{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"_cell_guid": "a5f22c2d-d839-493b-983d-f511fcd89783",
"_uuid": "6c40428ebe6d8f136568c6f77e509eafad9079d0"
},
"source": [
"
Machine Learning - Housing Prices | Regression
\n",
"Done By: Brian Tham
\n",
"Check out my other projects on:
\n",
"\n",
"[briantham.com](https://briantham.com)\n",
"\n",
"About this Dataset
\n",
"This dataset contains house sale prices for King County, which includes Seattle. It includes homes sold between May 2014 and May 2015.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"_cell_guid": "01c5ebe1-6a06-4d4a-9e52-0833089792db",
"_uuid": "c2a950a8393ac6f984cdbee3d26f0c23a0ec36b2"
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from matplotlib import rcParams\n",
"import scipy.stats as st\n",
"# Suppress Future Warnings\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"_cell_guid": "2da6a9f5-0507-407e-9c8a-44a48d10a24e",
"_uuid": "ac7d517d51c8dd6f6eddf6881cbcfa17335da0a9"
},
"outputs": [],
"source": [
"df = pd.read_csv(\"kc_house_data.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"_cell_guid": "5b689c07-77a1-43cd-9dee-7bceb4093163",
"_uuid": "5ec13e481decf00ea43f5bc94e8aca8b1988eeec"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(21613, 21)\n",
"id 21436\n",
"date 372\n",
"price 4028\n",
"bedrooms 13\n",
"bathrooms 30\n",
"sqft_living 1038\n",
"sqft_lot 9782\n",
"floors 6\n",
"waterfront 2\n",
"view 5\n",
"condition 5\n",
"grade 12\n",
"sqft_above 946\n",
"sqft_basement 306\n",
"yr_built 116\n",
"yr_renovated 70\n",
"zipcode 70\n",
"lat 5034\n",
"long 752\n",
"sqft_living15 777\n",
"sqft_lot15 8689\n",
"dtype: int64\n"
]
}
],
"source": [
"print(df.shape)\n",
"print(df.nunique())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"_cell_guid": "d0454921-4b84-4949-a0b2-f2896b84e1ad",
"_uuid": "bcc25d0e34035b8264eb6d6fadad837e6554a7c7",
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 21613 entries, 0 to 21612\n",
"Data columns (total 21 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 id 21613 non-null int64 \n",
" 1 date 21613 non-null object \n",
" 2 price 21613 non-null float64\n",
" 3 bedrooms 21613 non-null int64 \n",
" 4 bathrooms 21613 non-null float64\n",
" 5 sqft_living 21613 non-null int64 \n",
" 6 sqft_lot 21613 non-null int64 \n",
" 7 floors 21613 non-null float64\n",
" 8 waterfront 21613 non-null int64 \n",
" 9 view 21613 non-null int64 \n",
" 10 condition 21613 non-null int64 \n",
" 11 grade 21613 non-null int64 \n",
" 12 sqft_above 21613 non-null int64 \n",
" 13 sqft_basement 21613 non-null int64 \n",
" 14 yr_built 21613 non-null int64 \n",
" 15 yr_renovated 21613 non-null int64 \n",
" 16 zipcode 21613 non-null int64 \n",
" 17 lat 21613 non-null float64\n",
" 18 long 21613 non-null float64\n",
" 19 sqft_living15 21613 non-null int64 \n",
" 20 sqft_lot15 21613 non-null int64 \n",
"dtypes: float64(5), int64(15), object(1)\n",
"memory usage: 3.5+ MB\n",
"None\n"
]
}
],
"source": [
"print(df.info())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"_cell_guid": "b6024af6-21f9-4b43-8ca3-01b9ff240839",
"_uuid": "22ca23b36c9c3087984f118de701eaad00acae73"
},
"outputs": [
{
"data": {
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" floors | \n",
" waterfront | \n",
" view | \n",
" ... | \n",
" grade | \n",
" sqft_above | \n",
" sqft_basement | \n",
" yr_built | \n",
" yr_renovated | \n",
" zipcode | \n",
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5 rows × 21 columns
\n",
"
"
],
"text/plain": [
" id date price bedrooms bathrooms sqft_living \\\n",
"0 7129300520 20141013T000000 221900.0 3 1.00 1180 \n",
"1 6414100192 20141209T000000 538000.0 3 2.25 2570 \n",
"2 5631500400 20150225T000000 180000.0 2 1.00 770 \n",
"3 2487200875 20141209T000000 604000.0 4 3.00 1960 \n",
"4 1954400510 20150218T000000 510000.0 3 2.00 1680 \n",
"\n",
" sqft_lot floors waterfront view ... grade sqft_above sqft_basement \\\n",
"0 5650 1.0 0 0 ... 7 1180 0 \n",
"1 7242 2.0 0 0 ... 7 2170 400 \n",
"2 10000 1.0 0 0 ... 6 770 0 \n",
"3 5000 1.0 0 0 ... 7 1050 910 \n",
"4 8080 1.0 0 0 ... 8 1680 0 \n",
"\n",
" yr_built yr_renovated zipcode lat long sqft_living15 \\\n",
"0 1955 0 98178 47.5112 -122.257 1340 \n",
"1 1951 1991 98125 47.7210 -122.319 1690 \n",
"2 1933 0 98028 47.7379 -122.233 2720 \n",
"3 1965 0 98136 47.5208 -122.393 1360 \n",
"4 1987 0 98074 47.6168 -122.045 1800 \n",
"\n",
" sqft_lot15 \n",
"0 5650 \n",
"1 7639 \n",
"2 8062 \n",
"3 5000 \n",
"4 7503 \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"_cell_guid": "3ba83438-8bba-42fc-a3f1-d3fa9b1d56fc",
"_uuid": "c42f6cfb06564bffb510b6c0755722db462c0614"
},
"outputs": [
{
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"
\n",
" \n",
" lat | \n",
" 0.307003 | \n",
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" -0.000816 | \n",
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"
\n",
" \n",
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" -0.144765 | \n",
" 0.409356 | \n",
" -0.068372 | \n",
" -0.564072 | \n",
" -0.135512 | \n",
" ... | \n",
" 0.003579 | \n",
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" 0.025417 | \n",
" -0.021510 | \n",
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" -0.009559 | \n",
" -0.011530 | \n",
" 0.000940 | \n",
" -0.007202 | \n",
" -0.005656 | \n",
"
\n",
" \n",
" sqft_living15 | \n",
" 0.585379 | \n",
" 0.497484 | \n",
" 0.756420 | \n",
" 0.144608 | \n",
" 0.731870 | \n",
" 0.200355 | \n",
" 0.326229 | \n",
" -0.002673 | \n",
" -0.279033 | \n",
" 0.048858 | \n",
" ... | \n",
" -0.201265 | \n",
" 0.303741 | \n",
" 0.188249 | \n",
" 0.048366 | \n",
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" 0.009981 | \n",
" 0.002548 | \n",
" 0.003555 | \n",
" -0.005623 | \n",
" -0.006516 | \n",
"
\n",
" \n",
" sqft_lot15 | \n",
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" 0.718557 | \n",
" 0.194050 | \n",
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"
\n",
" \n",
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" 0.016023 | \n",
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" 0.013978 | \n",
" -0.053293 | \n",
" -0.021304 | \n",
" -0.380517 | \n",
" 0.045535 | \n",
" 0.143418 | \n",
" 0.068018 | \n",
" ... | \n",
" -0.026902 | \n",
" 0.031429 | \n",
" 0.027085 | \n",
" 0.008719 | \n",
" 0.014171 | \n",
" -0.000990 | \n",
" -0.005188 | \n",
" -0.003668 | \n",
" -0.002118 | \n",
" -0.002118 | \n",
"
\n",
" \n",
" Floors_2.0 | \n",
" 0.232662 | \n",
" 0.369959 | \n",
" 0.420018 | \n",
" 0.019461 | \n",
" 0.578689 | \n",
" -0.211141 | \n",
" 0.526940 | \n",
" 0.003141 | \n",
" -0.184719 | \n",
" -0.052540 | \n",
" ... | \n",
" -0.120120 | \n",
" 0.216322 | \n",
" 0.059850 | \n",
" 0.013063 | \n",
" 0.010257 | \n",
" 0.004053 | \n",
" 0.009791 | \n",
" 0.006923 | \n",
" 0.008665 | \n",
" -0.005340 | \n",
"
\n",
" \n",
" Floors_2.5 | \n",
" 0.122770 | \n",
" 0.079446 | \n",
" 0.100509 | \n",
" 0.004686 | \n",
" 0.104773 | \n",
" 0.012540 | \n",
" -0.028593 | \n",
" 0.030001 | \n",
" 0.023581 | \n",
" 0.016589 | \n",
" ... | \n",
" -0.018567 | \n",
" 0.007779 | \n",
" 0.022752 | \n",
" 0.057797 | \n",
" 0.022052 | \n",
" -0.002125 | \n",
" 0.063155 | \n",
" -0.001021 | \n",
" -0.000589 | \n",
" -0.000589 | \n",
"
\n",
" \n",
" Floors_3.0 | \n",
" 0.019750 | \n",
" 0.063825 | \n",
" -0.054244 | \n",
" -0.043911 | \n",
" -0.014236 | \n",
" -0.085931 | \n",
" 0.196846 | \n",
" -0.024820 | \n",
" 0.102116 | \n",
" 0.120427 | \n",
" ... | \n",
" 0.070733 | \n",
" -0.080283 | \n",
" -0.034490 | \n",
" -0.006787 | \n",
" -0.000517 | \n",
" -0.004191 | \n",
" -0.002847 | \n",
" -0.002013 | \n",
" -0.001162 | \n",
" -0.001162 | \n",
"
\n",
" \n",
" Floors_3.5 | \n",
" 0.020611 | \n",
" 0.008056 | \n",
" 0.009179 | \n",
" -0.005607 | \n",
" 0.012249 | \n",
" -0.003870 | \n",
" 0.012853 | \n",
" -0.004043 | \n",
" 0.010317 | \n",
" 0.011089 | \n",
" ... | \n",
" 0.001757 | \n",
" -0.013153 | \n",
" -0.005443 | \n",
" -0.002172 | \n",
" -0.000808 | \n",
" 0.097634 | \n",
" -0.000321 | \n",
" -0.000227 | \n",
" -0.000131 | \n",
" -0.000131 | \n",
"
\n",
" \n",
" watFront_1 | \n",
" 0.266369 | \n",
" 0.065428 | \n",
" 0.103818 | \n",
" 0.021604 | \n",
" 0.072075 | \n",
" 0.080588 | \n",
" -0.026161 | \n",
" 0.092885 | \n",
" 0.030285 | \n",
" -0.014274 | \n",
" ... | \n",
" -0.010837 | \n",
" -0.013664 | \n",
" 0.014143 | \n",
" 0.009349 | \n",
" -0.003658 | \n",
" -0.002139 | \n",
" -0.001453 | \n",
" -0.001027 | \n",
" -0.000593 | \n",
" -0.000593 | \n",
"
\n",
" \n",
" View_1 | \n",
" 0.092607 | \n",
" 0.050049 | \n",
" 0.066511 | \n",
" -0.008287 | \n",
" 0.021839 | \n",
" 0.097164 | \n",
" -0.034053 | \n",
" 0.033563 | \n",
" 0.043251 | \n",
" 0.018019 | \n",
" ... | \n",
" -0.023353 | \n",
" 0.012343 | \n",
" 0.023569 | \n",
" -0.003976 | \n",
" 0.021698 | \n",
" -0.003064 | \n",
" -0.002081 | \n",
" -0.001472 | \n",
" -0.000850 | \n",
" -0.000850 | \n",
"
\n",
" \n",
" View_2 | \n",
" 0.148418 | \n",
" 0.099570 | \n",
" 0.135285 | \n",
" 0.037278 | \n",
" 0.077861 | \n",
" 0.135064 | \n",
" -0.044616 | \n",
" 0.032590 | \n",
" 0.052009 | \n",
" 0.005065 | \n",
" ... | \n",
" -0.026897 | \n",
" 0.012208 | \n",
" 0.041669 | \n",
" 0.019876 | \n",
" 0.012348 | \n",
" -0.005298 | \n",
" -0.003599 | \n",
" 0.016491 | \n",
" -0.001469 | \n",
" -0.001469 | \n",
"
\n",
" \n",
" View_3 | \n",
" 0.182880 | \n",
" 0.119851 | \n",
" 0.158885 | \n",
" 0.073871 | \n",
" 0.091663 | \n",
" 0.158213 | \n",
" -0.018873 | \n",
" 0.050668 | \n",
" 0.040773 | \n",
" -0.013892 | \n",
" ... | \n",
" -0.029884 | \n",
" 0.032458 | \n",
" 0.027027 | \n",
" 0.023466 | \n",
" -0.006524 | \n",
" 0.008619 | \n",
" -0.002591 | \n",
" -0.001832 | \n",
" -0.001057 | \n",
" -0.001057 | \n",
"
\n",
" \n",
" View_4 | \n",
" 0.307932 | \n",
" 0.110849 | \n",
" 0.169460 | \n",
" 0.019172 | \n",
" 0.107625 | \n",
" 0.150292 | \n",
" -0.020229 | \n",
" 0.080818 | \n",
" 0.040748 | \n",
" 0.013969 | \n",
" ... | \n",
" -0.030822 | \n",
" 0.003644 | \n",
" 0.035703 | \n",
" 0.034369 | \n",
" 0.013180 | \n",
" -0.003003 | \n",
" -0.002040 | \n",
" -0.001442 | \n",
" -0.000833 | \n",
" -0.000833 | \n",
"
\n",
" \n",
" Cond_2 | \n",
" -0.051917 | \n",
" -0.067614 | \n",
" -0.065324 | \n",
" 0.037617 | \n",
" -0.058925 | \n",
" -0.025309 | \n",
" -0.067277 | \n",
" -0.008571 | \n",
" 0.023615 | \n",
" -0.022650 | \n",
" ... | \n",
" -0.009602 | \n",
" -0.020979 | \n",
" -0.023345 | \n",
" 0.003902 | \n",
" -0.003759 | \n",
" -0.002197 | \n",
" -0.001493 | \n",
" -0.001055 | \n",
" -0.000609 | \n",
" -0.000609 | \n",
"
\n",
" \n",
" Cond_3 | \n",
" 0.007131 | \n",
" 0.123475 | \n",
" 0.102413 | \n",
" -0.011452 | \n",
" 0.194555 | \n",
" -0.151498 | \n",
" 0.391719 | \n",
" 0.069268 | \n",
" 0.017798 | \n",
" 0.042297 | \n",
" ... | \n",
" -0.013565 | \n",
" 0.023362 | \n",
" -0.003094 | \n",
" -0.016160 | \n",
" 0.000765 | \n",
" -0.001738 | \n",
" 0.012250 | \n",
" -0.007798 | \n",
" 0.005000 | \n",
" -0.009253 | \n",
"
\n",
" \n",
" Cond_4 | \n",
" -0.030715 | \n",
" -0.114994 | \n",
" -0.083794 | \n",
" 0.013157 | \n",
" -0.142486 | \n",
" 0.092712 | \n",
" -0.257414 | \n",
" -0.054833 | \n",
" -0.060803 | \n",
" -0.057481 | \n",
" ... | \n",
" 0.027374 | \n",
" -0.028501 | \n",
" -0.001074 | \n",
" 0.014645 | \n",
" -0.002471 | \n",
" -0.001783 | \n",
" -0.009948 | \n",
" 0.010813 | \n",
" -0.004061 | \n",
" -0.004061 | \n",
"
\n",
" \n",
" Cond_5 | \n",
" 0.057585 | \n",
" -0.003155 | \n",
" -0.018136 | \n",
" -0.014497 | \n",
" -0.088453 | \n",
" 0.127865 | \n",
" -0.244353 | \n",
" -0.030077 | \n",
" 0.058646 | \n",
" 0.025827 | \n",
" ... | \n",
" -0.015589 | \n",
" 0.014152 | \n",
" 0.016400 | \n",
" 0.002455 | \n",
" 0.004140 | \n",
" 0.006846 | \n",
" -0.004870 | \n",
" -0.003444 | \n",
" -0.001988 | \n",
" 0.023273 | \n",
"
\n",
" \n",
" Grade_1 | \n",
" -0.007376 | \n",
" -0.018536 | \n",
" -0.013257 | \n",
" 0.000947 | \n",
" -0.012309 | \n",
" -0.004481 | \n",
" -0.001854 | \n",
" -0.001429 | \n",
" -0.006858 | \n",
" -0.001436 | \n",
" ... | \n",
" -0.006210 | \n",
" -0.004649 | \n",
" -0.001924 | \n",
" -0.000768 | \n",
" -0.000285 | \n",
" -0.000167 | \n",
" -0.000113 | \n",
" -0.000080 | \n",
" -0.000046 | \n",
" -0.000046 | \n",
"
\n",
" \n",
" Grade_3 | \n",
" -0.010733 | \n",
" -0.026908 | \n",
" -0.019028 | \n",
" 0.003370 | \n",
" -0.016957 | \n",
" -0.007761 | \n",
" -0.010298 | \n",
" -0.002476 | \n",
" -0.010631 | \n",
" -0.019177 | \n",
" ... | \n",
" -0.010756 | \n",
" -0.008053 | \n",
" -0.003333 | \n",
" -0.001330 | \n",
" -0.000494 | \n",
" -0.000289 | \n",
" -0.000196 | \n",
" -0.000139 | \n",
" -0.000080 | \n",
" -0.000080 | \n",
"
\n",
" \n",
" Grade_4 | \n",
" -0.032520 | \n",
" -0.049693 | \n",
" -0.056650 | \n",
" 0.006190 | \n",
" -0.050233 | \n",
" -0.023573 | \n",
" -0.039768 | \n",
" -0.001472 | \n",
" -0.005180 | \n",
" -0.017343 | \n",
" ... | \n",
" -0.030923 | \n",
" -0.025054 | \n",
" -0.010368 | \n",
" -0.004138 | \n",
" -0.001538 | \n",
" -0.000899 | \n",
" -0.000611 | \n",
" -0.000432 | \n",
" -0.000249 | \n",
" -0.000249 | \n",
"
\n",
" \n",
" Grade_5 | \n",
" -0.084513 | \n",
" -0.127585 | \n",
" -0.127055 | \n",
" 0.022899 | \n",
" -0.108432 | \n",
" -0.060782 | \n",
" -0.128795 | \n",
" -0.009295 | \n",
" 0.009456 | \n",
" -0.046521 | \n",
" ... | \n",
" -0.042388 | \n",
" -0.052912 | \n",
" -0.021703 | \n",
" -0.000180 | \n",
" -0.004466 | \n",
" -0.002611 | \n",
" -0.001773 | \n",
" -0.001254 | \n",
" -0.000724 | \n",
" -0.000724 | \n",
"
\n",
" \n",
" Grade_6 | \n",
" -0.209329 | \n",
" -0.322861 | \n",
" -0.312096 | \n",
" -0.019164 | \n",
" -0.280453 | \n",
" -0.122919 | \n",
" -0.313452 | \n",
" 0.008192 | \n",
" 0.148866 | \n",
" -0.062725 | \n",
" ... | \n",
" -0.023006 | \n",
" -0.141357 | \n",
" -0.066479 | \n",
" -0.026486 | \n",
" -0.009762 | \n",
" -0.007916 | \n",
" -0.005377 | \n",
" -0.003802 | \n",
" -0.002195 | \n",
" -0.002195 | \n",
"
\n",
" \n",
" Grade_7 | \n",
" -0.315803 | \n",
" -0.234908 | \n",
" -0.358513 | \n",
" -0.068004 | \n",
" -0.386797 | \n",
" -0.020268 | \n",
" -0.211814 | \n",
" -0.020668 | \n",
" 0.070263 | \n",
" -0.040414 | \n",
" ... | \n",
" 0.157398 | \n",
" -0.137591 | \n",
" -0.058891 | \n",
" -0.012655 | \n",
" -0.010735 | \n",
" 0.002290 | \n",
" 0.008492 | \n",
" 0.006004 | \n",
" 0.008067 | \n",
" 0.008067 | \n",
"
\n",
" \n",
" Grade_8 | \n",
" 0.004705 | \n",
" 0.120300 | \n",
" 0.071326 | \n",
" -0.024086 | \n",
" 0.059621 | \n",
" 0.036462 | \n",
" 0.199846 | \n",
" 0.004496 | \n",
" -0.052505 | \n",
" 0.026337 | \n",
" ... | \n",
" 0.007825 | \n",
" 0.057869 | \n",
" 0.002166 | \n",
" 0.012593 | \n",
" 0.003272 | \n",
" 0.001470 | \n",
" -0.004231 | \n",
" -0.007361 | \n",
" -0.004250 | \n",
" -0.004250 | \n",
"
\n",
" \n",
" Grade_9 | \n",
" 0.235897 | \n",
" 0.203087 | \n",
" 0.318419 | \n",
" 0.049548 | \n",
" 0.343198 | \n",
" 0.018640 | \n",
" 0.219956 | \n",
" 0.019602 | \n",
" -0.087643 | \n",
" 0.042223 | \n",
" ... | \n",
" -0.101614 | \n",
" 0.157856 | \n",
" 0.064624 | \n",
" 0.000115 | \n",
" -0.002024 | \n",
" -0.003315 | \n",
" -0.006182 | \n",
" 0.007672 | \n",
" -0.002524 | \n",
" -0.002524 | \n",
"
\n",
" \n",
" Grade_10 | \n",
" 0.340799 | \n",
" 0.259672 | \n",
" 0.369058 | \n",
" 0.074335 | \n",
" 0.376160 | \n",
" 0.062053 | \n",
" 0.148728 | \n",
" 0.002240 | \n",
" -0.073181 | \n",
" 0.052306 | \n",
" ... | \n",
" -0.091455 | \n",
" 0.113100 | \n",
" 0.070517 | \n",
" 0.014387 | \n",
" 0.014890 | \n",
" 0.002691 | \n",
" -0.003921 | \n",
" -0.002773 | \n",
" -0.001601 | \n",
" -0.001601 | \n",
"
\n",
" \n",
" Grade_11 | \n",
" 0.357412 | \n",
" 0.255943 | \n",
" 0.345771 | \n",
" 0.077035 | \n",
" 0.341966 | \n",
" 0.077705 | \n",
" 0.098705 | \n",
" -0.003183 | \n",
" -0.058145 | \n",
" 0.039394 | \n",
" ... | \n",
" -0.086537 | \n",
" 0.082598 | \n",
" 0.070141 | \n",
" 0.024601 | \n",
" 0.027062 | \n",
" -0.003364 | \n",
" 0.018347 | \n",
" -0.001616 | \n",
" -0.000933 | \n",
" -0.000933 | \n",
"
\n",
" \n",
" Grade_12 | \n",
" 0.290834 | \n",
" 0.166158 | \n",
" 0.238806 | \n",
" 0.061535 | \n",
" 0.223412 | \n",
" 0.077555 | \n",
" 0.047053 | \n",
" -0.002884 | \n",
" -0.039395 | \n",
" 0.017403 | \n",
" ... | \n",
" -0.046044 | \n",
" 0.031374 | \n",
" 0.047553 | \n",
" 0.012036 | \n",
" 0.014437 | \n",
" 0.027719 | \n",
" -0.001078 | \n",
" -0.000762 | \n",
" -0.000440 | \n",
" -0.000440 | \n",
"
\n",
" \n",
" Grade_13 | \n",
" 0.211803 | \n",
" 0.100505 | \n",
" 0.144329 | \n",
" 0.007758 | \n",
" 0.126575 | \n",
" 0.062683 | \n",
" 0.004686 | \n",
" 0.022997 | \n",
" 0.003766 | \n",
" 0.013143 | \n",
" ... | \n",
" -0.018605 | \n",
" -0.004616 | \n",
" 0.036295 | \n",
" 0.048017 | \n",
" -0.001030 | \n",
" -0.000602 | \n",
" -0.000409 | \n",
" -0.000289 | \n",
" -0.000167 | \n",
" -0.000167 | \n",
"
\n",
" \n",
" Bedrooms_1 | \n",
" -0.058411 | \n",
" -0.119700 | \n",
" -0.125461 | \n",
" 0.002743 | \n",
" -0.112286 | \n",
" -0.050263 | \n",
" -0.093017 | \n",
" 0.020456 | \n",
" 0.045904 | \n",
" 0.004951 | \n",
" ... | \n",
" -0.088000 | \n",
" -0.065890 | \n",
" -0.027266 | \n",
" -0.010883 | \n",
" -0.004046 | \n",
" -0.002365 | \n",
" -0.001606 | \n",
" -0.001136 | \n",
" -0.000656 | \n",
" -0.000656 | \n",
"
\n",
" \n",
" Bedrooms_2 | \n",
" -0.144571 | \n",
" -0.313781 | \n",
" -0.350008 | \n",
" -0.027807 | \n",
" -0.314731 | \n",
" -0.137460 | \n",
" -0.203107 | \n",
" -0.002876 | \n",
" 0.200333 | \n",
" 0.078832 | \n",
" ... | \n",
" -0.349277 | \n",
" -0.261520 | \n",
" -0.108222 | \n",
" -0.043196 | \n",
" -0.016058 | \n",
" -0.009387 | \n",
" -0.006376 | \n",
" -0.004508 | \n",
" -0.002603 | \n",
" -0.002603 | \n",
"
\n",
" \n",
" Bedrooms_3 | \n",
" -0.183648 | \n",
" -0.166878 | \n",
" -0.272404 | \n",
" -0.015255 | \n",
" -0.224832 | \n",
" -0.144622 | \n",
" 0.025095 | \n",
" -0.019092 | \n",
" -0.024937 | \n",
" -0.056487 | \n",
" ... | \n",
" 1.000000 | \n",
" -0.623946 | \n",
" -0.258200 | \n",
" -0.103058 | \n",
" -0.038311 | \n",
" -0.022395 | \n",
" -0.015212 | \n",
" -0.010756 | \n",
" -0.006210 | \n",
" -0.006210 | \n",
"
\n",
" \n",
" Bedrooms_4 | \n",
" 0.177489 | \n",
" 0.232540 | \n",
" 0.353317 | \n",
" 0.026631 | \n",
" 0.338346 | \n",
" 0.100140 | \n",
" 0.130070 | \n",
" 0.004612 | \n",
" -0.104634 | \n",
" -0.019408 | \n",
" ... | \n",
" -0.623946 | \n",
" 1.000000 | \n",
" -0.193327 | \n",
" -0.077165 | \n",
" -0.028685 | \n",
" -0.016768 | \n",
" -0.011390 | \n",
" -0.008053 | \n",
" -0.004649 | \n",
" -0.004649 | \n",
"
\n",
" \n",
" Bedrooms_5 | \n",
" 0.189925 | \n",
" 0.265175 | \n",
" 0.298006 | \n",
" 0.011350 | \n",
" 0.211493 | \n",
" 0.222709 | \n",
" 0.030812 | \n",
" 0.011731 | \n",
" -0.040980 | \n",
" 0.028817 | \n",
" ... | \n",
" -0.258200 | \n",
" -0.193327 | \n",
" 1.000000 | \n",
" -0.031932 | \n",
" -0.011870 | \n",
" -0.006939 | \n",
" -0.004713 | \n",
" -0.003333 | \n",
" -0.001924 | \n",
" -0.001924 | \n",
"
\n",
" \n",
" Bedrooms_6 | \n",
" 0.087776 | \n",
" 0.146150 | \n",
" 0.148055 | \n",
" 0.009485 | \n",
" 0.096252 | \n",
" 0.127151 | \n",
" -0.030627 | \n",
" 0.023658 | \n",
" 0.003215 | \n",
" 0.016596 | \n",
" ... | \n",
" -0.103058 | \n",
" -0.077165 | \n",
" -0.031932 | \n",
" 1.000000 | \n",
" -0.004738 | \n",
" -0.002770 | \n",
" -0.001881 | \n",
" -0.001330 | \n",
" -0.000768 | \n",
" -0.000768 | \n",
"
\n",
" \n",
" Bedrooms_7 | \n",
" 0.046995 | \n",
" 0.091757 | \n",
" 0.086562 | \n",
" 0.005809 | \n",
" 0.069528 | \n",
" 0.049542 | \n",
" -0.011663 | \n",
" 0.013192 | \n",
" 0.006178 | \n",
" 0.014833 | \n",
" ... | \n",
" -0.038311 | \n",
" -0.028685 | \n",
" -0.011870 | \n",
" -0.004738 | \n",
" 1.000000 | \n",
" -0.001030 | \n",
" -0.000699 | \n",
" -0.000494 | \n",
" -0.000285 | \n",
" -0.000285 | \n",
"
\n",
" \n",
" Bedrooms_8 | \n",
" 0.037755 | \n",
" 0.050548 | \n",
" 0.045947 | \n",
" -0.003634 | \n",
" 0.025845 | \n",
" 0.046992 | \n",
" -0.012276 | \n",
" -0.005155 | \n",
" 0.001791 | \n",
" 0.012386 | \n",
" ... | \n",
" -0.022395 | \n",
" -0.016768 | \n",
" -0.006939 | \n",
" -0.002770 | \n",
" -0.001030 | \n",
" 1.000000 | \n",
" -0.000409 | \n",
" -0.000289 | \n",
" -0.000167 | \n",
" -0.000167 | \n",
"
\n",
" \n",
" Bedrooms_9 | \n",
" 0.016064 | \n",
" 0.050171 | \n",
" 0.030756 | \n",
" -0.003873 | \n",
" 0.023074 | \n",
" 0.020652 | \n",
" -0.022318 | \n",
" 0.010396 | \n",
" 0.010193 | \n",
" 0.011150 | \n",
" ... | \n",
" -0.015212 | \n",
" -0.011390 | \n",
" -0.004713 | \n",
" -0.001881 | \n",
" -0.000699 | \n",
" -0.000409 | \n",
" 1.000000 | \n",
" -0.000196 | \n",
" -0.000113 | \n",
" -0.000113 | \n",
"
\n",
" \n",
" Bedrooms_10 | \n",
" 0.008962 | \n",
" 0.019878 | \n",
" 0.020870 | \n",
" -0.001777 | \n",
" 0.009509 | \n",
" 0.025518 | \n",
" -0.004548 | \n",
" -0.002476 | \n",
" -0.008722 | \n",
" 0.003967 | \n",
" ... | \n",
" -0.010756 | \n",
" -0.008053 | \n",
" -0.003333 | \n",
" -0.001330 | \n",
" -0.000494 | \n",
" -0.000289 | \n",
" -0.000196 | \n",
" 1.000000 | \n",
" -0.000080 | \n",
" -0.000080 | \n",
"
\n",
" \n",
" Bedrooms_11 | \n",
" -0.000372 | \n",
" 0.008475 | \n",
" 0.006815 | \n",
" -0.001666 | \n",
" 0.005024 | \n",
" 0.004742 | \n",
" -0.012275 | \n",
" 0.032424 | \n",
