0NJydnaHX63H06FFUVlYiKSkJ2dnZ9T4XVXx8fGC1Whu8spxWq0VUVBS6desmbjMajVi0aBF+\n/vlnm+EgcrkcHTp0wOXLl6sVr01BpVJBqVTWOg1eaGgoYmJi8M4772DdunXVbr/176+hPDw88N//\n/veeGPPuaCyG7aSoqAjbtm1DaWkpBEFAaGgoHnzwwRr3ZTFsXyyImL0U1Zd9QUEBDAYDfH19cfz4\ncaxduxYajQYLFiyAt7f3bd3H1q1bsWTJEly7dg2tW7fG/PnzGz07QZWPPvpInLbKyckJXbt2rTYW\nFwBmzJhR56pfGo0GmZmZOHXqFAICAtC5c+d67/vcuXMYNWqUzSqgw4YNw5dffllt38LCQnz33XcA\ngOeeew5qtRrvvvsuIiMj672fzp0748qVK6isrIRMJoNKpUJFRQVkMhkUCgVcXFyg0+nQq1cvRERE\nQC6XIycnB9euXUNaWhrmzZuHwsJCAECPHj3w008/iQtJfPXVV/j6669x/fp1m/ts06YNrl+/Xu1v\noWoKuC5dumDChAnw9PREdHQ0Tp06BR8fH0yZMgU//vgjTp06BYvFIv5e69atsW/fPqxZswZZWVn4\n888/ce3aNYSEhCA1NbXakJF7lSAI6NWrF6ZOnYrhw4cjIyMDgwYNajbzMHfu3BkVFRVITU1tkuP3\n6NEDu3btkvxUayyG7aSkpAQlJSXw8/OD0WjEV199hfHjx9f4psNi2L5YEDH75iYhIQE7duxAcHAw\nnnnmmUbNBHBz9lFRUdixYwe8vb2xYMECLFq0CLt27YLBYEBgYCByc3ORlZUF4Maba3R09G2NbR08\neDAuXLgg/tylSxcsWbIEBw4cwN69e1FRUQEfHx/85z//QatWrW6r3bces127drBarTbTggE3esW+\n+OIL+Pr61ngV/uXLl/H8888jOTkZ7u7umDBhAt59912bfTIyMpCfn4/77rsPGo0GR44cwdixY22K\nPjc3NwQGBuKRRx5Bfn4+kpOTodVqcf78ebHnUqVSQafTQSaTISsry+b3nZ2dUV5eblPEfvUnAAAg\nAElEQVTM326PnVwux2uvvYa2bdti2bJlyM3NFRdGuNkHH3yAo0ePIikpCUlJSTCbzdX2udNeQpKu\niIgIjBkzxtHNcCgWw03khx9+QPfu3atdkazValFRUWHX+1IoFNDpdCgoKKjxRNrSqdVqcWyU1DD7\n5pH9mTNnMH78eJSWlsLFxQUWiwV5eXlQqVQYOnQovv766wYfsyr7iIgIfPDBB2JPYqdOnZCYmFhn\nYbRq1arb6uHt378/kpKSxJ81Gg0qKiqqHXvAgAGIioq6rXaHhYWJYx8BwNvbG1arFbm5uTb7aTQa\naDQaeHt7Y9WqVejevbvN7c8884zN8ApfX1+Eh4dj+fLlKCsrg8ViQVlZGUpLS9G+fXt89913GDhw\noN17BOVyOdRqtc3YYaLm5M0338ScOXMc3QyHqaysZDHcFAoLC7Fu3Trcf//9OHjwoM1tYWFhCAsL\nc0zDiOius1qtcHd3t/lq/mY+Pj44depUnSfjugwZMgS//PKL+LNMJrPpubyVQqHAtm3b8Ne//lVs\nH1DzPLXPPvssNm/eXOeFQMCNHuNjx45Bq9WKx7l48SJmz56NsrIyDBkyBG+//TYEQcCnn36KRYsW\nIT8/H25ubnBycqo2dlSpVNp80/Hwww9jx44d2LdvH/Lz89GhQwcMGzbMprB1dXWFUqmsdTopNzc3\nm+mu7O3WNhM1F+fPn0eXLl0c3QyHyczMZDFsb0ajEd9++y0GDhyIgICAam+A7Bm2v+bSO9gUmP29\nn31mZib69OlTa4Eql8sxcuRIfPbZZzZX5RcWFuLy5csIDAys8aKuquxvLYbrolAoMGDAAGzatAmC\nIGDy5Mk4cOAAzGYzlEoldDodtFotLBYL9Ho9KioqIJfLUVhYCIvFUmeRXUWn06GkpKRaYdi2bVvo\ndDp069YNbdu2xc6dO5GWloaioqLbajsRNY2GXMjYErFn2M7MZjM2bdqE4OBgPPTQQ7XuxzHD9tVc\nx43aA7OvP/vKykpcvXoVer0eycnJ8PT0RPfu3aHT6VBeXo4jR44gPz8f/fv3R0BAAAwGA06cOCEu\nBuDu7o6goCDI5XKkpqbi5MmTOHnyJOLj4+Hs7IwZM2Zg4MCBtd5/UlISHnvssXrHc/r6+mLVqlXw\n8vLCmTNnsHDhQmRlZcHNzQ0TJ07EE088gdatW8Pb2xsJCQn4/PPPcfToUXG8ak3jSG8mCAJat26N\n3NxcmM1m8ep+IpIuV1fXGlepkxoWw3ZitVoRHR0NjUaDJ598ss59WQzbF4thZl+b7OxsTJ48GYmJ\niTAYDLBarRAEAW5ubhg1ahS2b9+OgoICWK1W6HQ6vPHGG1i0aJHNik5yuRzdu3fHhAkT8NFHH1X7\nGt7X1xebN2+2Wao2JycHx44dg1qtxpw5c6qNh20MQRDg6emJ8vJyjk8lIrvo168ftm3b5uhmOByL\nYTtJS0vDunXr4OvrK24bMmRIjWu5sxi2LxbDLT97s9kMuVyOq1evIiYmBr6+vuKcr2azWTyRVe1X\n5fnnn8fu3bvt0gaFQiHJoShE1HI98cQTWLt2raOb4XAshh2AxbB9sRhu3tkXFBRg/Pjx4pRWMTEx\n4uIORUVFePnll8Vpt65du2YzHEAul0OhUEAul8NsNkMQBMjlcjzwwAOwWq04fPhws31eiIhuR9Uc\nwbeO6RcEAR07dkRWVhZKS0ttLoCVyWTo2rUrNmzYUOtCM1JSVzGsuIvtIKJmzmKxYP/+/dDr9QgL\nCxPnsb1w4QLi4+ORl5eHX3/9Fb6+vliwYAF27NiBiIgImwuoSktL0a9fP3Tr1g0PPPAADh06hMuX\nL9d6n1XLl95q3759dn98REQN1b9/fxQVFdlMJ1ilvplfbubq6oqSkhIANy4ctlqt4nCu4OBgODk5\nQa/Xo1WrVhg+fDhcXFzQv39/tG3bFomJiSguLkbbtm1x4cIFyGQy+Pn5oU2bNjXO4U222DPcRNgz\nbF/sGXZs9mazGREREdi4cSNyc3NhsVjg5uaGjh07QqfT4eDBg5L8uySi5sHZ2RkVFRViYXrrAiYa\njQaDBw9GUlISrl+/DoPBYDNuXyaTQSaTicOounXrBoVCgaFDh2LatGnIzc3Fgw8+aHMeVKlUOHXq\nFN5//31s2bKl1rZptVosXrwYvXv3xr///W9UVlZi3LhxSEtLw6FDh+Du7o7k5GQkJCSIvzN48GBs\n2LDBbs+PFHCYxF1WUVFh98JNEASoVCoYjUZJrkDUkE/XLY29s9fr9UhLS0NAQIC4/GtRURHS0tJQ\nXl6OkJAQcXaGsrIy9OvXDy+99BJ27dp1x/dNRHdOrVbDzc0NZWVlUKlUtc67fLPnn38en332WY23\nBQcHIy8vr9r2vn37ijOStGvXDiqVCrGxseL7m0KhEOeZ/u6776rN8SyTyfDtt9+K811XOXHiBKZM\nmYJr164BsO0RvVmbNm2wZcsWrFy5ss7Cb926dWjXrh0GDx5c4zmyffv2iIqKQlBQkLht3759GDt2\nrM01AiNHjsSaNWtqvZ/6DBw4EH/++af4c//+/bFz504UFxdj1KhROHfuHJycnNCnTx/k5OSguLgY\nrVu3rnYt0q3nfJPJhD59+uDq1aviPl27dsVvv/3W6LZKTXl5OYdJ3G1OTk7Iz8+36zGVSiU8PDxQ\nWloqyR44qfcM32n2eXl5iIuLQ0ZGBjZu3Ci+eUr1AwZRc+Hj44OCggLxte/l5YW4uDi4urrCyckJ\nKSkpePzxx23ODS4uLuJiJQqFAg888ADeeeedWs+hGzduxJQpU5CTkyMWkyqVCg8//DDmzZtns29Y\nWBhWrlwJs9mMBx54AG+88QYEQcDw4cORkpKCrVu34uTJkxAEAcOGDcPgwYOr3W+3bt2wcuVKfPPN\nN1AqlXj99dfxr3/9C+np6eLX+76+vpg+fTratGlT53lKEASYTCYolUq4uLjYFNX+/v4YNWoUpkyZ\nAl9fX5t2lJSUVBt+ZTAY7uh9ZunSpZg7dy6Kiorg4+ODFStWoLy8HEqlElFRUbhw4QI0Gg2Cg4MB\n3Dj/Vo0Fvvl+azrnu7q62tyXq6urZN8TmwJ7hpsIh0nYl9SL4cZmb7VasXr1anzwwQdN1Doiaqy2\nbduic+fOCAwMRFJSEuLj48Wv5mUyGdq2bYuIiAjEx8djz549cHFxQXh4OHx8fGyO88cff2D69Okw\nmUyYMWMG2rVrh8jISGg0GsyZMwdt2rSpty1WqxUXLlzA4sWLUVZWhr59+2LevHk1rlpYn/LycgiC\nYLPAzO2omhYRsD3nZ2ZmYvz48eKy4VW9psCN3uvNmzdDrVbjzTffxLZt21BWVoYOHTpg/fr16NCh\nQ61tfOaZZ3D69GkAQOvWrfHll1+ib9++DX68dT2OxqjpnH/s2DG89dZb0Ov18PT0xMqVK2ucyYpq\nx2ESDsBi2L5YDNecfdUb2OOPPy7J4TN077vdFQRlMhmUSiUE4f+1d+dxUdX7/8Bfs7GPDKuyuIGo\nIC5AhpoZ5QpeQ9Osbm5XW6719ar9HlmPrqVfbbnZYpapRWjuqWlmqVzX0jQXXAAXBFJAAWWRYRmH\nGWbm/P7wwfk6gujo4Ijn9fxHOXPmnM+ZF2d4z2c+53Nk4h083dzcxBuOeHh4oHXr1tDpdDCbzYiJ\nicGIESOwfft2qNVq+Pv7IysrC8XFxcjKykJpaSlUKhVGjx6Np556Cq+99hoMBgM0Gg3atm0LDw8P\nXLhwAQaDAcHBwejSpQvKy8tx5swZqNVq9OrVC/Hx8Zg/fz7MZjNeeeUVVFdX47333hMvYpLL5TAa\njYiMjERoaKjYI3jo0CFoNBpMnjwZJ0+exIEDB1BaWgoXFxcUFBTA1dUV/+///T8MGzZMLJoEQcBf\nf/2FmpoaeHt74+rVq4iNjYXRaOR7Pq7PJ75ixQq4uLhg0KBB2Lx5M1q0aIHx48fD1dVVXC89PR1X\nrlxBz549odFoGt1HVVUV5s+fj4qKCowfPx7dunVrsuOxxa3e8wVBQHV1NTw8PO6p2JYqFsMOwGLY\nvlgM18++rKzsgXnzliKFQgG1Wg2lUgmdTlfv9zMkJAT+/v6oqKiA2WxGWFgYhg0bhtLSUmg0GlRW\nVqJt27Z44oknkJ2djePHj+ORRx6x6u2RyWTQaDQN3vq4Tnl5ObZv3w4PDw8kJCRAqWx89JtOp8OR\nI0fg6emJqKgom/6oXr58GTt27EBAQAAGDBjQ5H+Qed7zPV+KpJ59U2ExbEc5OTlISUmBxWJBdHQ0\n+vbt2+B6LIbti2+M9bMPCQm5ox43apivry9mzpwJhUKBX3/9FYcOHYJKpUJ8fDw++ugjlJaWYurU\nqbh8+TJCQkLw1VdfWfVA3eyLL77A9u3bIZPJ8MILL2D8+PH33Eae9zzvmb30SD37psIL6OzEYrFg\n27ZtGDduHNRqNZKSktCpUyf4+fk5umkkMYIgSK4Q9vLyQkREBC5cuIDa2lr4+flBq9WisLAQ7u7u\nePbZZ/HBBx8A+L9bp2dlZWHIkCHo3r17o9t+5pln6i3z8/PDmjVr7rh906ZNw7Rp02w7KCIicjgW\nwzYoKCiAt7e3OA4pMjIS6enpCA8Pt1pPrVZDpVLZdd91X33e7ivQh5VCobD7a9pcNJR9c5oFwtXV\nFe3bt0d2djaUSiUCAgLQvn17XLlyBa1atcLLL7+MRx99FABw4cIFtGrVClevXkVhYSG8vb2h1WoR\nEhKC4OBgAEBlZSX0ej38/f1RUFCAvXv3IiwsDL169bLa7+jRo+/7sdobz3ue98xeeqSefVO4XQ87\nh0nY4MyZM8jJycHTTz8N4PpA/cOHD6OgoMBqvbi4OMTFxTmghSQlAQEBuHz5cpPuw9vbGx9//DEm\nTZqEPXv2wGQyYdCgQbx4g4iImo3CwkIOk2hKfn5+GDp0qNUytVqNkpISu+5HqVTCy8sL5eXlVpOE\nS8WdXpH+MLpV9seOHUNUVBSKi4vvaDtOTk4YM2YM3n///Xo9DkePHsXq1asRExODsWPH1ntuaWmp\neLFeaWnpPRyN7Zg9z3spYvbMXqrZOwKLYRu0aNHC6g47FRUV8PX1bfDTRlVVVZO0wWQySXJAvVKp\nlORx36ih7E+cOGHzdgRBqLedHj16oEePHgBu/3XS/cbsed5LGbOXLqlm7whyRzegOQkMDERZWRm0\nWi3MZjNOnz6NTp06ObpZRERERHSX2DNsA7lcjoSEBKxcuRKCICAqKoozSRARERE1YyyGbRQWFibe\nV5yIiIiImjcOkyAiIiIiyeLUak2gpqbG7nfOkclkcHJygtFohBQjk8vlzWpuXXti9sye2UsPs2f2\nUs2+Kej1ek6tdr+5uLjg6tWrdt2mSqWCRqOBTqeT5NWlUr81J7Nn9sxeWpg9s5dq9o7AYRJERERE\nJFkshomIiIhIslgMExEREZFksRgmIiIiIsnibBLNRFVVFY4dO4aYmBio1WpHN4fuI2YvXcxeupi9\ndDH7+489w81EVVUVfvvtN1RVVTm6KXSfMXvpYvbSxeyli9nffyyGiYiIiEiyWAwTERERkWSxGCYi\nIiIiyVLMnj17tqMbQXfG2dkZ7dq1g7Ozs6ObQvcZs5cuZi9dzF66mP39xdkkiIiIiEiyOEyCiIiI\niCSLxTARERERSRaLYSIiIiKSLBbDRERERCRZLIaJiIiISLJYDBMRERGRZLEYJiIiIiLJYjFMRERE\nRJLFYpiIiIiIJIvFMBERERFJFothIiIiIpIsFsNEREREJFlKRzfgYTRnzhxUVVU5uhlEREREkqdW\nq/Hee+/d8nEWw02gqqoK48ePd3QziIiIiCRv+fLljT7OYRJERM3UpEmTcPDgQatlK1euxPvvv2/3\nfa1YsQJPP/00nnnmGYwaNQqffPIJTCbTPW938+bN+PDDD+3QQiKiu8NimIiomYqPj8f27dutlqWk\npCAhIeGOnm+xWO5ovfXr1+PPP//EmjVrsGnTJqxduxbe3t4wGAw2t5mI6EHDYRJERM3UwIED8dVX\nX8FkMkGpVKKgoAAlJSWIjo7GwYMHsWjRItTW1iI4OBhz586Fm5sbBg8ejCFDhuDQoUMYMGAAdu3a\nhXXr1gEA8vLyMGPGDPHnOklJSVi+fDk8PDwAACqVCpMmTRIf37ZtG7777jsAwOOPP47p06c3unzz\n5s1ITk6GWq1Gp06doFKpmvaFIiJqBHuGiYiaKU9PT3Tt2hX79+8HcL1XeMiQIdBqtfj222/x3Xff\nYd26dYiIiMCKFSsAADKZDF5eXli3bh1efvlleHh44Ny5cwCuF6nDhw+32kd1dTWuXbuGwMDABttQ\nXFyML774AkuXLsWGDRtw+vRp7Nmz55bLS0pKsGjRIqxcuRLLly/HX3/9BZlM1oSvEhFR41gMExE1\nY/Hx8UhJSQFwvRiOj49HWloazp8/j7Fjx+LZZ5/FL7/8gsuXL4vPGTJkiPj/Z555Bps3b4bFYsF/\n//vf2w6xOHjwIJ599lkMGTIEaWlpOHXqFHr27AmNRgOFQoGhQ4fi2LFjOH36dIPLMzIyxOUqlQpD\nhgyBIAhN8+IQEd0BDpMgImrGnnzyScybNw9nz55FTU0NwsPDUVxcjN69e+Pjjz9u8Dmurq7i/wcO\nHIglS5bg0UcfRZcuXeDp6Wm1roeHB9zc3FBQUICgoCD06dMHffr0wf/8z/+gtra2Xq/urQpbW5cT\nEd0v7BkmImrG3Nzc8Oijj+Ldd98Ve3W7du2KEydO4OLFiwCAa9euIS8vr8HnOzk5oU+fPnj//ffr\nDZGo89JLL+H9998X508XBEG8eK5r165ITU2FVquF2WzG9u3b0bNnz1su79atG1JTU1FRUYHa2lrs\n2LHD3i8JEZFN2DNMRNTMxcfHY/r06fj0008BAN7e3nj//fcxY8YMGI1GAMC//vUvtG3btsHnJyQk\nYPfu3ejTp0+Djz/33HPQ6/X4+9//DicnJ7i5uSE6Ohrh4eFwd3fHtGnTMHHiRABAv379EBcXBwC3\nXD558mSMGTMGarUanTt35phhInIomcDvqOzuzTff5E03iKjZ+P7776HT6fD66687uilERHa3fPly\nfPLJJ7d8nD3DREQSNnXqVBQUFCA5OdnRTSEicgj2DDeBOXPmiGPr7CUoKAjTpk3DF198gYKCArtu\nuzkYOnQotm7d6uhmOASzZ/bMXnqYPbOXavZNQa1W47333rvl4yyGm0hhYaFdt6dSqeDn54eSkhLU\n1tbaddvNgaurK/R6vaOb4RDMntkze+lh9sxeqtk3lVvNlQ5wmITNampqsGXLFhQXF0MmkyExMRHB\nwcGObhYRERER3QUWwzbavn07wsLCMHr0aFgsFvFKbSIiIiJqfjjPsA1qamqQn5+PqKgoAIBcLoeL\ni4uDW0VEREREd4s9wzbQarVwc3PD5s2bceXKFQQEBKBv376oqamxWk+tVkOlUtl130ql0upfqVEo\nFHZ/TZsLZs/smb30MHtmL9Xsm8Ltxl7zlbaBxWJBUVEREhISEBQUhJSUFPz888/17uwUFxcnTi5v\nb15eXk2yXXrwMXvpYvbSxeyli9nbz+0mNWAxbIMWLVqgRYsWCAoKAgBERESguLgYr7zyitV6arUa\nJSUldt23UqmEl5cXysvLYTKZ7Lrt5sDZ2Vm8/avUMHtmz+ylh9kze6lm7wgshm3g4eEBT09PlJWV\nwcfHB+fPn0dAQECD03XYe57hOiaTSZJTrSiVSkke942YvXQxe+li9tIl1ewdgcWwjeLj47Fx40aY\nzWZ4e3sjMTHR0U0iIiIiorvEYthGrVq1qjcsgoiIiIiaJ06tRkRERESSxWKYiIiIiCRLJgiC4OhG\nPGxqamrsfk91mUwGJycnGI1GSDEyuVwOi8Xi6GY4BLNn9sxeepg9s5dq9k1Br9c3ONlBHY4ZbgIu\nLi64evWqXbepUqmg0Wig0+kkeXWpq6ur3T9gNBfMntkze+lh9sxeqtk7AodJEBEREZFksRgmIiIi\nIsliMUxEREREksVi+C5YLBYsWbIEa9ascXRTiIiIiOgesBi+C4cPH4afnx9kMpmjm0JERES38fvv\nv2PSpEl47bXXUFhY6Ojm0AOGs0nYqLKyEtnZ2Xj88cfx559/oqqqClVVVVbrqNVqqFQqu+5XqVRa\n/Ss1CoXC7q9pc8HsmT2zlx5mb7/sf//9d0ybNg3FxcUAgDNnzmDr1q3QaDR22b69ST37pnC7WTn4\nStsoJSUFAwcOhMFgAAAcO3YMv/32m9U6cXFxiIuLa5L9e3l5Ncl26cHH7KWL2UsXs79369evFwth\nAMjOzkZqaipeeOEFB7bq9pi9/dzu2wAWwzbIysqCu7s7AgICkJubCwCIiYlBx44drdZTq9UoKSmx\n676VSiW8vLxQXl4Ok8lk1203B87OzuIHEKlh9sye2UsPs7df9jf3sDo5OUGpVNr977S9SD17R2Ax\nbIOLFy/i3LlzyM7OhslkgsFgwK5duzBixIh66948dMJeTCaTJCfhViqVkjzuGzF76WL20sXs7907\n77yDkydPIjMzEyqVCnFxcejdu/cD/7pKNXtHYDFsg/79+6N///4AgNzcXBw8eLDBQpiIiIgeDN7e\n3vj5559x6NAheHh44NFHH+UF8GSFxfA94MlERET04HN3dxc7s4huxmL4LrVr1w7t2rVzdDOIiIgk\npbCwEGfPnkVYWBjatGnj6ObQQ4DzDBMRNXPHjx/H4MGD0adPH4waNQpXr151dJOImsQvv/yCp59+\nGuPGjUNiYiJWrVrl6CbRQ0AmCILg6EY8bGpqaqDX6+26TZlMBicnJxiNRkgxMrlcDovF4uhmOASz\nZ/aNZW+xWNC3b19kZmaKywYOHIh169bdr2Y2GWbP8/5mTzzxBDIyMsSfO3bsiEOHDt3PpjWqLqt7\nGUYp9eybgl6vR2Bg4C0f5zCJJuDi4mL3nhmVSgWNRgOdTifJq0tdXV3t/gGjuWD2zL6x7LVaLcrL\ny62WXb58+aF4ze4me61Wi88//xw6nQ4vvfQSwsPDbd6vXq/HlStX0KpVK7i4uNj8fHt4GM77zMxM\nfPzxxzCZTBg7diwGDRp0x8+9VfY3T7dmNBpx7do1h1/DYzabMWrUKJw4cQKCICA0NBRbt26Fq6ur\nzdt6GLJvblgMExE1Y56entBoNLhy5Yq4rFWrVg5skePodDo899xzOHXqFABg//79SE5ORteuXe94\nG7t378asWbNQXl4OX19ffPbZZ3jkkUeaqsm3tWfPHuzevRsxMTEYNmyYw9phq8uXL2PixInIy8sD\nAKSnp8PNzQ19+/YV1xEEAfPmzcORI0fg5uaGDz744LZjgHv06IG//voLZrMZANCyZcsGC2FBEGwq\nkNesWYOVK1ciLCwMn3/+eb25iYuKilBYWIiQkBAUFRVBEAR07twZcrkcRUVF+OKLL3DkyBFx/XPn\nzuFf//oXkpKSxPYA/9djXFNTg4MHD0KpVKJPnz7i/gRBwJYtW7B//34EBASgZ8+e6NSpk0034LD1\n2InFMBFRsyaTybBgwQK8/fbbqKqqQmBgIObPn+/oZjnEzp07xUIYAAoKCrB48WIsWrTojrfx4Ycf\n4sKFCwCu9zLPmjULW7dutXtbb7Zw4UIsWrQIgiBg0KBB+PrrrzFv3jx89NFH0Gq1WLNmDY4ePYo5\nc+Y0eVvsYfv27WIhDAClpaX44YcfrIrhTz/9FEuWLIHRaAQA/OMf/8Cvv/5arzfVYrFALpeLzzl1\n6hQyMzNhsViQnZ2N1atX48UXXwRwfW7e1157DadOnYJKpcKkSZMwbtw4q+0ZjUYkJydj3759aNmy\nJZydnbF69WoIgoD09HQcOHAAgwcPRl5eHkJDQxEcHIxvvvkGJSUlUCgUAK7Pg9yjRw+4urri5MmT\nqKioqPca1BXtr776Kvbt2weLxYJevXph8eLFeOGFF5CWlga5XI7Y2FiMGTMGn376KfLz8+v1BgcH\nB+OTTz5Bv379xNdj/vz5OH78OHx9fTF37ly0aNECq1atQlJSEmpra9GlSxcsWrRIsrcztxWLYSKi\nZq5r1642FWyVlZVwcnK670MAzp8/j/LycoSHh8PNzc3u23d2dq431tSWYsBiseDatWtWy+p+FgQB\ngiCIRdnNBEHArFmzcODAAcjlcowfPx5jxoyxWqegoADz58+HIAiYPn06goODAVwvHD/++GOx3T/+\n+CP8/Pzw559/QqvVArje671r1y7Mnj0bVVVVmDlzJsrKyhATE4Pp06eL7TKbzaisrIRGoxF7B9PS\n0vDTTz8hODgYEyZMgFarxaFDhxAUFISoqKh6x3LmzBnMnDkTNTU1aN26NSZMmICIiAh4enri0qVL\nSE1NRXh4OKqrq1FUVIQ+ffrA29vbahsBAQFQqVRWhZ23tzcEQcCyZctw4MABpKWliYUwcH1YxT/+\n8Q/xorjS0lK8/PLLKCoqgoeHBz744AN07doVWq1WfK2uXr2KH374QSyGP/74Y6SkpIg9x/Pnz0e/\nfv3Qrl07VFVV4csvv8SKFStQXV0t7lcul1uNzb18+TKWL18OAPjtt9+shmzUbddoNOLgwYMN/i7U\n6dy5Mz799FNs375dXLZ3714kJibi3LlzAK7/zh04cACnTp1qsKAGgEuXLuGNN95AamoqysrKMGzY\nMOTn54ttTklJQWJiInbu3CnedvrixYv4z3/+g3fffbfRNtJ1vIDOBhUVFfjpp5+g0+kgk8kQExOD\n2NjYBte93X2wbaVSqeDn54eSkhJJjiGS+rhRZs/s7ZF9TU0NJk2ahMzMTCiVSjz33HN444037mpb\nFRUVKCkpQXBw8B0V1e+99x42bdqE6upqhIaGYuXKlY1e0ALYnn1tbS2ef/55HD58WBy3uXbtWgQF\nBd32uTqdDu+++y7++9//igUoAAwZMgSDBw/GokWLYDAY0LFjR3zzzTf1jnn27FKey50AAB3aSURB\nVNn47rvvxALFx8cH69atE8csFxUVYdSoUcjNzQVwfXrODRs2IDAwEGPHjsWePXusthcSEgKlUoms\nrKx6r4lCoRCLOZlMhokTJ2LOnDnYtWsXZs2ahWvXrsHX1xczZ87EsmXL8Pvvv8NoNEIul6NLly6o\nqKhAfn4+3N3dMXLkSHz00UcArn9IMpvNGDFiBLKzs6326+zsjKeeesqqsFMoFDCbzfD19cXQoUMR\nHByMoUOHok2bNigrK8OMGTPwxx9/wGg0omvXrvjhhx8wd+5crFmzRiwqG/K3v/0NoaGh+Pbbb63y\n9/X1xb59+9C/f38UFRWJy728vLBlyxa0bNkSAwYMQH5+fr22e3l5QafTNdndYW/WunVr/Pbbb3j5\n5ZfrZVt3cZytFi9ejKSkJBw/fvyO1h84cCC+//57m/fzsGrs/YbFsA2qq6tRXV2NVq1awWg04ptv\nvsHzzz8PPz+/euuyGLYvFkTMXopszb6mpgY//vgj9Ho9Ro0aVW+c4axZs/Ddd9+JP2s0GmzcuBGd\nO3e2qV1r167FggULUFFRgYCAACxZsgQdO3a02n9CQgK+/PJLlJSUIDIyEsuWLbO6sDg+Pt6qLXWO\nHz+OzMxMFBcXw9/fH8OHD79lL7IgCNi1axf+85//QKFQYNy4cRg9ejQ2btyIiooKpKWlITU1FSaT\nCU888QTeeOMNnD9/HhkZGXjiiSfQqVMnbNy4EdXV1UhJScHhw4etXpugoCC89NJLmDdvnlXxFRUV\nhbfffhve3t44e/YswsPDkZiYWK9XOSIiAq1bt0ZQUJDYphs99thjiI2NxcKFC+sVRzKZ7I5nEpDJ\nZIiMjLSaZeFOyWQyeHp6wmAwwGw2w9nZGdXV1fc0i4FCoYBMJoPJZIJGo0FwcDDUajVOnjx5R+ey\nUqmE2WxusA0qlQoWi6XRYpquc3V1xeTJk62+OZAyFsNN5IcffkBkZGS9r4fUajVqamrsui+lUgkv\nLy+Ul5fDZDLZddvNgbOzc72riKWC2T/c2VssFuTl5UGhUKB169ZWF77Ykn1NTQ1GjhyJo0ePArg+\n5dSmTZvg7+8vrjN+/Hirnj0ASEpKQmJi4h2312g0om/fvmIPJwD07dsXa9assdq/i4uL+D7o6uoK\no9FoVcA8+eST9aZ/e+utt7Bu3TqrorJHjx746aef4O7uLi7LzMzEW2+9hTNnztQrMIcOHYqlS5di\n7Nix2LFjh9VjHh4e4lAIX19feHp64vz58xAEQezlrKNUKmEymeDm5ga9Xl+vMFMqlVAoFDAYDPDx\n8UFZWdkdv4ZE91P79u3x559/Srogrq2t5dRqTUGr1aKoqAh+fn748ccfrR6Li4tDXFxck+zXlitK\n6eHC7B0vKysLBw8eRHR0NLp163bP26utrcXf/vY3pKamQi6Xo3///li7dq1VQWw0Gu8o+2XLlomF\naF1bv/zyS3zzzTfisoEDB2Lv3r1ikdqmTRsMGTIEfn5+qK2thVKpvO1V6AUFBfU+7NfW1mL37t1W\n+79xHb1eD3d3d+h0OgDXOwxGjBgBk8mE4uJi8fi2bdtWr3f15MmTePHFF7F48WL4+fnBw8MDEyZM\nwPnz5xts39atWzF37lzs37+/3mM3jhMtLS1FaWmp+PPNPY11Hz6uXbtWr1Cue7xuHRbC9CC7cOEC\nTp06JenbUd/u23oWw3fBaDRi/fr1iI+PR1BQUL15LNVqNUpKSuy6T/YOPty9g41h9g9G9uvXr8ec\nOXNQXFwMb29vTJkyBa+//nqD627fvh3z5s2DwWBAeHg4Fi9eDCcnp3rrffrpp9i1a5d4MdDmzZuR\nlJSEESNG4Ny5c3j99deh1Wrh6emJr776ChEREbdsX0PvOeXl5SguLkZJSQkMBgOWLFkCk8kEuVwO\nV1dX9OrVC2fPnsXo0aNx8eJFuLi4YMKECcjJyYFWq8VTTz2Fli1bYuHChTAYDDh79myDYy4PHz5s\nNYtDQ4xGI0JDQxEQEACNRoNt27bh3XffRWVlJRQKBdRqdb35kuscPHgQ3bt3b3T7N1q4cOEdr3sn\n+JU8NXf5+fl2r0seJhwmYSOz2Yw1a9YgLCwMvXr1uuV6HDNsXxw3yuwdKSMjA88995zVV/IhISHY\nt29fvZ7US5cuYfDgweJFWDKZDOPHj8cHH3xQb7vTp0/H+vXrrZZFRkaiR48e2LRpk1UvqUKhgKur\nKwIDA/H666/jyJEjUCqVmDFjBjQaDc6fP4/4+Hir3k8iIg8PD6SmpkKtVju6KQ7FYRJ2UjcZtp+f\nX6OFMBE9ePR6PebOnYuCggJERUVh6tSpDQ4JuHr1KjIyMhAUFIQOHTrg1KlTmDhxYr2xqSaTCRaL\nBQqFAiaTCZcuXcLkyZORnp5utZ4gCDh06BC+//57xMbGIjQ0FHq9Hhs3bsRvv/1W7yv4U6dONdjL\najabUV1djaysLEydOlVcvmLFCjz11FP4/fffJfnNARHdmkqlwvr16yVfCN8Oe4ZtkJ+fj2XLlqFl\ny5bisgEDBqBDhw711mXPsH09CL2DjiK17E0mE7Kzs3HhwgXs3bsXgYGBmDx5stVUVnq9HnK5HAqF\nAkqlEidOnEBaWho6duyIyMhI5OTk4M0334RWq4XRaERlZWW9QrHuinW5XA4vLy/4+fnBy8sLGRkZ\nqKqqgkqlgkwmg8ViuWWRqVQqoVQq7X7BLBFRQ5ycnODs7GzTFHFTp07FjBkzmrBVzQN7hu2kTZs2\nmDVrlqObQfRAq62txZUrV+Dj41PvTlKN+eWXX/D5558jNzdXLPrrPqsnJydj2rRpeOaZZzBx4kRk\nZGSgtrYWHh4eaNu2LbKysmwuSOsKXLPZXO9iqrrjuJNtsDeWiO6VWq2GTqcTrx9QKBSQy+Xi+5Bc\nLoe7uzvmzJmD0aNHY+nSpdi4cSMyMjJuO6advcK3x57hJsKeYftiz3DzyD4zMxMTJ05EQUEBlEol\nEhMTMXz4cMyYMUOck/brr79GeHg4ioqKsGrVKphMJuzduxenT592dPOJSII0Gg3atGmD06dPWxWW\nzs7OMBqN9abVk8lkGDJkCEpKSpCamnrb7QcEBCA+Ph6rVq1q8GYbPXv2RLdu3ZCcnFxvPzfv29/f\nH//+978xatQoWCwWPPbYY+JNRm6++yJwfU7sDRs22NQx8bBizzARNYmqqiqYzWakpaVh9erV2Llz\np/hmbzKZsG7dOqu5ZCsrKzFgwABHNZfooSKTyTBs2DBkZGTgwoULdttuYGAg3njjDXz44YdWN0q5\nkaen5y1vH3wjpVIJHx8feHh4wMvLCyaTCa1atUJtbS0KCgpgNBrh6emJ9PR0q0JUoVDA19cXjz32\nGC5duoRjx47V6wENDw9Hx44dcenSJQDXp/0rLy+/5ewzDU2RN3fuXAwYMABt2rTB0aNHsXDhQmg0\nGgwdOhQRERE4c+YMsrKycP78eRQXF6Nbt24YNGgQunfvDoPBgFWrViEpKUlsAwC0bNkSw4cPx8WL\nFxEZGYmJEydCrVajVatWWLBggTjFYOvWrTF9+nQMHz4cCQkJ9drbUF9lcXExkpOTMWrUKOzYscNq\nWj+VSoXhw4ejZcuW8Pb2hq+vL+Lj4+/7bdebI/YMN4Gamhq792LKZDLxFo5SjKyhT7xS0VTZ5+fn\n49dff8WVK1fQunVr9OjRA+vWrUNaWhr8/f3xxhtv4MiRI7hy5QqGDx+O2bNn4/fff7fb/ono7ikU\nCixYsAB///vfMXbsWGzdurXeOiqVCk5OTmLxdad69+6NrVu3Ij8/H4mJicjLywNwvbANDAxEQkIC\npk6dihEjRiAzM1P8Cl+v10OlUqFnz54IDQ2Fp6cnpk+fftuv6U0mE9555x2kpaXBzc0Nb775JqKj\no8UiLiEhAYcOHar3vHbt2tW7NXFVVRUGDRqEc+fOWS13cnKCUqmsN491fHw8Vq9ebdPrc7OYmBir\nDyMdOnTAkSNHGlzXYDBg+/btMJlMiI+PF28m079/f5w4cUJcr7E7EEZGRmLfvn2YOXMmFi1aZPVY\n3R0TyZper2fP8P3m4uJyy0/Td0ulUkGj0UCn0z3wX5U3BakPk7BX9haLBd999x2SkpJuO5Rn27Zt\n4v8XLFhwT/slIts5OTkhKioK+fn5VreD1mg0WLp0KWJjY6HX66HRaOo9VyaTYebMmYiMjMTLL78s\nzufcoUMHFBYWirdc7tChA65evYri4mLxuS4uLtDr9fDz80NycjI+//xzmM1mvPrqq4iNjRXX27Rp\nE3bt2gUPDw/07dsX6enpcHNzQ7du3axmarmT9+7//d//tfq5rg3A9eEKDakrwG+kVCqRlJSEf//7\n39Dr9fD29oaPjw8iIiKwbt26ejO1BAcH3/PflhvvjghAvGvhrQwePFj8f916ERERyMjIEK9BiIiI\nQFZWVr33fHd3d/Tr1w96vR6xsbFYtWoVKisrAVyfQq3ud4Jsw57hJsIxw/Yl9WL4TrMXBAE7d+7E\nV199Va/HhOhh01jvmS1UKhWUSiUMBsM9fQOlVCoxYsQI7N27F2VlZRAEAc7OzuINReq+ovf19UVY\nWBjS09NhNBrh6+uLwMBACIKACxcuwGQyQaVSISEhAZ999hlMJhPy8vKwefNmBAQEYOTIkVAoFOJ+\nq6qq8OKLL+Ls2bMwGAzw9PTEK6+8gilTpgC4fjFoWVkZfH19oVQqYbFYkJaWBpPJhO7du2PZsmVI\nSkpCVVUVgoODsXTpUrRt2/beXtR7dON7fm5uLiZOnIj8/HwYjUa4uLggICAA8+bNsyrObycvLw+D\nBg0S5+IODAzEwYMHoVKp7qmtR44cwZtvvomKigp4eXnhs88+Q3R0tE3bMJvN+PDDD3H69Gn4+/sj\nOTkZGzduxJIlSyCXyxESEgKdTofevXtj3Lhx4vM+//xz/PLLLxAEAQkJCZw1ohGN9QyzGG4iLIbt\ni8Vww9nn5eWhT58+DmoZPcgaG1qk0WjQtm1bnD59WuyJksvlcHJyQps2bWA0GlFeXg6j0SiedwqF\nAoGBgSgqKoLFYhGnpqsr8Pz9/fH888+jtLQUFy9ehI+PD65du4b27dujY8eOKCwshFqtRlBQEC5c\nuIDc3Fy0bNkSNTU16NKlCwBAp9MhODgYZ86cwdGjR/HII4/A09MTZ86cwd69e1FSUgKLxYLw8HBM\nmzYNrVq1QkhICFauXIm//voLY8eOhUajwV9//QWdToesrCy4urpCqVTC1dUVBQUFKC0thb+/P4KC\nghAQEIAOHTqgdevWAK6Px8zJyUFAQAB2796NnJwcjBo1CjExMSgoKMAff/wBi8UCV1dXuLi4ICws\nDEVFRcjPz0e7du3Qs2dPODk5wWAwID09Hc7OzujatStkMhn0ej2qq6vh6+tr1Wt6822wLRYLcnNz\n4ebmhujo6Dt+zzeZTOLzGvujfytlZWUoLS1F27ZtH4gxpje/59fU1CAvL0/sBffx8YFSafuX25WV\nldizZw88PT3xxBNPQC6X26W9JpMJZWVld92uG0n9731TYTFsRzk5OUhJSYHFYkF0dDT69u3b4Hos\nhu2LxXD97A8cOIDRo0c7sGV0sz179sBsNkOtVkOhUMDT0xNyuRyCIECr1WLOnDmoqKhAly5dMGXK\nFKjValgsFhgMBri7u0Or1cLDw0O80MfV1bVe9mazGTKZDGaz2apHq7a2tsEerlOnTmHOnDkwGo2I\njY3F22+/3eDNRmxRV8AtX74cR44cQbdu3fDqq6/e83ZvdvN5X3craXsVMA8yvufzPV+q2TcVFsN2\nYrFYsHDhQowbNw5qtRpJSUkYOXIk/Pz86q3LYti++MZYP/ugoCAHturh4uXlhZqaGtTW1kKhUFhd\nrCiTyTBw4EBMmTIF77zzDi5fvgy1Wo3q6mpcu3YNXl5e+OKLLxAbG2v3YpDnPc97Zi89Us++qfAC\nOjspKCiAt7e3+DVNZGQk0tPTER4ebrWeWq2+5zFIN6v72uVev35prhQKhd1f0+ZC6tnL5XKMHDkS\nvXv3xoEDB+Dr6ws/Pz9s3LgReXl5MBgM8Pb2Rp8+ffDNN99AEIR64ymnTJmCgoICeHl54auvvsLa\ntWuxfPlyuLq6YvXq1Wjfvr3VPi0WC+bPn4/09HSEhYXh7bffhlKpxO7du8V19Ho9DAZDgxcv2YvU\ns+d5z+ylSOrZN4Xbfahgz7ANzpw5g5ycHDz99NMAgPT0dBw+fBgFBQVW68XFxSEuLs4BLSQpsXcv\nZGO8vLxQXl7e4GO+vr6Ijo6Gr68vtFot2rdvj/bt26OyshL9+vWDm5sbPvzwQ+zcuVOc/7N///5Y\nu3YtfHx8AABZWVnQarXo1q0b3NzcYLFYxDGvt/tK/Nq1a+LQBCIiopsVFhayZ7gp+fn5YejQoVbL\n1Go1SkpK7LofpVIpFiRSvP2rs7PzLSdSf9jdKvsVK1ZYXVV8L1q1agWlUomQkBAMHjwYqampUKvV\neOuttxocBmSr5ORkLF26FPv370dwcDBmzpwJAOKE8T4+PvDx8YFOp6s3J+qdZm/r7ZibA573PO+Z\nvfRIPXtHYDFsgxYtWojz+QFARUWFOCXOzaqqqpqkDSaTSZJjiJRKpSSP+0Y3Z9+/f39kZ2ejX79+\nVnOQ1vH29sZHH32ENm3aIDIy0qaLjiZMmCD+316v+7hx46yK9zvdLrPneS9lzF66pJq9I7AYtkFg\nYCDKysqg1WqhVqtx+vRpjBw50tHNIglzc3NDamqqo5tBRETUbLEYtoFcLkdCQgJWrlwJQRAQFRVl\nl6+QiYiIiMgxWAzbKCwsDGFhYY5uBhERERHZwcM/czkRERER0S2wGCYiIiIiyeI8w02gpqbG7nfO\nkclkcHJysrozlpTUzTkrRcye2TN76WH2zF6q2TcFvV7PeYbvNxcXF1y9etWu21SpVNBoNNDpdJKc\nakXqt+Zk9sye2UsLs2f2Us3eEThMgoiIiIgki8UwEREREUkWi2EiIiIikixeQNdECgsL7bo9nU6H\nzMxMdO7cGe7u7nbdNj3YmL10MXvpYvbSxeybBi+gc4DGXvS7UVhYiGPHjiEmJsbu26YHG7OXLmYv\nXcxeupj9/cdhEkREREQkWSyGiYiIiEiyWAwTERERkWQpZs+ePdvRjaA74+zsjHbt2sHZ2dnRTaH7\njNlLF7OXLmYvXcz+/uJsEkREREQkWZxN4gGQm5uLlJQUWCwWuLm5YcKECQCAnJwccXl0dDT69u0L\n4Po9tjds2ICKigpoNBo8++yzcHFxAQDs378fJ06cgFwuR3x8PEJDQx11WGQnt/o9oOarpqYGW7Zs\nQXFxMWQyGRITE+Hj42PzeV1YWIjNmzfDZDIhLCwM8fHxjjwsasDPP/+MrKwsuLu747XXXgMA7Nix\nA1lZWVAoFPD29kZiYuJdZ20ymfDTTz+hqKgIbm5uGDVqFDQajWMOlqw0lH1BQQG2bdsGs9kMuVyO\noUOHIigoCACzdyiBHEqv1wsLFy4UKioqBEEQBJ1OJwiCIJjNZmHBggVCeXm5YDKZhMWLFwvFxcWC\nIAjCjh07hD/++EMQBEHYv3+/sHPnTkEQBKG4uFhYvHixYDKZhPLycmHBggWCxWJxwFGRvTT2e0DN\n16ZNm4Tjx48LgnA9Y71ef1fn9bfffitcunRJEARBWLVqlZCdne2Ao6HG5ObmCoWFhcLXX38tLsvJ\nyREz3Llz5z1lfeTIEeHXX38VBEEQMjIyhA0bNty3Y6PGNZT9smXLxOyysrKEZcuWCYLA7B2NF9A5\nWEZGBiIiItCiRQsAgJubG4Drnx69vb2h0WigUCgQGRmJc+fOAQDOnTuH7t27AwB69OiBzMxMAEBm\nZiYiIyOhUCig0Wjg7e2NgoICBxwV2UtjvwfUPNXU1CA/Px9RUVEAALlcDhcXF5vP66qqKhgMBrFX\nqXv37uJz6MHRtm1buLq6Wi0LDQ2FTCYDAAQFBaGyshLA3WV94+9NREQEzp8/f78OjW6joew9PDxg\nMBgAXH8vqPvbz+wdi8MkHKysrAwWiwXff/89jEYjYmNj0b17d1RVVYknCQC0aNECly5dAgBUV1fD\nw8MDAODu7o7q6moAQFVVFYKDg62eU/cmS81TY78H1DxptVq4ublh8+bNuHLlCgICAjBkyBCbz2u5\nXG71u6FWq3m+N0MnTpxA165dAdxd1pWVlfD09ATwfx+s9Hp9vSKMHgwDBgzA0qVLsWPHDgiCgEmT\nJgFg9o7GYtjBLBYLioqKMG7cONTW1iI5OdnqhKgjCILYk3AjmUzW4PIbHyeiB0fdOZ+QkICgoCCk\npKTgjz/+sFrnduc1PRz27dsHhUIhFsP08NuyZQvi4+MRHh6O06dP4+eff8a4ceMc3SzJ4zAJBzh6\n9CiWLFmCJUuWQK1WIzQ0FCqVCm5ubmjbti2uXLlSr1e3srISarUawPWvWW7sNaq7d3ljz6Hm6eZM\nKyoqrHoJqPlp0aIFWrRoIX7tGRERgaKiIpvO67ptNLScmoeTJ08iOzsbI0eOFJfdTdYtWrRARUUF\ngOsftGpqatgz+AArKChAeHg4gOvnft1QRmbvWCyGHaBnz5745z//iX/+858IDw9Hfn4+LBYLamtr\ncenSJfj5+SEwMBBlZWXQarUwm804ffo0OnXqBADo1KkTTp48CQBIS0tD586dxeWnTp2C2WxGeXk5\nysrKxD+41Dw19ntAzZOHhwc8PT1RVlYGADh//jz8/f1tPq89PDzg7OyMS5cuQRAEpKeni8+hB1tO\nTg4OHDiAF154AUrl/31BezdZ3/h7c+bMGYSEhDjkmOjOeHt7Izc3FwBw4cIF+Pj4AGD2jsZ5hh8A\nBw8exIkTJyCTyRATE4PY2FgAQHZ2NlJSUiAIAqKiovD4448DuPOp1YYMGYIOHTo47LjIPm71e0DN\n1+XLl7FlyxaYzWZxai1BEGw+rzm12oPvxx9/RF5eHq5duwZ3d3c8+eST2L9/P8xms9iL17p1awwd\nOhSA7Vlzeq0HV0PZt2zZElu3boXZbIZSqcTQoUMREBAAgNk7EothIiIiIpIsDpMgIiIiIsliMUxE\nREREksVimIiIiIgki8UwEREREUkWi2EiIiIikiwWw0REREQkWSyGiYiIiEiyWAwTERERkWSxGCYi\nIiIiyWIxTERERESSxWKYiIiIiCSLxTARERERSRaLYSIiIiKSLBbDRERERCRZLIaJiIiISLJYDBMR\nERGRZLEYJiIiIiLJYjFMRERERJLFYpiIiIiIJIvFMBERERFJFothIiIiIpIsFsNEREREJFkshomI\niIhIslgMExEREZFksRgmIiIiIsliMUxEREREksVimIiIiIgki8UwEREREUkWi2EiIiIikiwWw0RE\nREQkWSyGiYiIiEiyWAwTERERkWSxGCYiIiIiyWIxTERERESSxWKYiIiIiCSLxTAREd3SrFmzsHv3\nbkc3g4ioycgEQRAc3QgiInrwWCwWyOXsMyGihxvf5YiIJCg3NxedO3fGmDFjEBERgWeffRZ6vR7t\n2rXD22+/jZiYGGzYsAETJkzAxo0bAQBHjx7FY489hh49eiA2NhY6nQ5msxlvvvkmHn30UXTv3h3f\nfvutg4+MiMg2Skc3gIiIHCMrKwvLli1D7969MWnSJHz99deQyWTw9fXFsWPHAAApKSmQyWQwGo14\n/vnnsX79esTExKC6uhouLi5ITk6GRqPBkSNHYDAY0LdvXwwaNAjt2rVz7MEREd0h9gwTEUlU69at\n0bt3bwDAmDFj8McffwAAnnvuOav1BEHAuXPnEBAQgJiYGACAh4cHFAoFduzYgRUrViAqKgq9evXC\n1atXkZOTc38PhIjoHrBnmIhIomQymfh/QRDE8cHu7u6NrnuzhQsXYuDAgfZvIBHRfcCeYSIiicrP\nz8ehQ4cAAGvWrEHfvn0bXE8mk6FTp04oKipCamoqAKCqqgpmsxmDBw/GokWLYDKZAFwfenHt2rX7\ncwBERHbAYpiISKI6deqEr7/+GhEREaioqMDkyZNvua5KpcK6deswZcoU9OjRA4MHD4bBYMBLL72E\niIgIREdHo2vXrpg8ebJYGBMRNQecWo2ISIJyc3MxbNgwZGRkOLopREQOxZ5hIiKJamwcMBGRVLBn\nmIiIiIgkiz3DRERERCRZLIaJiIiISLJYDBMRERGRZLEYJiIiIiLJYjFMRERERJLFYpiIiIiIJOv/\nAxl4pEQQ/KNOAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd1b79ac>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-1057884332)>"
]
},
"execution_count": 172,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p + geom_point() +facet_grid('cut')"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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qEhZlCZu+7LH3uqZsaDu/usVja4OPZVncvtxlQX3hDnd+R4jXFBKdbuOUj93n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kHfwqKbv24ohjaZ2CnQ0NLlJQQlb3r8YL5H/oARnKsKFEVXJQWr+mcSFIC177YQzpu88uhJ8pUD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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xddb3e8c>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-1059249386)>"
]
},
"execution_count": 173,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p = ggplot(aes(x='price', y='carat',color=\"cut\"), data=diamonds)\n",
"p + geom_point()"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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dU1VN4ubPFHXl2WpTTqVTRnd04At44Aqvz/nv8n6wA2MMq72zWOTNGO0yC1qj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\n6Q7LgtnYMMqPv+l7tsCWU25inBE/+Gt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IMYIhbTztQgaDF4pWoYApYmSwqGWSOqaQaHTS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YPixBqiLYNI1cP1NNxIkZZzqwgUfEJfFAr7RQfjgQgkgSDImI7jRGBMhfeh0QS3vYlxrxtHCTHp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\nbdjVD6KzabyswkVjJ4IYpo1b0GgHDNt/Dtlhhedq3BxYYWbUqhEOh0mnk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TmP9+5J4sPF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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xd32bcac>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-1060618628)>"
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p = ggplot(aes(x='price', y='carat',color=\"clarity\"), data=diamonds)\n",
"p + geom_point()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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