" 0.003567 | \n",
" -0.000199 | \n",
" ... | \n",
" -0.006210 | \n",
" -0.004649 | \n",
" -0.001924 | \n",
" -0.000768 | \n",
" -0.000285 | \n",
" -0.000167 | \n",
" -0.000113 | \n",
" -0.000080 | \n",
" 1.000000 | \n",
" -0.000046 | \n",
"
\n",
" \n",
" Bedrooms_33 | \n",
" 0.001851 | \n",
" -0.000529 | \n",
" -0.003406 | \n",
" -0.001496 | \n",
" -0.006148 | \n",
" 0.004434 | \n",
" -0.005559 | \n",
" -0.001429 | \n",
" 0.003186 | \n",
" 0.006271 | \n",
" ... | \n",
" -0.006210 | \n",
" -0.004649 | \n",
" -0.001924 | \n",
" -0.000768 | \n",
" -0.000285 | \n",
" -0.000167 | \n",
" -0.000113 | \n",
" -0.000080 | \n",
" -0.000046 | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
51 rows × 51 columns
\n",
"
"
],
"text/plain": [
" price bathrooms sqft_living sqft_lot sqft_above \\\n",
"price 1.000000 0.518912 0.702035 0.089661 0.605567 \n",
"bathrooms 0.518912 1.000000 0.701784 0.089988 0.599360 \n",
"sqft_living 0.702035 0.701784 1.000000 0.172826 0.876597 \n",
"sqft_lot 0.089661 0.089988 0.172826 1.000000 0.183512 \n",
"sqft_above 0.605567 0.599360 0.876597 0.183512 1.000000 \n",
"sqft_basement 0.323816 0.334909 0.435043 0.015286 -0.051943 \n",
"yr_built 0.054012 0.377433 0.318049 0.053080 0.423898 \n",
"yr_renovated 0.126434 0.069322 0.055363 0.007644 0.023285 \n",
"zipcode -0.053203 -0.144088 -0.199430 -0.129574 -0.261190 \n",
"lat 0.307003 0.049235 0.052529 -0.085683 -0.000816 \n",
"long 0.021626 0.149157 0.240223 0.229521 0.343803 \n",
"sqft_living15 0.585379 0.497484 0.756420 0.144608 0.731870 \n",
"sqft_lot15 0.082447 0.086952 0.183286 0.718557 0.194050 \n",
"Floors_1.5 0.016023 -0.095399 -0.058316 0.013978 -0.053293 \n",
"Floors_2.0 0.232662 0.369959 0.420018 0.019461 0.578689 \n",
"Floors_2.5 0.122770 0.079446 0.100509 0.004686 0.104773 \n",
"Floors_3.0 0.019750 0.063825 -0.054244 -0.043911 -0.014236 \n",
"Floors_3.5 0.020611 0.008056 0.009179 -0.005607 0.012249 \n",
"watFront_1 0.266369 0.065428 0.103818 0.021604 0.072075 \n",
"View_1 0.092607 0.050049 0.066511 -0.008287 0.021839 \n",
"View_2 0.148418 0.099570 0.135285 0.037278 0.077861 \n",
"View_3 0.182880 0.119851 0.158885 0.073871 0.091663 \n",
"View_4 0.307932 0.110849 0.169460 0.019172 0.107625 \n",
"Cond_2 -0.051917 -0.067614 -0.065324 0.037617 -0.058925 \n",
"Cond_3 0.007131 0.123475 0.102413 -0.011452 0.194555 \n",
"Cond_4 -0.030715 -0.114994 -0.083794 0.013157 -0.142486 \n",
"Cond_5 0.057585 -0.003155 -0.018136 -0.014497 -0.088453 \n",
"Grade_1 -0.007376 -0.018536 -0.013257 0.000947 -0.012309 \n",
"Grade_3 -0.010733 -0.026908 -0.019028 0.003370 -0.016957 \n",
"Grade_4 -0.032520 -0.049693 -0.056650 0.006190 -0.050233 \n",
"Grade_5 -0.084513 -0.127585 -0.127055 0.022899 -0.108432 \n",
"Grade_6 -0.209329 -0.322861 -0.312096 -0.019164 -0.280453 \n",
"Grade_7 -0.315803 -0.234908 -0.358513 -0.068004 -0.386797 \n",
"Grade_8 0.004705 0.120300 0.071326 -0.024086 0.059621 \n",
"Grade_9 0.235897 0.203087 0.318419 0.049548 0.343198 \n",
"Grade_10 0.340799 0.259672 0.369058 0.074335 0.376160 \n",
"Grade_11 0.357412 0.255943 0.345771 0.077035 0.341966 \n",
"Grade_12 0.290834 0.166158 0.238806 0.061535 0.223412 \n",
"Grade_13 0.211803 0.100505 0.144329 0.007758 0.126575 \n",
"Bedrooms_1 -0.058411 -0.119700 -0.125461 0.002743 -0.112286 \n",
"Bedrooms_2 -0.144571 -0.313781 -0.350008 -0.027807 -0.314731 \n",
"Bedrooms_3 -0.183648 -0.166878 -0.272404 -0.015255 -0.224832 \n",
"Bedrooms_4 0.177489 0.232540 0.353317 0.026631 0.338346 \n",
"Bedrooms_5 0.189925 0.265175 0.298006 0.011350 0.211493 \n",
"Bedrooms_6 0.087776 0.146150 0.148055 0.009485 0.096252 \n",
"Bedrooms_7 0.046995 0.091757 0.086562 0.005809 0.069528 \n",
"Bedrooms_8 0.037755 0.050548 0.045947 -0.003634 0.025845 \n",
"Bedrooms_9 0.016064 0.050171 0.030756 -0.003873 0.023074 \n",
"Bedrooms_10 0.008962 0.019878 0.020870 -0.001777 0.009509 \n",
"Bedrooms_11 -0.000372 0.008475 0.006815 -0.001666 0.005024 \n",
"Bedrooms_33 0.001851 -0.000529 -0.003406 -0.001496 -0.006148 \n",
"\n",
" sqft_basement yr_built yr_renovated zipcode lat ... \\\n",
"price 0.323816 0.054012 0.126434 -0.053203 0.307003 ... \n",
"bathrooms 0.334909 0.377433 0.069322 -0.144088 0.049235 ... \n",
"sqft_living 0.435043 0.318049 0.055363 -0.199430 0.052529 ... \n",
"sqft_lot 0.015286 0.053080 0.007644 -0.129574 -0.085683 ... \n",
"sqft_above -0.051943 0.423898 0.023285 -0.261190 -0.000816 ... \n",
"sqft_basement 1.000000 -0.133124 0.071323 0.074845 0.110538 ... \n",
"yr_built -0.133124 1.000000 -0.224874 -0.346869 -0.148122 ... \n",
"yr_renovated 0.071323 -0.224874 1.000000 0.064357 0.029398 ... \n",
"zipcode 0.074845 -0.346869 0.064357 1.000000 0.267048 ... \n",
"lat 0.110538 -0.148122 0.029398 0.267048 1.000000 ... \n",
"long -0.144765 0.409356 -0.068372 -0.564072 -0.135512 ... \n",
"sqft_living15 0.200355 0.326229 -0.002673 -0.279033 0.048858 ... \n",
"sqft_lot15 0.017276 0.070958 0.007854 -0.147221 -0.086419 ... \n",
"Floors_1.5 -0.021304 -0.380517 0.045535 0.143418 0.068018 ... \n",
"Floors_2.0 -0.211141 0.526940 0.003141 -0.184719 -0.052540 ... \n",
"Floors_2.5 0.012540 -0.028593 0.030001 0.023581 0.016589 ... \n",
"Floors_3.0 -0.085931 0.196846 -0.024820 0.102116 0.120427 ... \n",
"Floors_3.5 -0.003870 0.012853 -0.004043 0.010317 0.011089 ... \n",
"watFront_1 0.080588 -0.026161 0.092885 0.030285 -0.014274 ... \n",
"View_1 0.097164 -0.034053 0.033563 0.043251 0.018019 ... \n",
"View_2 0.135064 -0.044616 0.032590 0.052009 0.005065 ... \n",
"View_3 0.158213 -0.018873 0.050668 0.040773 -0.013892 ... \n",
"View_4 0.150292 -0.020229 0.080818 0.040748 0.013969 ... \n",
"Cond_2 -0.025309 -0.067277 -0.008571 0.023615 -0.022650 ... \n",
"Cond_3 -0.151498 0.391719 0.069268 0.017798 0.042297 ... \n",
"Cond_4 0.092712 -0.257414 -0.054833 -0.060803 -0.057481 ... \n",
"Cond_5 0.127865 -0.244353 -0.030077 0.058646 0.025827 ... \n",
"Grade_1 -0.004481 -0.001854 -0.001429 -0.006858 -0.001436 ... \n",
"Grade_3 -0.007761 -0.010298 -0.002476 -0.010631 -0.019177 ... \n",
"Grade_4 -0.023573 -0.039768 -0.001472 -0.005180 -0.017343 ... \n",
"Grade_5 -0.060782 -0.128795 -0.009295 0.009456 -0.046521 ... \n",
"Grade_6 -0.122919 -0.313452 0.008192 0.148866 -0.062725 ... \n",
"Grade_7 -0.020268 -0.211814 -0.020668 0.070263 -0.040414 ... \n",
"Grade_8 0.036462 0.199846 0.004496 -0.052505 0.026337 ... \n",
"Grade_9 0.018640 0.219956 0.019602 -0.087643 0.042223 ... \n",
"Grade_10 0.062053 0.148728 0.002240 -0.073181 0.052306 ... \n",
"Grade_11 0.077705 0.098705 -0.003183 -0.058145 0.039394 ... \n",
"Grade_12 0.077555 0.047053 -0.002884 -0.039395 0.017403 ... \n",
"Grade_13 0.062683 0.004686 0.022997 0.003766 0.013143 ... \n",
"Bedrooms_1 -0.050263 -0.093017 0.020456 0.045904 0.004951 ... \n",
"Bedrooms_2 -0.137460 -0.203107 -0.002876 0.200333 0.078832 ... \n",
"Bedrooms_3 -0.144622 0.025095 -0.019092 -0.024937 -0.056487 ... \n",
"Bedrooms_4 0.100140 0.130070 0.004612 -0.104634 -0.019408 ... \n",
"Bedrooms_5 0.222709 0.030812 0.011731 -0.040980 0.028817 ... \n",
"Bedrooms_6 0.127151 -0.030627 0.023658 0.003215 0.016596 ... \n",
"Bedrooms_7 0.049542 -0.011663 0.013192 0.006178 0.014833 ... \n",
"Bedrooms_8 0.046992 -0.012276 -0.005155 0.001791 0.012386 ... \n",
"Bedrooms_9 0.020652 -0.022318 0.010396 0.010193 0.011150 ... \n",
"Bedrooms_10 0.025518 -0.004548 -0.002476 -0.008722 0.003967 ... \n",
"Bedrooms_11 0.004742 -0.012275 0.032424 0.003567 -0.000199 ... \n",
"Bedrooms_33 0.004434 -0.005559 -0.001429 0.003186 0.006271 ... \n",
"\n",
" Bedrooms_3 Bedrooms_4 Bedrooms_5 Bedrooms_6 Bedrooms_7 \\\n",
"price -0.183648 0.177489 0.189925 0.087776 0.046995 \n",
"bathrooms -0.166878 0.232540 0.265175 0.146150 0.091757 \n",
"sqft_living -0.272404 0.353317 0.298006 0.148055 0.086562 \n",
"sqft_lot -0.015255 0.026631 0.011350 0.009485 0.005809 \n",
"sqft_above -0.224832 0.338346 0.211493 0.096252 0.069528 \n",
"sqft_basement -0.144622 0.100140 0.222709 0.127151 0.049542 \n",
"yr_built 0.025095 0.130070 0.030812 -0.030627 -0.011663 \n",
"yr_renovated -0.019092 0.004612 0.011731 0.023658 0.013192 \n",
"zipcode -0.024937 -0.104634 -0.040980 0.003215 0.006178 \n",
"lat -0.056487 -0.019408 0.028817 0.016596 0.014833 \n",
"long 0.003579 0.120164 0.025417 -0.021510 -0.007991 \n",
"sqft_living15 -0.201265 0.303741 0.188249 0.048366 0.021353 \n",
"sqft_lot15 0.001367 0.024002 0.003326 0.008222 0.004677 \n",
"Floors_1.5 -0.026902 0.031429 0.027085 0.008719 0.014171 \n",
"Floors_2.0 -0.120120 0.216322 0.059850 0.013063 0.010257 \n",
"Floors_2.5 -0.018567 0.007779 0.022752 0.057797 0.022052 \n",
"Floors_3.0 0.070733 -0.080283 -0.034490 -0.006787 -0.000517 \n",
"Floors_3.5 0.001757 -0.013153 -0.005443 -0.002172 -0.000808 \n",
"watFront_1 -0.010837 -0.013664 0.014143 0.009349 -0.003658 \n",
"View_1 -0.023353 0.012343 0.023569 -0.003976 0.021698 \n",
"View_2 -0.026897 0.012208 0.041669 0.019876 0.012348 \n",
"View_3 -0.029884 0.032458 0.027027 0.023466 -0.006524 \n",
"View_4 -0.030822 0.003644 0.035703 0.034369 0.013180 \n",
"Cond_2 -0.009602 -0.020979 -0.023345 0.003902 -0.003759 \n",
"Cond_3 -0.013565 0.023362 -0.003094 -0.016160 0.000765 \n",
"Cond_4 0.027374 -0.028501 -0.001074 0.014645 -0.002471 \n",
"Cond_5 -0.015589 0.014152 0.016400 0.002455 0.004140 \n",
"Grade_1 -0.006210 -0.004649 -0.001924 -0.000768 -0.000285 \n",
"Grade_3 -0.010756 -0.008053 -0.003333 -0.001330 -0.000494 \n",
"Grade_4 -0.030923 -0.025054 -0.010368 -0.004138 -0.001538 \n",
"Grade_5 -0.042388 -0.052912 -0.021703 -0.000180 -0.004466 \n",
"Grade_6 -0.023006 -0.141357 -0.066479 -0.026486 -0.009762 \n",
"Grade_7 0.157398 -0.137591 -0.058891 -0.012655 -0.010735 \n",
"Grade_8 0.007825 0.057869 0.002166 0.012593 0.003272 \n",
"Grade_9 -0.101614 0.157856 0.064624 0.000115 -0.002024 \n",
"Grade_10 -0.091455 0.113100 0.070517 0.014387 0.014890 \n",
"Grade_11 -0.086537 0.082598 0.070141 0.024601 0.027062 \n",
"Grade_12 -0.046044 0.031374 0.047553 0.012036 0.014437 \n",
"Grade_13 -0.018605 -0.004616 0.036295 0.048017 -0.001030 \n",
"Bedrooms_1 -0.088000 -0.065890 -0.027266 -0.010883 -0.004046 \n",
"Bedrooms_2 -0.349277 -0.261520 -0.108222 -0.043196 -0.016058 \n",
"Bedrooms_3 1.000000 -0.623946 -0.258200 -0.103058 -0.038311 \n",
"Bedrooms_4 -0.623946 1.000000 -0.193327 -0.077165 -0.028685 \n",
"Bedrooms_5 -0.258200 -0.193327 1.000000 -0.031932 -0.011870 \n",
"Bedrooms_6 -0.103058 -0.077165 -0.031932 1.000000 -0.004738 \n",
"Bedrooms_7 -0.038311 -0.028685 -0.011870 -0.004738 1.000000 \n",
"Bedrooms_8 -0.022395 -0.016768 -0.006939 -0.002770 -0.001030 \n",
"Bedrooms_9 -0.015212 -0.011390 -0.004713 -0.001881 -0.000699 \n",
"Bedrooms_10 -0.010756 -0.008053 -0.003333 -0.001330 -0.000494 \n",
"Bedrooms_11 -0.006210 -0.004649 -0.001924 -0.000768 -0.000285 \n",
"Bedrooms_33 -0.006210 -0.004649 -0.001924 -0.000768 -0.000285 \n",
"\n",
" Bedrooms_8 Bedrooms_9 Bedrooms_10 Bedrooms_11 Bedrooms_33 \n",
"price 0.037755 0.016064 0.008962 -0.000372 0.001851 \n",
"bathrooms 0.050548 0.050171 0.019878 0.008475 -0.000529 \n",
"sqft_living 0.045947 0.030756 0.020870 0.006815 -0.003406 \n",
"sqft_lot -0.003634 -0.003873 -0.001777 -0.001666 -0.001496 \n",
"sqft_above 0.025845 0.023074 0.009509 0.005024 -0.006148 \n",
"sqft_basement 0.046992 0.020652 0.025518 0.004742 0.004434 \n",
"yr_built -0.012276 -0.022318 -0.004548 -0.012275 -0.005559 \n",
"yr_renovated -0.005155 0.010396 -0.002476 0.032424 -0.001429 \n",
"zipcode 0.001791 0.010193 -0.008722 0.003567 0.003186 \n",
"lat 0.012386 0.011150 0.003967 -0.000199 0.006271 \n",
"long -0.009559 -0.011530 0.000940 -0.007202 -0.005656 \n",
"sqft_living15 0.009981 0.002548 0.003555 -0.005623 -0.006516 \n",
"sqft_lot15 -0.004863 -0.005115 -0.001762 -0.001945 -0.002010 \n",
"Floors_1.5 -0.000990 -0.005188 -0.003668 -0.002118 -0.002118 \n",
"Floors_2.0 0.004053 0.009791 0.006923 0.008665 -0.005340 \n",
"Floors_2.5 -0.002125 0.063155 -0.001021 -0.000589 -0.000589 \n",
"Floors_3.0 -0.004191 -0.002847 -0.002013 -0.001162 -0.001162 \n",
"Floors_3.5 0.097634 -0.000321 -0.000227 -0.000131 -0.000131 \n",
"watFront_1 -0.002139 -0.001453 -0.001027 -0.000593 -0.000593 \n",
"View_1 -0.003064 -0.002081 -0.001472 -0.000850 -0.000850 \n",
"View_2 -0.005298 -0.003599 0.016491 -0.001469 -0.001469 \n",
"View_3 0.008619 -0.002591 -0.001832 -0.001057 -0.001057 \n",
"View_4 -0.003003 -0.002040 -0.001442 -0.000833 -0.000833 \n",
"Cond_2 -0.002197 -0.001493 -0.001055 -0.000609 -0.000609 \n",
"Cond_3 -0.001738 0.012250 -0.007798 0.005000 -0.009253 \n",
"Cond_4 -0.001783 -0.009948 0.010813 -0.004061 -0.004061 \n",
"Cond_5 0.006846 -0.004870 -0.003444 -0.001988 0.023273 \n",
"Grade_1 -0.000167 -0.000113 -0.000080 -0.000046 -0.000046 \n",
"Grade_3 -0.000289 -0.000196 -0.000139 -0.000080 -0.000080 \n",
"Grade_4 -0.000899 -0.000611 -0.000432 -0.000249 -0.000249 \n",
"Grade_5 -0.002611 -0.001773 -0.001254 -0.000724 -0.000724 \n",
"Grade_6 -0.007916 -0.005377 -0.003802 -0.002195 -0.002195 \n",
"Grade_7 0.002290 0.008492 0.006004 0.008067 0.008067 \n",
"Grade_8 0.001470 -0.004231 -0.007361 -0.004250 -0.004250 \n",
"Grade_9 -0.003315 -0.006182 0.007672 -0.002524 -0.002524 \n",
"Grade_10 0.002691 -0.003921 -0.002773 -0.001601 -0.001601 \n",
"Grade_11 -0.003364 0.018347 -0.001616 -0.000933 -0.000933 \n",
"Grade_12 0.027719 -0.001078 -0.000762 -0.000440 -0.000440 \n",
"Grade_13 -0.000602 -0.000409 -0.000289 -0.000167 -0.000167 \n",
"Bedrooms_1 -0.002365 -0.001606 -0.001136 -0.000656 -0.000656 \n",
"Bedrooms_2 -0.009387 -0.006376 -0.004508 -0.002603 -0.002603 \n",
"Bedrooms_3 -0.022395 -0.015212 -0.010756 -0.006210 -0.006210 \n",
"Bedrooms_4 -0.016768 -0.011390 -0.008053 -0.004649 -0.004649 \n",
"Bedrooms_5 -0.006939 -0.004713 -0.003333 -0.001924 -0.001924 \n",
"Bedrooms_6 -0.002770 -0.001881 -0.001330 -0.000768 -0.000768 \n",
"Bedrooms_7 -0.001030 -0.000699 -0.000494 -0.000285 -0.000285 \n",
"Bedrooms_8 1.000000 -0.000409 -0.000289 -0.000167 -0.000167 \n",
"Bedrooms_9 -0.000409 1.000000 -0.000196 -0.000113 -0.000113 \n",
"Bedrooms_10 -0.000289 -0.000196 1.000000 -0.000080 -0.000080 \n",
"Bedrooms_11 -0.000167 -0.000113 -0.000080 1.000000 -0.000046 \n",
"Bedrooms_33 -0.000167 -0.000113 -0.000080 -0.000046 1.000000 \n",
"\n",
"[51 rows x 51 columns]"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"_cell_guid": "ce4cc2a2-866b-4e44-8dcc-72cb0178f654",
"_uuid": "3ace0f3595b01f681086d5f502e2121456b65f9e"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (12, 6))\n",
"\n",
"plt.subplot(121)\n",
"plt.title('Price Distribuition')\n",
"sns.distplot(df['price'])\n",
"\n",
"plt.subplot(122)\n",
"g1 = plt.scatter(range(df.shape[0]), np.sort(df.price.values))\n",
"g1= plt.title(\"Price Curve Distribuition\", fontsize=15)\n",
"g1 = plt.xlabel(\"\")\n",
"g1 = plt.ylabel(\"Amount(US)\", fontsize=12)\n",
"\n",
"plt.subplots_adjust(wspace = 0.3, hspace = 0.5,\n",
" top = 0.9)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"_cell_guid": "a0c097de-5d0a-4694-a923-1e986977bf16",
"_uuid": "1a377cf7e05994117ec8c3416b18fa775543d3e3"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Price Min\n",
"75000.0\n",
"Price Mean\n",
"540088.1417665294\n",
"Price Median\n",
"450000.0\n",
"Price Max\n",
"7700000.0\n",
"Price Std\n",
"367127.1964826997\n"
]
}
],
"source": [
"print(\"Price Min\")\n",
"print(df['price'].min())\n",
"print(\"Price Mean\")\n",
"print(df['price'].mean())\n",
"print(\"Price Median\")\n",
"print(df['price'].median())\n",
"print(\"Price Max\")\n",
"print(df['price'].max())\n",
"print(\"Price Std\")\n",
"print(df['price'].std())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"_cell_guid": "82cf1391-dc57-4c1d-bfb9-032c1d35e899",
"_uuid": "956a2daad3bd5809487f4e501f6b3751a5a8900b"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (8, 5))\n",
"sns.jointplot(df.sqft_living, df.price, \n",
" alpha = 0.5)\n",
"plt.xlabel('Sqft Living')\n",
"plt.ylabel('Sale Price')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"_cell_guid": "2882291e-6eea-4852-8415-fd800ce53208",
"_uuid": "1d484d0f598ac9951085fbfea780129959250147"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Condition counting: \n",
"3 14031\n",
"4 5679\n",
"5 1701\n",
"2 172\n",
"1 30\n",
"Name: condition, dtype: int64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"condition = df['condition'].value_counts()\n",
"\n",
"print(\"Condition counting: \")\n",
"print(condition)\n",
"\n",
"fig, ax = plt.subplots(ncols=2, figsize=(14,5))\n",
"sns.countplot(x='condition', data=df, ax=ax[0])\n",
"sns.boxplot(x='condition', y= 'price',\n",
" data=df, ax=ax[1])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"_cell_guid": "becf64fa-9f43-475e-b1f4-1ffdb3703b5c",
"_uuid": "3789a7e83a6702846edfae32a003fe603f29a8b5",
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (12,8))\n",
"g = sns.FacetGrid(data=df, hue='condition',height= 5, aspect=2)\n",
"g.map(plt.scatter, \"sqft_living\", \"price\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"_cell_guid": "b1e343a6-4469-48f2-974c-5988d68a37a0",
"_uuid": "bc2a749b9c68b4416c78fe3017b6ca6ea820431f"
},
"source": [
"Exploring bathrooms columns by price and conditions"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"_cell_guid": "0941189b-0ad3-4ad0-8ee1-cc9afd06b458",
"_uuid": "8602245f957cedc69e25b42e6e1b7c379e3252c4",
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Freuency bathroom description:\n",
"2 13851\n",
"1 3933\n",
"3 2527\n",
"4 1201\n",
"5 57\n",
"6 24\n",
"0 14\n",
"8 4\n",
"7 2\n",
"Name: bathrooms, dtype: int64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[\"bathrooms\"] = df['bathrooms'].round(0).astype(int)\n",
"\n",
"print(\"Freuency bathroom description:\")\n",
"print(df[\"bathrooms\"].value_counts())\n",
"\n",
"plt.figure(figsize = (12,8))\n",
"plt.subplots_adjust(hspace = 0.4, top = 0.8)\n",
"\n",
"ax1 = plt.subplot(221)\n",
"ax1 = sns.countplot(x=\"bathrooms\", data=df,\n",
" ax=ax1)\n",
"ax1.set_xticklabels(ax1.get_xticklabels(),rotation=90)\n",
"ax1.set_title(\"Bathrooms counting\", fontsize=15)\n",
"ax1.set_xlabel(\"Bathrooms number\")\n",
"ax1.set_xlabel(\"count\")\n",
"\n",
"ax2 = plt.subplot(222)\n",
"ax2 = sns.boxplot(x=\"bathrooms\", y='price',\n",
" data=df, ax=ax2)\n",
"ax2.set_xticklabels(ax2.get_xticklabels(),rotation=90)\n",
"ax2.set_title(\"Bathrooms distribution price\", fontsize=15)\n",
"ax2.set_xlabel(\"Bathrooms number\")\n",
"ax2.set_ylabel(\"log Price(US)\")\n",
"\n",
"ax0 = plt.subplot(212)\n",
"ax0 = sns.stripplot(x=\"bathrooms\", y=\"price\",\n",
" data=df, alpha=0.5,\n",
" jitter=True, hue=\"condition\")\n",
"ax0.set_title(\"Better view distribuition through price\", fontsize=15)\n",
"ax0.set_xlabel(\"Bathroom number\")\n",
"ax0.set_ylabel(\"log Price(US)\")\n",
"ax0.set_xticklabels(ax0.get_xticklabels(),rotation=90)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"_cell_guid": "70b94e26-d51a-4e4a-b1d5-2879b8762652",
"_kg_hide-input": true,
"_uuid": "af97a9529a7bfde84a76355e5db1da2ac1343f06"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error: 134582326689.42\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn import linear_model\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"\n",
"plt.figure(figsize = (12,6))\n",
"ax1 = plt.subplot2grid((2,2), (0,0), colspan = 2)\n",
"for val in range(1,6,1):\n",
" indeX = df.condition == val\n",
" ax1.scatter(df.sqft_living.loc[indeX], df.price.loc[indeX], label = val, alpha=0.5)\n",
"ax1.legend(bbox_to_anchor = [1.1, 1])\n",
"ax1.set_xlabel('sqfit living area')\n",
"ax1.set_ylabel('Price house')\n",
"ax1.set_title('Sqft Living - Price w.r.t Conditions')\n",
"\n",
"ax2 = plt.subplot2grid((2,2), (1,0))\n",
"sns.boxplot(x = 'condition', y = 'price', data = df, ax = ax2)\n",
"ax2.set_title('Box Plot Condition & Price', fontsize = 12)\n",
"\n",
"ax3 = plt.subplot2grid((2,2), (1,1))\n",
"cubicQual = df.groupby(['condition'])['price'].mean().round(0)\n",
"testTrain = df.loc[:, ['condition', 'price']].copy()\n",
"testTrain['sqCond'] = np.power(testTrain['condition'],2)\n",
"mdl = linear_model.LinearRegression()\n",
"mdl.fit(testTrain[['condition', 'sqCond']], testTrain['price'])\n",
"y_pred = mdl.predict(testTrain[['condition', 'sqCond']])\n",
"print(\"Mean squared error: %.2f\" % mean_squared_error(y_pred, testTrain.price))\n",
"# Plot outputs\n",
"ax3.scatter(testTrain['condition'], testTrain['price'], color='black')\n",
"ax3.plot(testTrain['condition'], y_pred, color='blue', linewidth=3)\n",
"ax3.set_title('LinReg, price ~ condtion + sqft_cond', fontsize = 12)\n",
"ax3.set_xlabel('Condition Rate')\n",
"plt.subplots_adjust(hspace = 0.5, top = 0.9)\n",
"plt.suptitle('Condition Effect to Sale Price', fontsize = 14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"_cell_guid": "b428e2c4-0684-4959-8e96-7685c018a040",
"_kg_hide-input": true,
"_uuid": "067aec0f7fa495b7d321765bebc59740955b96b4"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean squared error: 112971203793.79\n"
]
},
{
"data": {
"image/png": 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EbhcRj4hcALxrvPUcQ3cD/ygiS8RytojMwtp5bamIfEhE3PbPuSJyxij1PAucDpwHvGAHCo1Ya3WeHqVMOTqA+fYC+bE8AJwBfAl7Ef0o7gNuFpEr7I0E/PbrwfUvzwBvwVqP8rL9cwbWmqj1k/gcSil1QtNARSmloB/r4fZ5EUliBSivA//Tvv594HHgVaw1I786Sn2/sH/3iMhLY+R7DOvb+MGf20fJ9zPgSsae9nU0H8QajekBvob1kF3u9svH2r9hBX+/wxpFuAfw22sx3gncChzCmsr2L4B3pEqMMUmsv8cWY0zWTn4Oa61O52A+EfmdiHx+tM6IiNfe4etcO+m/gf1Ap9g7sI3Sfgx4GGsK18/HyLcXuAlry+turKmDn8X+f7AxJoq1ZuVle9e5IrAJ2GZfU0qpU5Ie+KiUUuNk7+K0D3CPsKPVCUFEHgC2G2O+Ot19UUoppUaiIypKKXUKsKdQLRYRh30uxw1YW+YqpZRSM5IupldKqVNDA9aUtVlYu2T9hX1miFJKKTUj6dQvpZRSSiml1IyjU7+UUkoppZRSM45O/TqK2tpa09TUNN3dUEoppZRSJ7lNmzZ1G2PqprsfM8WUBioi8jngE1iHV20GPgrMBu4HarC2lfyQMSYrIl6sk5dXYG2feYsxZr9dz5eAjwMF4DPGmMft9KuBbwFOrMO07rDTF463jdE0NTWxcePGY3I/lFJKKaWUGo2ItEx3H2aSKZv6JSJzgc8AK40xZ2EFE7di7Yl/lzFmCdYpwh+3i3wc6DPGnAbcZedDRJbZ5c4Erga+ax+Y5cQ6efgaYBnwATsv421DKaWUUkopNbNM9RoVF+C3T1sOAO3A5cAa+/p9wHvs1zfwxsm+a4ArRETs9PuNMRljzD5gN9YpxOcBu40xe+2Dvu4HbrDLjLcNpZRSSiml1AwyZYGKMeYg8E3gAFaAEsM6aTdackBaGzDXfj0XaLXL5u38s0rTh5UZLX3WBNoYQkQ+KSIbRWRjV1fXRD6+UkoppZRSahKmbI2KiFRjjWAsBKLAL7CmaQ03uD/ySCMbZoz0kYKssfKP1cbQBGO+B3wPYOXKlbp/s1JKKaWUOqFs2rSp3uVy3Q2cxczd6bcIvJ7P5z+xYsWKzuEXp3Ix/ZXAPmNMF4CI/Aq4EKgSEZc9ojEPOGTnbwPmA232VLFKoLckfVBpmZHSuyfQhlJKKaXUSS+zfz+pZ58j19mBuz5C4MIL8Orupicll8t1d0NDwxl1dXV9DodjRn7xXiwWpaura9nhw4fvBt49/PpURlcHgFUiErDXgVwBbAXWAu+z89wGPGy/fsR+j339D8Y6jfIR4FYR8dq7eS0BXgBeBJaIyEIR8WAtuH/ELjPeNpRSSimlTmqZ/fuJrvklhWQSV6SBQjJJdM0vyezfP91dU1PjrLq6uvhMDVIAHA6Hqauri2GN+rzJlI2oGGOeF5E1WNsD54GXsaZT/Rdwv4h8zU67xy5yD/BjEdmNNcpxq13PFhF5ECvIyQOfNsYUAETkfwCPY+0o9gNjzBa7ri+Mpw2llFJKqZNd6tnncFZW4gyHAY78Tj37nI6qnJwcMzlIGWT3ccTBkyk9R8UY81Xgq8OS92Lt2DU8bxq4eZR6vg58fYT0x4DHRkgfdxtKKaWUUiezXGcHrkjDkDRHKESus2OaeqTU2GbqwhqllFJKKXUMuesjFBOJIWnFRAJ3Xf009UidCtasWRNuamo6a8GCBWd9+ctfbjh6iTdM6YiKUkoppZSaGQIXXkB0zS8BaySlmEhQiMWoeMeV09wzNRNsPxz3rt3eGe6IZ9yRsDd3WXN9vLkhnJlMnfl8ns997nMLHn/88Z2LFi3KveUtbznjpptuiq5YsSJdTnkdUVFKKaWUOgV4m5qoet9NOINB8p0dOINBqt53k65PUWw/HPf+5LmW2mQm72io9GaTmbzjJ8+11G4/HPdOpt6nnnoq2NjYmFm2bFnW5/OZ9773vb1r1qypKre8jqgopZRSSp0ivE1NGpioN1m7vTNcFXDnw353AWDw99rtneHmhvCETz9vbW31zJ07Nzv4ft68ednnn38+VG55HVFRSimllFLqFNYRz7hDPlehNC3kcxU64ulJDWqMdAqIiJS9E5mOqCillFJq2rTEWtjQvoHOVCf1gXpWzV5FY2XjdHdLqVNKJOzNJdJ55+BICkAinXdGwr78ZOpdsGBB9uDBg57B921tbZ45c+bkyi2vIypKKaWUmhYtsRYe2v0QyXySSDBCMp/kod0P0RJrme6uKXVKuay5Ph5N5VzxgZyzaAzxgZwzmsq5Lmuuj0+m3ksuuSS5f/9+3/bt2z3pdFp+9atf1dx0003RcstroKKUUkqpabGhfQNhb5gKTwUiQoWngrA3zIb2DdPdNaVOKc0N4cyfXtDYHfS6iodjaXfQ6yr+6QWN3ZPd9cvtdnPnnXceuPrqq5cuWbLkzPe85z29K1euLGvHL9CpX0oppZQ6DqIdSVq395GMZglWeZjfXE1nqpNIMDIkX8gdoiOpBxAqdbw1N4Qzk1k4P5pbbrkldsstt8QmUlZHVJRSSik1paIdSbY9204uXSBU7SGXLrDt2XZqMg0kckMPIEzkEtQH9ABCpZQGKkoppZSaYq3b+/AG3HgDLkQEb8CFN+BmXux04pk4/dl+jDH0Z/uJZ+Ksmr1quruslJoBNFBRSiml1JRKRrN4/M4haR6/E28mxI2n3UjQFaQj2UHQFeTG027UXb+UUoCuUVFKKaXUFAtWecgOFPAG3njsyA4UCFZ5aKycp4GJUmpEOqKilFJKqSk1v7maTCpHJpXHGEMmlSeTyjG/uXq6u6aUmsE0UFFKKaXUlKqKBDnjwtm4fU4SfVncPidnXDibqkhwurumlJrBdOqXUkoppaZcVSSogYlSp5ibb7656fe//33lrFmz8rt27doy3vI6oqKUUkoppdSprmOLl2fuquO3n5/DM3fV0bHFO9kqP/axj3U/8sgjuyZaXgMVpZRSSimlTmUdW7y8eE8t2YSDijlZsgkHL95TO9lg5ZprrknU1dXlJ1peAxWllFJKKaVOZTt/F8ZfncdXWUAc4Kss4K/Os/N34enslgYqSimllFJKncoS7W68FYUhad6KAv3t07qeXQMVpZRSSimlTmWh2Tky/UNPZc30O6mYPeFpW8eCBipKKaWUUkqdypa+M85An4t0zIkpQjrmZKDPxdJ3xqezW1MaqIhIlYisEZHtIrJNRC4QkRoReUJEdtm/q+28IiLfFpHdIvKaiLytpJ7b7Py7ROS2kvQVIrLZLvNtERE7fdxtKKWUUkopdUqKnJnh3I934wkViR9y4wkVOffj3UTOzEym2ne9610LV69e3bxv3z5vJBI5+6677qodT/mpnnf2LeC/jTHvExEPEAC+DPzeGHOHiHwR+CLwBeAaYIn9cz7wn8D5IlIDfBVYCRhgk4g8Yozps/N8EtgAPAZcDfzWrrPsNqb4HiillFJKKTWzRc7MEDmz61hW+eijj+6bTPkpG1ERkTBwMXAPgDEma4yJAjcA99nZ7gPeY7++AfiRsWwAqkRkNnAV8IQxptcOTp4ArravhY0xzxljDPCjYXWNpw2llFJKKaXUDDKVU78WAV3AvSLysojcLSJBIGKMaQewf9fb+ecCrSXl2+y0sdLbRkhnAm0MISKfFJGNIrKxq+uYBpZKKaWUUkqpMkxloOIC3gb8pzHmHCCJNQVrNDJCmplA+ljKKmOM+Z4xZqUxZmVdXd1RqlRKKaWUUkoda1MZqLQBbcaY5+33a7ACl47B6Vb2786S/PNLys8DDh0lfd4I6UygDaWUUkoppdQMMmWBijHmMNAqIqfbSVcAW4FHgMGdu24DHrZfPwJ82N6ZaxUQs6dtPQ68U0Sq7d273gk8bl/rF5FV9m5fHx5W13jaUEoppZRSSs0gU73r118BP7V3/NoLfBQrOHpQRD4OHAButvM+BlwL7AZSdl6MMb0i8o/Ai3a+fzDG9Nqv/wL4IeDH2u3rt3b6HeNpQymllDrZ7etKsH5PDx2xNJFKH6sXz2JhXWi6u6WUUqMqK1ARkUZgiTHmSRHxAy5jTP/RyhljXsHaVni4K0bIa4BPj1LPD4AfjJC+EThrhPSe8bahlFJKnaz2dSV4YGMbVX43DZU+Euk8D2xs45aV8zRYUUpNmd27d7s/+MEPLuzq6nI7HA5uu+22rq985SudRy9pOWqgIiJ/hnVWSQ2wGGtdx//PCIGAUkoppWae9Xt6qPK7CfvdAEd+r9/To4GKUgqAnb07vc8cfCbcmep01wfqcxfNvSi+tGbppA58dLvd3HnnnW2rV69O9fX1Oc4555xl1157bXzFihXpcsqXs0bl08DbgTiAMWYXb2z3q5RSSp00oh1JNq9rY8PDe9m8ro1oR3K6u3RMdMTShHxDv5sM+Vx0xMp6VlBKneR29u70PrjzwdpkLumIBCLZZC7peHDng7U7e3d6J1NvY2NjbvXq1SmA6urq4uLFiwcOHDjgKbd8OYFKxhiTHXwjIi6Ovg2wUkopNWnHM3CIdiTZ9mw7uXSBULWHXLrAtmfbT4pgJWJP9yqVSOeJVPqmqUdKqZnkmYPPhMOecD7sCRcc4iDsCRfCnnD+mYPPhI9VGzt27PBs3bo1cMkllyTKLVNOoLJORL4M+EXkHcAvgEcn2kmllFKqHMc7cGjd3oc34MYbcCEieAMuvAE3rdv7pqS942n14llEB3LEB3IUjSE+kCM6kGP14lnT3TWl1AzQmep0h9yhQmlayB0qdKY6j8nGW7FYzPHe97538R133NFaU1NTLLdcOYHKF7FOmN8MfApr56y/nVg3lVJKqfIc78AhGc3i8TuHpHn8TpLR7CglThwL60LcsnIeQZ+Lw7E0QZ9LF9IrpY6oD9TnErnEkH8AE7mEsz5Qnx+tTLkymYxcd911i2+++ebe2267LTqeskeNkowxReD7wPdFpAaYZ++epZRSSk2ZZDRLqHroVGaP30mib2oCh2CVh+xAgUK+SN/hJJlUAacLaudVTEl7x9vCupAGJkqpEV0096L4gzsfrAVrJCWRSzjj2bjr6qaruydTb7FY5NZbb21cunRp+vbbb+8Yb/mjjqiIyFMiEraDlFeAe0Xk3ybSWaWUUqpcg4FDqexAgWBV2eswx2V+czWxrhRt2/vIZ4s43ZBJFUjG0ifFOhWllBrN0pqlmfcvfX930B0sdqQ63EF3sPj+pe/vnuyuX0888UTo17/+9az169dXNDc3L2tubl72wAMPVJZbvpx5Z5XGmLiIfAK41xjzVRF5beJdVkoppY5ufnM1255tB6yRlOxAgUwqx6K31k5Je1WRIIFKDwP9OQqFIl6/i7rmCpwuJ63b+6iKBKekXaWUmgmW1izNLK1Z2nUs67zqqqsSxphNEy1fTqDiEpHZwPuBv5loQ0oppdR4VEWCnHHhbFq395HoyxKs8rDorbVTGjCYorDgzBpE5I00Y6ZsuplSSqnRlROo/APwOLDeGPOiiCwCdk1tt5RSSikrWDmeIxmD0828gTf+9ziV082UUkqN7qhrVIwxvzDGnG2M+Uv7/V5jzE1T3zWllFLq+JrfXE0mlSOTymOMIZPKk0nlmN9cPd1dU0qpU85RR1RE5F5GOODRGPOxKemRUkopNU2mY7rZiSrakaR1ex/JqHWf5jdX631SSh1T5Uz9+k3Jax9wI3BoarqjlFJKTa/jPd3sRDR4GKc34CZUbU2X2/ZsO2dcOFvvnVLqmCnnHJVflr4XkZ8DT05Zj5RSSik1o5Uexgkc+a27oymljqVyRlSGWwIsONYdUUopNfX2dSVYv6eHjliaSKWP1YtnjXgIoE7rUWM53odxKqVOTKlUSs4///zmbDYrhUJB3vWud/XdddddZc/MKmeNSj/WGhWxfx8GvjDhHiullJoW+7oSPLCxjSq/m4ZKH4l0ngc2tnHLynlDghWd1qOORndHU+rkk96xw5t4+ulwvqPT7YrU50IXXxz3nX76pA589Pl8Zv369TsqKyuLmUxGzj333NN///vfx6644oqyTtEtZ9evCmNMuOT30uHTwZRSSs186/f0UOV3E/a7cYgQ9tH3vbkAACAASURBVLup8rtZv6dnSL7SaT0igjfgwhtw07q9b5p6rmYa3R1NqZNLescOb9/9D9QWE0mHKxLJFhNJR9/9D9Smd+zwTqZeh8NBZWVlESCbzUo+n5fSc6qOWr6cTCLybhH5pv1z/QT7qpRSahp1xNKEfEMH0kM+Fx2x9JC0ZDSLx+8ckubxO0lGdVqPsgzujub2WdO93D6njrgpdQJLPP102BkO553hcEEcDpzhcMEZDucTTz8dnmzd+Xye5ubmZZFI5C2XXHJJ/PLLLy9rNAXKm/p1B3Au8FM76bMi8nZjzJcm2F+llFLTIGJP9wr73UfSEuk8kUrfkHw6rUeVQ3dHU+rkYU33igz5NsoRChXynR3u0cqUy+VysX379q3d3d3O6667bvGLL77oO/fcc9NHL1neiMq1wDuMMT8wxvwAuBq4bjIdVkopdfytXjyL6ECO+ECOojHEB3JEB3KsXjxrSL6ZOq1nX1eCH29o4ZuP7+DHG1rY15WY1v4opdTJwhWpzxUTiSFD6cVEwumqr88fqzZqa2sLq1ev7n/00Ucryy1T1tQvoKrkddmVK6WUmjkW1oW4ZeU8gj4Xh2Npgj7XmxbSw8yc1jO4EUAynaeh0kfS3ghAgxWllJq80MUXxwvxuKsQjztNsUghHncW4nFX6OKL45Op99ChQ67u7m4nQCKRkKeeeip8xhlnlDWaAuVtT/zPwMsishZr56+LAZ32pZRSJ6CFdaERtyMebqZN6yndCAA48nv9np6yPo9SSqnR+U4/PVN96y3diaefDuc7O9yu+vp8+Npruie761dra6v7Ix/5yMJCoYAxRm644YbeD3zgA7Fyy5dz4OPPReQprHUqAnzBGHO43AZExAlsBA4aY64XkYXA/UAN8BLwIWNMVkS8wI+AFUAPcIsxZr9dx5eAjwMF4DPGmMft9KuBbwFO4G5jzB12+rjbUEopNXXKPb9lNB2xNA3D1tKE7JEhpZRSk+c7/fSM7/TTu45lneeff/7Atm3btk60fLlTvxxAN9AHLBWRi8fRxmeBbSXv/wW4yxizxK7v43b6x4E+Y8xpwF12PkRkGXArcCbW+pjviojTDoC+A1wDLAM+YOcddxtKKaWmzrGYtjW4EUCpkTYCUEopdfI4aqAiIv8C/BH4G+B/2z//q5zKRWQe1sL7u+33AlwOrLGz3Ae8x359g/0e+/oVdv4bgPuNMRljzD5gN3Ce/bPbGLPXGJPFGkG5YYJtKKXUcRXtSLJ5XRsbHt7L5nVtRDvK3q3xhFPu+S1jKXcjAKWUUiePctaovAc43RgzkTlq/w58Hqiw388CosaYwa/F2oC59uu5QCuAMSYvIjE7/1xgQ0mdpWVah6WfP8E2uks7LSKfBD4JsGDBgnF/aKXUqSfakaR1ex/JaJZglYf5zdWjrvE41U5+39m9l5RzG4lELyHXLBYG3kqVb864pm0NbgSwfk8Ph+3pY1edGdH1KUopdRIrJ1DZC7iBcQUq9sGQncaYTSJy6WDyCFnNUa6Nlj7SaNBY+Y/W/hsJxnwP+B7AypUr33RdKaVKlQYeGV+Cba37eWrrADVvdbB62Xk0VjYOyV968jtw5Hfr9r6TLlBpibXQbp7GkQ0Q9taSKSZ5NfY7FnsvZ27l+L4IKncjAKWUUieHUQMVEfkPrIf4FPCKiPyekmDFGPOZo9T9duDdInIt4APCWCMsVSLiskc85gGH7PxtwHygTURcWNsg95akDyotM1J69wTaUEqdBMoa1ejZA3vWQn87VMyGxZfBrMWTavf5ta3s2xMlmU6RdHcQrndQWeEnsT/NQ56HuPG0G4cEK8lollD10MMTPX5rK+CTzYb2DTTX1bPtUJ5MrojXHSKTK7Kz/yVuOeec6e6eUkqpGWysNSobgU3AI8A/As/a7wd/xmSM+ZIxZp4xpglrMfwfjDEfBNYC77Oz3QY8bL9+xH6Pff0Pxhhjp98qIl57N68lwAvAi8ASEVkoIh67jUfsMuNtQyl1ghsc1cilC4SqPeTS1nSqIWs/evYQXfcgm1/3sGHnMja/7iG67kEreJmgzdu62P5qJ4VCkZwniiPvIdnqI5Uq4kkHCHvDbGjfMKTM4MnvpU7Wk987U50sqJ7FysZqPG4n8YEcIU8FCyN5HR1RSik1plFHVIwx9412bZK+ANwvIl8DXgbusdPvAX4sIruxRjlutfuxRUQeBLYCeeDTxpgCgIj8D+BxrO2Jf2CM2TKRNpRSJ77B6VSFfIFDu/rJDORxOh3seOEw57/LGjGJvvQM29qa8AbdhEJFstkA29qaOOOlZ6h6x8RGVV54vh2X343bJeQLWVweHyZvSBwSQsuK+N0hOpIdQ8rMb65m27PtgDWSkh0okEnlWPTW2sndhBmoPlBPIpegtqKC2govAP3ZfoKu6T3lXiml1PGTz+dZvnz5soaGhuzatWt3l1uunDUqk2aMeQp4yn69F2vHruF50sDNo5T/OvD1EdIfAx4bIX3cbSilTmzJaBaH03B4bz9ujwOv30U+V6B1ax+nn5ekKhKkdV8WbyCE12sNpHq9Boyb1n0JqibYbn9fmmCdl2JXBrfxkZccLvFAyoGnMUsil6A+UD+kzODJ763b+0j0WdPUFr219qRbnwKwavYqHtr9EAAhd4hELkE8E+eK+VdMc8+UUkqV6j7Y723Z3BNOxbLuQKUn17h8Vrx2bsWkDnwc9LWvfS1y2mmnDSQSCed4yh2XQEUpdWqb7GF/oyldkxLrSpFOZPH4XLg81r+DgoNA2H1kkXqyMIuQKwn4j9ThcaRI5GpGrfdoO3iJ38m+vgGMFPHnAkgxSs6ZpxgpMBAc/aF8pp38PlUaKxu58bQb2dC+gY5kB/WBeq6Yf8WbNhhQSik1fboP9nu3rDtU6w268sFqbzY7kHduWXeo9sxL5nRPNljZs2eP+/HHH6/80pe+1H7XXXdFxlO27EBFRILGmJN3o3+l1JQYPOyvyu+mwT6074GNbdyyct6kgpXhW/wWcgUO7YpSPTuA0+OgkDXkswUii8Iko9Yi9WDjYrJ7X8QrgMsH+TTZVIbgorNHrXfI1sGuw0MW4rdWn0dXQCgcyuP0uxjwBEllcvidMSqaewi69KEcrGDlVL8HSik1k7Vs7gl7g668N+AuAAz+btncE66dWzGp0+o//elPz//GN77RFovFxjWaAmUEKiJyIdaBjSFggYi8BfiUMeYvx99VpdSpJNqR5A+/3Us4nsUb9lCcEyBcaS0YX7+nZ1KByvAtfqsiAWpmB0j153A6nXgDTmrnV+J0OXBXWP82zl+xhG3RPKT24clFyTqqyNQsY9GKJaPWe2Tr4E27qHI/BP5qCM+BTD/RZ+9lWd276a6op2tPP8VUDr+vmshpjXzu2rMm/NkmYjyjQCdym+Mx0ZG8qRoBVEqpmSoVy7qD1d4hW096/K5Coi/jnky9P//5zytra2vzF110Ueo3v/lNxdFLDFXOiMpdwFVYO2ZhjHlVRC4eb0NKqVPL4MhEvD9LOOyhmC9S2BWHJWFCYXdZh/2N9SA8fIvffE8PValWUj1CjccQnNdE0eUYski9KhLkjCvOoHV7Awm7zkXDHq5H3Tp4yx5YXg2+SivRV0lvIcDixIvQeCu1c6x/f4vGjOsgw2Mh2pFkwx920F5oI0GcUH+Yg4fmsery06cscDjaoZUj/e36HOa4BQATHcmbqhFApZSayQKVnlx2IO8cHEkByA7kncFKT36sckezfv360BNPPFE1d+7cykwm40gmk44bbrhh4cMPP7yvnPJjbU98hDGmdVhSYcSMSillGxyZCIe9ZPJFHB4n4nWQ3dtPfHMflXuSbF7XNnT7YKwH4M3r2lj70+2su38n8e6BEbcbLt3iN9/TQ2rTSzjyWWbXGxyFND0vvI4kY2867b0qEmT5JfNYdcMill8y700P8qNuHezsAe/QL4O8oWqciaE7eiXSeSKVvsndvHF69eU97EhtJedKE/ZWkHOl2ZHayqsvT3zb5aMpHXkSEbwBF96AtR5opK2in3uyhQfX7iOZztNQ6SNpBwD7uhJT0r/1e3qo8rsJ+904RAj73VT53azf0zMl5ZRS6kTWuHxWPJPMuzKpnNMYQyaVc2aSeVfj8lnxydT7ne9852BHR8drBw8e3PzDH/5w76pVq/rLDVKgvBGVVnv6l7HPK/kMsG2iHVZKnZgObOlm23OHSfRlCFV7OeOCBhac+ebtdAe/Sd/5Qgehag/zwx42p6yHUXeuSLYtRTriZdnimiPBR+m38IPf0if60iSjaWKdA9TMCRBpqjzyIFwVCQ7Z4je/ey95d5Cc08/ihjThoFCID+BMb6Eqcvab+jhopCk+o24dvNADmegbIyrA0soiL6ZqrLNBfC4S6TzRgRxXnTmutYKTtudQC76AB5/LCpB8Lh8mYKVfwuiffzLGOrSydXsfxaKhu62fTKqAN+CkNZWhwuck3GjNIgj7rd+TnQI4mo5YmoZhAWPI5zrqaNdEyyml1Imsdm5F5sxL5nS3bO4JJ/oy7mClJ3/ayvpJL6SfrHIClT8HvgXMxTrZ/XfAp6eyU0qpmeXAlm5e+M0+a5pPjYdsKs8Lv7G+ECkNVoZOB/KSHchDaoDlDSFaB7IkDqbwBV2sPG3WkTM1BvqzPP/oPirrAsS6UoSqvBTyRaLtKdw+J7iLtB5MsKcjiX+2nwVVfpYzdIvfaN8AwWo/C2qsh8mdB72k0hF8B6Oc0ZEccfrTvq4E//fpvfQms2TzRXZ29LPlYIxPXbxo5K2DXRfBSz+iN5llZ8xBJtFHjTNFzZkfoLNgPchGKn1cdWbkuE8RSnpihAphKJlJ7Cn4SHhik6p3rLUagyNPg2t44I1DK3sPJoh1DeD2uvAGnRSyhoHOAfw13iH1T2UAELGnbQ0GRFDeaNdEyyml1Imudm5FZrIL58dy/fXX919//fX94ylz1EDFGNMNfHDCvVJKndAy+/fz6s9fR1I5HCEP1NXhC1oP/tueOzwkUCmdDlQzO0D7njgiYOJZzpkfZu/hDAvOrEYMHNzZR39fmnQih8fnYu7SKtp3tJM51IsU03hMkGw2SF9OcBnwhTzkutK8boqc3pVgYV3oyBa/fQehkOwmSRV72n3ki1misV6SRTev/2IHq66Yz/Iz6oZ8rl+/cpD93UkqAx4q/W7S+SL7u5P8+pWDfO4dI63tWExr001s/eOjzCr2IqEIm0NXcqA7zC0rp3exdc1iL/2b8/jEjSvVj/tAlEJ/jrqGbjL79+Ntahp3nUdbqzHWoZWHdkURh+DyWLOLXR7B63aQGzalrtwAILN/P6lnnyPX2YG7PkLgwguO+plWL57FAxvbAMY12jXRckoppY69cnb9ug/4rDEmar+vBu40xnxsqjunlDp+Rlr87B/oIrrmlyQHmgkGPJh8nmxLC57GRjwBP4neoSPCpdOBAmEvsxeH6W1PkejLMGeJk/nLqsmli/QcSuL2OChki1A0ZNMFBjo6CGYPkMFHfzpERSBNsi+Ly7ghm6IY6wNnJd4GN+v31A0JDAIXXkB0zS85lK0gV8zQ0d2Hr5DFefpiUg54fG0LoVr/kTItsRaeaH2Ioi9G3jGLanMWQXcDJuDm0J7XofKZI1sQs/gymGWdWr9mv5dtjqvImiLhgpvTPEGqXM4JTV+KdiR55cXD7DoQIyGG6kVhLnnb7AkFPKuXncdDqf/Cu8uPZ3s/xpdGattpDs4huuaXVL3vpnEHK6VrNeDNU7XGOrTS43eRSebIZws43Q4KuSLVfg8H87lxT5PL7N9PdM0vcVZW4oo0UEgkyvpMC+tC3LJyHuv39IxrtGui5Y6Fmb6LmlJKHW/lTP06ezBIATDG9InIOVPYJ6XUcTbaDk5zel4iWFlJMA65vOB1Ww+r+a4uinVzCVUPncozfDpQIOzF6XIyZ0kVyy+ZR7QjydP370QcgtPjIJcuIA4hWO2lb98BqmuKtHe7KRYFp8tFoRhFUi7yzjQZZwFHcTuhTS9yyJ2FVW+cy+FtaqLqfTeR+elr9He14/QHSM87nUJlFX5jkFjuyAN2S6yFe197gN6BBJgAKXeMuG8tje7LiGTSnJ98HLLLjmxBzEs/grd9mH3FCM/s7KY27KXSZ43AbGzp420LqkhkxrcpSrQjyXNPtrC1J4nP7yKMg9T2GA/G0rz/soXjfihurGzkxpXXsfO1bzNQ1Yu/upZFlUup8c+iEI+Teva5cQcq5azVGO3Qytp5ITxeJ8lYhsxAHq/fxbyFlUR8Dlp945sml3r2OZyVlTjDYYAjv8v5TAvrQhMKMCZabjKOtouaUkpNQLFYLIrD4TDT3ZGxFItFAYojXSsnUHGISLUxpg9ARGrKLKeUOkGMdnbIoVfSnN4cYlEkw2v7A0ARt8NFJpHFBHO85fJ5Q+qprPXx8pOtFAsQCLsIVftwOGTI9sCVdX7SqRyZZAG3z4k36KbgFrrbU8QYAKfgDwQZSLvJZ/vJOfaR8wVxmgBp9y7S6RShnb8Fbh3StrepiVmrXbz82mEqw15ErHSTK+INu+mwH7B/s+sp9nQUqfaG6RvIUsz7iCcMbb6XOS+eoLKmbsgWxADsWcv64juoDXtxIIgIfrd1NsvW9n4uWjp0Wlk59/tgKos/4MbvserxChArTHhxeWNlI36Zj+v0cxGHA5JdsH89joEouZQDrjrvyMhQOSazVmN+czXbetPUzqsYMi3srec2cOk4H7pznR24Ig1D0hyhELnOjlFKnJhGPb/H3jxCKaUm4PWurq5ldXV1sZkarBSLRenq6qoEXh/pejkBx53AsyKyxn5/M/D1Y9Q/pdQMMHwHp1Q8Q297iuhAHeyLM6ehyNlNKfZ2eEkmweVxElsc5MG2HiL9SVYvnkV1UTi4M0rt3BCJaIaB/iyZZJ7TVtTRur2PDX84wMFMjng0TUXQw5LFYRpMBTtf7aa7d4BAPkQw6sB4DKGGPSyfU8kTj26j6KkCCuTdWzGOJFmPj9r+9hE/x/zmakKbOxlI5vAHXZhcEZMpkq33HnnAfqW9lUpPNaE6Q76jSLpQhIKXaK6Xxd40y5rOGFqpt4KW3h2sSyXJBProjvmpK55FtXcOGEN3IsPqxbPGfb/78wUqA2/cc3E78CTzRwKqiXDXRygkEjidGTjwHLgDFI0Pd4WBl35Ey9Ir2TBwiM5UJ/WBelbNXjXqifGTWasx1rSwCX8meyQFoJhI4K6rH3ddg2bigY5j7aKmlFITkc/nP3H48OG7Dx8+fBZlHkkyDYrA6/l8/hMjXSxnMf2PRGQjcDkgwHuNMVuPbR+VUtOpdMpWKp45sgi+Ym4N2Y5udrcEWLygwAXz2+k93M3jC87DXeulwX6AfWBjG6sKbsL2N8JVkQAA0c4Uuzd1EZgfZEtfEh8OAnnI9GXYONDDWZEKooksLgQTDOIsxhADPqeDvkQr+YoXCJhKYt4guYIBcgTzCeLFLE/c9T9pyoapnb/0yOLqqkiQVVfM5/G1LUgshzfsJlvvJe4WrrGDCZOvAE+akCvEaZEQXf1Z+nP9OM0sljdVUOvOAv4j96alv42Hsl14PRF8hTrc1QkOJ58hM3Ahla45XLykdshDbkushQ3tG8YMBoJVHio6naRzhSMjKiZXJOt2TGp3qcG1OvTvwOH2U8wJhWSGikuX0+JM8NBrPyC88CIiwQiJXIKHdj/EjafdOGKwMtm1GqNNC5vwZ8IaSSkmEhRiMSreceWE6pupBzqOtYuaUkpNxIoVKzqBd093PyZDjBl5JEhEwsaYuD3V602MMb1T2rMZYuXKlWbjxo3T3Q2ljhjt2+CJLsRtibWwfusL9L5SJFThp7I/gjvvBQMNiyvx5PpJ7NiHYyBO81IXTwQa6a2KDJkSFB/I4dwa44Kz6hF7zlXPQC/bX28l05+juz5B2DGPGn8NxWyBZCrLoXSeUE+WoghVc/xUVPlxxbpxHO6BQh5PdT+x2QdxPP8MUhFkwCsko93U9GQIeyoILVpK0lPkrf6lFKMFXll+MQf8s4hU+miq9rO/b2DEb8y/te5ZXup9nLA3jNcRJFNMEs/EeVvNVXz2rIi1JsVfDd4Kol0Zfr2rl6hzNl2ufra5d0HYUOWtxWRryMcuYEF1gOY5YVYvnoXD08NDm39AON5BKDtAwuMnHo5w4/KPDQkGhq9R8SFkUnn6Z3sntEalVGb/flL3foVc2oW7uoLAWY14G2p4oOdlkgM9VCx7z5G8/dl+gq4gtzTfMuH2jocju351deKuqy9r16/R/HhDC8lhU9riAzmCPhcfWjXy6NLxULpGpXS6nK5RUerUIiKbjDErp7sfM8VYIyo/A64HNgGl0YzY7xdNYb+UUiMY/m3wgZ4kf7flMAs9HubHDAvnhKiVATqfbmH7wwXCYRf1Zzey8O2LR3zYaYm18NDuhwjmawj5qxk4AP29PUTmVrFo6WwCYQ8wi8oLakj0ZYlf6uR3f/g1jv5+KtKzWBh4KzXeuYR8LrrEHPlGuGegl5c7X8admIWvwkUqmyHt2k4+tZSeqJtiRx/h/pepKTZQ9Ds51BFBJIIn6sME51LIFvHWBJnnXsHW8wsE975OsaOTXKWLQo0Xf+1i3OEqfIU0mwcOkY/V4311Iw1X3UAineePe3tH/Yb83cvOJvXoASp3rcUf72UgXENsyWW8e/XZMCsEb/sw7FlL9FAf29oW0uWGWLafit5aVqXncbiqjV2V24m7+rgq8k4W1AaJd6b45Utd+Is78Ocd+OeEkCofjmSC5J5X+ebBezmv8aNHAqaqSJALrmzEb+/6FZci1c2VXDPBXb9KeZua8F53CWQTQw6n7Ez3EvENnaIWcofoSE5srcdIATMwJVOqvE1NEw5MhpupBzoey+lySil1shg1UDHGXC/WV6OXGGMOHMc+KaVGUbplbHcizfbDCZwiFDvSZANetu1u47TOVlJSg9PrJZPJEd/4KpvjOZZf0/ymh54N7RsIpmpw7qxBfIbgEkNyb55oMg68sYA5O1Ag403w0O4/4PUUkEI12WKKV2O/4y2V78RVrKd6UZhMKgfA3thefIUA4nLiqMgzq8/g29uFI9HOnEI9/kw/ve40UQ80iDC3bRedSQdOXxCHAzweJ2fNDVPhdOI3N7Nl+Wwe2/sb3A437/59kgOFLkxvFxgXnXFDKFdHQ/wwfckMtSHfkXs10kOyOfwab936OAeKaeIV1TRSz5UH9zMn2Q11IWvB+azFtK5rw+srkN71W4K9dTg9gvFnmZ2pR3qF9tmtNNWFyMeyeFoHMOKgZ2A38z0VDLQ1UCzsozXbj58QofxOksOmGFVFglx6/WIunYr/UBZfZo0MAXgrINNPfVFo80Y4uLeX/oEcFX43s6uK+F1hfryhZVzBxUjTp773zF6MgaZZwRk1pWq40k0CejMH2Zd6hZ6BLmp8tbTEfKOu2TkejtV0OaWUOlmMuUbFGGNE5CFgxXHqj1KnlPFM19rXleDJrYcRhLDfTSKTI+Bx4nU5MKkMIU+Oiq0v0meq8AVjuCsC5Jx+3JIju+k5tu3bQvPpbgIXXkBHMsS25w7T2RrAbSqR+gKuSmtnQFNToG9fij++eJhQU4imsI+gOGhr2EHYG+asBg8bW/oIiB+vA7bFNhHOXUx9hZdnCzki+9voje5llj+FY24R09lIY1svh9KGtNdDbe8A1b2vk6+ooCa5mbynCUchS40rRtwXwFkQcgFr3YbH7yR9OE+2LsuSmiWkcinaA9vxRgfwhGvpTSVIF/LMNr3EA3Vs3B9lZVMVNUEvO7r38sD2oWtFiB7gpZ/9E8F8lkXhSjKBAGlnBw7fkjdtdzu4uDmYqPp/7L1ZrCTXeef5Oyf2yP3ut27tVWSxyCqKpEiKFGVbEmXL27Qsu233Q3uZ9sCeQT90A4NBNwYzGGBmHvpheoCGZ0G7x+q20QO03ZbpljyWJVNLcxP3nVWs/dbd8y65RkTGds6Zh1tFqahiqShTFGXmD0jczBMRJyIrMwvxne/7f39GdkZpgcTC5JKRTJnv797QqrUEO4uoby/TaHdRjYTNZsDasqE7t8mkCFkov9eH5Hqf73uWjZg88lZm6HLnDE8z4kV/khfXTjHnH2Im3MswG3DhYpd9zk9xx3T5roKL63ms7MQ5GLhzb/OtsRu93x8VV5sE9PI1zmffQOoQqZvsaYkbanbGjBkzZsz7z810/XpaCHGfMea5H/rVjBnzIeLd+CZcXcH2HAsvVlS2R5SdlGrTpVMRuHGPdHGJMIpI6/MEuiTvDrArOeWwjTCadP4AKm7z5r/7KmfkHQStKl7DotgAddlBOIasknMx7lKZCGmOBPmg4OUk57OfOkBntMGsM0uuOvjVRS73dzAqYL6j2X+xjR9vk3gz9H2PYSPFmRwy1xoRvvY6A/tOCiuk0Cle9w0ohtzaSdieu5tYekhZJUwzcpWjZ2v0teHLr65z22SFzLtI3atzfOI4X7n4FfStVe5/PmKnu4PlVZjM6+h0ifZ9DxO6Fue3YvaoNuvmMQ6V+74jHH/tC7jtU9wyKMgbNbpRgu72GFTneK25ykP6WtHyVXFzlQbKHjDIE3SukI7EdavUit2Wy2z1qC2dIndcrEqNbtqluTIimZpiYz7ngu5zh71rPfX2EqOrwcmZ9QGLOwm3z9XYP1V5b7IRk0e4bNs8cj6i7tUplnPmgho9dRmyghn/IKPecTI1+Y6mju/E9cqnskIhENeMfRBKqt7O1SYBv//8Nyhzn8lKnaN7K0zVPIb5kKfXnx4HKmPGfMgYm61+cLmZQOVTwH8thFgEYq5oVIwxd/4wL2zMmL/r3Mg3oSvNNavrO8OUZuBwohawcaGD8CyUJ+j2c9wOzA8WKZ0aXVmlyEoyGkhp0ehsEXgBrucQ+hqrXuf8WZ9MRShjE1p1OrKHhUV258bV/QAAIABJREFU2abrj2hldZrBNPaUR3jPFL2tiH/90jJpoFHydZS9xkRY5fjsLINzFzj07CKb7hye8yCTaYw/HNCx62xcmOHywTe5vX+JnXCZ2JuhyQm8QOOkNp2JO0mlh866+MbgWCH26pD1jo89N48JGuRJyfPOOe5L9zJdr9HyW8RzKc/eXbLvjQ4nuoa4Al/ZN8PmyKeiE2wpUTzKR/xVahcugd+gNn0MBm2eVUP216oMOyN06OA4UEn7LK8qlm45wJPf+L8wz73CRGRozd1LXPkogV1nrdvDs+q4lsOg2sfkNqXTYjAqaHWWSa2AXErcSoX6KCbHoT7oEGrBQWpcqM5wB9f6kHx3+VQ/LbCl4M32kKpvM1W7cfnazfL0+tPUvTo1t0aUtpkN99LUTVwZ8tHWL/C1tQ0ypa455maCi+t5rHiOda2akZv3XbnK+9U2+NB0lUOzigcqh95q/gB/O83OmDFjfjwZm61+sLmZQOXnfuhXMWbMh5Dr+SbIpMfyty+Q/8eXqE9P43/kXna8WR47t81P3TpFvacQ0wGbWYmvLNppyrTvYm0oFvUaE06Dhh2gjUQrxZAakZ7E1iW19dMUq+t0k0/jmwFWq4LApSprjNIMlYO2LCpOk2Qo6Pc3qb7xLZr9Ndx6i8ZPHecR8zylgrrTYCfeZuHVZYauxHFvQZucnuzTcgKmezFv7MlpdfaxHZyluT1iKu5SiV/BtUOEP48qM9IUwjKjlcckNQlFgetJ6qvL9A/bVI/PE2Y13mhv8gl1kMOrH4WhodSrZHsukKzFiJ0BD48Snmm+zAv1OzhmbzLfeJlZZw6cKpQpLD1NtRghhM2bCx5H2hG5gIEU2GkPoWz+PDrFp76WIxsNOmGFlctb1NQbJMFeWsUsqTNgUOvguj4HiluRB6ep+Db2cIkiPMpCzaKdSbxwH64o2ZM8zcDMM6weZigNg1FxjQ/JNeVT2xe5f/QCtWKL4c4UxW2foTpzCxv99G+10reZbDJb2T1fLXDICoXnVBiWOwC4tuRtSZCbCi6u57EyWXExZreD1rv1XYH3v23wTDhDVETU3NpbY1ERMRP+4P4sY8aM+fFjbLb6weYdzV+EEL4Q4p8C/x3ws8CqMeby1cf7doVjxvwd5Wpp0VXKnR36z71KFPURM7NUVM7U41+lsbrOrZFg/Yk27Td7rO0kYGBvK6QVeiRGE9k17KxLbEuGegA6wTY5GsiAzNg0B2+wOmiii5RSSESyg0VBGPr4wqdaDWlYs/RSSWGnzHUvopIaHfcWQrWHiSc2ub09T8WustzvsBF1mE9CssDGMlWEKBDCYiAzRJojrJKFcg/Sq3PrqkWjsMjCkjwvSZ0GRijqQlGlpOdVKIWhtD1ip0uvvMxxdQa74XKsfg/Jdkb/FcFkPofpCqprt3Dk0mcZRnNsVG0m0gq/fPkb3JJ3+CnndSgqRNICBNgBuCFRMeSk22KpDqfvbNIz4A8jBp7L14/txX99k9HZLfSrHdSlSSzlUbhbuMkawWyNydn9HNGHObamOHz5FVpPvsjhszvsPXgbd05nNCoWtmlibGg2u3jHDzNz8mFGQYgqa1R8+5qb7nY/perbFJtn+fjwr3BUzMCZQZYJE+f+lOHym0whOf3UOkWqqLZcinR3pa/Xjm/qO3b1Zhzg6HSFpFAMsiFVazcbNFFxmay4DEYF2nwnmPp+BpZXy6cqV7IvFd/md3/iML/3k4evGXs3QcZ3B25S7OqwmoHDExd2bur4d8sD8w8wyAYM8yHGGIb5kEE22NUyjRkz5kND3MtxA+uaMTewiHtjs9UPAjfKqPwRUACPs5tVuR34J+/HRY0Z82Fg320tTj+167DuBhbRmUuUTkjBFnXXQrlVstJDv7xGc34/r6c5FRxaMXRFwWKS41qChuWyPTHFdCdBGgvtVEkMhCJny63SSgf4CDbl7aTMIUxJbOqITBHIAdppUZaa4/fN8FI/YbCtuWP1HCFDjFxgQi+Tijql0+DIpQOoWU3sCJbKZ8lbUI83KUVENavSiiFIMzJPMj9qkoRdpgYjTs3N4WZVLHsP6cxecrtBmHXYqYTM9NtgWxglGPoO2hgak02aowEbgGtmubv4BDZ9io7FlPFxsxGFcNH2Q7RyTWmluN6QTwwusX9qwCiaYaAHAFSlSyQEA8vm8840ByzB14NNVu8umSg9zmY/g0lf5+7VDqNaSK9ygDCPqW2lDKdD6ipmI7CoFRH7Nr5O4k2xY8/jkSHOvored4jNSyMO7+kyebTk9csvY48g+smP4Xk5t8xZfP7oL32P7uFq+VRr5XG03yTKPYQ24NaILQd/9XEOBkfxQvsHXul7YP4BHjn/CACT1SrH99i8uZUQqnup+Da/95O7XeZ/EFPHQ9PV6+73g2Y/3u+2wQcaB/j80c/z9PrTtOM2M+EMD+97eKxPGTPmQ8bYbPWDzY0ClduNMScBhBB/CDz7biYWQuwD/pjdHqca+ANjzL+6YiD5J8BBYBH4NWNM90or5H8F/DyQAL9tjHnxyly/BfwPV6b+X40xf3Rl/KPAv2PXRvqvgH9ypVPZuz7HmDHvlndbkrP54lkufeMN4m5KpeVz6NN3cPzjC2/5JuSDCKtShXSC9rbGkYI097GKjCgpmal7KCFRnYJ6ChN7ArbWY6qZprRqXNj7aQ4Mu1SNpJCaneoMRjuMqBKqLrE+iG2PoAIQkxZVjFZ4k5Lp/VWqrQDdS7ijnjF5bpsd9zjK2Dj2BBXVZmfQJugX7PtagW6tI27xeO2Aw30vWRh1nlp6N0a5FFKRVwIW1iTrBy6RJC1WmtNUxCG0SCiKCLusYDl7mRCr1FWXQofETpP5zZepqpRBtcljE7Oce3WVQ57HyV6IilyqlsC1DVm6Cp7FULm48jABr5A6DURnh7NzVaoi5X7nVs6YddplxAwWD+/5KQ7c/suEr/w18fMRRXiQx8oTdJnj3qVniGsuAoGxaoz0kEJp9HpEvHCATl5QW1mjrFTpZRMUpmTfdAXLlMioS/2u42ytLHJo0OfE/vt57aBgpaGYsSvc1ryNp9ef5ksXvnSNU/3V8qmZeIM8nKch9VtaFePWOEgHXwnc+veu9EXd66z07VyAC9+E4TrU5uHIpzgweeSam/F9zRl+9fjPv3UzftVI8bObbZyZWcJjD+L9iDp0XU/38m41Lu+WA40D48BkzJgPOW9fNLxqtnr4rqkf8ZWNgRsHKsXVJ8aY8rsFhzdJCfy3xpgXhRA14AUhxN8Avw183RjzL4QQ/xz458A/Yzdrc8uVx8eA/xv42JWg438C7mVXqvmCEOJLxpjulX1+F3ia3UDlZ4GvXJnzps/xbt/YmA8fbw9KGlM+q2d7eKFD5kecXl7kW6dGTNwl+cTt93+PC/npvznD4nPL+J5FqxmSJzmv/unz3PlrMFuD00+eZm3Lwt7YBtUhMxNECApZkkuLcitldl+VmZkKZatAb+WIHPIc/CmPgVHkZY01WWNOSRwjqOQChUZZNoVdQQpDWcspEgcjCxxrGysIGMgOuUrYen4LqxLQiFeJgyNgPAJ6pNqi1HNM9C6gUFTSOjOvPc6hc3M8c8vtLE5+gmOXl7HjsyTVaYbN/WSOiy5fpbuUshW4NFWNwhpSFg6gcDiPYxpkzX20HZu5lQs0o1fZED5+AdMb23xp7jZ6WyNsrZDVkKLIkFlMf6QIhaHISkChtYejRpwezdKrCp6pKG51zrC+ssXnFk7y640QRl24/Zdh8gjTn/7HrKkznNoY8vpKHyhp9QPOTQTcujFEj7qMhEMoS5qFS3vPfqQy2GmXTugCDoemLKq+jdEWajigumeaKGgw87nPMwMcvfLZXzXUrHv173Qfu9IC99D0AX793r08c2kOnQ4IgyYHpkKqnoMe9RD+3ptf6du5sOubErSgvgey4e7re36TA5NHrnszni0u0vuzL2K0otxok7z0EsNHH6X1O/+I2kMPvce/oHfm6m9rei2h3Y3ReyvUZ8Lv0bi85U5/Nai6SXf690ugP2bMmB9PxmarH2xuFKh8RAgxuPJcAMGV11e7ftVvNLExZh1Yv/J8KIQ4DSwAn4O3PM7+CPgWu0HE54A/NsYYdlsiN4UQ81f2/RtjTAfgSrDzs0KIbwF1Y8y3r4z/MfBL7AYq7+ocV651zJjrcr2OIC89uszUREHUfYOXo0sEdpWqt49oUfCIu3sj2kinOPPsBsunumTtLRxHAiVbKxmVfIVMJfzNv7mM7VYRzjy2p1FbESNvAaUjbJ1hS8mg4pAbQ7edYHyJ3upS2V4hyEbMVBukYoGDkxO0Ki7LS0N0bHCvdl+SEmEMGR5Ve5M8BeV2qZiAopBsDGz6YYfSM/hkhJ2ETuQiHIGIM1KrRkGCX0SU9gwi38EtR/RqhzD2ndy9rHj8IAz8CoPwo9R7K9TTmMxz2LFuo6JO8407hvzihTpJUYLl4CpFU+UsTQ+ZLoccO/NFqv0YqQsCB9YrVVLf5TOn/5rF1KE3scCOn1LPErRlkQub0p2hkmzTokNMwauj/agy5dW7FEU4RxF+jO3oLH9w8XE+2/wo99z7a+ybPPLWZ/q5uxZoP34R15Y4UhCFCxSJzZmZLeaj8zjeXShlsz5lsSQu4ugKspXw8L4GF4YepRKAwWQZVq3+PcHD1Zvj/7z+F3iu4sScS80Vbwm3r7bAPTRdZfu+X2D9sf+HKIFNXQe3T6gjFh78VWr1m1zpu/DN3SDlqhP91b8XvrnrqXIdkqe+jdGK7Ow5ZBBgT8+g+n06f/gF3IWF98wJ/kZ8929r70IN27O4tBTRzhUze2tvlaFdDaqsRgN7dg4VRfT+7Is0//6v3PA632+B/pgxY348GZutfnC5kTO99U7b3i1CiIPA3cAzwOzVwMAYsy6EuNpiZQFY/q7DVq6M3Wh85Trj/ADnuCZQEUL8LruZGvbv3//u3uyYv3O8vSNIJAZs9JZZ6qzSaa3QcAJ8wMQXcMtbcbw6T5x6lj0X7qB9aYgqFKNMkhtBMNxElQUJEl8PMNlhzPSQgUpxkz44oBDYuJQyo3ChQkpiWdjRCPe5U8yPItxikZXWPajhAO+Nbc7OHEY3WhyueEhHMxyVWBocQAvBsJT0aTJpIqb9NolUdPMJYpXSs3OatmbbdEj9nP3RHurCwfEldiER2qKUdbTrosnQyWsY7xAQ42aSE9uCyZGAUUxUOUGRbUDWZ48SbNQeILYuc2HC51h/SDXfJnIbxPWDBOkETizZbvw0/bCNE5+mNWwz2x+x3DJoJ0KKbeY3VylEwNT0AbY6k5RKg/TxJ0DEFYp8wJY3w+u3x/h7J9jn1Vga5hj7bnrZkAtxhen/POL39CY/cWz3v4JD01Vmah57mwFLnYSXpm7h4UsdEucWTldsDlYyRGHYaU3SyDboe6f5drDNxMv7mD5wL3Exjx5l5HHE0uwc/RfWqLQ8VteG+DWXZ5KExkyItIcI1eL5y13uPdBiquZd0wL30lbE17frNA78ChObT+EkGywVU5x46DfYd8tuB/irK30rq0NWs4JeVXL+0jafkOY7N9vD9d1Mynfj1XbHr/D4mU3+5IUV1vsj5hsBv336EnPxDjIIkP5ueZXVaFBubZE89W3WKlM/9EzE239b89MVJioejm9x8oG9b+2XPPVtrEYDq767Pnb179tNOt/O9Ywpr46PA5UxY8aM+eBzM+2J/1YIIarAF4F/aowZ3KCE7HobzA8wfsPLuZljjDF/APwBwL333vv95hzzd4R3KhHprEYMOinDnZRCFfS9LawsxU7nsEubgZUx8kc4xkbmF/HTBeLXSsJhSp6WaG0otaAoLEqrhadWAQ9vUJLXFP5Km9FME5Icy2iEm1NaPn1XI0SBk/eYsGfx8pKgdDDlNhpBNVX0vSkSWbCn12Gx2oRUo31Jregxq7bwiUiMyyr76JUVlmyf54ppGo7FZLpDrzZkmEVEZgeJzUiB1CEjp4+yBEqGYHz80sHOXEz2BKLsQVjBKgaMtE+9vUJqWeBOY4SgmXSIXBcpMoxtuCW3KWaeI9IfheEEDgs4qQ14SNNlFExRiozY/xhB/iRu2qGRJ6xUAmJ7iNZVrP4Gz7kuU84IlVcwWtL1DAvTa7yw8A841x6S1/+KE1NTLO4kTO702HtumYnRCMcrCXWfN5/QzByfY6LiYsqShW3Ye+/9rB/ey5dfsXjGe4g7Ns4wN1hh21vhzG0KK0hpmiYeNWw/5Jy7xmhzmf1hRseZ41T1ENKuEHqG3MAb3Rh7J6amIGwG1JxJcp0QioDzWzFTNe+aFrjPPfkqx195nlrUIzEp3WKEyk/z0vYOk37J4ZMfpzlboSsNLycRc4Med5x9DZ7c4plKA/3Ln+XIPbfvalKy4XcyKbD7ujoH7AYp//LRczQDh4VmwGBU8rUtzc/vrDN1YOGtQ0yWYU9OsrW4yp+/D5mI67Xovp4Gp9hsY8/OXTMmq1WKzRt7nrzfAv0xY8aMGfPe8kMNVIQQDrtByv9rjPnzK8Ptq+VWV0q7Nq+MrwD7vuvwvcDalfFPvm38W1fG915n/x/kHGM+5LxTicgvHJxkeyUi7ue4gc2oTLC6FUhdjGOwhCEvJG48hyNtjL/F5a9r9m/WGdAmzQS2JbCFIgcKp4bMfdwiRVkhfnwZhaG6eoGoegB0gZtGFJ7L9KjEylYovT2I3mXseJGqNuQTR+grQTmK8ayAgR3ilxY66jMQBXm6wV6tGKQLDMwcGEELBSSclz6htom1pu92KYocbfcJsCmUxNGKRCZoJI5QVLHQoiCRmhoar/IQgX4TncaU2kMbTWx5WOTkQRUv74PM8EzOYrOB1IrpwuVicJE7OhLL+zwIAcbg5RFG2BSWRLh13HSVYe0408ljhIVhpeWRiPM41iewswGr7hqDVFHDxvcKauQspiG5Uiw0PV4bhDx/+jXu2lnmrnMbbIaCwpYcXlRIlbLSOMD6Y2/SD3Lax2ZIMofWo5fZ89O/xvE9dfLpKpf2VBG9JlZ+hNlkh23Oc7nSYzKzqEuf03XF4QmX12//ewA4aYm3GKNLjeNaiFzx5saApmMzeHaN080ZUv9pml6dmlNlmDsMsgEP73uY4ZNPMvtv/w88qcksg99fYc71WD+6n2gw5PQf/z78Jhw++XGeuLDD3GCTA89+HVWpoWZmqQ4GXP73/4G9E/8I78indjUpsJtJyYa7upzj/wUAf/LC7ne7Ge4GBc3QZfPonWwsvUKr38dqNDBZhhmNcPbu5aIK3pdMxM1qcJyZWVQUvZVJAdBRhDN9refJ23Us+8MDdLzZ91WgP2bMmDFj3jve0Uflb8uVDlt/CJw2xvzv37XpS8BvXXn+W8B/+q7x3xS7PAD0r5RvfRX4GSFESwjRAn4G+OqVbUMhxANXzvWbb5vr3ZxjzIec//TyKq+tdvniiyv80VOLPLu4g1aaZ59Zx3IE0trVJBSmAC1ASHAS3FGdWjyHm9UxWpP5Oc2ujxgJykIgJWS5oCxLDAKDRRYeQEkfb3gOf3iZqHqUYfUwqBKMDbZHdfA6rZ03EWISUcbUBqcJ821M2aNMSspSosoIJ17FpsTYAfNpSUfHzMYNRmrXX6VUDlo7mDJjgh7CwLM642xviYnli3xsqcMn3+hy9ytb3Lo0ZGZgo7SglkzSGO1FqAqFcRHGBmmhrYCkfgLtTeB7ARN6hMOIUOe4qqQwMds1i9QzKEuQ+jb9YJM7L7Uw3n1oy6GQCRKNQ4KlS4wMybwF0uAWBo0TjIJplloOg2oJxsFSCXFwhNnecVrJPJG/xbJ/jpEasZPcw3Az4c12zK1McVieYWFji7WKZhRoDuzEZK7DMEw4snOaFTFk6NlMbqUEUz6LcoXy+UeZCGyWl/rIpU0c5VMGGlsJ9nTuoRJPkngJ0jV4ukbWXePs+uA7PiidlHInI78cUW6MyIYl/bxAxYraesH9Tyge+MrLLHzrKQantvn80c8z1zV0/vALOK5NWpvA7KzhxCWRktjL2+hKDdmoc+HRLwJXMgMXXgOtkRfPUTz+LTqvvs4rS12+/IW/4JKehXt+E9zqbrmXW919fUWfst4fUQ+uXZfSC3v5+smfBqWI15dZHq3zRn3Im/2zvDI/SdW/dv+qb9N+jzMR+25rkSUFWVJijCFLSrKkYN9trWv2Cz/+IKrfRw0GGK1RgwGq3yf8+INv7XNVx6LieFfHEsfc9dpjFJcvv2ufmDFjxowZ88Hgh5lReQj4DeA1IcTLV8b+e+BfAH8qhPgdYAn41Svb/ordtsHn2W0d/F8CGGM6Qoj/BXjuyn7/81VhPfDf8J32xF+58uDdnmPMh4N3Ku26tBXxtTc2GBWawLXAwKWtmM1ByvFtw14sXMeiqg2OcVAYsAVkPlKkoCwMGpOFpP0FmiYHOycrQ5AlBoPC280k6Ay7iEFCb+pevDLFzZbJvAkkNUpLMLH5FWY6pwBI3V/EoiQO50CGCJVS2i6O0jTSAVg+Jk9YDwZEro2DQEuBKUP80kaLBMhQ5FRGXVpM8GDc4YFzjxAUI1zLozt9AN+uUtkp2NN3GFYEqavQKAyCUHk4yqBlQuZk2NpDijp2vIqfJdStBkpnTK9+g6h5G6ltUwpDoEuWWg59t8Pd+cfI3RoQYeGihUspfIRWKK+BnfdAFwgD7bmPsx6+iGskE8XdOLrHqUbEtD6MU4BrRqQ4nLUbBFHAgaWc6SmXO+iQugfxslfpV8HRNvWRInUVEQF+vo12ZomxqcYpk2EV5g2Dyy/zWNvisKihKhFK1tFFjdzbxjIRBzf3URs+wd4oYtqfoDvT5KXlHpNVl8VFONYvcWyBdC0GvZR9RrAZKUQx4P7FJ4nckI5zgoVSU/vLNuXRmOTNV1BRRCsv6LY3II5IPQ83Thlpw/qwRylSKhvn+D+f/yNObU0z/fLrTA226WMT4+CUOXviZfqnSv7g8Yv87k8c5tD9/9V1v/vzjd1yr6sZFYDBqKT6kXtRJ0/w2v/3b6kPS5zpSdZun+NcdgYzWGD/d3UL+2FkIm6224538CDNv/8r38mWTM9Q++nPXKNPuZ6OZQL42WyJp/0j79onZsyYMWPG/Oj5oQUqxpgnuL4mBODh6+xvgH/8DnN9AfjCdcafB05cZ3zn3Z5jzI8fN2o7+vYSkM5tH+E/tiXNwMGW8PjZLR55cYWfvGUKA2gEtiVxLYu0VHTzNVb1m4RMUI/mmMoFhVI06x6b0kKlPtpYJG6BLxwsA0JZNIcek8UWqUrJ7D1oywAW0oDUI6xiiFtkeHlMEsxSqh1a0QpuOsDLDWvhPP3JObx8h27rFuLKUbRTR6gdqqMhBo/Mr+PnHTxV0G4cYuTkNDJF4hqE7bPj95jtT6NFjJY5lhYgHRK7ZCYd0hwuY5w+tklwCtiz3MYip73nQbpNhyDrgYlQ7jyusrCwsdQIIxTKrlMgKWWBUXupL34RNxa7GRdlE5bbxPVbWZyf5Nx8xGtzr3NH+yBeGlNJBxSOovBctBlRihDjgjEGLx8gjYMXX2Doa/APM5XajOwR5+cThhXJZMdiU0hUfpQeCfvKKsayyVVJmpbIYQNV2UcenmdfIhlaktQx1JKUaiHwioLprQF9L+P10Ofc6TZz1ohO2OHorMP+aI5hcprW+iXqXYuw1GC6CFMnlopWvUkjzll7I2b27k1OHj/B4jNtVrRmb+kg0aRa03JsanFBsXWKruWjvBDPlvjNgLgP5/76m9yZb6GjCFdK8ANMIvFHKdJ22JkKUdY2/R0FEw1eWFwnc87i5x3iQtOXEktC6bgIo3CSIcs78Q3Lsn79o3v5l4+eA6Ae2AxGu61/f+ehgzxnvkn8iw+ylbmc34oZxgXKKF6Jn6Xp7qHq29/TKvjt/KCtg+Hmu+14Bw/ecM530rE0Ntv8xgNjr5QxY8aM+XHkhy6mHzPmveRqcPL88hnODl+kXk3YW5ujHJzkT54f8auzmvpT3yB64knsyUnc48dRcczlf/8fmD7xaeKizsrKECENhav56zfaSAyOJSmVJsoKNstXKZrfxEKTxZNMtXNc0cIpM/KewPKrKM9j5MQUQuFh0NhokxMonxFTYAFlF0c5KFkFqRDlEIRA6CGGgtL20MLBzcHXBbll0craJHKafutTKLcKso6SFZAhkRVjqQJb5WA5rDbniWsBRqY4xqKSXma7fhCMhVQGLTWylEgF0mQo7VDPd7D0OnE1Znq7ZFidw7YPUjpN0soCFiGWEaA8RJKQezZGOhgtEaaG0FDIAZ6WaKdJ7k4Rpts4qkBTEFkF25WAVw97WCrkzvZhjq1NEbvLzPY3cNUR5KhLYYfkrgvSxc52sMuEIFnHKSJyW+CaSS7NSNqNLYxxMWWILEfMjRLcwiOXksJ1MSgkUOaKke3gpxUuzTY4cbaDb9ukrmZvW5GIjHboMj+ImdJDLk+1mOkNSOUOz5+YZL8JMPkm+5cysiImTA2CkEpWQVkRh/sWXSN5uX4C5frc17lAvX4fVjVg1clZzTWHXIcJ16aXl2Q+TGZtepUW2hhsS1Aqg1WZZmdV8pKZRDdPUO+8ji76GL9CLephlSUbk4JqpvDTkpdmDtH06mA56HqJ6Glck1MKl6pRONLQ9ytsDLIblmVd7Xb2Jy+ssNbbFZj/zkMH+YljM/z+i5tYuskLS11Cx6IeOKR5lV66QVqURFl5w0zED9o6+L3mZnUsY8aMGTPmx4dxoDLmx4argnesLc6NvoEWATuRJjIv8Abf5PDOfh770xF7hjtovYO1tkh45inyyn7a7j2Y3gbdasKmZaOkYVoLhuub3DHsUtOGxBY83TBMTv8lH3m9z0SsOdqOcOwm/WaLxJtAljHT26+zOXMS7fpU8xqWsRDKwtYVMIJcNMBosGNMuYJbzDHyHJBgFduMvJzScbBVRjAqMMqQ2oBWBLlDHDQkC5LeAAAgAElEQVRJKx5OHsMVZYsRNloECHIsnSFMxIxa47JVR5YlQbLM7GgAaHDuoETiFT4CB0NGqTeRIqCSt6l2X6MapVjWBHHwETSC0m2SezOUTg1VRtgqwkZSGA+tC7R0scoRskiRXgUhXWQxoNu6j+n2VygtcBVAi7J6F1WVENs9jl128dUkYZwy0d9C2RdIKnNgLMLkIm66iaULpE4xQiMAv/QxeshE36FTqZNbKc1RwXRvFeEeJHdLPD2Fn5akdo6r+tyVpmTOJt1aybmZPmuu5t7FlCPrBcuNKtoopqOcQWgwWDSShD1b2/zFfRbL3iHy7Q0Obp6ntO+kEhcUckhpS9wywB9cZj04QjqwWA2qBDJgYlQheWEbE5UExrAtDPZcQL/XZ7O/QmlH0NwmGClG9hRaG/LCoUmT1M1pD5bwtMVg4uO0Os/gp2tkXkgc2GASMrfB+ds+wmLoM1ucIksj5mcSwnSB+mBELUspKxVWwwna1Uk6SY79fRSHP3Fshv1zI55ef5rNZJM1M8Pl/gPMhDM8dmGF0Anw3d2u9MJO2VObZbLmf99sxA/aOvi9Jvz4g/T+bFfTI6tVdBSh+n1qP/2Z9+0axowZM2bMe8s4UBnzgeKdyrl67Zgvf/lF0t46m9YFlDeESk7GOirzCd06zdOvs+LYzA62CUcpdmbQosVW7Ti530CMOlTLnL3hBBfDnEBtcTKRRGKHRFlMR4pf72U4p3MuTmr69Wlc7yRWkVDvP0/uhGhZJ4hepuFWGQZ3ktsJWhsaahILG4TZDVKQoGxKa5Zq72skjY+AWEDbsyAsCkti5zG522J74h6kGeCnPXIMxg7QJqcMWuRuHYTcnVY6WFqi7TqlcJlb+zImfhUVPEgucyLP4GlJLTJ4eRdbWRROjdL28JSDnZxhcusF/HQLv4DVmY8yrB4iD2Z3r1mwK+i3KwiV7iprSo2tu+TSR0kXrAmkLkGNkEWXfvM2aoPncfMtlILu5L2M7Elq0Twz5Yg9vXUG3irC3oOxIpwiojJcRTldZje+jQA25h5EA5ZKKJyAzKlQ6T9HKgS+/jhSKPZ2R+SujZFtbBpoqbBlSTPaZhBoctvB0lO0ts9RaRaomsXXPmrDyGc1mOB4e5MSl1pR4KoUZeecb04xt1XllUmLzWyJYLhN3jhDY6vOyJnCMTnV+BXq8ZA3rT00VULNrVLTE3SBkSoY5Dn1WDPVdOiNduhvvM5tQ4kzOsWwTKiMNtgJj6PtGSZlBZ3GXJiBeWpIR2GNSrqN4xReRl5zOFxtMLwzZkf4yLpEq0tkRRXLcrh4dIKT2xssOgeJxATVMqOaJ7w4eRSlDV87tduq93N3LVw383G5f5lHzj9C3aszW5klKiIeOf8I98/eT2f0OoFVsta3iYoIyxnxwORnb0o8/4O2Dn6vuRkdy5gxY8aM+fFiHKiM+ZHRa8e8/NwGr5zbYTnN2QwMXrzFp+JF7i6GRNUWf3nwBJ+8/ySrLy9zufsmQehiJzZHh7fwunqKxNNI46O1oBlleFnCxPaQwpmm37iNTusEUhdkogaujW1XWSiH+PSpJylaNJA6YT6NyalgqQRpH+PWnSdZC/bi5gl2OcItwVURiWOIqkdwiiGxFeMCtTzELtntoWcM0pSgNVpK3DJlUJ2mmpWkAZR2HaE1UqVIDMZojDCM/H2MgkNUu6+CsMndJkhn9yEExuxmAlJ/EmEUNoLuxKeodb6O332KpH6M7WaDrJgjSIdINJaOqHTPYCtFKVNq/SfohHAohp36NN2Jk5R2czfwwFBaIdKUaGXQVohUCZXhOloaVDiPEh6YEiNypFFYGjBDBrVjzLe3SL1pOhO3IRmirITK0CaqHkbmlwiTbawyJfebOFmfiY1XqI22MMDsxrfpto5ReE1K3ceJX6Eldjizx0ePnuKhpSNMRTVk2ceUL9CZfBDDZRx5EKlyhkKAFAhqjESbA6sVvnX3Amo0x1awRJAVTAw1rSjF0bvdvErL5lg7whtNwB0JRg5Ztm0q/VUa2Zt4w4DS8cmIUdg0VYpVq3EwaDLsx1yePsjS6pBSDKjZfSYSh3xtk8PtbUq3h7dgU0uncIxCO9tUdAXbb9DfN4VmkTQ/gjMaIYMcSw7Z0x/BaJNkusGsOMLQvcAwfYFDzX1s5RpJgbP3JOc/1qPxyhpzOzbbXo2nF07Qrs5wbLrKZNXj1MaQ9PkVHjo8wWJ3dE3A/+zO09S9OjW3BvDW3+VomdvCT/PE6tPY7g5Vt0WlvJfnz9tMVnv8b189c0PDxw9SydX307GMGTNmzJgfL8aBypgfCb12zLcfvcwL6wO20xxXxsyurjCz9k0uh6Bmb2Ne5ex59iWefAO0KZkVc6TNDBXASGTMD/fzhvsG1eEs0xszIPax0N9gq7VOHt6Gm8UIYyilg7InQaTYcoA2Aq+YxDFDED2CTFIEB5GWR17kpNLDmDp+vo9CXsTYNUbhLLkT4hQJVjmisBN2/FeYHs0Qpoco7V1vEIFBIFDSQaCwS4HkCKUDQhdInYCQGNunVAVBMaBwW1TjDQwG3Alyp4a2QwTflZ0RFmAwQmIAIyziygJ+di9+/BX87S0q0TSLh45hqz5GFOSWQ944gptcwMgGkzuQeRB7kNSOYRlBLiRCSIyQgEALG1dFhKMNpnZeJfKn6EydxM66KBGAKcCWKKnJghYTW8+T+w06dehMHkMzpLDBw2CVOYkLod5LNT7NnvUnEFxJ3Ago2ZXyeNkWcxtbYKC0YbUFeWCRyZxfenaVQq7SSqaJa8co3Y8RlBNI1cUuL5JUZqlnFYaURPZFeqLHVFRi2xlSVnhpX8inTq9Sj3MqeUEprd3A0HaYGMXEpKj+fQT+gFf3Z3z6DcWON8GhUYpSI3JlcXbyEAt5n2XjEsUWlxsLbBUOBV286jKZ8OjnFZqdLxP7kkjOEKgWxvfIJ6corIyH/9n/SHSqx6PPrdLqT5LbBWnNpraZAw1G1Rp+3aK+OaJaLTm65yiJtcTcuVu4PTmK0S5xPae3p8Wbn3TZXPokri2RQnBXzWOy6mMw9EcFWmv+9eOX+MTRqWs8gYraCsem913zO6w6Vdpxm7pzF5P6kzSkiy8lO0XG9jCi5tvf1/DxaslVJ8m4kAiSbp9WOeLAP/wHXNtk+Oa5UaOMMWPGjBnz4WEcqIz5kXDpyQu0X3yV6tYWyhaszozY2zMo/xgD9wyX4lPI4BOM2IcepqhJTaV0kG0bKlPEwSJBWqea+hzvHSa1E0qVYHDYmv0MQbJGoFOcMiGrzIGO0W6Ak6cYY7BVijAuIh/i2HNYKseonMKb25XGFzlOUbAzdQK3UHh5hJvHlHZI6VToOpc4slUy3T1LWZmltCtXMh+7gYQ0YJDkUiNFFW/UY1RrooWFEbu369prIoxG2wH400hdYOkcg0aYEiMcQOy2NYbd59ICDbLMyJ0aWzP3YaSFVfSIwxmM5ZBb8xhKcttGioDMW8BNN1ib/zmUV+NCI0Qyg7ZCjOWgjEZotXsey6XUFmjNTus4cWXXU9VWKabooewQFChpY0wHbSkoYzoVUFaTQiwTBUfIECR2jl8YlF2j0T3zlmmTZrdCTgKlgMIGI3Y3SKCRwlfvUdy9KBj6EJTTtOceJMgT/LSLFha91lHqvfOY4iLGVAh1hfX6S3hpyXZgMYgtVNan483x6C1V7r/YRgBaCiLXR0uwCptQ54hiCmvws6wG3+bJ21NuXVrCZ0SjMIysAyxV9vJX859hKZjkZCZRuaZQBhlu4UifignJPEVraDFoCipugmVN0k9yUlMyPdA8cWGHu2ZCglgjZI1MtrHTgrwaUtgdiuox9jtrhIXDyVHEtnMnyeWjVPIKzlQTgaEeB4gLYN8K8/uaDEclF7YiXGv3XzYrNPXAYX2Qoo35HrPGs8OAqBm9lUkBiIqImXCG5S144PAEF7cTBmlBf1RweLqCbVtIIW5o+OgdPEj06Z/jxT//Ks24T2V6mqUjD/FsW/LrW9G7DjCuatHqhaHVKRieGfLFF7f47KcOcPL49Luaa8yYMWPG/HgzDlTGvKdcbyUU4EunXuW1znP4epkHultUn74FshExEwjd5+hKgVMaUq/FoUs7tEzOcF4i/ALLKPpDF5TCVhZ7yhlUGaMq5zkezzJpr2C0jW8q7DSmwJvFWCHS5Bg1pHCPg1HIAjAWRtqIcgOrHGGJFm6hMCYj8+d38yFGk3kPYKuCwm1R2CWl7QM2RhhkeoFuTeDqkLAI2bmS/TBagbDQ0t/NhKgCKWtY2pD7s2jhINAIYzBS7pZ4BVNIlVM6FRRy17RdSIw2SKExUmC0AXklWDEGACEESA+Fxsm7jLwp+q17sIo+hVtBW7u+LbrMQAhKb5adoIIkpSSlljto6SC1xgiBkBbCaEyZIrHJvCai7GAVXZQVkPmz+GmXHAtpSoTjMLITZDVk/8or7FRgrdZjeSYg9i/RzGfJnYDpfonWp1Fmi1KCpcGwGxOVAnIbSgu8QmCEoRM4PH8r+EoxNdRs1cEtj6FJyOUIT0J1tE3sC6LKBMYIhOkRdt/ACXeo5gHPHmmgihpajpjamOfO7QHSGPq+i5IWljQo27Dle2irj9t6hjy/lSI6zNrsU6xNV8nzGar2JBKLweatGBQieIqlasnR7aOoooYSI0jrWNJic7Lz/7P35sFyXfed3+ecc9fe+614eAAeiIUAKXGHLZKiZVmStdiOZGc8Y01cM04mE7uSjCtLpRI7rkollT8SZ1xJPDWpOC57pmLH49FYtmxH8kTWZokSQdHcQIIkAGIhiPfwln5br3c/J3/cBghSAEVJJAAK51PV9fqee7vf7V+f232+/duYDSfwog5eLWO65tFPRtSSiKRyO19/bpkvSsFPNByivk+92IGXn2bkrYPQ1JljRqwiKj6iNyTtN5nMFRtOQkOlONKlywg3lxwY3oG+rcaTr2wTuIqL3ZgFRzFKC+7cWefo2Q2mqv7rrsta4FAd3EEvOVZuuzUG2YBe0uPDuz9Mug3DOOfBfeX1+tcvruAriT9Orr/0HCvXyFl5LK0y/Mgn0WNB4wGtKPu+Otl/88wGjczgXYjAlwRNDzPMefwrF9g9UXlLpYwtFovF8sOBFSqW75tHT67xmacWWe5G1AOHVuBwam2INlD3Fe2az+Nn1pHeOj3nMaYomOueI3lmi20zgefU2atXOeNKYjxaUUYrWilzGfwqCVOoYULshLjCJVcjUhkTGJ9dWYVXgvPs7x2gknSpdGs4ZgotCvJiSOxUyVq342UGlfXJ3SpGuhSijswWyVlB6Q3cYie50yLzFsq8EAHoFCEcUmVABmgpSJwq5EMEGtO4j7oZkuTfYli/H6SHKXJQHpiC0i8gQblUtheRKqDbOgi6ACkxiPFqnVLYCFWGXqkAzXglL8W43pcs/yemHDflA+NgAoHGSYcUErKghdQJuddGUmAwGCPACUDnoFO0W2foKPzcpchdtPSRJkcVGdJoCuXh5BEqH1DrHcPLIqLqAXInJ/EnyZwqQdQhCqfAKNx4mfO1Z1k8uEG/KpkanGRu+2EW2yMuNs7Q3gqI3JC55acJCigkxG4pTGIP6hGEKQwURL7BzaGRZ/g5TPYVG3WoxpBUWzjpFoWCXIJRkKh1Cim46HyT29Y0SqdEqsLRQzMsV1uIbJLp5TYfPXuaotag097F7NYSucm5WKtQKE01guMzs6ASTO0JnEyS9PdR9UG6qxRyhTiXiNYQVwRoU7CtupyYXWK+v5taMkOsEs60eqzoIfnMbn7q/BA3Ejw/XEYNBJVBi7X9t/Hg8a+Rrb/CUnUXW1N1+vUad8qEWdlmemKC9a0OgU7IRzlFvUYxMoTawfPbOFIS5TE5gppost1b4UL0DSpTDSblXl5ZrrB7ssIDC008pXCkZK7x+saMgzjn9ql9fODAPh5ffpzV4SozlRk+vPvDLDQXeGT/uKIepSDxlGQ7ynj/fON1z3Gtho+r3bLk8ZW8mbB5M1a7Me3NDHyJHAulsOrS7SVcOLFlhYrFYrHcQlihYvmuXPKSnFzusbg9Yhjn9KKcC9sjtNZkRbl+NoCrYK9Y4bB5np1yixXT5qstQxLUeG/yMttFzo+u5wxrr5CpB1BaUjN9tlUNB0k4fJ7Ad+nV70HpCIXEFYaclCA3SO1SyIi+WmTXxsM4SYjXz8AIynTzOlpWMNIBXaNQKSN3iCObyLyHlydo2UDIA2TmBI2kTreyu4yuMuOMeBVSUCZol+FIpRcDp47II2Se4JuAQPwEqepR651lWN9LofMy/wQBArykS17ZQXPzJbrNA2Vo2JWhXEYDovSijL0wZSliBYhSvIjxYYaxCBJcUjlG5wgKtKoTu2F5/kKO3wwzbrcqQboUQuAVEkc7FKZH7ipAoYVESxc/2aI5XCIYrjCo7SR2IpSGynCFQWM/QbJB4jUplIefbLPn4lcw+RmcaYgrgiAtmBx0qKaPMd85xEu7mzT7XRqbx0jEJkO/FCWOhkLBhVmXhYsZSo9bzijYDsDXcHBtmucO38HL7QZ3n9umoMAlxM0iDKXY8YqQi5URGZLlCc2X75jhVfNh9OgQROBIuH/5MfpuhaF2OdU6iBcXVOMRs70Rq60Ka+0qRw/uhSIkcB2y2imi/jwjcYG6qoCpkBIjKyfIRvtw/T6uDIgVHPdexPA05DuoiRlcQpJdVY5N3cZtL1aZGBR0K01Oz01y4OXn2fY1g+Y6/ihjYfkOFkVMZzahfVGTRg2qTcly/yBTgzO4Bz2UhkE2S+hVWGiUoVonojW2ijVSP6LuTJHIIX7rKT4++0H2T0yz2o2ZqDn88iO38a2zm/Si7DuaNS40ayw0v7Pc8G3TNX7hyC6+eWaDlW7MHXN11voJnlJoY75rw8fZcR7LpRAxuLaw2V4dcuHEFsPtshP97sPt14mP2WZA/2SfoOldHouzgnrdY7idftfPK4vFYrH88CDMOJTEcnWOHDlinnzyyRt9GjeEc50B//Jb5/ir55cZpDl5brjLrPOQ3ibMND0BZ5Rhzn2VWbHFqmlzzszyiHqBVx3B+UqMdvr0/S7R9vt4KArReZvZTocgPYFrInb2DxBTp8j6VPonWZzdpKYeBO2Tui1G1fcCLhqDFj5Ig9HLKK3ZqhW0opfxkoMYMYNAX/ZQqDwid+vk0iAAlRuUSVFFitIFte4LOPkGkb9Ad+peDLIUEMaAdABBIQ1CC15rTyHAFKg8KpsgmgIjFKoYYVSIFqrUBkbjFDFONiDxmshxRS3kJRFRlN4VxwedI41GK68cMwVIB1FkpdiSCooMJxuQu9XSCaMzjChDtZSOcNMhXtZjUJ0vX7/y0NIrE/BNUZ660WUFsSJFmBQj3DLUS0gEUB0s4kXncIzBkDLycipJRHMEqVNjWNtN6rhMbj7PxMYJgnSdixMQuZKltmFqaEjdMpSrGoMypffDT6ARlV6hagyeLhPpH32P4uETBRt1aMUQOZD400TVBxjV7uSV2R6LzSXa3Yx9nSkqaYAyDrnjkkhDhGYovsZ6tcuzc1MMalX2iE3u61VJ0jmekHfx/uefIUUxnyb43jSFW8MthjSjZ3j58AynFuY57YdkusBzJX3xLGinLIagXRwlaFUhMksMIoXOWnjSJ9OmrMKmeuSjvYiijh8MqDoTiPh2QmYRomzw+JFTj5INh/RrSxhyhHFp5RX8ygIrO3bSVil3J4bDXo+nR4r4rgdwFhborY1Ijm8zKxWtZgDCcG5lkRXRY3j7ANnWJFnBdtLjwb1z/KdHfuk7rt0fNBn9e3mOS3klrdB9nTh6Y/L99uqQlx5bxq+4eKEijQqSUcYdD89dFivnOgP+9E9OECIJqy5xVhBlBffM1pmdrNC4t7jcC2amMsODcw9eVXxZLBbLuxEhxFPGmCM3+jxuFqxQ+S7cikLl0ZNr/P5j53h+sUs/ztDjH+gP5x1+Kt8iwhALQdvE7GTAycpFjjUHxN4mDbnJuvTZcA2OllSyKkEWsnv7AbwCXJFRH0kW1jKmlh+jOuwQq3Jh6xTQr8CZAz+DW2xRGwlysUBcvQejfIQpIL2AkB6FCshYYW7jOEFSY3X2AxQqwCmGyDylcKoUbqV8QTof9wkRKJ1T7S8xs/40W439dNu3Uwin9ISoK+L6xbW65xnQGSDHHoxS1CBE+RidAxo3HVAoD6PccVqJAOVe8Rx67FkRSJ2i5RWJ88YgdFqKJ1meh8xTEOAmPbTjl8cIg8xHIF20zsnCaZysjyoS4nBufD7FOMRMlv/XgNDlr9KqSMbeG3DzIf6oQ210nsxpMKpMIdMl2oN1jAjRqsL06lGcokMuSi/IXx0R3HneECaw3oTUFZdfX2sAqoBGVCbPp67ET1wasQaRc3bewUkNLgZHGtxsim7zIRJ3msw1nJ0XYHyWa+do9X32bi2gRYRRDkWmULrLV3e9xKnGJE167PZP0nM0Kg95YHOOhdwwOO4x103pT91LYTLcIsYzgq2pOs89DKsUbI1SBIKJuiYpYorwBE13go2+oV0VJDpmlGh6+SJFtEBhQAkQMi/znbIpasOfIjfQrnh0+gkTVYdRqnEdyc8983kuunWK8AWMDvGVxJGCnWnC596/n0rtAirfw97WHMXwAEU6RTNwObyzwb3NCtHpPqvnegC8EryE3G84m/XpRxn10GX/VIVCbvOr9//qD3rZ/8C8FWHz/NcXyeICv/KaMz8Z5biB4q4f3/XacS91ePwrFxgYTb3usbcRUBWSxl2GL3W/QMNvvC7P5ucO/JwVKxaL5YcCK1Rejw39usW5tLg49cyjVE5+FW97nVW5Ey98hB8XM4DLRak54Wke1lvEhUsiK2hgw9Wcd2A99DnbfJHbz4/48RdzWv2Yzbrkb+4UnNibcrh/mMjtsu4bpqOYelyQZ5NsTP40vdo6mVsw8gyCBn5RIUibCDMkE5tI2cRPt8mdOsLkCBOSCxcn1zQiQxDXyfxZNGrsOcnJnSqFChk3Nik9CUaDziiEy6g2x6p6H4nXRBUJKIGWCooEo7wrqmxdHQEYM37eSxhTlrISCqFzMrdaemKMQWHKPBQ9Di0T8jXhAGjKUK/X/q8pz0NrRJ6WvU2Uj5v0qEeraCHBFGipSL02aIMEsmwVLTwcnNfixWQpni55YZAOBlA6RZkCmUdInSB0SuFWUEWOHy9hSIiq8wy0R3OwTLNT9j1JFTgCutVSXHarMNuFi5OvmcLLyvFqDKMChHbxUoeRaNKp1el5VdZqXY5PzfMrzz6F9FM2Ju7A6BGF47LRjHARCJMxM5xnql+gpUaZM2zpgFxU8GXCA6sznNnxIlWxTaQVqghJnZSTrW2cXpu75RqD2t2gYxQaKQVOnuLj4K8rdhwc0osFmR6hVcGPzX6c5bzG0vA0BRGYJsVogUAlJE4HVcnYHjogchAZIp9D6Aa9pMBVgornELg5vaRguhpQDxXdSpNgOGIUhLhOAUbR0gXrFUksT6KyGsQ1BpUh2j/KgcaHoJh+bZF/RZWrz5w4yTAf8qA3cXmsn/apOte/X8nVuG269l29NsPtlFrbe92YFyoGW68P6brrjml2T1S+I0Tsi1ufv2ovmMeXH7dCxWKxWH4IsULlFuZPnjjP7zx6Dn3xGT504YtEnsR1A/bqg8iRIhNdYlXQ9HNaziZZIhHU0aqHL0bESJxsB0Hisv9Cj58/CoMAOg2oxpq/exT+hITQq1EdKu7a3k+YV9CkxBXIjEJ5TVKvgdApbh5jdIKfC7RoUvhzeKMNciWRRQpSoVUDAfjxCkYEjGr7yhcjHQyCJJh4razU5cR2PRYH414kCDInLBfxRdnzxAgHIcxrj70WxmCKHCEVRpSC4FJpX1OUVb8u9QrBFBjlo3UGiNIjxGvJ9pdkClKU3hkjy1AvocZCAxyTcMl7M7n1Ao7O6NUXcNMuCIGX9an1ztJv7EUU0N5+hSSYJXMr5CpAmAIv7WOEJJc+2mjcIsZN++U5CwcnH5G5dYJ4g0xGuALqw3XCeIibx8wvf5NxABlCQN+HQQiPPG9wC0BMMxkfYqvVwuhtVHaS1doGFyc0hxYFTupisgbVrCDMuqyFLTaDFs/tafGvOMzfOfMSQtdBdunVI1qpy+SapqccwiCklhWkIqJrmuRCgXFInAGNLEB6G8QmwU1bCKGpaJ8dQZVlUj6oUl6p7qE2WiMoMjLHY6k+Q90IGtF+hs4ZplurULSoFXdw5mKIVnch3T63N5ts9CWeihGqYLf+aS6KbyFUBKZOXe5gKDTEB0nzglwLlrZHaFPmU7RnHRwpaT/yfoKvfIHNbIKRf5EgzglS+NYBjaskeTTPnlZIM/CJC0lHH+dg+NGrVst6cO5BPnf6c8B3Vu16t1BteaTR6z0qaVRQbXnfcWxrtvodifNrS2vMVl+fJ3OpF4zFYrFYfviwQuWHnKslrm5Jw29/+ST/73MraKfDL678JbsH21R0Rq/+MfLqTjA5igglXFqxRyYroBx6QRftjJBAQY7MNc1RyMefhGpSOhVyBcNQIDB84MWCE7c77O3eg1NEaAYYNQkigHQbI12UVuTuLKlrMGkfL9nGiAFKheR+C3SBVA5O2iMTgtxrkVTnkUWKjDqkfmuca2HKMCuprrDAFdWyhCp7lRQJXtZHFwmpWwWpkCYrhcclkVKkZa6KuCQ7DOgCYQwoF6HzcaUvByMBrXGLCIwpe4yMc0SEzlFFilZ+Gd5lNFLnCPIr8mIox0xB7oQYWeaWSFMACoOgOljELWJmVp8g8ifIvAYq71PrL+LlfZTOkQb8tI+X9lFZn9W5h0FrCukgjEHplGrvFeL6ArlbReWjspqWdMpCBPEFelXKEL0CvDwi8VvkEqR+rZxwIaExgjCBQTDN4q6HaAxHTG9usd4MWZ9+CPRRvnnnFqsVh7/3WEGhUwZuSOJ47O2v8NQU03cAACAASURBVKjzIEJt8q0987y4a4ofH0gmoyq7VztsBvvoKoUwEndQMJKKOHNJfQFagcgICsXA6yGEIBMw8gaEJuA2OU1LBixlHTaL0hukUKSOx3ZYJ/A9unjEssqD0/8Oe28P+cLxFTaHKSmaUOyg6fw4c5OvcmbjZdreFNPyCI6ZodPdScCLZGIbJaYI4n3E+QS5zlEYhmmBBAJHIEw5bybuOMjD9/xH6Cef4OQJj5PeFk/srtCd2uD25nsZjEImxqWEfVmln29cs1rWQnOBnzvwc1et2vVuYffhNi89tgzwuhyVffdOvaXHz1RmGGRX7wVjsVgslh8+rFD5IeXRk2v80VdOw7kRsQDhSnxAfl7zmEkR7ib3eueYSyIOjQ6QuCfZlh2UuwBICuUjqVDJClSRsJD4pG7OyBN0Ky79MMPRHkEqmd4eMdMtk6fdHKoRLE4bBgFM9WB+awqlC7y8QAOZcgEzXrjXKNwalH3YMUIRVWcJRuuEvQvEwSRa+eROMBYAClXk4zCtgFFlFoFBFQmF8i/ndJTC5JLIuFQpS+JkQyrRGl42xEn7rO740TI8K48RCDK3UvYtERJhclSRY4BCuEiT42QDCicoc1OEKHNAEAhh0EIiiwShPNy0ixGSwgnLHiyXUsFkWUXJS3sYqcidKsIUFNJBaY2X9clUgBEOMi8FlSoS6v0L+EmXWtRh3/kvcHHHQ4hiBCaikCEqGyAMFDJE6Agv7eFHZSiYkAonG+GPzlKJezSHSwgj6Db3lj1dkiW0P8Xm5O34aY9BZYXGYIBWIW7WJXfK/ifrjTLfpBaXFk1c2Jg6RD+IyEVEJQFlIgaB4MLEnaw0/5a7CsG39k4y0Z2klkYMvJD1oMHOXsHahX08sP0kk0mHfq0N+Xs56yfkag2fWRwTEhVL5MMBFTWPkT6JSvFNQVBUObrzIsJICuESAlUUXu6xmW1zR7/AFdPUu2foTtyL0gk7e2vkrRm2Zvey7z0T/IMHF/jDx8+zd7LK3btal6+dXtSm6h/m3937AV5c6ZMmmkoomQ12EcazZHlBVbn0yOimMUqCpyRVT1Fog+tIoqzgt372va95Re6/k4PAz4z/x2dOfIZhPuSFxYwkKwg8RaKH1JyJNy0DvNBceFcJkzfSmq1yx8NzXDixxWCr/PFk371Tb7nk8A+DV8lisVgsbx0rVN7lvDGBNZDwB4+/wvGLA+5OFL4YkIVrhE4HV/apSJcPFgF9ZYjdLSY7EZEfYORD6OwoUngUykNpjTI5WkhyVUPplEb/IjrcwslbQEg/jKkPOjT7G6RO+as7oixDO7MFGw3oV6ep5DvQFBSyMl6wl53PkSFaaIQ2lx8sKdBaknl16sMlMq9RNiTUGblTKxPi8y2qw2WSYIrc8cmdGrKIXp8ALy6JE3M5qVyYBKFzCumRq4K8EpZJ6rJAqwBVxFQHi8R+m9xvIPKsDDUChCkwRmOUh1PEFNJDCFHmfZgCMS41rJ0QWaQYWYZUCZ2DV6eQ46peGPy0W+bTpENUkZK6dYQANxsSRh1St04cThPEmwTJBkGyjcDQ3j6JAcKow8zKUbYnDjGstHCSLnPLXwGg1zhE5rcQeZf5V/+SuH4IlY+IVUQShMRBhZ3LR5Fxh8Zm6RFZmX+IyFvBZR4IGVX3A0t4hWFy7Ri6fMcIUtCyDPvClGWGo7ANpkvsSIzQrDckx3flVNMpjK4w0c9YbVYZFjPsHqxRS0uv0+Swy0y0xSBosN4YUYmH3Lb8DU7vvgspmoyKJYZmkThtMhVpvjR/B+8bJTQKGASbfHvnMudmchwziSvLnjVGbyDyLbpCUlvcz9bcLOvBgKn+WVBTpEEb7bu0H9pDVnE53z3P15f/HOn0qceT3Fa5lwl//rJH4+/cP098RSWrb7zcIcly6r7HRC3gtskqXxuuIgpFq+IghMBTksAtu7m/Wb7GpQX3XMvnxaWcRA/RcsS886NvWgb4h4GrhXS9VX4YvEoWi8VieetYofIu5rPPPs1vP/YFetkmOmugR/sZjl7Laq4zwqs+z07RoTAe3mgneVGhFreYLI7jpyOmeobtMKIZQyEPIXSMU5TVrDRy7IiQaARO2qfq7SNJ+sytnmPeFMz0KtQ3T9ILYapfhgcZYLoLrplmaedDOHmMQGFESuE0UEVMIX0wGiMdjClLCJflcp2yCrBUxMEE1d4r9FsHQUiUzkBnGOlhpIMfr5PWF9ACtAoocz/EFd6US2iEyfGidbRbhUIhTA5GoExGkHSpd8+Re3VyJ8TRKWm8jfaqpG4dhEAUMU6R4GVDMr9OkGzjpj2MdIj9CQonoJA+AoOb9sjdGqnXRBiNk/bxBPjxJum4F4ksMry0R3X0Mt3WASqDJbTyybw6ThGx5+yfoaRH4jfxky7N7ZMEUWf8aiByOrjDDju2IPIgcsHNoL3eKXP6RZny4uSbnN5ziEreQhZdKt1jXGh1iENJmGrSyiFO7Cw7qLcHCT6zFLJOFLbxO18gTDtkqgz58rLSk7LSgNZI4GWQiCGYBqpI0CJmoGq4WcjASdDJDtbdgtnekIXNV4iVS98NqWcRs8NNNqpNolofYTyiSsTQ7TO3fJRn9tZBKkzWoC6GbAa3szjZ5uL0FNJbR06cRKghFRqQLtAMXbRzgdwPOBm9lzA/RLr1DcyOgKTu8EpYJ9eG+/f4tEebnGqHIFb53Okn8L0CUbRJ9Yhj3b/mnuZHcfQMs83gO3qL3LmjzkTFo+E7LPdiOoMEKQWHpyvsmXwtFClKc+Jcv+m1e+WCO8oX2epXqRZHmG/s+b5KCd9KvNu9ShaLxWJ561ihcpNzyWPy5NkNtk+f5cCFF1lgRHN3nd/lLCvBBOgayBGi+gQiO4LJykpBlfAEC2aLNeVRG+0nkimujqkkgkzOM/QTCtlncgAb9Yh62iKMt0gJKFSV1K1Q/pYORnrkfptK/zxFdQKPO0mL82gT0Zt4H366zUXvJLObHWoRIKEzeYhmf0Q+epmtqbvRatwfRCgkGjcbkLnVUoQUWRk2hUAK8NIBQbRO4YRUhkukfotCBaWPRLokfpuZtafKHArlj0v/juOrxLjtuzFlaJMp8LI+QRFhsiFuEWOki5NHTG6+wKC6izSYoL31EoUKydwKcytHAVje8RBuNkIVEZ3p+8EUuKMRQhconZIRYKSiNlgkc2vkTkgSTOHkw1J4Aanfxk82EcB052lAMKrMkgRtgniDxrkTZOE0sd+k1j9DvX+SMO7gpeOkfAFGlN4M9NirUYVEwa4Ytmvl2HQXnEv1AICtChzb22Fpcp2FNdgxEGwHioEfEGaSQI/YbLSYGW1yfEFSKwb4UZ/9S4KR22Rh1GHolr1PMgmpC9shKC0ZBKByBdE5VP0Ins7p+Q4r1d14wxanaisUw5Bn5zr88rkXKaiQKhe/yBEYBl7AVNSloxIoQhAZZycrPLDYpxoboiClmgkaZsALe+/Acxw8R3LXrtvJRZsl/XXmam02B5J9Mw6Jdrmn+VFOLQXEeUE+MUkjjxgqjziDiapHQyf0q022o4z69MuEfoP37vB48vwWFRHiS3ip+xS7nY9c9mi8sZLVpevRcxU/um+Sg9NVTqwOiLMC35UkmWY7ynho32uVua6FXXBbLBaLxfLmWKFyE3OpidqjJ1fYevkVPvrqE3S9Ck+4AdWTz/JIGhEfaJA0exwwF/FNj7i2wtL2x+lmO5nxtxHDu5gyHrHTo1AwFfmkcg0tJB47WG8M2LlhqCUhuegSOV3IE/y0hSqa5E69TPomBQxxdQet/hm0CMia82TJKSpRj9wJyYOHyAZHKdIOmQNB0cLLt/CzCLP5HJtT92OkgzQF7c6zIB0GwRRJZZbKcHlchrhC7lbZc+7zJOE0nen78NIuSmdEwSSp30IWWdkvROd42YDUrSEKSa5CjHLHeuVSF/cCP+vi5MnYO6SYWH+JK/0tTjai17iNxG/hJ12mNo5RiToszT2Cm41wirIjupP2KJwQjCkbNAKJ30YVGYiyMpmQDgKNkS5u1i9LJY8T5hvdM3jZAAHIQU6je4b55W/SC+HsxEnaEcx3YKsKSzNw+3KZ2K7HEWyXChrHHjx5AHIl2KobNuqwsA4rLdhpyhCtTMKxvbA0JanE8Oqki9GSWlxQjSVDN2BxSqGCHpWkiqtTRkISVQtWJpuEwyGpo8hdzYZr2GwILrRdukHIZF/wjbtHPPx8hduXN9D6cZZmD3OhcTebtSHn/VfoOhpkzMqE4mK4k2oMtTRi5Iacae5kd2+VdjLAFA2EyJDGI3NSju1uQlUxP4S07XHqtvuYnzrMbVKw3I2JsoKp2hw7Kx9jLT/ORGMLo6e4p/kwE/48B6ZjHjuzwdrt9/DAq08w60vWahXapMQb2yQ/+dP8wpFdfP7Cl6i5s9Q9wZGFNqc7Q3ojD+Fuf0eTwiu5mnD53UfPsjFM2R6l+K5i33SVT907//Z+GFgsFovFcgtihcpNzDfPbPDC0hYvrgz5ROdlBl6FoRuC6jOqb0BS8L71Z9mYUlBUiXWdwh3w98xTvJi1oTJiufEiO7aOUEmnSdQKIj3DyIOA/ShdZ+DB8kTI1LBCY+sY2zXoTjyMmy4xPQBZpKTBLMFoC6UzYhdyfwexA8JIRn6En4MqIsIIRrVDBHEpVLx0m0KFuHlENVql6L9MIcrtVv8VAGqDJUZeg8JrkAQT+PE2Oxe/BtlJatkmnam7yZ0KTj6iEnVQeYyjs7J6VhGz+8JXOHX7p5F5hJ9skboNUr9ZGtBovLQLCNx0i0bvVfqNvRQqxCmiy3ZWOmdq43nml795eczAWLhsjZP8oRKtsN3cjxYOE1un6dd2kXl1qv1XafTPM6rsIPUauOO+L0YInLyPG68hhYPUBQbIVUjiVZhYP8Z2Fb58T+m3erEKX5Nwz3mY7MNaE5wc2lFZpKAw0Avh/BzkUlKPDV+9C372ibKQwbACFw3s3Ia1OrRGsBVBNXL59ntDTO4RJA5DNwDjIpwuE8kiePfg5ClGFFT6e5nTmtOzx3mMsMyh8QQjHVJIQxg7bIQ+F9z9/OkRg3G66KxJ3t2LSnYj1Tq5s410upA30YP3sNQ8Tb2WkgQVQk+RJQWbWUwzH1EbNYgby9QSh5Ye8uQDM/R3VGiqPWyOcpzRA/zkjvrlhf9r+ViT/Mr+9wHwmScXcbRbFilwFHunquxoTHBissq+Cy/yCBHTe/dSefgh/L17AZjZeK161FTdZ6ruX+5J8r2EXd02XeOXf2zfD9wF3mKxWCwWy3dihcpNyKXwkj9/ZpEXlnoYYCrp0glaoPqo8DwYxcgT7Bv0eDbwqcdVlClw8jqj9DbmxUUSmRB5CRu1RZwiIHMSBsEAN4dEXsSRbRza5GqLU5PPkU9vECSGzDtK2xwiDtuE0RbhaAXQaAmFzIj8CuCC7pE5pQegMYJqFjGotlARVFOo9k+yMfUQAMJEuPE2cWOK6nC5rKQ1DrPas/wolXH+hQFiB7bqkNFh5+JXWN71YVK3iZv1aPbOAYa5laN4aQelob1xnO2JOymEwsv6eMkWUWUGpVPq/fNURitIPaAQIdXeK6RupfSQFNHlc5jaOHbZ/gWw1oJYbYMT4hURsQuYAX60RBK0yRxFs3eCMFrEKXK8LILRCoPartJrVGxjii36oY9wlmj3UoSJicIWKutS6R/DLTp89mF47B6HitGkwuBpw5N3ORgBMxua9x83DH0YBpKprYK967BWF4w8j6cPFHQmJL2XUioptCIYVQxPT0AjFuzYlhyf3MljB+osu22yiRofeXGbwguIqj0qaYyTDnl0xwZBci+VaJYNKpxzVrg3q9Os7KS6uMZiXZOrKmG/SjUpOHp4Gr//IRaaC+jUoKRgRSYMRA7FDAvOHoQoxVNW0Zyad/jwuSfQwiFTVZpOjF8PeOz2jzGxtcZCJhhNJEQ/cpCJCfAiD9/M8ODeH+GTd979ukX/1QTAlXkks82AX/nAvvFxh4CfuOo19nZWj3orjQ4tFovFYrF87whjzHc/6hbmyJEj5sknn7xu/+9SuFcrdHlhucsXnltGG/jps48RFglRYxkhMhCaql6j7g35+l0NDFBLq+zuzbOzex81scFauEUcbLJBk5nePgSKTvA0h5fKxfmmexQ3W6cWw1fvLoOhPvRcWVZ475pBOY+ACOhWHKp6H5iUXBq0EDRij1wvkTrr+Bn4GRgRksmYnSvfJCyLaYGYptc+xMpEk/qwS6PXIQmnEbJMEm9vn3ydSNHAN+8oF91OBgdXIPKm6bcOXU4sr3ZPUk069CqgCpBmmou7PlzmiCgHLXIgx09iKtE6ENFphkgq7D9/FFnA5sQhMr9JZVieQzXqXM7tWK/DqV0Q5NM4zkOIfISjS1EzDCsMxVGctMORMzAIp1mffQgvHVGJI7Zru9meOIymTy7WOTPdxShDpXeUu86ssWtdIbWk6zcQ+yTJ4YivVwUXg5SBkzBdaBIdsiFCCpUz0R1x+6uSZl+yWpc8Pd9ite2DTHFFwnSR8hPHCvaMchJPgICsqDE1dHiOu/h/bvvE6+bXXL/DfZ2XmYx7dCsNnpk8yIX6a93PXQnFOA+8FTo8HIxYuPAETv8MS37B8bkFzPTDfOLQXXzq3nkWN0f8X4+eQxvDZNVjrhEgleT9+yZ46tUtnrnQZZTkzA873Nc5zUTcJWlOcGb3nVyoTtEMXA7vbNwQL8T57nkeX36ctdEaM5UZHpx70OaMWCwWi+WGIoR4yhhz5Eafx83CLSdUhBAfB36bMtrm94wx//ObHX+9hcofPn6eYZzTCF3WBzH//GunSXPDXL/Dx159glHrAiNVp5Ll1LIBp947ZHWyoMDhPZ1D1LIqE9EOMh1ywq2xp3qUC74hiCeppW22gg1k3mVi6wT1YYetuuC5BVieKEv77tjU3H0eHnlB02lN0518iMiNCFJFPd2FY+qsVl+ir86xb/sQlWjEyIs4PRcy26uwe+komA6tPrSHIDT0AthslY0CHz0M+1bhQ8+V+RfwWqeTAlitw29+Gqa24VN/C/PrUElKASNE+VdLeHUaXlgQ7F6Hqa5Bq2k224eo5k0K02WoTrJdhYo5RKGaNIZdnOgka7UOSLjrfFnFSuoySVxfSgAxsN4umxlu1OGxO6Zx1B0sbDbxk202/RM8v7eDFpJf/LJm36ok8abZah8m8tvkDNiorrPVmGOz0Wa10Wex/jJbSmGyFjqdoxjux2TTLIhlPim/xX3iDAB/o3byaFPTYEDib5Mal01RYxgvlIWbk0ncxvMgNCavofMGTRHxiQspHzxzHs8rGLgB21md9azNX+z7MJ3mDIGryLUhSgsKY6j5Cm3K3Jdm6PKrH9zPjmbI73/rHGfXR4BhrhFwYKb+lkTEG0tk29Ani8VisVi+P6xQeT23lFARQijgFPCTwCLwt8DfN8a8eK3HXG+h8ltfPMmOZoAcl9f9wrFFHjtb5knM9TscGf41E1GfzbDBsbkZkqbmbuclch0y191HjRHNQvJi9BHWRJVZ5zS1ymk2ZMipqcdJ/XViVYoCaQSuEcS4FBTlqt1IhMj52NNQSzRRMEVoDuOYJjLbou+c4q8f2ASgNZpidnCIMGswcns4+Ut86JkNwhiU1qANbgbnZ2BpWvLsHoello+UBT92LOfvP5bSjMsiXYmE1Rb88U/AyQWHQsDUpubHXtL8yOny1AZe2bujEcOJ3YpXa20C06eW5Hz5PT7rbYfdWwl3nc+pR5rNmuDZPQ4XazOYvIF0e5jCR6iI+d4GHzqe4miY6TpUhg6Zgj+/r81zuydAjlBuD523KIb7KaI9qPBVVHgBAJ1OsGMTPnD2IodWh+iiyonGfv5m9/2sTICqnkE6XXTevCxM3grK6+DWzoBzEaNiTBFi0jmC4hBz4S4GZoXCPUlYGTEVTJEODrDda9LeWOGutVPsLIbM7J3nvp/9KHL3Hv7i2SWeudAFDPfubnFkT5tXtiIrKiwWi8ViuQmxQuX13GpC5SHgvzfGfGy8/esAxpj/6VqPuZEelUv8f88vcfTsZvkruNPBbT2JKULQAciYprPO+7sO+/OMVdPim+a9dLOdLBSSmhb4ahvR/CIndjxHIfW4xK1BI0mLGqmugg5INx9Bjw4hKyfZLb7Kx08tEgcGHEEtUlQSw9N3+JyakvSoYFRKKCL8QtOMplgxOwnWG9x93rAQrSKbq7y6x7DUqHPezNBTAqEiTBGg053MrLS5b+08U8Vptts9ntsrWG5UCArFjI5QKmEkBa0Nh4fOFRzclvS9SR6t76aSdZiIt9msBBzbOclKK3ydKBBu5zvEgnA3cZtPId0yAXzqwn7uebVgMu6xETR4duckazu2vmeBIYCDUyF3zDd5abnP5ijDlZKZmkuBYBBnJLmh6ikO72xw52yVF1eHrHRjdjQDfuGBXeyaqFivhMVisVgstzhWqLyeW02o/DzwcWPMPx5v/wPgfcaYf/KG434Z+GWAPXv2PHD+/Pnrdo5X5qjUAodBnLMdZfiOIHQd0rzgc8efZTl9Hi2/xwX1FYt3Y8pQLyH0NZ/jynyGjaDBM9MHWa5fXQS8VY/B9WLccuQygSNpBIqkKEOgHCmYb/m8Z2eTrSgnSgsqvmK+WblhORMWi8VisVhubaxQeT23mlD5u8DH3iBUftQY86vXesz19qjA1WP+gcsCJs5ynjy3xen1sidHnBUM05y0uK6neVVCR3DPrhZTjQAlYKUbc6YzoJ8UCKBdcXnfbW0WpmoUGus9sFgsFovFYhljhcrrudXKEy8Cu6/Y3gVcvEHnck2uVe70UhnWQZLzsbvn+B/fZIF/pdhRsgxP2hikbEXZDa20ZLFYLBaLxWKxvBVuNaHyt8BBIcRtwBLwaeDfu7Gn9Nb5Xvo12N4OFovFYrFYLJZ3M7eUUDHG5EKIfwJ8kbI88b8wxrxwg0/LYrFYLBaLxWKxvIFbSqgAGGP+CvirG30eFovFYrFYLBaL5drcUsn03w9CiA7wg5b9mgLW34bTsbw1rL2vH9bW1xdr7+uHtfX1xdr7+mFtfX35Xu29YIy5uUqp3kCsULkOCCGetBUcrh/W3tcPa+vri7X39cPa+vpi7X39sLa+vlh7/2DIG30CFovFYrFYLBaLxfJGrFCxWCwWi8VisVgsNx1WqFwffvdGn8AthrX39cPa+vpi7X39sLa+vlh7Xz+sra8v1t4/ADZHxWKxWCwWi8Visdx0WI+KxWKxWCwWi8ViuemwQsVisVgsFovFYrHcdFih8g4jhPi4EOKkEOK0EOLXbvT5vBsRQuwWQnxNCPGSEOIFIcR/Nh6fEEJ8SQjx8vhvezwuhBD/bGzz54QQ91/xXL80Pv5lIcQv3ajXdLMjhFBCiGeEEJ8fb98mhPj22G6fEUJ443F/vH16vH/vFc/x6+Pxk0KIj92YV3LzI4RoCSE+K4Q4MZ7jD9m5/c4ghPgvxp8hx4UQfyyECOzcfvsQQvwLIcSaEOL4FWNv21wWQjwghHh+/Jh/JoQQ1/cV3lxcw97/dPxZ8pwQ4nNCiNYV+646b6+1TrnWtXErcjVbX7HvvxJCGCHE1Hjbzu23E2OMvb1DN0ABZ4B9gAccA+680ef1brsBc8D94/t14BRwJ/C/AL82Hv814DfH938K+LeAAB4Evj0enwDOjv+2x/fbN/r13Yw34L8E/hXw+fH2vwE+Pb7/O8B/PL7/nwC/M77/aeAz4/t3jue7D9w2vg7UjX5dN+MN+L+Bfzy+7wEtO7ffETvPA+eAcLz9b4B/387tt9XGHwDuB45fMfa2zWXgCeCh8WP+LfCJG/2ab0J7fxRwxvd/8wp7X3Xe8ibrlGtdG7fi7Wq2Ho/vBr5I2Rh8ajxm5/bbeLMelXeWHwVOG2POGmNS4F8Dn7rB5/SuwxizbIx5eny/D7xEuej4FOUij/Hfnx3f/xTwB6bkcaAlhJgDPgZ8yRizaYzZAr4EfPw6vpR3BUKIXcBPA7833hbAh4DPjg95o60vvQefBT48Pv5TwL82xiTGmHPAacrrwXIFQogG5Rfg7wMYY1JjzDZ2br9TOEAohHCACrCMndtvG8aYbwCbbxh+W+byeF/DGHPUlCu7P7jiuW5JrmZvY8xfG2Py8ebjwK7x/WvN26uuU77L5/4txzXmNsD/BvzXwJWVqezcfhuxQuWdZR64cMX24njM8n0yDr+4D/g2MGuMWYZSzAAz48OuZXf7frw1/nfKD1493p4Etq/48rvSbpdtOt7fHR9vbf3W2Ad0gH8pylC73xNCVLFz+23HGLME/BbwKqVA6QJPYef2O83bNZfnx/ffOG65Nv+I8td5+N7t/Waf+xZACPFJYMkYc+wNu+zcfhuxQuWd5WoxhrYe9PeJEKIG/Cnwnxtjem926FXGzJuMW8YIIX4GWDPGPHXl8FUONd9ln7X1W8OhDCf4P40x9wFDyvCYa2Ht/X0yzo34FGXYy06gCnziKofauX19+F7ta+3+PSCE+A0gB/7o0tBVDrP2/j4RQlSA3wD+u6vtvsqYtfX3iRUq7yyLlPGLl9gFXLxB5/KuRgjhUoqUPzLG/Nl4eHXsMmX8d208fi272/fju/N+4JNCiFcoQwA+ROlhaY3DZeD1drts0/H+JqV73Nr6rbEILBpjvj3e/iylcLFz++3nI8A5Y0zHGJMBfwY8jJ3b7zRv11xe5LUwpivHLW9gnKT9M8AvjkOJ4Hu39zrXvjYssJ/yR49j4+/LXcDTQogd2Ln9tmKFyjvL3wIHx5UzPMqEzL+8wef0rmMcK/v7wEvGmP/1il1/CVyqmvFLwF9cMf4Px5U3HgS645CDLwIfFUK0x7+ufnQ8ZhljjPl1Y8wuY8xeyvn6VWPMLwJfA35+fNgbbX3pPfj58fFmPP5pUVZOug04SJksaLkCY8wKcEEIcWg89GHgRezcfid4/bM4IwAAIABJREFUFXhQCFEZf6ZcsrWd2+8sb8tcHu/rCyEeHL9///CK57KMEUJ8HPhvgE8aY0ZX7LrWvL3qOmU81691bdzyGGOeN8bMGGP2jr8vFymL/qxg5/bby/XM3L8Vb5TVH05RVtX4jRt9Pu/GG/AIpRv0OeDZ8e2nKGNovwK8PP47MT5eAP/H2ObPA0eueK5/RJlEeBr4D270a7uZb8AHea3q1z7KL7XTwJ8A/ng8GG+fHu/fd8Xjf2P8HpzEVjB5MzvfCzw5nt9/TlkNxs7td8bW/wNwAjgO/CFlBSQ7t98++/4xZf5PRrlw+w/fzrkMHBm/d2eAfw6IG/2ab0J7n6bMg7j0Xfk7Vxx/1XnLNdYp17o2bsXb1Wz9hv2v8FrVLzu338abGBvIYrFYLBaLxWKxWG4abOiXxWKxWCwWi8ViuemwQsVisVgsFovFYrHcdFihYrFYLBaLxWKxWG46rFCxWCwWi8VisVgsNx1WqFgsFovFYrFYLJabDitULBaL5RZh3EPhy0KIZ4UQvyCE+D0hxJ3jff/tmzzuFSHE1Pj+Y9/lfxwRQvz/7d15nFxVnffxz7eTBpKgsjSIJCRBCSI6yBIWHzdQWYIgjoOK00oDahxHITyOj6NmZkDHzIgzzAJuicDYaAsiOgpKJA2C4KhI2IKIDg0mEAKSDjsNZOnf88c9Hao71d1Vna66t6u+79erXl333O13b1edW+eec885b3wjNzOzZuTuic3MmkQafOyciHhzmXlPR8T2w6y3kmwsgN4ah1g1SZMjYmPecZiZ2fhzjYqZ2QQlaZqkn0i6Q9JvJb03pR8j6feSfiHpPEk/lrQr8G1g/1Sj8gpJ16cakC8CU1J61yj7fDr9/a6kY0vSvynpLyQdLunHKe1sSRel/dwn6YyS5f8+xdgt6RJJnyyzr+Ml3STptlQT9NKS7S6RtAy4WNIkSf8i6WZJKyR9JC23vaRrJd0q6U5JJ2ztOTczs/pxQcXMbOI6BlgTEa+NiNcAP5W0HfAN4HjgjcBuABHxCPAh4MaI2D8i7h3YSER8Gng2pbdXuO9LgYGC0TbAW4Gryiy3D3A0cAhwlqRWSXOBvwAOAN5FNipzOb8ADouIA9L+PlUy7yDghIj4S7IRuZ+IiIOBg4EPS9oTeA7484g4EDgCOFeSKjw+MzPLmQsqZmYT153A2ySdI+mNEfEEWcHgjxFxT2Rte79do30vBd4iaVtgHnBDRDxbZrmfRMTzqdnYI8BLgTcAP4qIZyPiKeDKYfYxA7ha0p3A/wNeXTLvipL9HQWcLOl24CZgZ2AOIOCfJK0ArgGmp/2bmdkE4IKKmdkEFRH/S1azcCfwz5L+YWBWHfb9HHA9WW3Je8lqPMp5vuT9JmAyWQGiEucDX46IPwM+AmxXMu+ZkvcCTk81QvtHxJ4RsQxoB3YBDoqI/YE/DdmGmZkVmAsqZmYTlKTdgb6I+Dbwr8CBwO+BPSW9Ii32vgo3t0FSa5UhXAqcStbE7Ooq1vsFcLyk7SRtD7x9mOVeAjyY3neMsL2rgY8OxC9pb0nT0vqPRMQGSUcAs6qI0czMcjY57wDMzGzM/gz4F0n9wAbgoxHxnKT5wE8k9ZIVCl5TwbaWACsk3VrFcyrLgIvJmmGtrzToiLhZ0hXAHcAqYDnwRJlFzwa+J+lB4NfAnsNs8gJgNnBregZlLfBOoAu4UtJy4HayQpyZmU0Q7p7YzKyBSToc+GREHJd3LKUkbR8RT0uaCtwAzI+IW/OOy8zMisM1KmZmloclabDJ7YBOF1LMzGwo16iYmZmZmVnh+GF6MzMzMzMrHBdUzMzMzMyscFxQMTMzMzOzwnFBxczMzMzMCscFFTMzMzMzKxwXVMzMzMzMrHBcUDEzMzMzs8JxQcXMzMzMzArHBRUzMzMzMyscF1TMzMzMzKxwXFAxMzMzM7PCcUHFzMzMzMwKxwUVMzMzMzMrHBdUzMzMzMyscFxQMTMzMzOzwnFBxczMzMzMCscFFTMzMzMzKxwXVMzMzMzMrHBcUDEzMzMzs8JxQcUMkHS4pNV13N9SSR312l+tSLpL0uF5x2HWKCS9UdIf8o6jFhol36uUpNmSQtLkEZZ5WtLL6xlXLUh6vaR70vG8M+94hpJ0iqRf5B2HVc8FFcudpJWSnk0Z3GOSfiJpjxrs5xRJm9J+npR0u6TjxrCdb0r6wgjzfy/ptDLpCyQtB4iIeRHRWe2+q4xzJ0lXSnpC0hpJn6pgnZD0TDpHD0r6N0mThls+Il4dEdePa+BmTSDle28bmh4RN0bEKyvcxuGS+tP39SlJf5B06vhHOz7qke8VmaTrJX2oNC0ito+I+/KKaRx9HvhyOp4fljtWs7FwQcWK4viI2B54GfAn4Pwa7edXaT87ABcCl0naaZz30QmcXCb9A2levfw/YDuyc/pq4H8qXO+16Ry9FfhL4MNDFxjpDqGZ1dWa9H19MfB/gW9IqqigUy/K+PdGTiSdLensGu9mFnBXjfdhTcgZhxVKRDwHXA7sO5Am6SWSLpa0VtIqSX83cNGT9DVJl5cse46kayVplP30AxcBU4Atqt0lvSrdEXo8NW96R0qfD7QDn0p3Ma8ss/lvAW+QNKt0e8B+wCVpetDdJkmnSbo71ShdPbCupM9JOj+9b021HV9K01MkPSdpx2EOcyPwSET0RcRjEVFpQWXgHP0euBF4TdrfSkl/K2kF8IykyaV3hSVNkvRZSfemu7u3DNSMSdpHUrekR9Nd3/dUE4tZsxjaDDV9xz4paUWqHf2upO2GrheZq4BHyfKagfWH/e5J2jnVuj4p6WZJX6i0eUyqof4fSeenuH4v6a0l86+XtEjS/wB9wMvL5HsfTvneU5J+J+nAlL67pO+nPP+Pks6o7ixWFP9Okv4r1TY/JumHQ+LqSefsCkm7l8wLSX+lrJnTY5K+MnC9SXngv0rqlXQf8PaS9RYBbwS+nK4dXy7Z3l7p/UjXulMk/SJt/7F0XuaN8zmRpH+X9Ej6n66QNJD/75zOxZOSfiPpHwc+K5LuJbuOXpmO7Z/LHesI+311yWf0T5I+m9K3lfQf6X+0Jr3fNs07XNJqSX+T4n1IJbWJQ+MFXjGe58rqxwUVKxRJU4H3Ar8uST4feAlZRvhmstqKgQzpb4D9Uib+RuCDQEdExCj7mQx8CHgauGfIvFbgSmAZsCtwOtAl6ZURsQToAr6UqriPH7rtiFgNXEdWgzLgZOCqiOgtE8s7gc8C7wJ2ISscXJJm/xw4PL0/GHg4nQOA1wF/iIjHhjnM3wDvU5lmaJWQtC/Zxea2kuT3kV18d4iIjUNW+USafyzZ3d3TgD5J04Bu4Dtk5/N9wFclvXoscZk1ofcAxwB7khVCThm6gKQWZTdU2oCelDbad+8rwDPAbkBHelXjUOC+tM+zgB9ocA31B4D5wIuAVUPifTdwNlne+GLgHcC69MP8SuAOYDpZze6Zko6uMjYGChDD+BYwlay2eVfg39M6bwH+meycvyzFfemQdY8jy49fm5YbiO3Dad4BwFzgxIEVImIhWd7+8XTt+HiZmEa61kF2vv9Adr6/BFw4yjFW6yjgTcDeZK0O3gusS/O+AjxHdk5OSy8AIuIVwP2klhER8RlGP1YAJL0IuAb4KbA7sBdwbZq9EDgM2J/sXB8C/F3J6ruRna/pZNf+r+iFG3fDxmsTTET45VeuL2AlWYHhcbJagDXAn6V5k4DngX1Llv8IcH3J9CFkdxFXAe8bYT+npO0/DvSSFYbeluYdDqxO799IViBoKVn3EuDs9P6bwBdGOab3kxUiILshcD/w5yXzrwc+lN4vBT5YMq+F7A7kLLIan+eAnYFPkxVoVgPbA58Dzhtm/3sBD5FddP4XODWlbwusB14yzHoBPAk8BtwLfGHgPKT/02ll/ncD5/APwAlltvle4MYhaYuBs/L+7PnlV16v0u/OkPTNeVHJcu8vmf4S8PWSZftTnvY8sAk4s2TZYb97KW/dALyyZN4XgF9UGP8pZHm1StJ+A3wgvb8e+PyQdUrzvauBBWW2eyhw/5C0zwD/NUwc08kKEmvIbqqcmdJeC/xomHVels7bjmXmXUh2I2pgevt0nman6QDeUDL/MuDT6f3PgL8qmXdUWn7y0OMvWSbI8usRr3XpfPeUzJua1t2tgv/V2aTr1yjLvYXsenEYg69/A5+VfUrS/qn0s8KQz3O5Yx1mn+8Dbhtm3r3AsSXTRwMrSz77zw6c25T2SIp91Hj9mjgvtzO3onhnRFyj7MHtE4Cfpzv6AWzD4Ltxq8guRABExG9SNfuuZBeNkfw6It4wyjK7Aw9E1jys7D4r8AOyO5eHkV1QpgI/GWbZWcB/Sjq3JE3A9IhYpewB/DeTFToWkd1den1KG+5Zng8C3RFxQ7oTeWO68XYf2UXhiRFiPzAieoaZ98AI6+1BdmEZahZwqKTHS9Imk93RNLPRPVzyvo8sjxqwJiJmpCYxXyT7sfkfad5I371d0vvS7/RI3+9yHoz0KzBZNSS2seYXuw+JeRLZHfpy3g18j6xJ7v7Ax8hu6DxIVjMy3L4fjfK10bsDtw5MRMTTktaR5f8rU/LQ/8f2JeuWHvOgWqRRtDHKta50vxHRl/L07SlD0o+BgWvddintzDT9i4jYoiOZiPhZaqb1FWCmpP8GPkl2/Rr6Wanm2EYy3OcAsvM59HyUfr7WxeCa/YH/RbnP9njFa3Xmpl9WKBGxKSJ+QHZn8A1kNR8byC5eA2aSXYQAkPQxspqCNcCoPVtVYA2whwY//Fm6zxGblUF2ESF71uZksuYPl0bE+mEWfwD4SETsUPKaEhG/TPN/Tvbj4wDg5jR9NFlN0g3DbHMyWe0REfFHsmYjXwIuIOudZaxGOvYHKN8O+AHg50OOb/uI+OhWxGFmJSLieeBvgT/TC93DjvTdW0uWR8wo2Uy1vS1OH9L0aCZZ/rk5rBHWHSm/+OOQmF8UEccOs53zIuL76dpxS0ScFhG7RsQBETHcjasHgJ0k7VBm3hpKrjep+dzOlFxzRvAQg8/hzCHzRzofo17rqhERxw2cP7IC7BdLzuewvV1GxHkRcRBZk7i9yTplGfisjHRsW2yqwlCH+xzAkP8FW36+hjOWeK2gXFCxQkkP850A7AjcHRGbyGpJFkl6kbKHzD8BfDstvzdZc4X3kxUIPiVp/60M4yaydtufUvYA++HA8bzQTvlPlHkAv4xOsqYXf8HIvX19HfjMQLvx9EDlu0vm/5yswPO7VNi5nuz5mj9GxNphtvkD4L2S3plqqZ4ka/P9Ciq/gFTrAuAfJc1J/8f9JO0M/BjYW9IH0vlslXSwsg4GzJpZq6TtSl5b1coh5Q/nAv+Qkob97qW89QfA2ZKmStqHIb0VKnv4/ewRdrkrcEba7ruBVwFXVRjuBcAnJR2U8ou9Uv7+G+BJZR13TFH2gPprJB08zDH3l0sfSUQ8RNbk9quSdkzxvynN/g5wqqT9Uy3VPwE3RcTKCjZ9Gdn5mJGelfj0kPnDXjtGu9bVQ/psHJqe03yGrNnxpjKflX0Z/XmmSq+TPwZ2k3SmsofnXyTp0DTvEuDvJO0iqY3scz3q+RhjvFZQLqhYUVwp6WmyH9SLyB6IH+jq8HSyTPM+4BdkF5KL0kX928A5EXFHRNxDVuX/rXSBGZN0sX8HMI/sLtdXgZMj6wULsjbM+yrrEeyHw2wGstqOJ8iaR9w8wv7+GzgHuFTSk8Bv074H/JLsWZWB2pPfkV1AhqtNISJ+Rda18Flkz5tcTfYD4i+ASyQdMELcY/VvZBfaZWT/xwuBKRHxFFlb7ZPI7oY9THa8Y/4fmTWIq8ja2Q+8zh6HbV5E1mzn+Aq+ex8nexj5YbLmYJeQPScxYA9G7tb8JmAOWT65CDgxItaNsPxmEfG9tM53gKeAHwI7pR+Zx5M14/pj2vYFKc7x9AGyGozfkz3bcGaK61rg74Hvk9WQvILs/FXiG2R57R1kzcd+MGT+fwInKuu167wy65e91lV+SFvtxWTH8BhZU6l1wL+meR8na1b1MNlzmv81yrZGO1YA0mf0SLL/+cNkndsckWZ/AVgOrADuJDunw45hNkS18VpBaXDzUjMzM2tGks4hezi7Q9IM4HsR8bphlj2F7GHp0Z75swbk/7/Vi2tUzMzMmpCyMVb2S02vDiHrhOO/IetmfbhCiplZvbjXLzMzs+b0IrLmXruTNX86F/hRrhFZw1E2xtnScvMiomyvZWYDalqjIun/KhvV+7eSLkkPC+4p6SZlo7p+V9I2adlt03RPmj+7ZDufSel/UMmgT5KOSWk9kj5dkl71PszMmp3z7OYSETdHxF4RMTUiZkfEP0eF7cEj4ptu9tO8qvn/R8SNqbe5LV61jtMmvpoVVCRNB84A5kbEa8j6QT+J7EG+f4+IOWQPbH0wrfJB4LGI2ItshNhz0nb2Teu9mqyL1a+mXkAmkfX1PQ/Yl2wE7n3Ttqrah5lZs3OebWZmRVPrpl+TgSmSNpANGPQQ2XgQf5nmd5L1cvI1skH+zk7plwNflqSUfmnqI/6PknrIxo+AbJTW+wAkXQqcIOnuavcx0h2ktra2mD179tiO3swsR7fccktvROxSxSrOs83McjSGfLuh1aygEhEPSvpX4H6ybheXAbcAj5eMJLqaF0ZdnU4aRTQiNkp6gmyQpenAr0s2XbrOA0PSD03rVLuP3tLYJc0H5gPMnDmT5cuXj+UUmJnlSlLFozE7zzYzy181+XYzqGXTrx3J7obtSfag3jQGjw0xYODOmIaZN17pI+1jcELEkoiYGxFzd9nFhVqz8dLb28vpp5/OunUVDbVgdeQ828zMiqaWD9O/jTRydkRsIBv46P8AO+iF0XdnkA1CBdldtD0A0vyXAI+Wpg9ZZ7j03jHsw8zqoLOzkxUrVtDZ2Zl3KLYl59lmVrGuri5mz55NS0sLs2fPpqurK++QrAHVsqByP3CYpKmp3fJbyUbUvg44MS3TwQtdIV6Rpknzf5baIV8BnJR6f9mTbBTc3wA3A3NSbzHbkD28eUVap9p9mFmN9fb2snTpUiKCpUuXulaleJxnm1lFurq6mD9/PqtWrSIiWLVqFfPnz3dhxcZdzQoqEXET2cOPtwJ3pn0tAf4W+ER6wHJn4MK0yoXAzin9E8Cn03buAi4ju2D+FPhYRGxK7Zk/DlwN3A1clpal2n2YWe11dnYy8Buzv7/ftSoF4zzbzCq1cOFC+vr6BqX19fWxcOHCnCKyRiXfnBrZ3Llzww9mmm29Y445ZtCFberUqfz0pz/NMaLGJ+mWiJibdxz15DzbrPZaWloo9/tREv39/TlE1DiaMd8eSU0HfDQzG3DkkUfS2toKQGtrK0cddVTOEZmZ2VjMnDmzqnSzsXJBxczqoqOjg+zRh+xuXEdHxyhrmJlZES1atIipU6cOSps6dSqLFi3KKSJrVC6omFldtLW1MW/ePCQxb948dt5557xDMjOzMWhvb2fJkiXMmjULScyaNYslS5bQ3t6ed2jWYGo9Mr2Z2WYdHR2sXLnStSlmZhNce3u7CyZWcy6omFndtLW1cf755+cdhpmZmU0AbvpllhOP0m5mZmY2PBdUzHLiUdrNzCYGj8Julg8XVMxy4FHazcwmBo/CbpYfF1TMcuBR2puHm/iZTWwehd0sPy6omOWgu7ubDRs2ALBhwwaWLVuWc0RWK27iZzax3X///VWlW/NyE8Hx54KKWQ48SntzcBM/s4nPo7BbJdxEsDZcUDHLgUdpbw5u4mc28XkUdquEmwjWhgsqZjnwKO3NwU38zCY+j8JulXATwdpwQcUsJx0dHey3336uTWlgbuJn1hja29tZuXIl/f39rFy50oUU24KbCNaGCypmORkYpd21KY3LTfzMzJqDmwjWhgsqZmY14iZ+ZmbNwU0Ea2Ny3gGYmTWyjo4OVq5c6doUM7MG197e7oLJOHNBxcyshgaa+JmZmVl13PTLzMzMzMwKxwUVMzMzMzMrHBdUzMzMzMyscFxQMTMzMzOzwnFBxczMzMzMCqemBRVJO0i6XNLvJd0t6XWSdpLULeme9HfHtKwknSepR9IKSQeWbKcjLX+PpI6S9IMk3ZnWOU9pZLWx7MPMrNk5zzYzsyKpdY3KfwI/jYh9gNcCdwOfBq6NiDnAtWkaYB4wJ73mA1+D7AIGnAUcChwCnDVwEUvLzC9Z75iUXtU+zMwMcJ5tZmYFUrOCiqQXA28CLgSIiPUR8ThwAtCZFusE3pnenwBcHJlfAztIehlwNNAdEY9GxGNAN3BMmvfiiPhVRARw8ZBtVbMPM7Om5jzbzMyKppY1Ki8H1gL/Jek2SRdImga8NCIeAkh/d03LTwceKFl/dUobKX11mXTGsI9BJM2XtFzS8rVr11Z31GZmE5PzbDMzK5RaFlQmAwcCX4uIA4BneKE6vxyVSYsxpI+konUiYklEzI2IubvssssomzQzawjOs83MrFBqWVBZDayOiJvS9OVkF8E/DVTdp7+PlCy/R8n6M4A1o6TPKJPOGPZhZtbsnGebmVmh1KygEhEPAw9IemVKeivwO+AKYKAXmA7gR+n9FcDJqZeXw4AnUhOAq4GjJO2YHsg8Crg6zXtK0mGp55iTh2yrmn0UTm9vL6effjrr1q3LOxQzawLOs83MrGhq3evX6UCXpBXA/sA/AV8EjpR0D3Bkmga4CrgP6AG+Afw1QEQ8CvwjcHN6fT6lAXwUuCCtcy+wNKVXtY8i6uzsZMWKFXR2do6+sJnZ+GjKPLurq4vZs2fT0tLC7Nmz6erqqsVuzMysSso6X7HhzJ07N5YvX17Xffb29nLSSSexfv16tt12Wy699FJ23nnnusZgZhOfpFsiYm7ecdRTtXl2V1cX8+fPp6+vb3Pa1KlTWbJkCe3t7bUI0cxsWM2Yb4/EI9MXUGdnJwMFyP7+fteqmE1gbsZZbAsXLhxUSAHo6+tj4cKFOUVkZmYDXFApoO7ubjZs2ADAhg0bWLZsWc4RmdlYLV68mDvuuIPFixfnHYqVcf/991eVbmY2HDcjHX8uqBTQkUceSWtrKwCtra0cddRROUdkZmPR29tLd3c3AMuWLXOtSgHNnDmzqnQzs3K6uro47bTTWLVqFRHBqlWrOO2001xY2UouqBRQR0cHWac40NLSQkdHxyhrmFkRLV68mP7+fiBrxulaleJZtGgRU6dOHZQ2depUFi1alFNEZjYRLViwgPXr1w9KW79+PQsWLMgposbggkoBtbW1MW/ePCQxb948P0hvNkFde+21g6avueaanCKx4bS3t7NkyRJmzZqFJGbNmuUH6c2sasPVmLsmfetMzjsAK6+jo4OVK1e6NsVsAhvaq6J7WSym9vZ2F0zMzArINSoF1dbWxvnnn+/aFLMJ7I1vfOOg6Te96U05RWJmZrU0bdq0qtKtMi6omJnVyLbbbjvitJmZNYbtttuuqnSrjAsqZmY1cuONNw6avuGGG3KKxMzMaunRRx+tKt0q44KKmVmNHHnkkUyenD0KOHnyZHc1bmbWoNzVeW24oGJmViMdHR20tGTZ7KRJk9w5hplZg3JX57XhgoqZWY20tbVxxBFHAHDEEUe4cwwzswblrs5rwwUVMzMzMzMrHBdUzMxqpLe3l+uuuw6A6667zgN/mZk1qK6uLubPn8+qVauICFatWsX8+fPp6urKO7QJzQWVgurt7eX000/3DxuzCayzs5P+/n4ANm3aRGdnZ84RmZlZLSxcuJC+vr5BaX19fSxcuDCniBqDCyoF1dnZyYoVK/zDxmwC6+7uZuPGjQBs3LiRZcuW5RyRldPV1cXs2bNpaWlh9uzZvgNqZlW7//77q0q3yrigUkC9vb0sXbqUiGDp0qWuVTGboDwyffG5uYaZjYeddtqpqnSrjAsqBdTZ2UlEANDf3+9aFTOzGnFzDTOz4qq4oCJplqS3pfdTJL2odmE1t+7ubjZs2ADAhg0b3FzEbILyyPTF5+YaZjYePDJ9bVRUUJH0YeByYHFKmgH8sFZBNTuPZm3WGPxdLj6PJm1m48F5SW1UWqPyMeD1wJMAEXEPsGutgmp2HR0dm3sK6u/v92jWZhOUR6YvvkWLFtHa2joorbW11aNJm1lVPDJ9bVRaUHk+ItYPTEiaDERtQjIzawxtbW3MmzcPScybN88j0xeUpBGnzcxG45Hpa6PSgsrPJX0WmCLpSOB7wJW1C6u5dXZ2br5QSvLD9GYTWEdHB/vtt59rUwpq4cKFrF+/flDa+vXr/TC9mVWtvb2dlStX0t/fz8qVK11IGQeVFlQ+DawF7gQ+AlwF/F0lK0qaJOk2ST9O03tKuknSPZK+K2mblL5tmu5J82eXbOMzKf0Pko4uST8mpfVI+nRJetX7KJLu7m42bdoEZIPE+WF6s4mrra2N888/f8LUpjRbnu2H6c3MiqvSgsoU4KKIeHdEnAhclNIqsQC4u2T6HODfI2IO8BjwwZT+QeCxiNgL+Pe0HJL2BU4CXg0cA3w1XUgnAV8B5gH7Au9Ly1a9j6Lx2AtmjaO3t5fTTz99Io2H1FR5tsc+MDMrrkoLKtcyuGAyBbhmtJUkzQDeDlyQpgW8hawHMYBO4J3p/QlpmjT/rWn5E4BLI+L5iPgj0AMckl49EXFfen7mUuCEMe7DrO4m4A9YG4PFixdzxx13sHjx4tEXzpnzbDOzsevq6mL27Nm0tLQwe/ZsDxw7DiotqGwXEU8PTKT3U0dYfsB/AJ8C+tP0zsDjEbExTa8Gpqf304EH0vY3Ak+k5TenD1lnuPSx7GMQSfMlLZe0fO3atRUc5vjy2AvNobOzkxUrVvgZpAbW29tLd3c3AMuWLZsIhdKmy7M99oFVwj9AbTRdXV2ceuqprFq1iohg1apVnHrqqf6sbKVKCyrPSDpwYELSQcCzI60g6TjgkYi4pTS5zKLnbQz4AAAatUlEQVQxyrzxSh9t/y8kRCyJiLkRMXeXXXYps0pteeyFxtfb28tVV11FRHDVVVdNhB+wNgaLFy8e1NV4kWtVmjXP9tgHNpquri7mz58/6Afo/Pnz/QPUBlmwYMHmwboHbNiwgQULFuQUUWOotKByJvA9STdKuhH4LvDxUdZ5PfAOSSvJqvjfQna3bofUvTFkA0euSe9XA3vA5u6PXwI8Wpo+ZJ3h0nvHsI9C6ejo2NzrV0tLS1P0FtRszaA6OzvZuDG7gbxhwwbXqjSoa64Z3EJ2oHaloJoyz/bYBzaahQsX0tfXNyitr6/PPcPZIMP9fmmW3zW1UlFBJSJuBvYBPgr8NfCqIXfdyq3zmYiYERGzyR6s/FlEtAPXASemxTqAH6X3V6Rp0vyfRUSk9JNS7y97AnOA3wA3A3NSbzHbpH1ckdapdh+F0tbWxvTpWcuH3XfffcL0FrQ1mq0Z1LJlyxj46EUEV199dc4RWS1MpPE5mjXPbm9vp6Ojg0mTJgEvDMzZ7N2KuqnTC1atWlVVupmNnxELKpLekv6+Czge2JvsonN8ShuLvwU+IamHrK3xhSn9QmDnlP4Jsi6RiYi7gMuA3wE/BT4WEZtSe+WPA1eT9VBzWVq26n0UTW9vL2vWZDcU16xZ0/Cl8d7eXpYuXUpEsHTp0oY/XoCXvvSlI05bY3jta187aPqAAw7IKZKt0tB5dldXF52dnYO6hO/s7GzqH+Zu6jTYQCG20nRrTgNN9itNt8popJtTkj4XEWdJ+q8ysyMiTqtdaMUwd+7cWL58eV33ee655/KTn/yEjRs3MnnyZI477jg+8YlP1DWGejr33HO56qqr2LBhA62trbz97W9v6OMFOProo3n22Rce85oyZYprVRpQ3v9nSbdExNy67bAAqs2zZ8+eXfbO+KxZs1i5cuU4RjZx+JwMNlJNaAEbZVhOxutz0oz59khGrFFJhZQWYGlEnDrk1fCFlLx0d3dvfn5h48aNDT/gY3d39+YH0DZs2NDwxwtw1FFHbc7UJHH00UePsoZNRKWFlHLTlj8P+Lgln5PBZs2aVVW6mY2fUZ9RiYh+Rn9w3sZRsw342Iy9nHV0dNDa2gpAa2trU3SYYFZEHvBxS+4JbTB3uGCWn0p7/eqW9ElJe0jaaeBV08ia2PPPPz/idKPp6OgY1IVrM/xob2trY968eUji2GOPbYoOE5rRQQcdNGj64IMPzikSG85zzz1XVXozWLRo0eYbKQNaW1ub9od5e3s7S5YsYdasWUhi1qxZLFmypOk7XLDB/CxTbVT6hM9pZH3X//WQ9JePbzgG8POf/3zQ9PXXX59PIFZTxx9/PNdccw3veMc78g6lbnp7e/nc5z7H2WefPWELZ+eddx49PT0VLTu0nX9PTw9nnHHGqOvttddeFS1nW++ZZ56pKr1ZTKQe6+qhvb3dBRMb0UCHHJWmW2UqrVHZF/gKcAdwO3A+8OpaBdXshj501egP63V2dtLSkn0UW1pamqaL4iuvvJK+vj6uuOKKvEOpm2brhvqJJ54YcdqsiBYuXMj69esHpa1fv76pxw1xd81b8jmxehix16/NC0mXAU8CA5/C9wE7RMR7ahhbIeTR61e5Z1JuuOGGusZQT8ccc8ygwbSmTp3KT3/60xwjqr3e3l5OOukk1q9fz7bbbsull146YWsYKtWMx3zuuefyox9lQ4Lk0YNfM/YeU22e7R6dttTS0lL22CVtbqbbTAa6ax56nWrm5l8+J1tyr1+1UWmNyisj4kMRcV16zQdeWcvAmlm5h/Ya2ZFHHjnowfJmeJi+s7Nzc8bV39/fFDUMnZ2dm3/kDIxV0eg6Ojo2X7wGBhI0Kzo/TD+YR6bfks+J1UulBZXbJB02MCHpUOB/ahOSNVuXpqU/3iQ1xY+5ZuySudm63Yas04SB3qPmzZvX8DVI1hjcy9Vg7q55Sz4nVi+VFlQOBX4paaWklcCvgDdLulPSippFZ02hra1t88jsu+66a1P8mDvyyCMHjaPSDLVIzdbt9oDddtuNadOmNUUB3BpDe3s7HR0dm3srGqgNbNYmPa5h2pK79bZ6qbSgcgywJ/Dm9NoTOBY4Dji+NqE1r2Z7mL63t5c1a9YAsGbNGtatW5dzRLV3/PHHb/6/RkRT9Pz15JNPjjjdqFpbW5kzZ05TFMCtMXR1dXHBBRds7q1o06ZNXHDBBU37sPSxxx5bVXozeOqpp6pKNxurigoqEbFqpFetg7TGtnjx4kHjqCxevDjniGrve9/73qDpyy67LKdI6udXv/rVoOlf/vKXOUViZiNZsGDB5qapAzZs2MCCBQtyiihfw+XPzZBvD2dor3CjpZuNVaU1KmY1c8011wya7u7uzimS+mnGYzaziWG4Wu1mqO0ux+fDLD8uqJjlYOgAUB4QyszMzGwwF1Qsd7vvvvuI09YYDj/88EHTRxxxRD6BmNmIBgbgrTTdms+0adOqSjcbK+c6lrve3t4Rp60xvP/97x80/YEPfCCnSMxsJMMN6tiMgz1aeSeffHJV6WZj5YKK5W5oN7VvfvObc4rEaqkZOxAwm4iG66HOPdfZAHcwYPXigoqZ1cXQDgOaYcBHM7NG5A4GrF5cULHc3XjjjYOmb7jhhpwisVoa2mzEzUjMiunRRx+tKt3MrFZcULHcHXLIIYOmDz300JwiMTOzqVOnVpVuZlYrLqhY7u69995B0z09PTlFYmZmzz77bFXpZma1MjnvAMweeOCBEaetuM4777ytKlieccYZoy6z1157VbScmY0P9/plZkXhGhXL3aRJk0acNjMzM7Pm4xoVy51HaZ+4qqnpuOaaa/j85z+/efpzn/ucB300MzOzYdWsRkXSHpKuk3S3pLskLUjpO0nqlnRP+rtjSpek8yT1SFoh6cCSbXWk5e+R1FGSfpCkO9M650nSWPdhVk9DH0pthodU3/a2t21+P3nyZBdSCsZ5tpmZFU0tm35tBP4mIl4FHAZ8TNK+wKeBayNiDnBtmgaYB8xJr/nA1yC7gAFnAYcChwBnDVzE0jLzS9Y7JqVXtQ/L15QpU0acbkTt7e2Dpjs6OoZZsrHMnDkTgL//+7/PORIrw3m2WRk77LBDVelmNn5qVlCJiIci4tb0/ingbmA6cALQmRbrBN6Z3p8AXByZXwM7SHoZcDTQHRGPRsRjQDdwTJr34oj4VUQEcPGQbVWzD8vRxo0bR5xuRN/5zncGTV988cU5RVJfO+20E/vvv79rUwrIebZZeY8//nhV6WY2furyML2k2cABwE3ASyPiIcgujMCuabHpQGl3T6tT2kjpq8ukM4Z9DI13vqTlkpavXbu2mkO1Mch+sww/3YieeeaZEafN8uQ828zMiqDmD9NL2h74PnBmRDyZmiSXXbRMWowhfcRwKlknIpYASwDmzp3b+L+ac9aMNSpWHFvbxfJo7rnnHqC6jgeqNZ5dODvPNjOzoqhpQUVSK9kFrysifpCS/yTpZRHxUKrCfySlrwb2KFl9BrAmpR8+JP36lD6jzPJj2YeZNamenh7uuvNudpi66+gLj0H/+uy39oP3rqvJ9h/ve2T0hSrkPNvMzIqkZgWV1JvLhcDdEfFvJbOuADqAL6a/PypJ/7ikS8kewnwiXbSuBv6p5GHMo4DPRMSjkp6SdBhZ84STgfPHso/xPnYzm1h2mLorR+xzUt5hjMl1v790XLbjPNvMzIqmljUqrwc+ANwp6faU9lmyC9Flkj4I3A+8O827CjgW6AH6gFMB0sXtH4Gb03Kfj4hH0/uPAt8EpgBL04tq92FmZs6zzcysWGpWUImIX1C+fTHAW8ssH8DHhtnWRcBFZdKXA68pk76u2n2Yba2tfdahkmcMxvNZBLNSzrPNzKxoPDK91UQ9frSDf7ibmZmZNSoXVMzGSTUFphNPPJFHHnnhIejddtuN8847rxZhmZmZmU1ILqhYTVTzo/3P//zPWbfuhR6R2traGv5H+9e//nXe9a53bZ7+2tc84LaZmVmRDN87eznlekavagNWRl0GfDQbyTnnnDNo+ktf+lJOkdRPW1sbkyZNArLalJ133jnniMzMzCY+afxelj8XVCx3e++9N5MnZ5V7bW1t7LXXXjlHVB/77LMP06ZNc22KmZk1rfEsWLhw0Xjc9MsK4eUvfzk9PT1NUZsyoLW1lTlz5hSqNsWjtJuZ2ejKNXPKuLAwwCdiPLigYoUwdepU9ttvv6apTSmqnp4efn/77exWo+0PVOE+fvvtIy43Vg+PYZ3Vq1fzRN9T4zZwYr093vcIsfrZvMMwswLbdVdYuzbvKCa+j34UvvrV8vPkElpNuKBiZoPsBnxwgt4JunCEu3xmZhOJf/fW1k03wSGH5B2FjcYFlToYj+Y0HgzQrDZmzJiBnl/HEfuclHcoY3Ld7y9l+oziNB80a1bd3XDUUXlH0Xx23BEefhi22SbvSKwW/DC9mZmZNaXKHs6OYV+ly7mQsvXOOgsiqns9+qgLKY3MNSp1UG0tx5ve9KYt0vIeV6QRHrKG6mqdmvGYzcyKrK8Ppk3LOwqrxO9+B696Vd5R2ETngopVpKenh//97a3M3H5TTba/zYascu+5lTfXZPsA9z89qarle3p6uO2u22CHGgXUn/257cHbarQD4PHabdrMrBJ+1mLievZZ2G67LdNHenA8ws8K2vhxQaWAbrjhhkG1KjfccEOO0bxg5vab+Lu5T+cdxph9Yfn21a+0A/Qf3j/+wdRJy/XVte5cvXo1TzFxH0p/CHh69eqq13u875Ga9fr19HOPAbD9djvWZPuP9z3CdPyMio238nmACx0Tx5o18LKX5R2F2dZxQcXMmlqtu8S+555HAZj+itoUJqazs7v1tnEuQEzMGxWN5K67YN99847CLH8uqBTU/vvvD+T/bMqA1atX88xTk8ZWK1EQq56axLQq7ravXr0anqi+VqJQHofVUfkxz5gxg8d7eyd098Q7zJhR1Tq1fn5nYPtF+S5bcbh2ojFddRXMm5d3FGaNwQWVMaj1Q9bgEbzNzIrGBYvGdOWVcNxxw8/38xhm+XFBZQx6enq47c7f0T91p5rtQ+uzzO+We8cy1vboWvoerWr5GTNm8NzGhyb8MyrbVXG3fcaMGazV2gn/jMqM6dXVMDxM7Z5RWZf+1uqJioepXd8H1sj8PEbRffe78J735B2FmdWbCypj1D91J57bd4RbMAW33e9+XPU69z9du6Zff+rLmle9dGrtCgX3Pz2Jvatd6fEaNv0aKPPVsjXd48D0yhev9bMOa1NN4Q5z5tRk+ztQ+2Mws/K+9jX4q7/KOwozayQuqIzB6tWrael7Ykw/9ouipW8dq1dvrHj5Wv/4W59+wG43uzY/YAH2prrjqP1D1tkxz5leu2NmenXH4ec1zBrHWFsluamTmRWFCypWkWb8AduMx2xmY7d8ORx0UN5RmJk1DhdUxmDGjBmsfezJmu5Dz2Xbj+1eXKs9MKPK3pHMzBpT+RoE1x6YmeXLBZUxqEcb+HvueQqAOa/YrUZ72K2mx1Ftz2hj7eXMPZdZvdXjs+3PtZmZmQsqY1KPHxDN1ixoypQpeYew1ZrxB2wzHnO1GuGzbWZmloemK6hIOgb4T2AScEFEfDHnkBrSRP5hWS/N+AO2EY7Zn+36c75tZkU3bdo0nnnmmbLpNnZNVVCRNAn4CnAksBq4WdIVEfG7Wu53LANENuOd54muGc99Mx6z1Vde+XYza2lpob9/y67iW1pq1FW7TTiSyj7DNVKPcY1u8eLFnHzyyYO+Oy0tLSxevDjHqCa+Zst1DgF6IuK+iFgPXAqckHNMZU2ZMqUh7j6bmW2lCZNvN4pNmzZtUShpaWlh06ZNOUWUr913372q9GbwrW99q6r0ZtDe3s7FF1/MrFmzkMSsWbO4+OKLaW9vzzu0Ca2palTIhr57oGR6NXDo0IUkzQfmA8ycOXOrd+q7zmZmYzZqvj3eebbRtIWSch588EGmT5/OmjVrNqftvvvuPPjggzlGla+BH98LFy7k/vvvZ+bMmSxatKjpf5S3t7c3/TkYb81WUClXJ7lF3WVELAGWAMydO9f9U5qZ5WfUfNt5ttVaMxdKhuMf5VYPzdb0azWwR8n0DGDNMMuamVn+appvDzdWisdQMTPLX7MVVG4G5kjaU9I2wEnAFTnHZGZmw6t5vh0RW7zMzCx/TdX0KyI2Svo4cDVZN5cXRcRdOYdlZmbDcL5tZta85DtHI5O0FliV0+7bgN6c9p2HZjte8DE3i7yOeVZE7JLDfnOzlXl2UT6bRYkDihOL49hSUWIpShxQnFi2Jo6my7dH4oJKgUlaHhFz846jXprteMHH3Cya8ZgnoqL8n4oSBxQnFsexpaLEUpQ4oDixFCWORtBsz6iYmZmZmdkE4IKKmZmZmZkVjgsqxbYk7wDqrNmOF3zMzaIZj3kiKsr/qShxQHFicRxbKkosRYkDihNLUeKY8PyMipmZmZmZFY5rVMzMzMzMrHBcUDEzMzMzs8JxQaWAJB0j6Q+SeiR9Ou94ak3SRZIekfTbvGOpF0l7SLpO0t2S7pK0IO+Yak3SdpJ+I+mOdMyfyzumepA0SdJtkn6cdyyWGS2PlbStpO+m+TdJmp1THKdIWivp9vT6UI3iGDEPVua8FOcKSQfmFMfhkp4oOR//UKM4Rs2f63hOKoml5uelkvy7jt+bSmKpy3cn7WvYPL5e56ShRYRfBXqRjbx8L/ByYBvgDmDfvOOq8TG/CTgQ+G3esdTxmF8GHJjevwj43yb4PwvYPr1vBW4CDss7rjoc9yeA7wA/zjsWvyrLY4G/Br6e3p8EfDenOE4BvlyHczJiHgwcCyxN3+HDgJtyiuPwenyPKsmf63hOKoml5uelkvy7Ht+bKmKpy3cn7WvYPL5e56SRX65RKZ5DgJ6IuC8i1gOXAifkHFNNRcQNwKN5x1FPEfFQRNya3j8F3A1Mzzeq2orM02myNb0aujcPSTOAtwMX5B2LbVZJHnsC0JneXw68VZJyiKMuKsiDTwAuTt/hXwM7SHpZDnHURYX5c73OSSGuFRXm3/X43hTqWlJBHl+Xc9LIXFApnunAAyXTq2nwH7DNLlUFH0B2V6ihpSry24FHgO6IaPRj/g/gU0B/3oHYZpXksZuXiYiNwBPAzjnEAfAXqWnR5ZL2GOcYKlWk69LrUpOfpZJeXeudjZA/1/2cjHKtqPl5qSD/rsf3ptJYoD7fndHy+Lqdk0blgkrxlCtpN/Rd52YmaXvg+8CZEfFk3vHUWkRsioj9gRnAIZJek3dMtSLpOOCRiLgl71hskEry2Hrkw5Xs40pgdkTsB1zDC3dm660o16VbgVkR8VrgfOCHtdzZKPlzXc/JKLHU5bxUkH/X7ZxUEEvNvzsV5vFF+e5MWC6oFM9qoLTkPwNYk1MsVkOSWskuPF0R8YO846mniHgcuB44JudQaun1wDskrSRr1vMWSd/ONySjsjx28zKSJgMvYfybJI0aR0Ssi4jn0+Q3gIPGOYZKFeK6FBFPDjT5iYirgFZJbbXYVwX5c93OyWix1PO8pH0Ml3/X43tTUSx1+u5UksfX/Zw0GhdUiudmYI6kPSVtQ/bw1RU5x2TjLLVRvRC4OyL+Le946kHSLpJ2SO+nAG8Dfp9vVLUTEZ+JiBkRMZvse/yziHh/zmFZZXnsFUBHen8i2f9uvO+CjhrHkGce3kH2fEIergBOTj1dHQY8EREP1TsISbsNtO+XdAjZb5h1NdhPJflzXc5JJbHU47xUmH/X43tTUSz1+O5UmMfX5Zw0ssl5B2CDRcRGSR8HribrFeaiiLgr57BqStIlZL2WtElaDZwVERfmG1XNvR74AHBnamcL8Nl0N6xRvQzolDSJ7EJ6WUS4y16rq+HyWEmfB5ZHxBVkPwy/JamH7O7nSTnFcYakdwAbUxynjHccUD4PJntAmYj4OnAVWS9XPUAfcGpOcZwIfFTSRuBZ4KQa/egrmz8DM0tiqcs5qTCWepyXsvl3vb83VcRSl+9OOTmdk4YlF+zMzMzMzKxo3PTLzMzMzMwKxwUVMzMzMzMrHBdUzMzMzMyscFxQMTMzMzOzwnFBxczMzMzMCscFFbM6kLS7pMvzjsPMrNFJul7S0UPSzpT01TzzYkmnSNo9j32bTVQuqJjVQUSsiYgT847DzKwJXMKW41WcBFxS67w4je0xnFMAF1TMquCCitk4k3SOpL8umT5b0t9I+m2aniTpXyTdLGmFpI+k9K+mAaqQ9N+SLkrvPyjpC3kci5nZBHQ5cJykbQEkzSYrIPxC0uzxzoslPS3p85JuAl4n6R/SNn8raUkavf5EYC7QJel2SVMkHSTp55JukXT1kNHUzQwXVMxq4VLgvSXT7wFuLpn+IPBERBwMHAx8WNKewA3AG9My04F90/s3ADfWNGIzswYREeuA3wDHpKSTgO+WGa19vPLiacBvI+LQiPgF8OWIODgiXgNMAY6LiMuB5UB7ROxPNmL6+cCJEXEQcBGwaGuP3azRTM47ALNGExG3Sdo1tUXeBXgMuL9kkaOA/dIdNoCXAHPILoBnStoX+B2wY7rD9jrgjLodgJnZxDfQ/OtH6e9pZZYZr7x4E/D9kukjJH0KmArsBNwFXDlknVcCrwG6JQFMAh6q8hjNGp4LKma1cTlwIrAbWQ1LKQGnR8TVQ1eStCPZXcAbyC5w7wGejoinahuumVlD+SHwb5IOBKZExK1llhmvvPi5iNiU1tsO+CowNyIekHQ2sN0w+74rIl5X/aGZNQ83/TKrjUvJ7uKdSFZoKXU18FFJrQCS9pY0Lc37FXAm2cXxRuCTuNmXmVlVIuJp4HqyJlWXDLNYLfLigUJJr6Ttya4BA54CXpTe/wHYRdLr0r5bJb26gu2bNRUXVMxqICLuIrsgPRgRQ6vzLyBrTnBreqhzMS/Ubt4ITI6IHuBWsjt5LqiYmVXvEuC1bFmrPWDc8+KIeBz4BnAnWa1O6fOJ3wS+Lul2sqZeJwLnSLoDuB34P9UcnFkz0JbPlpmZmZmZmeXLNSpmZmZmZlY4LqiYmZmZmVnhuKBiZmZmZmaF44KKmZmZmZkVjgsqZmZmZmZWOC6omJmZmZlZ4bigYmZmZmZmhfP/ASD9WQ6s1/A5AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn import linear_model\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"\n",
"plt.figure(figsize = (12,6))\n",
"ax1 = plt.subplot2grid((2,2), (0,0), colspan = 2)\n",
"\n",
"for val in range(0,5,1):\n",
" indeX = df.view == val\n",
" ax1.scatter(df.sqft_living.loc[indeX], df.price.loc[indeX], label = val, alpha=0.4)\n",
"ax1.legend(bbox_to_anchor = [1.1, 1])\n",
"ax1.set_xlabel('sqfit living area')\n",
"ax1.set_ylabel('Price house')\n",
"ax1.set_title('Sqft Living - Price w.r.t View')\n",
"\n",
"ax2 = plt.subplot2grid((2,2), (1,0))\n",
"sns.boxplot(x = 'view', y = 'price', data = df, ax = ax2)\n",
"ax2.set_title('Box Plot View & Price', fontsize = 12)\n",
"\n",
"ax3 = plt.subplot2grid((2,2), (1,1))\n",
"cubicV = df.groupby(['view'])['price'].mean().round(0)\n",
"testTrain = df.loc[:, ['view', 'price']].copy()\n",
"testTrain['sqview'] = np.power(testTrain['view'],2)\n",
"mdl = linear_model.LinearRegression()\n",
"mdl.fit(testTrain[['view', 'sqview']], testTrain['price'])\n",
"y_pred = mdl.predict(testTrain[['view', 'sqview']])\n",
"print(\"Mean squared error: %.2f\" % mean_squared_error(y_pred, testTrain.price))\n",
"# Plot outputs\n",
"ax3.scatter(testTrain['view'], testTrain['price'], color='black')\n",
"ax3.plot(testTrain['view'], y_pred, color='blue', linewidth=3)\n",
"ax3.set_title('LinReg, price ~ condtion + sqft_cond', fontsize = 12)\n",
"ax3.set_xlabel('View rate')\n",
"plt.subplots_adjust(hspace = 0.5, top = 0.9)\n",
"plt.suptitle('\"VIEW\" Effect To SalePrice', fontsize = 14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"_cell_guid": "178474b5-4445-4fa6-8644-d4c3dac70b80",
"_uuid": "66aba8f3e631ed3f015c28434cb94d063001acd4"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"bedrooms = df.bedrooms.value_counts()\n",
"\n",
"\n",
"plt.figure(figsize = (12,8))\n",
"plt.subplots_adjust(hspace = 0.4, top = 0.8)\n",
"\n",
"\n",
"ax1 = plt.subplot(221)\n",
"ax1 = sns.countplot(x=\"bedrooms\", data=df,\n",
" ax=ax1)\n",
"ax1.set_title(\"bedrooms counting\", fontsize=15)\n",
"ax1.set_xlabel(\"Bathrooms number\")\n",
"ax1.set_ylabel(\"count\")\n",
"\n",
"ax2 = plt.subplot(222)\n",
"ax2 = sns.regplot(x=\"bedrooms\", y='price', \n",
" data=df, ax=ax2, x_jitter=True)\n",
"ax2.set_title(\"Bedrooms distribution price\", fontsize=15)\n",
"ax2.set_xlabel(\"Bedrooms number\")\n",
"ax2.set_ylabel(\"log Price(US)\")\n",
"\n",
"ax0 = plt.subplot(212)\n",
"ax0 = sns.boxenplot(x=\"bedrooms\", y=\"price\",\n",
" data=df)\n",
"ax0.set_title(\"Better understaning price\", fontsize=15)\n",
"ax0.set_xlabel(\"Bedrooms\")\n",
"ax0.set_ylabel(\"log Price(US)\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"_cell_guid": "ad386553-29ea-4cba-97c0-9176c2af7d17",
"_uuid": "ffdeaa8690360646104d878f8b86d70708595c0e"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Floors counting description\n",
"1.0 10680\n",
"2.0 8241\n",
"1.5 1910\n",
"3.0 613\n",
"2.5 161\n",
"3.5 8\n",
"Name: floors, dtype: int64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(\"Floors counting description\")\n",
"print(df['floors'].value_counts())\n",
"\n",
"\n",
"plt.figure(figsize = (12,8))\n",
"plt.subplots_adjust(hspace = 0.4, top = 0.8)\n",
"\n",
"ax1 = plt.subplot(221)\n",
"ax1 = sns.boxenplot(x=\"floors\", y='price', \n",
" data=df, ax=ax1, )\n",
"ax1.set_title(\"Floors counting\", fontsize=15)\n",
"ax1.set_xlabel(\"Floors number\")\n",
"ax1.set_ylabel(\"Count\")\n",
"\n",
"ax2 = plt.subplot(222)\n",
"ax2 = sns.countplot(x=\"floors\",\n",
" data=df, ax=ax2)\n",
"ax2.set_title(\"Floor distribution by price\", fontsize=15)\n",
"ax2.set_xlabel(\"Floor number\")\n",
"ax2.set_ylabel(\"log Price(US)\")\n",
"\n",
"ax0 = plt.subplot(212)\n",
"ax0 = sns.regplot(x=\"floors\", y=\"price\", #I need to change floors by sqft_living and hue bye floors\n",
" data=df, x_jitter=True)\n",
"ax0.set_title(\"Better understaning price by floor\", fontsize=15)\n",
"ax0.set_xlabel(\"Floor\")\n",
"ax0.set_ylabel(\"log Price(US)\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"_cell_guid": "96f9525c-789c-4fae-a331-54c29aa85c66",
"_uuid": "ec17022624de6ea6458c83f5aafee64d554ba022"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (12,8))\n",
"g=sns.lmplot(x=\"sqft_living\", y=\"price\", aspect=1.8,\n",
" data=df, hue=\"floors\", fit_reg=False)\n",
"g.set_titles(\"Floors by sqft_living and price\", fontsize=15)\n",
"g.set_xlabels(\"Sqft Living\")\n",
"g.set_ylabels(\"Price(US)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"_cell_guid": "32edf84c-4126-43a4-941e-021cb3b7cbc8",
"_uuid": "75706023e5d8308b51841179ee86adef907baa3e"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Grade counting description\n",
"7 8981\n",
"8 6068\n",
"9 2615\n",
"6 2038\n",
"10 1134\n",
"11 399\n",
"5 242\n",
"12 90\n",
"4 29\n",
"13 13\n",
"3 3\n",
"1 1\n",
"Name: grade, dtype: int64\n"
]
},
{
"data": {
"image/png": 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ewJrU9LRz6kova0KMGtz9Fncf7e6j+/VrVzOiiUie2rZiA2W3zWLbig25LoqIiLSwbE7ruAwoNrPOwBbgGGAG8CJwOtGY84nA4+H4yWH7tbD/BXd3M5sM/MPMriXqqR8KvE7UWz7UzPYEVhA9mPqNcE6jYmTvFoiINJ9XOxv+tRiADVMW0+fcg7ACPX4jUpcTH/1DrPk9depPYs1PpLGyOYZ9OtGDnbOAuSHWLcDPgEvNbDHR+PHbwim3AX1C+qXA5SGfecCDwHzgWeBid68KY9C/BzwHLAAeDMfS2BgiIvmsfPZHVJV/CkD15k8pn/1xjkskIiItKasLJ7n7lcCVaclLiGZ4ST+2AjijjnyuAq7KkP408HSG9EbHEBHJR1Wbt7Hp1eVQWQ2AV1az6dVlFO3Th0SXDjkunYiItIRsT+soIiLNULGwDNJH7rlT8e7q3BRIRERanBrsIiJ5rGhYX0hfLsKMon00I62ISHuhBruISB5LdOlA18N3p+f44QBYYQFdDx+k4TAiIu2IGuwiInmu8wH9qVpfAUBBl53ofMCuOS6RiIi0JDXYRUTyXOoUjt2PHaIpHUVE2pmszhIjIiLx6XvBKBJdO+a6GCIi0sLUwy4ikuc2Tn2fqrVbKJ/xYf0Hi4hIm6MGu4i0aRXlVbkugoiISLOowS4ibdaaVZ/y4hNrWbPq01wXRUREpMnUYBeRNqm62pkzfSMAc6ZvpLra6zlDREQkP6nBLiJt0geLtrCtohqAbRXVfLBoS45L1L6Y2Y/MbJ6ZvW1m95lZkZntaWbTzWyRmT1gZh3CsR3D9uKwf3BKPleE9IVmdnyurkdEJJfUYBeRNmfrlmoWzS2nKgxfr6qCRXPL2Roa8JJdZjYAuAQY7e4jgQTwNeD3wHXuPhRYC1wQTrkAWOvuQ4DrwnGY2Yhw3r7AOOAmM0u05LWIiOQDNdhFpM35cNlWPG0EjDt8+MHW3BSoGdY9voCq9RXbX+seX5DrIjVUIdDJzAqBzsBHwBeBh8P+ScCE8H582CbsP8bMLKTf7+5b3f19YDFwaAuVX0Qkb6jBLiJtzm57dMTS1hYyi9Il+9x9BXANsIyoob4emAmsc/fKcFgpMCC8HwAsD+dWhuP7pKZnOEdEpN1Qg11E2pyORQUM3a8ziTB4IpGAoft1pmORqryWYGa9iHrH9wR2A7oAJ2Q4NPk9SKalW30H6enxLjKzGWY2Y9WqVU0rtIhIHtOnl4i0SXsM7USH0EDvWFTAHkM75bhE7cqXgPfdfZW7fwo8AhwO9AxDZAAGAsmVoEqB3QHC/h7AmtT0DOds5+63uPtodx/dr1+/bFyPiEhOqcEuIm1SQYGx/2HdANjvsG4UFGTqrJUsWQYUm1nnMBb9GGA+8CJwejhmIvB4eD85bBP2v+DuHtK/FmaR2RMYCrzeQtcgIpI3Cus/RESkderdbyeOPrkXRZ01sUhLcvfpZvYwMAuoBN4EbgGeAu43s9+FtNvCKbcBd5vZYqKe9a+FfOaZ2YNEjf1K4GJ319K1ItLuqMEuIm2aGuu54e5XAlemJS8hwywv7l4BnFFHPlcBV8VeQBGRVkRDYkRERERE8pga7CIiIiIieUwNdhERERGRPKYGu4iIiIhIHlODXUREREQkj6nBLiIiIiKSx9RgFxERERHJY2qwi4iIiIjkMTXYRURERETyWFYb7GbW08weNrN3zGyBmY0xs95mNsXMFoWfvcKxZmY3mtliM5tjZqNS8pkYjl9kZhNT0g82s7nhnBvNzEJ6o2OIiOSTsklvUjbpTSrXVdR6JfeVTXoz18UUEZEWkO0e9huAZ939c8ABwALgcuB5dx8KPB+2AU4AhobXRcDNEDW+iZa3PoxoSesrkw3wcMxFKeeNC+mNiiEiIiIikq+y1mA3s+7AkcBtAO6+zd3XAeOBSeGwScCE8H48cJdHSoCeZtYfOB6Y4u5r3H0tMAUYF/Z1d/fX3N2Bu9LyakwMEREREZG8lM0e9r2AVcAdZvammd1qZl2AXdz9I4Dwc+dw/ABgecr5pSFtR+mlGdJpQgwRERERkbyUzQZ7ITAKuNndDwI289nQlEwsQ5o3IX1HGnSOmV1kZjPMbMaqVavqyVJEREREJHuy2WAvBUrdfXrYfpioAb8yOQwl/Pwk5fjdU84fCHxYT/rADOk0IUYN7n6Lu49299H9+vVr8AWLiIiIiMQtaw12d/8YWG5mw0LSMcB8YDKQnOllIvB4eD8ZODfM5FIMrA/DWZ4DjjOzXuFh0+OA58K+jWZWHGaHOTctr8bEEBERERHJS4VZzv/7wL1m1gFYApxP9EfCg2Z2AbAMOCMc+zTwZWAxUB6Oxd3XmNlvgTfCcb9x9zXh/XeBO4FOwDPhBXB1Y2KIiIiIiOSrrDbY3f0tYHSGXcdkONaBi+vI53bg9gzpM4CRGdJXNzaGiIiIiEg+0kqnIiIiIiJ5TA12EREREZE8lu0x7CIibV7lpioKuyZyXYzYmdlo4AvAbsAW4G3g3ynPEYmISAtQD7uISDNUrNhG6a2rqFixLddFiY2ZnWdms4AriB7qX0g0Pe7ngSlmNsnMBuWyjCIi7Yl62EVEmsirnbLn1gNQ9q/1DJjYFyvItD5bq9MFOMLdt2TaaWYHAkOJZuESEZEsU4NdRKSJNrxVTlV5NQBVm6vZMLucHgd1yXGpms/d/1LP/rdaqiwiIqIhMSIiTVK5uYp1r27CKx0Ar3TWvbqJqs1VOS5Z85nZhWY2NLw3M7vDzDaY2RwzG5Xr8omItDdqsIuINMHmhRVESzt8xqudTQsrclSiWP0AWBrefx3YH9gTuBS4oSEZmFlPM3vYzN4xswVmNsbMepvZFDNbFH72Cseamd1oZovT/ygws4nh+EVmNrHuiCIibZca7CIiTdB1WBFm0Xj1XSb0AsAKjK7DinJZrLhUuvun4f1JwF3uvtrd/000vr0hbgCedffPAQcAC4DLgefdfSjwfNgGOIFoTPxQ4CLgZgAz6w1cCRwGHApcmWzki4i0J2qwi4g0QaJLgp6Hd8UKo0a7FRo9D+9KokubmN6x2sz6m1kR0arR/07Z16m+k82sO3AkcBuAu29z93XAeGBSOGwSMCG8H0/0R4G7ewnQ08z6A8cDU9x9jbuvBaYA45p/eSIirYseOhURaaLuB3Zm4+xyPl1XRaJLAd0P6JzrIsXlV8AMIAFMdvd5AGZ2FLCkAefvBawC7jCzA4CZRMNsdnH3jwDc/SMz2zkcPwBYnnJ+aUirK10k5056+N5Y83vy9LNizU/aFvWwi4g0kRUYfY/rAUDf43q0lSkdcfcngT2A4e5+YcquGcBXG5BFITAKuNndDwI289nwl0wy3TjfQXrNk80uMrMZZjZj1apVDSieiEjroh52EZFmKBrQgW2rKika0CHXRYmNmZ2W8h6iRnIZ8Ja7b2xAFqVAqbtPD9sPEzXYV5pZ/9C73p9oMabk8bunnD8Q+DCkj01Ln5oezN1vAW4BGD16dK0GvYhIa6cedhERSXdy2usU4DJgjpl9sb6T3f1jYLmZDQtJxwDzgclAcqaXicDj4f1k4NwwW0wxsD4MnXkOOM7MeoWHTY8LaSIi7Yp62EVEpAZ3Pz9TupntATxINGtLfb4P3GtmHYjGvZ9P1En0oJldQLRK6hnh2KeBLwOLgfJwLO6+xsx+C7wRjvuNu69p0kWJiLRiarCLiEiDuPsHZrZTA499CxidYdcxGY514OI68rkduL0x5RQRaWs0JEZERBokDHHZmutyiIi0N+phFxGRGszsCWrPxtIb6A+c3fIlEhFp39RgFxFphjVTN2z/2Xts9xyXJjbXpG07sBpY5O7bclAeEZF2TQ12ERFJ91IYV14nM7P6jhERkXg0aAy7mR3RkDQREWkTXjSz75vZoNREM+tgZl80s0l8Nj2jiIhkWUMfOv1TA9NERKT1GwdUAfeZ2YdmNt/MlgCLgK8D17n7nbksoIhIe7LDITFmNgY4HOhnZpem7OoOJLJZMBERyQ13rwBuAm4K0zj2Bba4+7rclkxEpH2qr4e9A9CVqGHfLeW1ATg9u0UTEZE8cBgwzt3XmVlfM9sz1wUSEWlvdtjD7u7TgGlmdqe7f9BCZRIRkTxgZlcSLX40DLiDqBPnHkDPMImItKCGzhLT0cxuAQannuPuX8xGoUREJC+cChwEzAJw9w/NrFtuiyQi0v40tMH+EPBX4FaiB5FERNq9lY+trbW9y4ReOSpNVmxzdzczBzCzLrkukIhIe9TQBnulu9+c1ZKIiEi+edDM/gb0NLMLgW8Cf89xmURE2p2GNtifMLP/Ah4FtiYT3X1NVkolIiI55+7XmNmxRBMNDAN+5e5TclwsEZF2p6HzsE8EfgK8CswMrxkNOdHMEmb2ppk9Gbb3NLPpZrbIzB4wsw4hvWPYXhz2D07J44qQvtDMjk9JHxfSFpvZ5SnpjY4hIiI1hRlhXnb3n7j7ZcArqjdFRFpegxrs7r5nhtdeDYzxA2BByvbviRbdGAqsBS4I6RcAa919CHBdOA4zGwF8DdiXaDGPm8IfAQngL8AJwAjg6+HYRscQEZGMHgKqU7arQpqIiLSgBjXYzezcTK8GnDcQOJHoYVXMzIAvAg+HQyYBE8L78WGbsP+YcPx44H533+ru7wOLgUPDa7G7L3H3bcD9wPgmxhARkdoKQ/0KQHjfIYflERFplxo6hv2QlPdFwDFE03zdVc951wM/JVpsCaAPsM7dK8N2KTAgvB8ALAdw90ozWx+OHwCUpOSZes7ytPTDmhijrJ7rEBFpj1aZ2SnuPhnAzMaj+lJEpMU1qMHu7t9P3TazHsDdOzrHzE4CPnH3mWY2NpmcKft69tWVnunbgR0dX1/87czsIuAigEGDBmU4RUSkXfgOcK+Z/Zmo/lwO1PvtqoiIxKuhPezpyoGh9RxzBHCKmX2ZqFe+O1GPe08zKww94AOBD8PxpcDuQKmZFQI9gDUp6Ump52RKL2tCjBrc/RbgFoDRo0fXatCLiLQH7v4eUGxmXQFz9425LpOISHvUoAa7mT3BZz3RCWA48OCOznH3K4Arwvljgcvc/Swzewg4nWjM+UTg8XDK5LD9Wtj/QliwYzLwDzO7FtiN6A+F14l6e4aGWQxWED2Y+o1wzouNidGQeyAi8Vu3pZKenZrabyDZYmZnu/s9ZnZpWjoA7n5tTgomItJONfST8pqU95XAB+5e2sSYPwPuN7PfAW8Ct4X024C7zWwxUa/31wDcfZ6ZPQjMD7EvdvcqADP7HvAc0R8Rt7v7vKbEEJGW917ZVm54+RN+8IWd2btvx1wXJ6dW3vBarOfu8oMxzSkOQHJF0247PEpERFpEQ8ewTzOzXfjs4dNFjQni7lOBqeH9EqIZXtKPqQDOqOP8q4CrMqQ/DTydIb3RMUSk5VRVO/fMXA3APbNW84sv9SdRoAmb8oW7/y1MnbvB3a/LdXlERNq7hk7reCbRMJQzgDOB6WZ2ejYLJiJt10vvbWTj1mh6740V1by0ZFOOSyTpwjeZp+S6HCIi0vAhMT8HDnH3TwDMrB/wbz6b61xEpEE2VFTx1IINbKuKHh/ZVuU8NX89Bw/sTPeiRI5LJ2leDTPEPABsTia6+6zcFUlEpP1paIO9INlYD1bTwN55EZFUM0vLqU571rvanZml5Rw9REOm88zh4edvUtKcaHE6ERFpIQ1tsD9rZs8B94Xtr5Jh7LiISH0OHtiZp+avJ3UJhAIzDh7YOXeFkozc/ejmnB/Gwc8AVrj7SWFWr/uB3kSL753j7tvMrCPRQnwHE3UIfdXdl4Y8rgAuAKqAS9z9ueaUSUSkNdphL7mZDTGzI9z9J8DfgP2BA4imRbylBconIm1M96IEJw7vTodE9JBph4Rx4ogeGg6TR8zsMDObbWabzOw1MxvexKx+ACxI2f49cJ27DwXWEjXECT/XuvsQ4LpwHGY2gmg2r32BccBN4Y8AEZF2pb5hLdcDGwHc/RF3v9Tdf0TUu359tgsnIm3TkXt3o1tRVP10LyrgyL265rhEkuYvwGVAH+BamlDfm9lA4ETg1rBtRENpks8+TQImhPfjwzZh/zHh+PHA/e6+1d3fBxaTYQYwEZG2rhKWgSkAACAASURBVL4G+2B3n5Oe6O4zgMFZKZGItHmJAuPsUX0AOGtUH03pmH8K3H1KaCg/BPRrQh7XAz8FqsN2H2BdWIEaopWnB4T3A4DlAGH/+nD89vQM54iItBv1jWEv2sG+TnEWREQapmxLOX07tf7x3nv37chvxvXP6kqni94uB2DoyNZ/v1pYTzM7ra5td39kRyeb2UnAJ+4+M6x0DdHq1Om8nn07Oic13kXARQCDBg3aUdFERFql+j4p3zCzC93976mJZnYBMDN7xRKRTN5e9QmXT5vC78cey759d851cZotm431bFlx56oG7R9wXlM6pfPGNODkOrYd2GGDHTgCOMXMvkzU8dOdqMe9p5kVhl70gcCH4fhSYHeg1MwKgR5Eq1En05NSz9nO3W8hPFc1evToWg16EZHWrr5Pyx8Cj5rZWXzWQB8NdABOzWbBRKSmqupqrp8RLUN/3Ruv8bfjTyZRoNlVJX7ufn4zz78CuAIg9LBf5u5nmdlDwOlEM8VMBB4Pp0wO26+F/S+4u5vZZOAfZnYtsBswlGgRPxGRdmWHDXZ3XwkcbmZHAyND8lPu/kLWSyYiNTyxeCFrK7YAsK5iC0++9y7jh34ux6XKb1s2V+W6CFLTz4D7zex3wJvAbSH9NuBuM1tM1LP+NQB3n2dmDwLzgUrg4rACq4hIu9Kg76Pd/UXgxSyXRUTqsLZiC/fMm8PWqqitUlFVxd1vz+bI3fegV5EeJ5H85e5Tganh/RIyzPLi7hXAGXWcfxVwVfZKKCKS//R9ukgrMG3ZUqq8ukZalVfz0vIPclQiERERaSmt74kvkXboqEGDuWfeHD7ls0Z7wgo4cvc9clgqiUNJSQlLFk2PNc+9Sozi4uJm55M2U0zSemCuu3/S7AAiItIg6mEXaQV6FXXi7H33p2MiWuSxYyLBOSMPyNpwmNVbKrKSr7Q6FxAtfHRWeP0duBT4j5mdk8uCiYi0J+phF2klTh4yjEfeXcDWqi102akDJ+29T1bizFu1lp9Pm8X/jD2YEX17ZiUGwIuLN3L0kG5Zy7+1KC4uZs/p8c5EuEsMvetBNTA8TECAme0C3AwcBrwE3B1XIBERqZt62EVku6rqam6cMR+AG9+YT1V1dT1nSBs3ONlYDz4B9nH3NcCnOSqTiEi7owa7SCvxxOKFbP50GwDln27jyffejT3GU4tLWVcRxVhbsZWn3yuNPUZLmP7Ceqa/sJ4tm6vZsrl6+7Y02stm9qSZTTSziUTzpb9kZl2AdTkum4hIu6EGu0grUNe0jsl52eOJsZV7573H1qqoV31rVTX3vL2EdRVbY4shrc7FwB3AgcBBwCSiudA3u/vROS2ZiEg7oga7SCvQEtM6vrxsJVXVNcdSV1VX89LylXWcIW2duzvwCvAC8G/gpZAmIiItSA+dirQCLTGt45GDduHOOYtqpFW7c+Tuu8QWo7VZev3HsZ87+Ie7NjnPlmZmZwJ/IFr4yIA/mdlP3P3hnBZMRKSdUQ+7SCvQEtM6enilp0m79nPgEHef6O7nEq1S+sscl0lEpN1Rg12klTh5yLDtDfReRZ1in9bxufdWZGywP7dkRaxxktZtqcpKvhKrgrQFklajzw0RkRanileklUgUFPDD0WMA+NEhY0gUxPvf1yzW7KRteNbMnjOz88zsPOAp4Okcl0lEpN3RGHaRVuT9dWu3/9y3786x5n38XgN46J2lVKY8eFpYYBy/14BY40htu/xgTK20sklvNujcvhMPirs427n7T8zsK8ARRGPYb3H3R7MWUEREMlKDXaSV2FZZyd9nzwTgltkzOW7w3nQojO+/cM+ijpy9715MmvseTtQ6O2ffvelZ1DG2GNJwyYb4uscX1NrXc/zwFiuHu/8T+GeLBRQRkVo0JEYkRmVbNmYt76unv0J1GGVe7c7vp/8n9hgnDx1Er6IOAPQq6sBJQ3ePPUY2TX1yDVOfXMOW8qqMr+R+2TEz22hmGzK8NprZhlyXT0SkvVGDXSQmb5eVMvHZvzKvLP7VQd9ft5bXP6r58Of0j0pZun5trHESBQX8+LCRAFxWvF/s4+ST7nh9Neu2VHHH66uzkr80j7t3c/fuGV7d3L17rssnItLeZK3Bbma7m9mLZrbAzOaZ2Q9Cem8zm2Jmi8LPXiHdzOxGM1tsZnPMbFRKXhPD8YvC8tjJ9IPNbG4450az6LG5psQQaY6q6mqumxk9i3ftrGeoqq6u54zGuWNO5vHMdaU3x779enHbiUcwom/P2POWxus5fjiJHkXbXy05HEZERPJDNnvYK4Efu/twoBi42MxGAJcDz7v7UOD5sA1wAjA0vC4Cboao8Q1cCRxGNAfwlckGeDjmopTzxoX0RsUQaa4n3pvFuq3lAKyr2MyTS2bFmv8ePXtkTu+RnUZ1n05FWclXREREGi9rDXZ3/8jdZ4X3G4EFwABgPDApHDYJmBDejwfu8kgJ0NPM+gPHA1PcfY27rwWmAOPCvu7u/lpYKvuutLwaE0OkydZUbOLuBa9QUfUpABVVn3LX/FdYW7E5thin7TMiY/qp+6i3VUREpK1rkVlizGwwcBAwHdjF3T+CqFFvZsm56QYAy1NOKw1pO0ovzZBOE2J81IzLk3ZuWuk7VHnNITBVXs200gVMGDI6tjiFVkBlSpxC0yMoIiJt2YSHn489z8dOPyb2PCX7sv6Jb2ZdiaYE+6G772h2gUzLtngT0ndYnIacY2YXmdkMM5uxatWqerKU9m7swOEk0hrPCSvgqIHx9X5PW7a01sJGZvDS8g9iiyH5q9vYPUn06kT57I/ZtkKTtIiItDdZbbCb2U5EjfV73f2RkLwyOQwl/Ewue10KpM4hNxD4sJ70gRnSmxKjBne/xd1Hu/vofv36NfyCpV3qVdSFc4Z/nqLETgB0TOzEuSM+T6+iLrHFOGrQ4Ix/FBy5+x6xxUj1wlJ96ZRPPGUxqw1TFtfYFhGRti+bs8QYcBuwwN2vTdk1GUjO9DIReDwl/dwwk0sxsD4Ma3kOOM7MeoWHTY8Dngv7NppZcYh1blpejYkh0iwn7z2KnqGB3ruoCyftFe8ERL2KOnH2vvvTMZEAoGMiwTkjD6BXUadY47SEa6etZO2Wyu2va6etzHWR8l757I9I9IgeBK7e/Cnlsz/OcYlERKQlZXMM+xHAOcBcM3srpP0/4GrgQTO7AFgGnBH2PQ18GVgMlAPnA7j7GjP7LfBGOO437p5c+eS7wJ1AJ+CZ8KKxMUSaK1FQwIS9D+avc55nwt6jszJ/+clDhvHke+/y8eZN9CrqxEl77xN7DPlMSUkJ7yxeEnu+nyvZi+Li4gYfX7V5G5teXQ6V0fMLXlnNpleXUbRPHxJdOsRePhERyT9Za7C7+ytkHjMOUOuJhzDTy8V15HU7cHuG9BnAyAzpqxsbQ6Q5qqqreXBhCQAPvFvCCXseEHujPVFQwA9Hj+HyaVP40SFjsraoEcAn5Vuylrc0TsXCMvC0ITDuVLy7mi4HaZIrEZH2oEVmiRFp6x5fPIM1W6NpHNdUbGLyezM4deihsccZ2W9n7jzxVPp26hx73lJTcXExu5YMjj3fwcW7Nur4omF92fTacmo8H29G0T594i2YiIjkLTXYRZppTcUm7pz/co20O+e9zNjd9431wdMkNdYjzzxQFuu5J3y1b3OKkzWJLh3oevju24fFWGEBXQ4flNfDYcxsd6K1MXYFqoFb3P2GsBDeA8BgYClwpruvDc8h3UA0ZLEcOC+5jkdY3foXIevfufskRETaGU3kLNJMz7w/u9Y87JVezTPvz85RiaSt6XxAfxJdolmICrrsROcDGtdLnwMtsdK1iEi7oR52kWaqqNyWOb0qc3p79atna82gmnHfb8bt1hLFaVWswOh+7BDWPjyP7scOwQrqejwoP4TZt5KL1200s9SVrseGwyYBU4GfkbIKNVBiZslVqMcSVroGMLMpwDjgvha7GBGRPKAGu0gzFRV2zJyeyN8hCzty4xvzt/+85JAROS6NJHUY0J2+F4wi0TXz71u+ytJK19JKnf/ouNjzvOPUZ2PPUyTfqMEu7cLaLWX06pSdMcqH7zaEf7zznwzpQ7MST1rO4B/WHnqy4s6GrX484Lz4F11rhY31GitdW/pyvSmHZkhr8IrWZnYR0VAaBg0a1LTCiojkMY1hlzbv3bK3ufTZs3m37O2s5P/WqmW1WhUGvLXqg6zEE2kNsrzSdQ1anVpE2jo12KVNq6qu4taZ1wBw66w/UlVdFXuMsQOH06Gg5pdVHQoKOWrg8NhjibQG2V7pukUuQkQkj2hIjLRp/35vMhu2rgNgQ8Vanl8ymeOGnBprjF5FXTh3xBeYNP8ltlVXsVNBgon7fiErUzpm28+nzaq1fdVRo3JUmrqVlJQwa+7SWPPstcfgBq1AmjrUZeVja2vt32WCJjGhZVa6FhFpN9RglzZrfcUaHl0wia1VFQBsrargkfmTOGzgWHoUxduoOnnvUTzx/pt8vHkdfTt146S98q+R25IueXR5/Qc14twbT909w5GSr1pipWsRkfZEDXZps0pKp1JZXVkjraq6iumlU2PvZU8UFPCjUSfws5fv40ejTiBRkJ3RZv+YPweAb4zYPyv5txbFxcWs/WBIzHk2/qHkXSb0Ys3UDdu3e4/tHmeRREREAI1hlzaseODRpE8o4TiHDRyblXgj+w5k0rjvsG/fgVnJX0RERNon9bBLG1Z7VrhsLjfzzpoP+Vzv1rfoz4VP156SMtP+v3/5iJYojoiIiKRRg11ybnN5GV06xz9HeknpVMysRie7mWVlSIy0vBO+Wvt3ZuqTDXsecexJvWMrR+ehRWxbVUmHfqpORUQkOzQkRnLqo5VzueefZ/HRJ/HPkV488GgSlqiRVmCJrA2JaQkrN29m5ebNuS6GBF7tlD23HoCyf63Hq2ut6SMiItJs6hKSnKmuruLFV6M50qf+5xq+Ov42CgoS9ZzVcD2KenHq8InbZ4rpkCjitBETY58hJqlsy8as5NvalJSU8NHsd+PNs/8+DZpysaVteKucqvJqduqZoGpzNRtml9PjoNY3naeIiOQ3NdglZ95+53G2bInmSC+vWMvbCyez//B4h6p8ae9TeP79yaza/BE9inpxzF6nxJp/qmw22C+fNqXW9tVHHdvofCY8/HyTy5Dp3MdOrzVDX04lh7pMf2F9xv2HfbFHbLEqN1ex7tVNeKVT2LMQr3TWvbqJrvsUkegS3x+eIiIiarBLTpRvWcMbsydRGeZIr6ys4I237mTI4LF07hRfD3iiIMG3Rv2Y/335Mr416sckYuzBT7dKPexANOVi/48GxJxn4+ZhTzbM50yP/k32P6xbrOUB2Lywgmj6cFhx5yogGiKzaWEFPUapl11EROKjBrvkxOL3p+LVVTXS3KtZvPRF9h9+Wqyx9uk7kmvH3UOvTvE/2Jpt33z6sQbtu/3LE+rNq6SkhA1zZsRSru15DuyScahKpoWOfvXshw3K8zfjWsdMO12HFUU97ClPNVuB0XVYUQ5LJSIibZEeOpWcGLLn0Vhab7dZAUMGH52VePNWvZmVfJP+9/XJlG3ZyP++PjmrcaRxOnVJ0ClLw1MSXRL0PLwrVhhNFmqFRs/Du2o4jIiIxE497FKnis1lFHXJTq905069OOSAibzxVjQsprCwiEMOPC/W4TAt5cfT7q21/cejzspRaepWXFxM99J4Z5hpzIOgyZ7za6etrLXv0qN2ia1MLan7gZ3ZOLucyvVVJLoU0P2AzrkukohIo13y6PJY88v0Las0jxrsktHaj9/m9ad+yqEn/oFeu+6blRgjPzeeeQsns2HTR3Qu6sXIYVl8IHRz7UZivjnp4XvrP6gR5z55ev790dDS+uyyE9NfWE+fXXaid7+dYs/fCoy+x/Xg44fW0Pe4HlhBNpfmEhGR9koN9laqctNqCrv2yUre1dVVzH3pWgDmvnQtnz/9llinW0wqKEgwdK9jmDnnHsYecVlWYgDcOvOPWcl34rN/bdC+SeO+U29eJSUlbJwzL5Zybc9zYEmtHvBMs7rUt9JpUlwrnV561C7c8frq7dvnH5qt32Pf/tDpnOkbOfLLvSjIQoO6aEAHBn6rH4VdNRRGRESyQ2PYW6GKFfP58PZvU/Hhgqzkv2z+ZLaF6Ra3bVnLsvlPZCUOwMbNK9ln72Ppv/PIrOR/9cs/oaz8Y8rKP+bql3/C1S//JCtxpHHOP7QPPTsleHNFOe+Vbc1KjA8WbWFbRTUA2yqq+WDRlqzEAdRYFxGRrFIPeyvj1VWsnvJnANZM+TP9z7mx1sObzbG1fA2LZ95NVWU03WJVZQWLZ95F/72PomMrHF8ehxMf/UPs5z91as0/HIqLi+lW+l6z4qRr6Pjy1J7zn0+bVWv/VUeNiq1MSVXVTs9O0e/tPbNW84sv9ScRY+/31i3VLJpbTlWYiKiqChbNLWe3PYroWKR+ChERaV3UYG9lNs5+huryaFGYqs3r2Dj7GbofdFJs+X+0ZBruUStn+JjvsOC1v+JexUfvTWPwyPqnDmyoyf/6Sa3tU45rXsM46bLnzm3Q/muOv6vevEpKStg4O96GNEBJ/9rDVTKNOd/RtI6pGjKtY0P8Ysx+/H32ou3bFx4wNJZ807303kaeWrABgI0V1by0ZBNHD4lvrvQPl23FvWaaO3z4wVb2HNYptjgiIiItQQ32VqRq81rWv3YfXhkNIfDKrax/7T66DPs8ic49m5X3yw99a/v7oi79APhg3mQ6d49m9li+4EmWL3gSgC+ccWuT4/zjkXMatO8bp93doPzOf3Rck8uS6dw7Tn22yfm1BT97cQbLNpZzyegR3DhjPovXrufG48bEGmNDRRVPLdjAtqqoRb2tynlq/noOHtiZ7kXxfFu02x4dWTS35ow4ZlG6iIhIa6MGex4pKSlhzZo1de4vf38mlWWdgJo9hIV3/InOex6c8ZzevXs3auq9uJSUlPDgY5c1+fwZr3++VtqZE66pcS0lJSWUzd7U5BiZpPd8FxcX81Id929HD52mashDp3VJ7Tlfs2kTkxbMBeD5D5Zw17jx9O7atcl5p5uzcjXLNpYDcOOM+QAs21DO3E/WsN/OvWOLM7O0nOq07u9qd2aWlsfWy96xqICh+3XePiwmkYCh+3XWcBgREWmV1GDPM2XPXNvoc7aVLaX8nWkZ9/U+63c1tktKSnjx4Z82qWxJr0w/slba0af/X07+MMilZEM8fR52gF8dcio9Osc7J/f5z06mKmVVzW8+N5nHvvKN2PK/9a1FGdP//ta73HhcfP+2Bw/szFPz10PKtRSYcfDAeO/XHkM78cGiCrZsrqZjUQF7DNVQGBERaZ3aXYPdzMYBNwAJ4FZ3v7oh5918880sWbIk1rLstddefPe7392+XVxczG6vN29oS7pBOWpEFxcXU1z8Sq30HQ2JSdWQITHFxcU8kSFGqkyzwlz+hXjGyif98aizOP3x6zl738/z97kvAnDBlFt4ePwPY4vxz3fm1WisA1S689jC+UwYNiKWGBcetA+/fKn2irAXHrhPLPkndS9KcOLw7tuHxXRIGCeO6BHbcJikggJj/8O6Mf2F9ex3WLesTOkoIiLSEtpVg93MEsBfgGOBUuANM5vs7vNzW7LPDLrk4Tr3VW1ey5p/31QrvfexFzd4DHvUkH6pVnrqGPb6NGcMe7Ihnv7QKcCq1e/y9Ql3xrba6fL1S1hYFg0hueDgH3NbmI+9dP37DOyxZywxAJ55/y22VH+6vbEOsKX6U55bOofjB+8fS4y7583JmD7p7dmxNdj327k3g7p13j4sBmBQ986xDodJOnLvbrz0/iZWb66ie1EBR+4V39CeVL377cTRJ/eiqLOmXRQRkdarXTXYgUOBxe6+BMDM7gfGA/U22FN7wnNl87uvsKX0baj69LPExE5sXvhKs2eKSTbCl779KItm3El1SoyCxE4MHX1+rLPEDB44htffvJ2q6s/iJBIdWLz0RfYfflosMR5d8NksMLelLJ70yIK7uKT4ylhiANw6N/NwpL/PeTG2Bvt5Iw/g1rm1e78njjwglvyTfn/0aL4++bM/6H4/dnSs+SclCoyzR/Xhhpc/4axRfWKd0jGdGusiItLatbcG+wBgecp2KXBYjsrSaF2GfYH1r91fY2CEWQFdhtV+QLOp+u89lsUz7wY+a0ibJei/91GxxQAYsufRvDF7ElSnxilgyOCjY4tx2vCJvPlRSYb0HU/72FgX7X80N775XK30C/eP71omDBvBHXPfqjEsptAstt71pE4dduKkvQfy5HulnDJkdzp12CnW/FPt3bcjvxnXn56d2ls1JCLS/jzzQFms+Z3w1b6x5pfv2tuUCZm68bzWQWYXmdkMM5uxatWqFihWwyQ696THmK9jhdHUdFbYkR5jvt7sKR1TdezUiyEHn0OisCiKWdiRIQefG/uiSZ079eKQAyZSmIjiFBYWcciB58U2HAZgYI89OXDXmlMSHtR/TKzDYQCOH7w/nQpqNmw7FewUW+960h3jTqmxffvxp9RxZPN866Bh/PKI/flmzGPXM1FjXUREpH7trcFeCuyesj0Q+DD9IHe/xd1Hu/vofv36tVjhGqLbASeQ6BI10BNdetLtgBNijzFoxCl0CA3nDp16M2jEybHHABj5ufHbG+idi3oxclj8DdDvHnIFBRYNiSiwBN8ZfUXsMQBuO/aiHW7HoXfXruzZPfq336tHz1indEx3cP/8+r0XERFpz9pb99YbwFAz2xNYAXwNiG9evBZgBQl6f+liPvnnr+h97PewgvjH5xYUJNjvyB/x+lM/Zb8jL6UgCzGSccYe/mMm/+syxh5xWVbidCjswDf2+zb3zLmJb+z3HToUdog9BkCPzp3Zr89A5q4uZf8+u8c+pWPSn447kX/Mm8039o137LpIPmvq7F7SOH+7+/hY8/v2ObWHCopI07SrBru7V5rZ94DniCr+2919Xo6L1WhFA0aw2zf/RmHXPlmL0WvXkRz1tbso6pLdMWL9d9mPs79yL106Zy/OMXufwl69P8eevbI7xOPqI7/OY4tmMGFodh7UTFJjXdqT1jC7l4hItrWrBjuAuz8NPJ3rcjRXNhvrSdlurCdls7GelO3GelK2G+si7VCTZ/cSkfZl6fUfx57n4B/uGnueTdHexrCLiEjrkml2rwE5KouISE6Ye61JUiSFma0CPmjkaX2BeOcvarsxWiqOriX/YrRUnLYSoylx9nD3Vv0EsZmdARzv7t8K2+cAh7r791OOuQhIPuk9DFjYyDDt+XekPcdoqTi6lvyL0VJxmhIjY73d7obENFZTPuzMbIa7Z3VsRFuJ0VJxdC35F6Ol4rSVGC0ZJ8/UO7uXu98C3NLUAPodaZ8xWiqOriX/YrRUnDhjaEiMiIjks+2ze5lZB6LZvSbnuEwiIi1KPewiIpK32srsXiIizaEGe3Y0+avZdhijpeLoWvIvRkvFaSsxWjJOXmmB2b30O9I+Y7RUHF1L/sVoqTixxdBDpyIiIiIieUxj2EVERERE8pga7CIiIiIieUwN9lbCzA41s0PC+xFmdqmZfTnLMe/KZv5SPzPrYGbnmtmXwvY3zOzPZnaxme2U6/KJSGaqs9sn1dmSLRrD3gqY2ZXACUQPCU8BDgOmAl8CnnP3q2KIkT5NmgFHAy8AuPspzY1RR9zPEy09/ra7/yumPA8DFrj7BjPrBFwOjCJayvx/3H19DDEuAR519+X1Hty8OPcS/bt3BtYBXYFHgGOI/v9OjCnO3sCpRPNdVwKLgPviuFci7Y3q7EbnmfU6O8TJer2tOluyRQ32LDKz8939jhjymQscCHQEPgYGplRs0919/xhizCKqHG8FnKjyv49ozmPcfVpzY4Q4r7v7oeH9hcDFwKPAccAT7n51DDHmAQeE6eBuAcqBh4kqzAPc/bQYYqwHNgPvEd2nh9x9VXPzzRBnjrvvb2aFwApgN3evMjMDZsf0b38JcDIwDfgy8BawlujD4L/cfWpzY4i0BqqzM8ZpE3V2iJP1elt1tmSNu+uVpRewLKZ83sz0Pmy/FVOMAuBHRL1BB4a0JVm4J6nX8gbQL7zvAsyNKcaClPezsnS/3gz37DjgNmAV8CwwEegW4/16G+gA9AI2Ar1DelHqdTYzxlwgEd53BqaG94PSf9+aGacHcDXwDrA6vBaEtJ5x/65liP9MjHl1B/4XuBv4Rtq+m2KKsStwM/AXoA/w6/Bv9SDQP9v3qz2+VGfXey2tts5OXku2623V2bH+7qnOTnlpHvZmMrM5de0CdokpzDYz6+zu5cDBKbF7ANVxBHD3auA6M3so/FxJdubpLzCzXkSVpnno3XD3zWZWGVOMt1N6ymab2Wh3n2Fm+wCfxhTDwz37F/CvMDbxBODrwDVAv5ji3EZUWSaAnwMPmdkSoBi4P6YYEP1bVxH1CHYDcPdlMY+5fJDo6/qx7v4xgJntSvRh+RBwbHMDmNmounYR9XjG5Q6ir6D/CXzTzL5C9CGwlejfJg53Ak8RNYxeBO4FTgTGA38NP6WRVGc3Wlups6Fl6m3V2Y2gOrvhNCSmmUIleTzR11E1dgGvuvtuMcToGH6p0tP7Ev3VNre5MTLkfSJwhLv/v5jzXUr0gWVEX+Me7u4fm1lX4BV3b/Z/0PCheAPwBaCMaCzk8vC6xN1nxxDjTXc/qI59ndx9S3NjpOS3G4C7f2hmPYnGwS5z99djyv8HwAVACXAk8Ht3v8PM+gH/dPcjY4qz0N2HNXZfI2NUEX1NbBl2F7t7p+bGCHHeSv1dNbOfE301fQowxd3r+hBqTIztv2NmtszdB9UVXxpOdXaj811KG6izQ5wWqbdVZzcqhursBlIPe/M9CXR197fSd5jZ1DgCZKr4Q3oZUeUWO3d/iugvxbjzHVzHrmqi8XdxxFgPnGdmLTuC1QAAIABJREFU3YC9iH7PS919ZRz5B1/dQfzYGushvw9T3q8jGtsZZ/43mNm/geHAte7+TkhfRfRhEJcPzOynwKTkv4WZ7QKcR/TBHIcFwLfdfVH6DjOL80GzjmZWEHrrcPerzKwUeInoIbM4pM7ilT77RyKmGO2R6uzG5Tu4jl2trc6GFqq3VWc3iursBlIPu4i0iPC1+uVEXwvuHJJXApOBq909vcezKTFOJxpXuzDDvgnu/lhzY4S8/g/4l7v/Oy19HPAndx8aQ4zfAP/n7pvS0ocQ3a/TmxtDRKQuqrMbHSOrdbYa7CKSc3HNzpHrGC0Vp6WuRUQkk7ZUz7WWa1GDXURyLn28X2uN0VJxWupaREQyaUv1XGu5Fo1hF5EW0RKzc7TQDCBt6lpERDJpS/VcW7gWNdhFpKX8f/buPTyuszr0/3fNRTdLtuVYShzbwTEYDEm5JKYJbU7qBtoGShNoA8WFEgo0aQsntBQaOG0DDbQnKfxKCbdjH+6FcgtQTEtCE4Jr6A9D7ISbsRM7thM7vkiWdRlpNNe9zh/vu0dbo5nRSNZlLK3P88wjzZ59effWSFr7nfWu93xqVOc4h44xV8eZq3MxxphKFtLfuXP+XCxgN8bMlVmvzjFHx5ir48zVuRhjTCUL6e/cOX8ulsNujDHGGGNMA4tNvooxxhhjjDFmvljAbowxxhhjTAOzgN0sOiJyvoj8q4gcEpE9IvIDETmrGftE5N0i8raZauNZtGOdiPx8vtthjDEzxf5mG2MBu1lkRESAfwN2qup6Vb0ceBWwpsK6i25Q9mI8Z2NM47K/2bUtxnNerCxgN4vNNUBOVf9PuEBVH1fVDwGIyOtE5Csi8k3gP0WkXUS+IyIPicjPROT6cDsR+WsReURE7geeEVn+VBG51/cEfU9ENpY3wvfufFJEdvheo1v88nG9LSLyNhF5t/9+h4h8QER2isg+EXm+iHxNRA6IyHsju0+IyGdE5KcicreItPntLxeR//Lt+raIrIrs9x9E5L+At8zERTbGmBlif7Ptb7bByjqaxecS4KFJ1nkB8GxVPeN7L16uqkMishLYJSLbgctwvTzPw/0ePQTs8dtvA/5EVQ+IyBXAR3H/dMptBH4d6AAeEZGP1dH+nKpeLSJvAb4BXA6cAR4TkQ/4dZ4BvEFV/1tEPgn8mYh8EPgQcL2q9orI7wN/D7zeb7NcVX+tjuMbY8xcsr/Z9jfbYAG7WeRE5CPAVbg/qs/3i+9T1TPhKsA/iMjVQACsxk2O8D+Ar6tq2u9nu//aDvwK8BX3SS4AzVUO/x+qmgWyItJDfTOhbfdffwbsVdUT/riHgLXAAHBUVf/br/c54BbgXuBS4D7frjhwIrLfL9VxbGOMmVf2N7vE/mYvMhawm8VmL/B74RNVfZPvhdkdWWck8v2rgS7gclXNi8gRoCXcvML+Y8CAqj63jrZkI98Xcb+PBcanqrUwXrhNULZ9wNjvc3m7FPdPbK+qvqBKW0aqLDfGmPlkf7Mrs7/Zi4zlsJvF5gGgRUT+NLKsrcb6y4Ae/4f/14Gn+OU7gZeLSKuIdAC/A6CqQ8BhEXkFuAFTIvKcKbTvFNAtIueJSDPw0ilsG7pIRMI/8luA7wOPAF3hchFJisgl09i3McbMJfubjf3NNhawm0VG3dS+LwN+TUQOi8iPgM8At1bZ5PPAJhHZjeu52e/38xDuI8kfA18FvhfZ5tXAG0TkJ7jeoeupk6rmgduBH+KmOd5f/9mV7ANuFJGfAiuAj6lqDrgBuNO368e4j4GNMaZh2d9s+5ttHHG/C8YYY4wxxphGZD3sxhhjjDHGNDAL2I0xxhhjjGlgFrAbY4wxxhjTwCxgN8YYY4wxpoFZwG6MMcYYY0wDs4DdGGOMMcaYBmYBuzHGGGOMMQ3MAnZjjDHGGGMamAXsxhhjjDHGNDAL2I0xxhhjjGlgFrAbY4wxxhjTwCxgN8YYY4wxpoFZwG6MMcYYY0wDs4DdGGOMMcaYBmYBuzFmRojIu0VEI4+0iPxMRG6axr6a/P6eW7a82y9fN1Ptni8i8mYR0Tk83l+JyOZZ3P86/3N/6WwdY6b59r55Do7zbhE5PdvHmWsicreI7JjvdhizGFjAboyZSYPAC/zjd4DvAFtF5A+muJ8m4F3Ac8uWd/vl686umYvSXwGbZ3H/J3A/9+/P4jFm2guAr8x3I4wxZjKJ+W6AMWZBKajqrsjz74jIrwAvA/51ntpUlYi0qurofLfjbDTKOahqFtg16YoNILxmZe/VRUVE4kBcVXPz3RZjzOSsh90YM9tSQDK6QERWiMhWETklIhkR+f9F5IqybQA+FUmxWQf8zC//brh8CvsMUyDeKiL/LCK9kf1Rtl7F9A4R+bSI7I48f7eInBaR54nILp8G9LCI/I+y7ZpF5MMiMiAiZ0TkA+XX5GzPQUSuEpHviciQf/xYRF7hXzsCnAe8K3I9N/vX/lJEHhSRQX/cb4rI08qOucOnP/yBiBz0+79HRNbUumYickRE3i8ifyEix0SkX0S+KCLLy/b/bH+uGRHZKyIvEZHdIvLpSj+fCvv/WxE5KSLDIvJ5EVkWWWezb9dvich2ERkGPhy5lm8u2+fLReRHIjIqIn0i8i0ReUrk9UtF5D9EJOUfXxGRC2q1M7Ltr4rIQ/48fywiV0Vee5+IHBIRKdvmj0QkJyIra+x30usXvndF5GUishfIAFeIyCoR+aQ/9qiIPCoi7xWRprJjrPXXYtRf9zdWacu0r48xpjoL2I0xM0pEEv6xVEReA/wa8PXI683A/cBvAG/H9b73AvdH/rFf47++l7EUmxPAq/3yN0WW17vP0NuBVcAfArfMwCm3AZ8BtgK/B2SBr4tIW2SdO4A3Au/x5/AU4C+jOzmbcxCRpcC/A4d8G24A/gUIA+OX49KVPsHYdXvIv7YGF8BeD/wxEAf+Oxr0elcAb/btvgm4DNhWx/V5JfBCv82twEuBf4icdxvwbaAV2IL7mX8AuKiOfeO3eZFv+1uB3wY+XmG9TwA/Aa7z308gIn8IfA14zLf7j4BHgS7/+tOA/wZacNf+dcAlwDfLA+0K2oDPAf8HeAUwANwT+dl+HLgY9/sS9Trgm6paMQd+itdvHfCPwP8GXgIcBlYCZ3DX7lrgff68PxQ5hgDfAC4F3uDXfQv+9y+y3tlcH2NMLapqD3vYwx5n/QDeDWiFxwfL1nsDkAM2RJYlcEHS+/zzdr/t68q2vdQv3zzVffplCjxcx7ms8+u+tGz5p4HdFc75msiy5/pl1/rn5wGjwK2RdWLAfvcn+OzPAdjkl3fUOKfTwLsnOe84LvBLAa+NLN+BC/g7I8v+3B+ztdo1A4749iciy/4ZOBl5/iZ/3qsjy37Z7+vTk7T3CC7YbI8sezUQAM/0zzf7fX2gwvYKvDnyM3kS+FqN4/0L8AjQFFm2ASgCv13H78YfRJa1+7bfEVn2feAzkefr/bm8tMa+67p+/r2rwHMnuaYJ4A9wPfBNftlL/LZXRNZ7ClAAdpzt9bGHPewx+cN62I0xM2kQeL5/XIXrhbtRRN4VWedFwB7gcNgb75f/Fy7wnI6p7PM/pnmMavK4gDb0C/81TBf5JVyP4zfCFVQ1iD73zuYcHgOGgX8VkevLU05qEZErReQ+EenDBWBpXDD59LJVH1TV/sjz8DxXT3KI76pqoWy77kjKxfOBPar6ZLiCqv4IOFXnKdynqsOR518DxO83arKf+zOAC4FP1VjnRbhPi4LIz+gw7sahnvdu6ZMm3+b7cMF16BPA74lIu3/+Otx1uLfGPqdy/Z5U1R9HF4jz5yLyCxEZxb2fPw80M9ZL/8vAKVX9YeQYj+Per1Fne32MMVVYwG6MmUkFVd3tH/+tqnfh0kD+l4is8OusBK7EBQbRxx8Ba6d53Knss95AsF5DPgAHQMcG8bX4r2HKQ0/ZduXPp30OPpD+TVxe/JeBXp9HvL5Ww0XkIuA/cQHuzcCv4gLAnkj7QwNlz8vPs5pK2wmuEhC469NbYbtKyyoZdx3VDcAdxqUMRU32cz/Pfz1RY52VuLSe8p/ReiZ/7w7rxMHBPWXt/DKuR/2VPoXktcBny254yk3l+lW6Bn8O/H+4QPt6XHD+Jv9a9D1c/n6lwrKzuT7GmBqsSowxZrb9AhecPRWXAnAG2A38aYV1s9M8xlT2WU/t84z/2lS2fEX5inU46b9249pJ5HnUWZ2Dqv4AuFZEWnE9nf+Eq8xzZY22XYvLrb5eVUfAjUFgeuc5XSdxvdvluurcftx19OffzsTAe7Kfe5//Wh7oR53BBbaVcuQnq7PeLhMr+nQTaaeqjojIF3E964/j0k4+Pcl+p3L9Kl2DVwBfUdW/DheIyLMqHKP8/YpfFj2fs7k+xpgaLGA3xsy2S/3Xo/7rd3C9wU+oaqVeO6jee1tteT37nIoeXM/gM8MFPk3hBbhAaip+hrsBuB6Xt46IxPzzqBk5Bx8QflNELgXeGXkpx8Tr1orr0Y324L6Suf3f8CDwahFZHaZ1iMgvA+fXuf1viEh7JC3md3GB6e4a21TyCC6H/Ubgm1XW+Q7u/bxHVacz6dXL8eVN/fvpN5g4cPcTuPKY7wZ2qeq+SfZ5ttevlYk3hK8ue/4grsLQFWFajP905jLcINPQ2V4fY0wVFrAbY2ZSQkTCHt0m4HLgb4BvqGrY0/xZ4E+AHSLyflxlk/NwH8WfVNUPqGpORA7jUgN+jgt4fwo8gevRu1FEBoG8qu6uZ59TOQlVDUTkG8BfiMjjuLSOv2R8b2K9++oTkW3A34lIAdiLq2jSXrbqtM9BRH4beD3wb7hrtBqX4vJAZLX9wG+LyL24lJFH/OtxXPnMT+AqeryNiWkss+lTuPfIv4vI3+ECyL/DpXQEtTb0RoH/EJH34XrH3wd8XVV/UXuz8fzP/K+Az4vI54Ev4AcUA1/w77N3Az/yx/skrtd4NS7w/rSq7piknX/vA/XjuOvcBHywrB0/9GUXr8L9DCdzttfvPlyloR/ixkK8Gnha2TrfwlXY+YqI3Ir7fbydiSkx72b618cYU4PlsBtjZtIy4Af+cT/wZ7gydn8YrqCqGeDXcYHC3+FyqD+Iqybxo8i+/gSXE3s/rofvQr/tH+NuBP7LL5/KPqfizbjew48CH8EFcA/U3KK6vwI+Cdzm93Mcl7JScpbncBAXXP6D3+4fcQMVXx9Z5+3ACG7w5YPA5ar6M1yO/BW4spB/gEuRGJzeaU6dqqZxqTmjwJdwQd9f4W4ahurYxReB7+J6pv8ZuAdXcWc6bflXXFnMjcDduJuojfh8cFV9FJdilMb1jN+D+1llcT+DWtK4nPQ/A74KdAIvUdVKOfP/hrseX6yjzWd7/W7HvSff67/mKCt36nvLr8Olt30Sd50/jPs9j653NtfHGFOD2KdWxhhjGomIXIyrf36Tqlat2iJuQqi7VfVtc9W2uSAiPwIeUdU/nHTlytvXdf2MMecOS4kxxhgzr0TknbhPHR7HlRJ8J65X+6vz2a65JiKbcCk4z2esUks929n1M2aBs4DdGGPMfFPgXbg66Fnge8DbVLWelI6F5EFcKss7VfXBKWxn18+YBc5SYowxxhhjjGlgszroVET+QkT2isjPReQLItIiIheLyA9F5ICIfCmc7U5Emv3zg/71dZH9vNMvf0REfiuy/Fq/7KCIvCOyfMrHMMYYY4wxphHNWsAuIqtxI803qeqluNJhrwLuBD6gqhuAfsZG878B6FfVpwEf8OuFEzi8Cldu7FrgoyISF5E4rnLDi4FnAVsikz1M6RjGGGOMMcY0qtnOYU8ArSKSx82mdwI3oOYP/OufwZWg+hhuEpF3++V3Ax/2UzNfD3xRVbPAYRE5iKtLDHBQVQ8B+NnhrheRfVM9Rq0JHlauXKnr1q2b3tkbY4wxxhhTpz179pxW1QkzFc9awK6qT/rJP8KJTv4T2AMMqGo4q94x3KQK+K9H/bYFPynKeX75rsiuo9scLVt+hd9mqseoOmXyunXr2L17qhPmGWOMMcYYMzV+sr4JZjMlphPXo30xbuT6Elz6Srmwd1uqvDZTy2sdYxwRuUlEdovI7t7e3gqbGGOMMcYYMzdmc9Dpi4DDqtqrqnnga8CvAMtFJOzZX4OrHQuuJ3wtgH99GXAmurxsm2rLT0/jGOOo6jZV3aSqm7q6JnwqYYwxxhhjzJyZzYD9CeBKEWnzuegvxE1r/F3gBr/OjcA3/Pfb/XP86w/43PLtwKt8hZeLGZum+0Fgg68I04QbmLrdbzPVYxhjjDHGmDm0Y38PW7bt4qo7H2DLtl3s2N8z301qWLMWsKvqD3EDOx8CfuaPtQ24FXirHzx6HvAJv8kngPP88rcC7/D72Qt8GRfs3wu8SVWLPkf9zcC3gX3Al/26TPUYxhhjjDFm7uzY38Nt2/fSk8qwvDVJTyrDbdv3WtBehU2cNIlNmzapDTo1xhhjjJk5W7btoieVoa1prP5JOlegu6OFL9x05Ty2bH6JyB5V3VS+fFYnTjLGGGOMMabc0f40rcn4uGWtyTjH+tPz1KLGZgG7McYYY4yZU2s72xjNF8ctG80XWdPZNk8tamwWsBtjjDHGmDl189XryReVdK6AqvuaLyo3X71+vpvWkCxgN8YYY4wxc2rzxm5uv+4SujtaGBzN093Rwu3XXcLmjd3z3bSGNGsznRpjjDHGGFPN5o3dFqDXyXrYjTHGGGOMaWAWsBtjjDHGGNPALGA3xhhjjDGmgVkOuzHGGGMWjB37e9i68xBH+9Os7Wzj5qvXW560OedZD7sxxhhjFgSb7t4sVBawG2OMMWZB2LrzEMm40NaUQMR9TcaFrTsPzXfTjDkrlhJjjDHGmAXhaH+a5a3Jcctsuvv6WTpR47IedmOMMcYsCDbd/fRZOlFjs4DdGGOMMQuCTXc/fZZO1NgsYDfGGGPMgmDT3U/f0f40rcn4uGWWTtQ4LIfdGGOMMQuGTXc/PWs72+hJZWhrGgsNLZ2ocVgPuzHGGGPMImfpRI3NAnZjjDHGmEXO0okam6XEGGOMMcYYSydqYNbDbowxxhhjTAOzgN0YY4wxxpgGZgG7McYYY4wxDcwCdmOMMcYYYxqYBezGGGOMMcY0MAvYjTHGGGOMaWAWsBtjjDHGGNPAZjVgF5HlInK3iOwXkX0i8gIRWSEi94nIAf+1068rInKXiBwUkZ+KyGWR/dzo1z8gIjdGll8uIj/z29wlIuKXT/kYxhhjjDHGNKLZ7mH/IHCvqm4EngPsA94BfEdVNwDf8c8BXgxs8I+bgI+BC76BdwFXAL8MvCsMwP06N0W2u9Yvn9IxjDHGGGOMaVSzFrCLyFLgauATAKqaU9UB4HrgM361zwAv899fD3xWnV3AchFZBfwWcJ+qnlHVfuA+4Fr/2lJV/YGqKvDZsn1N5RjGGGOMMcY0pNnsYV8P9AKfEpGHReTjIrIEOF9VTwD4r+EcuKuBo5Htj/lltZYfq7CcaRxjHBG5SUR2i8ju3t7eqZ21McYYY4wxM2g2A/YEcBnwMVV9HjDCWGpKJVJhmU5jeS11baOq21R1k6pu6urqmmSXxhhjjDHGzJ7ZDNiPAcdU9Yf++d24AP5UmIbiv/ZE1l8b2X4NcHyS5WsqLGcaxzDGGGOMMaYhzVrArqongaMi8gy/6IXAL4DtQFjp5UbgG/777cBrfSWXK4FBn87ybeA3RaTTDzb9TeDb/rWUiFzpq8O8tmxfUzmGMcYYY4wxDSkxy/v/n8DnRaQJOAT8Ee4m4csi8gbgCeAVft1vAS8BDgJpvy6qekZE3gM86Ne7XVXP+O//FPg00Arc4x8Ad0zlGMYYY4wxxjQqcQVWTDWbNm3S3bt3z3czjDHGGGPMLNixv4etOw9xtD/N2s42br56PZs3dk++4SwQkT2quql8uc10aowxxhhjFqUd+3u4bfteelIZlrcm6UlluG37Xnbs75l84zlkAbsxxhhjjFmUtu48RDIutDUlEHFfk3Fh685D8920cWY7h90YY4wxxhigsdJPAI72p1nemhy3rDUZ51h/ep5aVJkF7MYYY4wxDabRAtuZEKafJOMyLv3kdpi3c1vb2UZPKkNb01hIPJovsqazbV7aU42lxBhjjDHGNJBzJa96qhox/eTmq9eTLyrpXAFV9zVfVG6+ev28takSC9iNMcYYYxpIIwa2M+Fof5rWZHzcsvlOP9m8sZvbr7uE7o4WBkfzdHe0cPt1lzTcpxmWEmOMMcYY00DOlbzqqWrU9JPNG7sbLkAvZz3sxhhjjDENZG1nG6P54rhljRDYhnbs72HLtl1cdecDbNm2q+5UnXMl/aQRTRqwi8gmEfkLEXmfiNwuIq8UkRVz0ThjjDHGmMWmkQPbs8mvP1fSTxpR1ZlOReR1wC3AYWAP0AO0AE8HfhX4OfC3qvrEnLR0nthMp8YYY4yZa2GVmGP9adY0UJWYLdt2TUhrSecKdHe08IWbrpzHli0M1WY6rZXDvgT4VVUdrbLD5wIbgAUdsBtjjDHGzLVGzateqPn1ja5qwK6qH6m1oar+eOabY4wxxhhjGlWjDhxd6KrmsIvIH4vIBv+9iMinRGRIRH4qIpfNXRONMcYYY0wjaOT8+oWs1qDTtwBH/PdbgGcDFwNvBT44u80yxhhjjDGNxgaOzo9aOewFVc37718KfFZV+4D7ReQfZ79pxhhjjDELSziY9Gh/mrUNNJh0Kho1v34hq9XDHojIKhFpAV4I3B95rXV2m2WMMcYYs7CcTUlEs7jVCthvA3bj0mK2q+peABH5NeDcnhvXGGOMMWaObd15iGRcaGtKIOK+JuPC1p0WVpnaalWJ+XcReQrQoar9kZd2A78/6y0zxhhjjJlh85mSspBLIi6EVJ9GVjVgF5HfjXwPoMBp4Meqmpr9phljjDHGzJwwJSUZl3EpKbfDnASXC7Uk4nxf18WgVkrM75Q9rgPeBvxURK6Zg7YZY4wxxsyY+U5JWaglEef7ui4GtVJi/qjScp8m82XgitlqlDHGGGPMTJvvlJTNG7u5HRfgHutPs2aBpI7M93VdDGqVdaxIVR8XkeTkaxpjjDHGNI5GSElZiCURG+G6LnS1UmIqEpFnANlZaIsxxhhjzKxZiCkpO/b3sGXbLq668wG2bNs1LyUiF+J1bTS1Bp1+EzfQNGoFsAp4zWw2yhhjjDFmpi20lJRGGey50K5rIxLV8pjcv+DqrUcp0AccUNXcbDesUWzatEl37949380wxhhjjBlny7ZdE1JR0rkC3R0tfOGmK+exZWa6RGSPqm4qX14rJWanqv5X5LFTVfdGg3Xx9R4nOXBcRB4WkX/3zy8WkR+KyAER+ZKINPnlzf75Qf/6usg+3umXPyIivxVZfq1fdlBE3hFZPuVjGGOMMcacS472p2lNxscts8GeC1OtgP27IvI/ReSi6EIRaRKRa0TkM8CNdRzjLcC+yPM7gQ+o6gagH3iDX/4GoF9VnwZ8wK+HiDwLeBVwCXAt8FF/ExAHPgK8GHgWsMWvO+VjGGOMMcbMhtnMMV/b2cZovjhumQ32XJhqBezXAkXgCyJyXER+ISKHgAPAFlxA/OlaOxeRNcBvAx/3zwW4Brjbr/IZ4GX+++v9c/zrL/TrXw98UVWzqnoYOAj8sn8cVNVDvtf/i8D10zyGMcYYY8yMCnPMe1KZcTnmMxW022DPxaNWHfYM8FFcj3YSWAmMqurAFPb/z8BfAR3++XnAgKoW/PNjwGr//WrgqD92QUQG/fqrgV2RfUa3OVq2/IppHuP0FM7JGGOMMWVsavqJohMKAbQ1JUjnCmzdeWhGro0N9lw86q3DfgWwQVU/JSIrgQ7f212ViLwU6FHVPSKyOVxcYVWd5LVqyyt9OlBr/cmOXyIiNwE3AVx00UUTNjDGGGPMmEapVtJo5mJCoXO5rvt83OSdqzeWk9ZhF5F3AbcC7/SLmoDP1bHvXwWuE5EjuHSVa3A97stFJLxRWAMc998fA9b6YyaAZcCZ6PKybaotPz2NY4yjqttUdZOqburq6qrjVI0xxpjFy6amr8xyzKub7XShRjnmTKln4qSXA9cBIwCqepyxFJeqVPWdqrpGVdfhBo0+oKqvBr4L3OBXuxH4hv9+O2ODWG/w66tf/ipf4eViYAPwI+BBYIOvCNPkj7HdbzPVYxhjjDFmmqxaSWWzkWPeCBMlzYT5uMk7l28s60mJyamqiogCiMiSszzmrcAXReS9wMPAJ/zyTwD/IiIHcb3erwJQ1b0i8mXgF0ABeJOqFn1b3gx8G4gDn1TVvdM5hjHGGNNozqWP7udjavpGuD6TtaGeHPNq+6i0HFgwqUdzkS7UCMecKVUnTiqtIPI2XK/2bwD/G3g98K+q+qHZb978s4mTjDHGzLVoTnhrMs5ovki+qNx+3SUNGZjNRHunEoA3wvWZqXOutI8bLlvN3Q89OWF5WzJGPtAFMVHSfEz6dC5MNDWdiZMAUNX340ogfhV4BnDbYgnWjTHGmPlwrn10v3ljN7dfdwndHS0Mjubp7miZVuBab25xI1yfmWhDtX18/PuHKy4/3LdwUo/moyTluVwGc9KUGJ83/j1Vvc8/bxWRdap6ZLYbZ4wxxixG5+JH92dTrWSq5Q8b4frMRBuq7WMkV+SiCoE5uFSjuUw9mi3zUZLyXC6DWU8O+1eAX4k8L/plz5+VFhljjDGL3HzkhE9FrfSVHft7uPPe/Rw6PQLAxee18Y4XP7NmUDTV4Heurk+t85yJNlTbx5KmeMXAfP3KJYzkiqRzhXGpMudCD3El81GS8lwtg1lPlZiEn0kUAP990+w1yRhjjFncGvmj+1rpKzv29/D2u3/CgZ5hVBVV5WDvCG+7+yc1q5lMtfzhXFyfydJ0arWh3kou1fbxxqsurrj81ms3nlXqkTl31TPo9D7gQ6q63T+J2hnuAAAgAElEQVS/HrhFVV84B+2bdzbo1BhjzHwIe3cb7aP7WgP3AB5+ot/NbihursIgUCQGz1vbWXVgX3TwZaEYcGooSz4I2NDVXrV3fqauT7Ve9Oh5Do3mOT2cJVsIaGuKc9ernjeukku0DcC4gaR9I1nOjORpb47z9POXVq0SU76PO+7Zx+E+9wnD+pVLuPXajQ3x8zezq9qg03pSYv4E+LyIfBg3U+hR4LUz3D5jjDHGRDTqR/e10lcUKAQBifjYB/giUAy0Zm53mFt85737OdKXJhkX1ixvJR/ouLKFM13KsdYMreF5Do3mOT44iqo7j6FMgZs/t4c3bX4qt7zo6ROOv2XbrlI+fs9Qhp5UFgXyxYAjfcPctn0vNxwb4AeHzlRNKQrbtKG7ndF8kZFccWLjF5FGKOE53+qpEvOYql4JPAt4lqr+iqoenP2mGWOMMabR1EpfWdvZRiIWI/rhvSrEYzJpbvfmjd0sb2ti3XltbOjuYGlr07jKK7MxS2V5lZZioPQMZbj5c3tKveqnh7OlYB0gJhCo8pEdj1U8djiJVCqTpyeVLS0PFPqG86QyOT6y47Gq59EIFXAaybk8O+lMqtrDLiKvUdXPichby5YDoKr/NMttM8YYYxaVc6En8ear13Pb9r1VBz6+/e6f0J/Oo26+RQKF5c3JuvLLa/XeT7WSTD2ix0tl8hwfyACKAkua4/Skcj4XH8J7EFXQohITrXjscCBpr+9ZF788Ju7ThsHRAiJMOI87793P1p2H+NGRM7QkYqxsb2apb9t8Vwiq5305W+/d2fi5n4tq9bCHM5p2VHkYY4wxc26hTM1e7lzpSaxVc33zxm7ed8Nz2NDdjoggIjytawnvv+E5dQVXtXrvw57rqLMNZKPH601lEQFBaIrHWNneQndHEyJSCtYFF3Qr7kbkQE9qwj7DgaSZQhFhLNCPiyDitmuOx0hl8hzqHWb/ySGOnUnzyKkUPakMzXEhVww4PjjK0Gh+3DWYD/W8L2fzvTsbP/dzUdUedlXdKiJxYEhVPzCHbTLGGGMqqpVzfK73toU9iYWicnhwhFwxIB4T7rhnX8OdW638+sly72v1xJb33ocDNgfSOfJFpVAM6PKDW6FyIDuVnt7o8bKFIjEfnK9sd8c4b0kz+UJA30gexQffPgJXIFcIKp7/7cAtX3yY4WwBFOLi0oKKgSICLck4xwcyiF+eyQcIUCgq3UtbOD6QQVFOD2dJxGXaFXBmotc72sMdHXx7yxcfLg2+nc1e8EYvcTpXag46VdWiiFwHWMBujDFm3i3kj8eP9qeJCxwfzBBDiIsQBMqB3mF27O+pWSnlbAKy8n28YP2K0oDI9qY4IkIqW6hr/5O1Z7IbrujENgd6Ugykc8REGMoUECCVKZDxKTjZQgAouULAVXc+UGr73Q89WfcN3fiJdEYRgfM7WkqpKKP5IhvOX0rqiT6yhYnnmytUHgy6eWM3d73qedy2fS+5QpFUpkC24G7AXvacC/jWz0+hKDEE9TF/TOD0cJb1Xe1cuBx6hjJkCgHdHS01r3u1az5TN7flg29jCPEYjOQKEwboRs1UL/hkKViLRT1lHf8eWAZ8CRgJl6vqQ7PbtMZgZR2NMaZxXHXnAyxvTZbGUwGoKoOjeb536zXz2LKzt2XbLh4+2o8GEIv5koiqCPC8iyaWRIwGZNFAZip1ucv30TeSpSeVo6u9ieZEjCcHMgCsXt5CIh6ruP8wYDzQkyKVKdDZlqQ5EeNUKku+qDy9u71UkrBaScimeIzlbU3jgs477tnHwd6RUiqJKuSDgEAhHoM4UFQ3ti5s37H+UTrbkuN64cOSk9VKStZzPcPe8qAsZBKBT934/EmD6fLSk5e/5z/J5ANyxYCmeIxCMSj14G+8YGnd7a7V5jvu2ceRM2mKgfoUn2YScanrWkSFP7OTgxkKRSUWk9L7Et/m5kSMJc3x0icT9ba/Xo1a4nQ2nE1Zx3CW09sjyxQ4t/8yGmOMOecs5I/Hb756PW/47G7iPkda1T0uWNZcsadyJj5tKN/H0GiBmLie7BQu7xqB08M51ne1T9h/NGBMZwsEqvQOu4GayViMuMDh0yM1e2ILxYAjfWnWndc2rif4xOAoMRm7eREB9R3az1q1jEO9w0hRx7WvEASkMgW6IiPt6u3prTVtfVMiRpCpfg2nmh709POXjnsfpzJ5jvWPkogLqlp3L3K198Ad9+zjQO8wcXGf1BSKyvHBUS5c1jLlXu+wh9t9QuBy8KMVcxRoa3IDdMGlEc10L3ijljidS5MG7Kr663PREGOMMWYyC/nj8c0bu3l6dzuHT4+UekW7OpqJx6Q0KVHUTKQhlO8jVwyIifsKYwF7+Lx8/2HAWAyU0bxbJ6yMEou5fPBioKWyhJVuuE4NZSvmSBcC9bnfY+2NVl3JFYMJ7WuOx3yqzJip3NBVCww3dHfQN9zHhJwEhZ8/2c+WbbumlJZU/j6Ox4TOtiTnLWlicDTPGp/es3XnIf7mGz+vut9q74EDPcMkYzF3vfwnFARwKpXleWs767oW0WsS5uSP5Aq0JGJjg2kVknEpfaIxki2SiOUXfC/4fKhV1vEKYBvwVOBnwOtVdd9cNcwYY8ziUk8+dq1e0IXg1ms3ctv2veSLRQbTeY72p0nEYlz/nAsnrDsTnzaU76MpHiulaYAbBBkur7T/MO/+xGB23H4V13Mei7mKK2Gg/57rL514wxUErFneOiFHuhC4lJd8MfA9z27fybiU2lTevmVtSc6M5OlNZcbljYfXr9Z7bLLBsLsO9VW8hsO5YFx1lLfd/RO62ptr5v2Py9U/NUSuqDQlYnQuaeYdLx4/W2qt/PNq7wGA85c2c2IwS4D6yjZKoci0bm6jOfnJuPB438iEAbor25sXRGpao6qawy4iu4F3AjuB64A3qupvzWHbGoLlsBtjzOybiXzsheKu+x/lIzseoxgozYkYHS0JmhLxirnj853DvmXbLh5+or+UwpP3udjgUliSsRgXLm8hHhOSMaFzSTOPnhoi7wPUDd0d9I9kGRh1kwyV54jHJJx4CRKxGM3JGMl4jGWtSQrFoGL7Lr9oGd/6+SkKQUBzPMaytiTJeJwbLltdGpBafr2ASa/lL73rXoazRdS3KybupiIu8KwLlwEwNJrnyYFREjHhaX6W0lo/k2o/w7ZkjHygE3L9y3PCq22/pClOrhhQDJTeVLb0acTFK5dwz59fXdd7o9r7ZevOQzz0RP+EAbozmbO+mFXLYa9Vhz2mqvepalZVvwJ0zV7zjDHGLGY2u+OYHxw6w5rOVp65ainru9rp6mipeC02b+zmhstW05vKsu9kit5UlhsuWz2ux3iyevXlNdXXndfOW655GhevbCdQuKCjiaZEjGMDmQn7B19zPAhQVWK+RGFIFVYtcyk9g6N5+kZy9KQyrFrWSldHM21NCW6+ej0v+aVV9A7nKgbrKCTiwqplrTzvok4++PvP4/03PIfujhYChad1LWFDdzsjuSK9qSwj2Tzf2d/LiiVJnrVqGU/t7mBlu7t+H//+YfLFIicHMzxyKsXJwQz5YpGtOw/V9f67dPVyLljWTEsi5mc+dcsTkZydk0MZioGSKQSl1KZa7+Nqxz3cV1/t8Wo18W+9diP5ohKPuSD9ohVtdC9t4dZrN1ZsR702b+zmCzddydbXXE53R0sp5z6dKyyY1LRGVSuHfbmI/G6156r6tdlrljHGmMVkNsvCNYp6Sh5WmukyzOs+0pdmy7Zd48r23f3Qk7Q1xSkGSjpX5CM7HgPg2WuW113SL8zbDo//5T3HWNvZxisuX8PdDz3JslYYTOcZyRXG7T88l+Z4nHyxSBFXLWR1ezO5YpGRbJFAobujpZRqE/YYFwOlZyjDzZ/bQ3MixrKWBGfS+QnXLO57jr936zXcdf+jPo+6yJKmOG+86mJuedHTS73My1rduvtPphjNFWlOxOloGZspdDhbYDRXJBYT4jGhECinUznyxRQtyXjN99+O/T30j2Q5NeQ+BUjEICZCrqjkC0FpgqMwf971vivHBzKsqjJoGKoPws0VAvafTNEceR+UpyOVv5/ec/2l4362s5k6ttBT0xpRrZSYT9XYTlX19bPTpMZiKTHGGDP7qpX7WygfsU+WvhJ9/cTAKHnf3by8NcmADwaTMWHV8tbSdlt3HuLw6WH6RnLEcAMLi6oEqqi6ah4xga72ZrqXttS8npXad6x/lGRcGImkgfgxnnS2NbG0NVkxjebUUJZ8ELChq513vPiZbN7YPa4cZyqT5/hABpdVHVbDUYoVwpFkXFjWkuC1L1jHBx84WEpFCfz5veWap/GDQ2fGvXcO9Q6X8vDXd7UD7r10pC9NTFxqTagQBLQm41xy4bKq779wgGgyLhw7kyZXdO1uScRY6m80EnFXjSWdc9cq4UsfBq6IDRsv6JiQinLX/Y/ywQcOjqu4Eo+5SZJCcV8l57wlTePSohZrCtlMzDvQ6KqlxExah32xs4DdGGNm39kGILUm/2mEf+zlNySpTJ6TgxkUuOyiTgbSuVIPdBjQKkoh0NJgy5ZEjAuWtZSqxhztT9M/kivVxgaXQ14ozy3BBYMtiRhtzQl2/81vTLhe/SPZCTnTe48PlgLOsCxIuOeWRIwN54/VTjw9nGFw1A3yFCi1QQRe9pxVnBzKlc7/UO8w2UJQClTxeeqV2tzd0czFK9vZe3yQ0XyxYrC9tDXJ8tYkw9kCvakso/ki6m9Wnrlqaem9dGYkQ7agpZsbVQhQlrUkeP8rnjshl//MSJ725rjLCfc1xvefHCLuB1smYsL6rnaGRnOcHMq6qjYoBX8zEbWyvYn33/Cc0nuwPFifcO64TxcKRZdqtKQ5UZpVNPp+KhTdbKjhrLjrVrRx71/8WsV9zqXZCKwXy03K2dRhN8YYY2bV2XzEXj6j45G+YX505Axd7U2sbG+umg4yl7110dSH8h7mnlSGI31p1ix31TY6WpJcuBxODIyWAtmmuAsSoykWazvbODmYIRHJG68UrIMLIPOBksoUuOv+RyfMBnqkb4Q1y1trn0Splp8LlkOpTJ7BdJ50PiDhU01CqvD1H5/g5c9dxZMDo6RzBUbzxVJAm4xBfnwVxnFtLgRaqk+fKBt1FxMYyRW55MJlHOkbpm84T6BjpSWLCo/3jXDp6uXcfPX60icSqUyh1APf0ZLk4pXtE2ZYDSeAWtnePC7FJqxMI7GxUpKJeIzLLnKlEntSmVIvfHjNmmJCIibc8sWHWdqaZG1nGz8+2u8G1MrE4D7cLhGLERNX2nJZa3Lce3M6s+LWMpO/CzM1w2q5hTzLcT0sYDfGGNMQpjs5Sq3Jf7o6Wir+Y68VVIT7PJvgJTr7Z64QkM4VODU4SiwWI1cIxvUqP9brJhE/1j/Ks1qbSGXy9KayZH3Ql4gJcd+zHKCcGsryvIs6ufnq9Tz0RD9FdUFdPR+Yd7Yl+fj3D5cGfYILfJIxNzPp0tamsZU18qVs32FPd/TTgGjPernv7O/lrlc9j607D3GodwTx55WIx8gHxartzfugeEmT61GN3JsQqFt+89Xruflzeyj4WVBDcYFcZCDkQDpH73COZFy4cNlYVZnw9fD9V/5pSHPC5d/3prKsbG/m+OAoBC5FqXyw5W3b91JUaEoI4EpRLmtN0DeSI1DlohWuDONoPiAGVLlX8YNalUIQkFVIjObHBeJrO9t4+Gg/MWRsYikgKTLlADb8XQhLiZ4YHOWhJ/p50+ancsuLnl73fkKzFVgvhnEutVjAbowxZs5Mtydvx/4e7rhnH4f73D/n9SuXlKa7D3sbw9zlQlFJRHpAYeIAwrFJYOJ0dTTT0ZIknStw5737GckVp907GLYznGWyGLh0lWLgY96wZ7pCXFtUONybIlvQ0uxAYRBc8EGt4NJMwuv2ps1P5SM7HiNfdCUMQ8mYlPLgQxcua6WjJcG+kyku8hVISjcHBVeOce/xQVqTcZJxQQUkkgYTi/QGZwoBP3ty0E+Q5AZgNsWldJNRbihTKE0A1NGSYCRboBBozWAdIJsP2LrzEG+86mI++MBBCkEwLof9jVddzOaN3bQ3x+lPjw34TMRixGIu4I/+TNcsb+HUUJZjA6Os6mimo7WJt939E3KFgGRcePr5S3n01BCrlrWWBvtmCgFBoBSKRTpaEpxXaKI/naetOUHS15kPz+2Gy1bz8e8fLk0w1NXRTG/K1ahvScRLlWD8PEY1he9fwc0kGn0fRmfFLQZK3ufVN8eFAz2p0j7q+X3buvMQ+WKRvuG8K8UZj1EMlI/seIxnr1letRxltf3OVmC9kGc5rketso4AiMjvVni8UEQW/ucPxhhjZkzYkxedZOa27Xsrlhss3+5td/+Eg70jqCqqyoGeYd5+90+46/5HOTOc4/Ezo6RzxdIsmPnABZGh8B972IZ0rlhK3zg+kCGVydOajHPo9Mi0y0uG+z5yJk1c3ODBooIw1g6psF04kBPcJDyKmwioOS7jyiSGootuedHT2fqay9nQ1U5Rx8oqFtVNlhM6v2Os0siSpjinh7McOJXiSF+aET9QElwQnM4VGRgtlNJwiLwGPr9axjJkigF0tiZZNUlKTZiulMoUKGrFe5YJCkHAsf40z16znAuXtVAoqruhUeXCZS18ec8xtmzbRVd7MzFxtd7BBerZfEAQwL6TKXp8ucWlrU1sOL+DrvZmekfyDIzmGEznGc0XGcoUOHx6mOFskWP9aY4PjlIoKsmYlK75ycFRLl7ZztbXXM77b3gO6XxArhiU3s93P/Qkb7zqYlYvb+OCZS20NyfI+oC/GCj7Tw5xqHd43M+mklIte1z+e3lpz3BWXHCfIiAubSrAfbK0Y39P3b9vR/vTDKZdsB4TQXyKTTHQiu/7yfa7trOtNHlTaCYC65uvXk++6EpILsZSkpMG7MAbgI8Dr/aP/wu8FfhvEfnDWWybMcaYBWS6tda37jzEcLZAXFxqiHu42t6ud9kFB4oLXsLgKvD1waP/2MM2NCdioEJMXDWPJ86k2XdyyPfQj+/7rLd3MNx3MdDSzYLrIR+bTEipELRH8rnBVRRZ39XOquWt4wYlNifcpEFdHc2laxbt0RdgzfIWVrQlfeUVd6wVbUm6OppL1+GFG7voHc6RKYw/z7AKTHjEXMHVEI/eIMRjkEzEaErEaUnGS+cykivS0ZKsGoiKwHC2QN9wvq5APVQIoG84x9vv/glNiRiXXLiUVcuaCRDykUC5bySHqpL3g3SVsQdAoGM3ZuCC2kIQuPSpmLgeeYRUpsCKJUkGMwXX7pjbRzwW44JlzWw4fylfuOlKNm/srvp+/sGhM+Nqo4ezsLr9uJvEQH0FmMj1Cr+NR5a56jxuQfn78MWXXjBWUSYy0LWzLVl3bXlwAXa2GIz72am691ul9/1k+52twLpazfnFkL8O9aXEBMAzVfUUgIicD3wMuAI3C+q/VNpIRNYCnwUu8PvYpqofFJEVwJeAdcAR4JWq2i8iAnwQeAmQBl6nqg/5fd0I/I3f9XtV9TN++eXAp4FW4FvAW1RVp3MMY4wptxhKiM2l6X5UfrQ/TTFQ4pGIQgSyBZf6IiIkY643O/DBWld7kqFMkcHR/LgBrH/zjZ+zvDVZykUuFrWUd52MCTHUz54ppRkcR/NF2psTbNm2q+Z7ITy/0sDEsBJJJEKNVlyJnksiFkNR4jF3vLamBB0tSeIxdwOgjNX4PjmY5XQqVxo82pPKlCqXnBjMcuHyFjqXNJVKEpYP5N268xDdHU2cHHSpGtHe9Wi87W4u3M2NqpsMqBhAdD6fhB80mikUUXUzs2bzwcSgXOHJAddjPRXxGOSLRfrTAUuaXYBYaYwCuFrxRdWKNwSC+0igN5WloyVJtuBSiMLqKuHPIVcMOG9JM6eGsqW0oiZ/k9TenOBAT6r0PuhNZblgaTMQTS1y5TCBUvnMaz/wXxzsHWHcXRsuWN+4almpjQd6UhSLAYgQ+BQXAXpSWVqb4sRjUuqlDmvwh+0Oc95X+oHWx/rTKNT1+1YaCxGMjYUIUDpakhV7xSf7PZ7NGu3THeeyENQTsK8Lg3WvB3i6qp4RkYmzHIwpAH+pqg+JSAewR0TuA14HfEdV7xCRdwDvAG4FXgxs8I8r8DcFPvh+F7AJ9zbfIyLbVbXfr3MTsAsXsF8L3OP3Wfcx6rgGxphFZrYqHcyn+b4BmW4O6trONk4PZ1EXywBjAyybfemQbOQjeDeVfYzLLlo6oeZ42IYwGD/qg4yYuBxvETf481QqQ0dLwqVKjOZ9731Q870Q7ju8GYiJUCgbCaq4gYFFtFQnPRkfq9l93bMvYM8Tg6RzBVqTcVfP20f80XgvHygf+u5BzlvS5HrhldKgyyM+z/9Q7wgvWL9iwjX4y6/8mExYmqUsT71cIQiIx+KlMolB2HMv4aDIcE3h5FCGdSvaeOz0SKmh+Ujb81MM1lsSMc5f2uKuJWPBdq7o8tjLxygUVGmOS6lOuhvY6sYGBCiiMJoLONCTohC4T2JijJ2PqktFCm/QogNzAY71jzAwWmDgyJnSTcyTAxky+YD+aEqJMO79MZwrsnp5C6eHc6XqNEtbk5xJF0o/57BEYSLmuvRjouPShsKf6YmBDHfd/yg/OHTG93LH/bm490k6Vyz9Tg2kcxzsGaaoYzcd0aA/FB0LUQjcTVdHS5KmRLxir3g9v8eLObCeLZPWYReRjwIXAV/xi24AjgJvB/5dVX+9rgOJfAP4sH9sVtUTIrIK2KGqzxCRrf77L/j1HwE2hw9Vvdkv3wrs8I/vqupGv3xLuF64bb3HUNUT1dptddiNWZwW2kQ+s1nDuN4bgWptuOGy1TVrpoc57APp/Fi6iw+y2pvjpEYLFMr+lcVjwluuedq4GTnD+uxhScNwVkwBVne2lmbFDOtqd3c0syZSozyseR3m58ZF2LRuxbiZR8PzGxrN0TeSr1yyD9+rLtDalKg4c+fWnYc4cGqIdD4gnRu7GQl7wGMxlzse9thX+1cevQ533rvfB6v+NaHiZEXlmuMxApQlTXGX7+7LxoT7CeulhxP7vPkLexjJVuhlr0PMn8tFK1pLFWsO9Q6TL7r9bbxgacWJkU4PZzg5lHUVdURKg2gTMSnNFnp8IE0+GD/hkfpJpuI+DyWcoOiGy1bzL7seZyCdoxCMBc4xoCkR8wOBx84wEYO4uOt04bJWEnEppcLsP5VCdayOfjjAuSkeY3lbU6kXeiCd40DPcGmgcfn1i7vCM4T3KUua4ixpijMwWvA3skoxgAuXt3LDZav57K7HJ/zOdLYleV+kHnxU+L471p9mSZMbIJvKFib8Ti6WeujzZdoTJ/k0kt8FrsL9bfg+8FWdwoxLIrIOlz5zKfCEqi6PvNavqp0i8u/AHar6fb/8O7he8c1Ai6q+1y//W2AUF7Dfoaov8sv/B3Crqr5URAamcgxVrRqRW8BuzOIUnZkxpKoMjub53q3XzGPLpmeyG5Czqd4ylX/e0aBgTYUAejTv0li62pvHBQsAf/P1n/LkUNb3hAotyThDPtc4SnCBX3MyTltTnGV+Rs7yG4Rj/WkGR/OlSXEqXRdw74W4wLGBzISJbla0JWlvSZb2+eipIdK5ItlC4GepjJVSWSrpaI6X6oTDWDnJ9qY4fSM5lrYmOXJ6pBRYC2N50PVKCHQucZVNihUCwck0J2J0tiVLgeyXdx/l2EBm3DphoC3V6opPUzggV9UFxc+4YClPDqTpTxf8pxMxgiAgH7jgXFVJRJYBPGVFK9lCwKlUlhhuG3C9/4Gv4rOkKU5TXNhw/lJesH4F9/z8JPtOpiq2KRFJU4oKPxFY2ppkaDTH0f5RhIk3RYIL+svLJu7Y38PNn9tTmnwKxn/yUb4s6W8yOluTjOSKZApFljQlSuUzw4mVTg1lSjcwrckYH3v15TV/t+v5nS7/PbZ0wZkz7YmTfE7494Ec7n3yoykG6+3AV4E/V9Wh6D+/8lUrHX4ay2s2p55tROQmXKoNF1100SS7NMYsRAuthFitvNN60n+qBfRTrblc/lH5lm27xm1fKCoD6TzDmQJP624vteWGy1YTi8dZv3IJhWLAkwMZhjKFqrWsE3E3TXyuELCkKUGqWOD0sCtf+PHvHy7NGjlWNaYwbobLgXSOLdt28YL1KxgazVe8MQDoT7vM0I/seIw1na2sWtbKwd5hNytodARnFcPZIkf6XMUbxU2Qs7w1ycHeYQpFZUlzgpZknLSfvTNMRZmKgsKZdI5ELDalQB/Gykp2tjVx67Ub+emxAXqHcxPWC3c705OnhwNI3ScJwuN9w+SK7kZpJFsYdzMUEwgYu3NoirlZR48PZMZKXAqlwbZjVW5cJZhUtsjuI2fY/fgZUC29XjbkgEKg44KJmLibqHhsbNzDKX9jWem9qUChGPB/v3eIe35+ctyN6Zs2P5V/uv/AhCAn2paxZYKifsBvgkJaaUrESvX/L1jawnBQGPczH80HvP4zD/KM8ztKZVHLVfudvvPe/TamZx7VU9bxlcCPcKkwrwR+KCI31LNzEUnigvXPq+rX/OJTPk0F/zWsL3QMWBvZfA1wfJLlayosn84xxlHVbaq6SVU3dXV11XOqxpgFZqGVEKtVam2yqg+1yrgd7U/TGh2FyNRqLpdvf8qX38sUAg6fHnHBVFz4+PcPl9p4ejg3NgC1rNLGGCn1tJ8cypRK9MVjMJIrlNq/eWM3N1y2mt5Ull+cGOLkUJa2phirlrWy78Qg/3T/AYazlYN1cEHUmXSebCHwA03Hel/r6c1W3ERPqUyB4WyBtqYEqUyBbD6gELjqNe3NidI/63BQ7VQVA2r29NdqnyujmeLOe/fzoe8eHDfL6VxJxIWLVrQhEmPFEjdoNFfU0gRMLr/elU7MFV3OdltzgmTcVRRqisuE3u7odexL5ykUA/K+pnk+qM8JNUgAACAASURBVH2do6+FA4PDgbfpXIF8UDslqKiQyhbZdzLFmeEsR/qGuW37Xp69Zjkbz2+nJRkjEa/wxvaLYgIXLm/xkzcV6U/nWbEkyQVLW+hJZUhlCvSNZDk5mJmQXhOoK3V58+f2cNf9j044xIGeFCcGRkslKFMZd20e7Rmu+Ddgx/4etmzbxVV3PsCWbbsmLdPaqBr9POop6/jXwPNV9UZVfS3wy8DfTraRT6X5BLBPVf8p8tJ24Eb//Y3ANyLLXyvOlcCgzy3/NvCbItIpIp3AbwLf9q+lRORKf6zXlu1rKscwxphxFloJsVo3IJMF3bUC+rOtuRzdPpXJk/Ef3ceEUo30QjFgJFcstTHnS9BFB0FGKZRSAHJFJVsIyBeVbNEFeclYrNT+sNpGV0ezq+Gt0J8u8MjJIQZGXaBeT6+xAMcHRxnyZfzUt6Oe4DZbCMgUAjL5gL3HB3n8THpc5Zb+dJ725vmb5zBQV17xkZMpV1t+7uN18kUlNZpnOFvgdMoN3hy7xlpqY7gsVwwYGC2Urm04ELWW6dwIxQVi/uawKR7j5FCGEwOZKV2jdD7g5GCW4UyerTsP8Y4XP5P25sS4GvylAcf+mxiu6k6g0NoUZ01nKyvbW0q/n51tSc6M5CeU7owK1E2OFA1Md+zvIZUpkA+0lHp1fCDDicFMxb8Bd9yzr+LN/F33P9rQwW+56c4RMZfq+QsQU9Voi/uoL9D/VeAPgZ+JyI/9sv8F3AF8WUTeADwBvMK/9i1cucWDuJKLfwTgq9G8B3jQr3e7qp7x3/8pY2Ud7/EPpnoMY4ypZYY/5Z8z5Wks0dztaN7p2p21039qpdO85/pLx6WUhPmu1T6JKG9TmMOezhU4HumVD8vUFVV5/Iwrk7fvxBAtyTgxEZ/14NIfpvLzUXUB8uHTIxw6PcKDR/pK6RbRKib5SJxTz/7jMRe4nR5209enfdBdTwZKNGWh0vq5YjCuIsp8me8W9AznXI48SrHKBKlhiDvVtCGo/rMqzyMP8/TFb5MLAmLAyvZmRvNFsoXas7dWa/OZdJ69xwe58979nBmZmHZU3qYY/malwtwBK9ubKfj3TdUByeIC8mj62tadh+hsS7q69r4qU4D71OEpy1rGbd+ajHOgZ5g1na3j0md6U5lSiti5UmFrqql986GeQafvA54NfMEv+n3gp6p66yy3rSHYoFNjFqdGq4Qw1UGhU2l/+bqnh7P0p/N0tCTY0N3BQNr1aE42YHWyAWi1qsR862cn2H9quOr5VMsnbhQxxnp3w55/c24rf68lYq5sY87f2JW/HpaRDDu1p/IWCMtKRgeWTvZeX9IUZ2V7M6dSGVDYcH5H6bXw97N/JMvB3pEJ6VnhJwKJuLBiSVNpIH042D6VKZQGq4btuWBpM10d4wdnH+sfZUN3+7jB+Y+eSpEtBCR9pZywnGRXezMfe83lDIzm6U+7GWYvWNbCM1ctncKVmh2NVGRg2lVi/Ma/h+sxF2Cnqn595pvYmCxgN2Zxmk5Zx9mqcz6dm4eptj9aSjCVLbJiSZLzljSXqrYIsLSs2srt110CUPc512oTwMNP9FMIAip9it+ajJPNF+e9l7dcIubCqmmkh5sGFwP8fEusXdHG8YGMn7Br9n/Y9dyYrjuvDVU3RiNbCGhJxji/o5lsISjdcLcm4zzZPzrh9yYeualsTcZ5ynltpLIFhnzVpOZEvHS+YZxYVOhqb+K8JU2M+EpIzfEYmUKRRDxGMXCpdoM+lUz8SdS6iX3dr6zj3f7vyHxqpDK+064SA6CqX8UNHjXGmEVhqrNyzuZES9P5uHaq7Q/3c8sXH6YYKEOjBZri8VLVi2RM6FzSPK4XHZjSOR/tTxMXxtXRXtneVJqVsaMlTu/wxGColIPpA4D57mWP9oJG01nCkovhJEjm3OYG3Lqf6+N9aTfAucJ6lUowzsSxJ3OkLz1WwjTuxl8c9bOsJmLCmZFcaXKuJoHc2FxZ496f6bwb/JqIuXKTJ4cKY9VofMCd9FOgnhzKcnIoW985RI5R6fchGZd5GcBcyc1Xr59Sat98qBqwi0iKyu8ZVxJVdf4/wzDGmFky1bKOs5kDWW/wHe3hHxrNM5LNkytoZHbFBOvOa6+4flj3O+XLF/6/9u41Rq7zvu/49zmXue0Od5dcLilRUSRasmXLlWpara1UVeQ0RWIblWKUBaymLxK4sJIaEFrUbdyLA8O9SUhQNwrUVkJQJIbbqLDaJipgCY0sKHIBCZFEWYhUMaS8osSLyL3v3C/nnKcvzpzZmdmZvXB3ubPk7/NmuXM9u8Od+c0z/+f/LzdCygsVPBMPFWoE8Nw/+mzX9U58sIghbkV4cbkWj3k3hkefO9n3Z86nPU7PlNot8IIonhR569Qo47kUb5xdjCd79gTezg2Ynd/vhvXKXXrDkOxdtucrFvpVp+/mw22JV75HfJdmGLX/7wWRbQfmyMaj50fTLrVW96F+ggiCxkoJTKdGuLWf0gD/9Bc+xs9+bIqJEZ/xbIqM73SVoOym+26b4tsw1L3lBwZ2a21+0HkiIle7za64bHZFe5B+ZTUbefPQucLvmrh1YbIPzXPijYszxQYP/pX9qy6f9P1uNFe3ogssvL9QJe053PPoC+TTHrOlOmNZPw7WkeVSsY7bGlrTtJZ3LhZ57PlTXUNhIO4Ck0yIbA1txALvzpQ4tC9NrbnSH7uTBWrNzW3k2wkO8Ua9qGPpMDlWx4lXFJtK61eVQX3+h03vnIDe/4aRjXv+b5Qh7j6T8hw8Y3BdQ9Tqx/+t+2/nkWdPslxtMJr24+FWxlBpBJyZr9CqEiO0K28aMr7Dr3/ulq39kDusd0bEsNm9PlEiIkNssysu2zFoaVBZzfFjR3j6xHnmSjWWK03qYYTnODxw5/Xt6z763ElmCvEqd++LdRBB2oUDoylenl7gYVZ/IrBez/Bkcud7c2WCyDKS8ki5DuVWu47erhyPvXAagJenF9or+BeWa+3a2WSDJsQht3NyZr/jGIYYHAFRz8+ZfDcETVxkB1xND6vvmDhEA2MZj2I9GPj/9shYGsd1V+2b+edf+Dg/c8skC5XGqk2aWd9t1bsbHMfgtro5RVE8AEy2Rr9BEZEBNrPish01kIPKal6eXuD4sSM8/uJPCCNLxnPJZzyePnGeO24YB+DUTAnWqJ2uh5aZQtz9JRl41PmJQMp1aA7qldcyV2q028R9sFDpP9ilJYjg3z9/GsfEL+QXFodvw6jINcWAiyGf8VhuTQkOu88G4jeh+Ww82XbQgsVPTeQ4M1+iUA26Su5G0x4jabf79BG/qxRPLo8Cu4jsWTvVleVybEcN5FplNS9Pw0QubrfWCCOKtYB8hvY0Ut811Jtrr0PHK8QRv/nM2+TTHtVmSKkWMFuqb6juutwIuzZ8NjdQ1xrZ+HoicuUlf6+uod1iEaBUD+isMutsmzo1mqJUD9ZcsLj76H7+7MwCTmuAWVJyd/8dh3n9g2UOj3lDu3lzr1JgF5E9aSe6smz1DUDyAvfiyRkefe4kD33vdQBuPpDjG5//eN/+5533h7W8O1MitLarf/ENEzlOXSpQqAU4xB81B6FlvtwgCAtgDFG49ij0RGDhwlKVlBt3Dq80N7fuPQylKSISS7uGsazPTCketJR0KmqXqLU626S9lbB+oVV+5rnxhNZGGE81TS7jOqbdanWQl6cXODiaai8gpFyHfMbjYqHBt++/fag3b+5VCuwisic98dI0jSBkvtT9gpGsOG82eG/1DUASvpNgHbVGewO8O1vm60+/yW8fv7N9W733d2a+xKVCHWz8QtoMI84tVpnI+Xzzi5/g4afeAMBp3aYxcW1ouRHGNeGmc+17MGshsJYg0qq3yF53w/4cWd9lsdIgiOLnh7TnMJJyWag08dz4DX4jjLiwVMMxSX90g+8aJkfTnF+q4jmGmydHNrwifnaxwuRo9yAlay3nFitDv3lzr1JgF5E9adCKc7m+uKng3dmiMGht2EwGfYxlvVVtGfutwsNKP/JaM2qXioQdJSNzpQYPP/UGj335U9x321S7Xj2MLO/Nlak0wna/Y991qAURUWSZLTV46Huv0wyjuCeyjQN6Mho9CNfeLCoiV6+U67BcbXLLVL7dvSnru7w7E08NPtQK1BeWq1gstcCScg0WmBzNtOYsxP3Vl6vNDa+Ib8cme9kcBXYR2ZOSUNy74lxpWqY22A/9xZMzfP3pNylUm6v6DEcWFisBr0zP89jzp3h5eoHTM0XmWh89A5xbrPLGBwvcPDna3ixaXaP9YKEW8Kt/8CojKYdmGHdqWKoG8TTBjp+rd/NnGK10fok6hp+ASlRErmXjuRTP/sN7gZXFhGQQ2ZHxTHvwGcBcqU4zDHEcw6H8ynme63DsxolNTfTcC4OGrjYK7CKyaZdT673dG0RTnkO1ERJZ2xqfTWsF2pL13a7LDuqH/siz77BYbrDW3klL3O1kkFoQ9x2HjU3gtBZK9Th1z5Qa7ZrTtfROQt/tSZ8isvsMdD2vdZaiPPjkK8wUV1ql7sv6eK7BdwyVZoTnGgrVBpeKdZphvGfmxZMzG35O3guDhq42CuwisimXU+u9lfrwQUH/1qn86rZiIz7leki1Gfb9qLb3tt6dLa8Z1jfrcm6qd7z9Tt2PiFx9Rgf0Nx+0Av7NL34CiBcrzsxX8R2HG8YzNMJo05v2Vat+ZTm7fQAisjEvnpzhwSdf4Z5HX+DBJ1/hxZMzu3Icnb3CjYm/+q5pb/bcruvAStCfKda6gv6LJ2d46N6j+G7cjzzlOtSDiLlSA98xnJkvc/pSkUK1wVypxrnFKn9+fpGHvvc6Z+ZL7dvabFAWEem0zodjO37f1vZ/Drvvtim+ff/tTOUzLFebTOUzfPv+29she2IkzU0HRrj1UJ592dSGn5Nl92iFXWQP2IkWhpers1f4TKHW7uE9PVvuO46+9zqJfmUqvSvgi+V6O+gXqk3mSnXqQdTevJkME+rcLDpfaZL1oB5GvL9QxQDjOY9KI6IeRHy4XGex3GSs53hERDYj4zk4hniD+GW+9/dds6F5Br2Ssri5Un3gZdZaAd/oc7IMDwV2kV2ymZruQRMw+22k3GlJd4BSLeBSceXFIqn1fm+uxHe+fKzvddbqKNDvTcmZ+TIjvkOhvlLE7RooNwJ+85m3GUm5jKRcFivdPcirQfzxYfKitlwJuqZs1oOImeLgFzoRkfWMZX3myvX2npl6M57mu154dwDfdQitJeq48Gb2pniOAcOqzfIbpS4ve49KYkR2wVqlHv2cXaxseCPlTnvo3qM0Qzsw8P7Rjz9s/xxJGc/pmSLnFqvMFmtYa6k0gnZHgeQyD33vdWaKNQrVJqdnSkzPlgkjusI6QGghjOCDhQrvXCyyUGn2fZGLWHnx6x0NZFEduIis1u5TvgEL5TqeE89/mBxNYxyD03PlZOEA4pCddg2+5+A4cTta33VIufEl0p7D1GgKv5XM3D4JLbmtwMYfKaa8y4txyfN4pRGsek6W4aQVdpEr7MWTMzz81BuUGwEZz+VgPk0+46+5Yt65GtJZGpJLue1wvJ0dWNaSdAf4ld9/te/5tnXeaMqh1OiOypcKdcr1JjdMjOA7ln/8/R9TqoeMpFzqrVYotWajz62KiOyclGsIIstUPk3aczi7UMXSahe7MjS0641+YOGXPnmIH7x1iSCqQwRJQ1bfjVtXRcBHD44yV25weF+GUj3gwlKNCAvGEkRw/XiW48eO8OxbFzk1U8J3HcZzLsV6SBhFpD2nfVthZNsdsSb3pbjpwOhl/bzq8rL3KLCLXEHJynqlEeI58QvEhaUa14/Hu/0HrZgnO/5nizXmyysjqEfSLl9/+k0Mcdsu18AbHyzyle++yq0HR/nG5z++a0/AvWEd4he7Yj3inYvFrhe/em/fQhGRHeaa+BO7tBf3Ib/76P543sKlAq5rMEBkbTuwJwPVPMcB4uD8+gfLTOR8irWASiOO64fyaab2xQOLKo2AiZE0EyNpZoo18hmf68dhtlinFkSMpLz2ZtCXpxe46UCuXaZyGDg9UwQLh8ezXFiq4bsGay2OY/Bdd0sr4urysrcosItcQUktetpzCML4STfCMlus4zpmYP1gshry8FNvEFnbtTKfPKGPpD0+XK5jDLjGcGahsuWNqYPq7B959p3L/yW0qCRFRHaL7wDG4BnDE3/v0+3nyIdZ6WGeBOfTl4rUgghj4hIU2yrLS7kOvmsYy2Y4mIeTFwsYoFQPSJ5xk9LFf/XAJ9ttFkfTHq4TbzY9fuwIT7w0zb/847eYLdY5vC/ddZyH8mnOLVVxHcN1Y2kuFeoE1nJ0/8iuLsjIlafALrKDegPvqUsFrhvLMjma5sJyNf4I1UbUA/jJbJn35yv84nf+lG98/uMAPPrcSabnykTW4jnx2PtcymVyNA7rkHxEGof+ZNpnaC1RaJkp1njk2Xe477apNTe5JuedninSCCJ815D1HC6VGtjWClTQ6tN7/NwSJy+Vdu13KiKyVRHgGcPX7vvIqtDb20Hl8FiGswsVQgtBGOE5DhM5n6hnSFvKdWiGEY1w5RPDZCNnvxKUu4/u5+kT59sb7eeKdc4v1QDTNYX01oOjTIykObdY4VM3Tqh05RplBvXwlNhdd91lX3vttd0+DLnCtmMqZ2fXk2RwxbnFKhM5n4P5DBeXq8yWuuu1k49oN8sAjmNwsDTXqS7pLEUxxLWb9e2cHiQiMoQMcW25MYZjawTf3hV2gLlSjXI9ZCzrt+u9n3hpuutyhWqT80tVPMdwy9Roe1hRUvKy3v0Ua03OLVbxXMMtB9e/vlydjDGvW2vv6j1dK+yyq7Z7XP123Hdve8F3PlzmV3//1fYGpCP70vzrL92x7nE++txJZgo1QhuPfT6YT7N/xGeh3ARgobJ6c+Xl5mZLvNIernvJ7lIUCwrrIrKjNtOucKc4BqbyaVKeu24A7jcl1HddHvvy6uf9zst5rmE853NwNM1ytbnuRs7elfx8xufIuOViob6h68u1RSvs69AK+87ptwK9ldWEzYT/te77iZemeW+u1N5E1O8vJJ92+d0Hj615+1/57mu4Jl75DkJL2Nq5pL84EdnLkg3zG+EacIyh2efyjoHP3DTBibPLNIJoW54bHeDAaIpCtdnuUZ5NueR8h1sP7dtwAE5eT9broLLRy/XTbyW/0giYymf4w69+dmM/sFx1Bq2wK7Cv40oH9t1ccb7Stvpk1fm7yqc9Zkt1xrL+qgAOdF3OWst78xUMcW1iUgue3PepSwUKtQAHQz3sri8xcaeu+IXm5gP84Vc/u+oxu/vofn7v/75HoRbEpSqttmD6SxORq0HSstBiODCS6hqg1nmZMLI4xuA6hiiKCKL4edAAHzu00sWqM/SOpj2K1QaXSg2CVuD2nDj0934aODma4reP37nqk9HtWAC6EvbiMcvOU2BvMcb8IvA7gAv8nrX2kbUufyUD+7X2x3vPoy8wnvUxHYMmrLUsV5v86Dd+bs3rJr+rZhiyXGlSaRVuT42mODSWBeIA7juGSjPeRBmEUWtDT/yiEc+qMFw/Hof2QrXBxUKdRhhhbbyBqNEb2FkJ3mnPYTTtUqqH7B/xOTCSZr5cZ6bYIIosnsO69eQiIntJ2jXtQUHz5Qb7sj7nFirtMJ12DdeNZ3Edg+8Y5ssNirWAIIraQ4Z+qxWyN6LzdTEIIy4V6jSjqG/b2q2sdu+WvXjMsrNUww4YY1zgceBvAueAV40xz1hr/9/uHllsmMbPXwlbGY38xEvTNMOQ+VITY1aC9GypQS7tkc/EK+2nZ0rcMJEll/KYni3hOgYsNKMIYxwwcT9cgPNLNTw3nlQXWrsqrEP3KrkBas2IyFrmS03SnkuhGuAYsAYcxyFl6Hs7InJti0tF4n0ryarzBqtMNsRz4vau27VHJe05fO2+j/Dwz3+0fVoSNperTagFTOR8JkfT7cWmb37xE8DWhvP0dldZq0vKXuwrvhePWXbHNRXYgb8KvGutnQYwxjwFPAAMRWDv3YACuzd+/krot7Fno6ORzy5WWK7EYd0xpl2qYokDeD7jU23GWzCTtluNMIoDe0uExdh4aM/F5Xjl/VA+054iulaNZlJOc36pimtM+34bYRSXwBiDtXS9mUju+dr6TEtEEo4B310dfBOPPX+Kx1/8CWFkSXsO1lqqHXUkyQfihrgu23MMKddw66F97aE/ncEY4J88/WbXCrfjxIN36kGEMYac7/DJI+PcfXQ/z751kem5MgA3H8it2+e7M2yutVK81UCqUCty7QX2I8DZju/PAZ/ZpWNZZSsrznvRVkYj/9REjg+Xq/iuA8ST5xphhAHqQUilEdAMLUcnR6g2Q3Ipj5TrxCHcxiF+cjTNpWINY+PAfWQ80+59e2G52r4vh7hnb6cb92fJZ3xSbp0gtBgnfkOQlNFkvLgrzGyxTmDi609kfZarzcvuBLMevSEQGU453yWXWn/T48M//1HuuGH8slekH+5z2m8dv3PDt9fvTcRGKVSL7KxrLbCbPqetyjfGmK8CXwW48cYbd/qY2ray4rxXXe6T/EP3HuXEB4uEkcVtrWK7rT7kjuMwlc+0f2/J73RyNNWuYT88msZzDVP5TLszzEwxPi8J7WcXK0Q2XsmaHE2zL+tTaQTMFut4rTcKnQOQfMewL+sxU2yQz3irptm9PL3A6Zkii+XGtof2pGVZ2nO4sFSlGcUfuSefOkD/IO8AmO39KF5kO/mu4SOTI+1hYr2DZ5JV5ZGUizGG2WKNRmhJeQ4HR9NYazm/VKHciLr+n+dSLr9279E1Q2rvQLFGEFAP47+bjO+Sz3iEkSWKIhaqAZ1bwvZlPP7+PTdvOgRvd/BVkBa5OlxTm06NMXcD37LW/kLr+38GYK39d4Ous1tdYrQBZX29Hx/nM17fHru9HQistZQbYdfvt9+G30K1iYVVnWeOHzvSnk6X9V3mSnUWK03yGY9bp/J9P5rufQwfe/4U/+lPf0K1Z1fq/pyP68Bsqdk+LRmm5PUMVbpuLMPnbpviYD7N2+eXeePsEqVagOc65FIujSBiufUzbJeU53DT/hyhtZyZqxBu8vkj5Rgcx1ILtvGgtsFG+0Q7gDskm4mNab3hIn5jFvWcFw+JcWgGUfs81zFcl0+Rz6a6gu2tU/n2G9zO55/D+1L88OQspfpKGO38PaU9h7QXH0XKNUyOpjHGUKoH7W4fs625A0cnR/j8Jw/z3VfeZ660egbBgZzH1L4spXow1M99eo4WkZ2kLjGAMcYDTgF/AzgPvAr8XWvt24Ouoz7sw207Xzz73Rb0L9m53PuNIkuxFrBUbbBYabJUabBcbbJYbvDjs0u8Mr1AodbEEA9CSuroN9rzeD2+axjL+oznUkzkfMay8dfxXHzaWNZnIpdqfR+fNp71ybVWL7fLZnocf/OP3+LcYrW9D8BxDJ5juPlAji/8peu63hwNerN0OY/XZq+z1uU7z0tWgjuDKfRfOT59qbAqVPcew14MkHvxmEVErgQF9hZjzBeA/0Dc1vG/WGv/zVqXV2CXfjqD91KlyWIreCf/Xqo0W9+vBPOlapNCtbkt5SdJ8J5ohezxVsie6Ane8Xk+EyM7E7xFRERk+6itY4u19gfAD3b7OGQ49AbvpVbIXqo0e4L4zgXv8ezKivZYdnXwjr/v/reCt4iIyLXjmgvscnVKgvdiK1CvhO7k+47QXW2w3ArnO7Li3QrV49mOspKc3xXMd6rURERERK4+CuwyVNaq8U6C93K1yUK50RXGC9u0uTJZ8R7L+e0A3lnjPd5xuoK3iIiIXAkK7LIjNlLj3VtmsryNK96ea1or3KmVr31qvNsBXDXeIiIiMqQU2GVNG6nx3tHg7Ziu2u1kVXuiFbRXgvhKjfd4LtXuxCEiIiKy1ymwXyOiyFKsBythuyd4L1UaLLTPa3U5qTQp1LYxeOf89mr3REc5ycRI/82VCt4iIiIiCux7zkZWvBfKK51NkjKU7QzeyQbKJIDvH1lZ+W6H7Z4NlgreIiIiIpdHgX2XDNpcuVSJN1gu9paZtDZbbnfwHst2r3R3rnh31nirnaCIiIjI7lBg36I1N1eWO8pMOkpNCtscvMey/qpWghMjqXZ5iTZXioiIiOxdCuzrmC/V+c6f/EUrjHf39d6p4D3e+ro/l2I8l2L/SP9SE614i4iIiFz9FNjXcWG5xu/88N0NX74dvLM+vT2741rv7iE6yaq3arxFREREpB8F9nWkPYdjN4539PNulZUknU60uVJEREREdpAC+zo+eijP//wHf223D0NERERErlHObh+AiIiIiIgMpsAuIiIiIjLEFNhFRERERIaYAruIiIiIyBBTYBcRERERGWIK7CIiIiIiQ8xYuw1jOq9ixphZ4P3dPo5tMAnM7fZBSJsej+Gix2O46PEYLno8hosej+GznY/JT1trD/aeqMB+jTDGvGatvWu3j0NiejyGix6P4aLHY7jo8RguejyGz5V4TFQSIyIiIiIyxBTYRURERESGmAL7tePJ3T4A6aLHY7jo8RguejyGix6P4aLHY/js+GOiGnYRERERkSGmFXYRERERkSGmwC4iIiIiMsQU2EVEREREhpgCu4iIiIjIEFNgFxEREREZYgrsIiIykDHmkDHmvxljpo0xrxtjXjbGfGkLt/ctY8zXt/MYRUSudgrsIiLSlzHGAH8EvGStPWqt/TTwZeCGnst5u3F8IiLXCgV2EREZ5OeAhrX2PycnWGvft9b+rjHmV4wx3zfG/G/g/xhjRo0xPzTGnDDG/Lkx5oHkOsaYf2GM+QtjzPPAxzpO/4gx5rnWyv2PjDG3XdGfTkRkj9CqiIiIDHI7cGKN8+8G7rDWLrRW2b9krS0YYyaBV4wxzwDHiFflP0X8mnMCeL11/SeBX7PWnjbGfAb4j8RvEkREc25geAAAAU9JREFUpIMCu4iIbIgx5nHgHqABPA78ibV2ITkb+LfGmHuBCDgCHAL+OvC/rLWV1m080/o6CvwM8P248gaA9BX6UURE9hQFdhERGeRt4G8n31hrv9ZaPX+tdVK547K/DBwEPm2tbRpjzgCZ5Kp9btsBlqy1f3nbj1pE5CqjGnYRERnkBSBjjPn1jtNyAy47Bsy0wvrngJ9unf4S8CVjTNYYkwf+FoC1tgC8Z4z5OxBvcDXG3LkjP4WIyB6nwC4iIn1Zay3wS8DPGmPeM8b8GfAHwG/0ufh/Be4yxrxGvNp+snUbJ4D/DvwY+B/Ajzqu88vAV4wxbxKv5j+AiIisYuLnYxERERERGUZaYRcRERERGWIK7CIiIiIiQ0yBXURERERkiCmwi4iIiIgMMQV2EREREZEhpsAuIiIiIjLEFNhFRERERIaYAruIiIiIyBD7/xZJFJJuqm4SAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(\"Grade counting description\")\n",
"print(df['grade'].value_counts())\n",
"\n",
"\n",
"plt.figure(figsize = (12,8))\n",
"plt.subplots_adjust(hspace = 0.4, top = 0.8)\n",
"\n",
"ax1 = plt.subplot(221)\n",
"ax1 = sns.boxenplot(x=\"grade\", y='price', \n",
" data=df, ax=ax1, )\n",
"ax1.set_xticklabels(ax1.get_xticklabels(),rotation=90)\n",
"ax1.set_title(\"grade counting\", fontsize=15)\n",
"ax1.set_xlabel(\"Grade number\")\n",
"ax1.set_ylabel(\"Count\")\n",
"\n",
"ax2 = plt.subplot(222)\n",
"ax2 = sns.countplot(x=\"grade\",\n",
" data=df, ax=ax2)\n",
"ax2.set_xticklabels(ax2.get_xticklabels(),rotation=90)\n",
"ax2.set_title(\"Grade distribution price\", fontsize=15)\n",
"ax2.set_xlabel(\"Grade number\")\n",
"ax2.set_ylabel(\"log Price(US)\")\n",
"\n",
"ax0 = plt.subplot(212)\n",
"ax0 = sns.regplot(x=\"grade\", y=\"price\",\n",
" data=df, x_jitter=True)\n",
"ax0.set_title(\"Better understaning price by grade\", fontsize=15)\n",
"ax0.set_xlabel(\"Grade\")\n",
"ax0.set_ylabel(\"log Price(US)\")\n",
"ax0.set_xticklabels(ax0.get_xticklabels(),rotation=90)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"_cell_guid": "37c66a99-4715-48a1-bb07-98b5ceadfcbb",
"_uuid": "4f022c9cc6e855d1fbb0463104d9a12d1e85e99a"
},
"outputs": [
{
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"execution_count": 19,
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"source": [
"#Clearly view of bathrooms and bedrooms correlation\n",
"\n",
"bath = ['bathrooms', 'bedrooms']\n",
"cm = sns.light_palette(\"green\", as_cmap=True)\n",
"pd.crosstab(df[bath[0]], df[bath[1]]).style.background_gradient(cmap = cm)"
]
},
{
"cell_type": "code",
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{
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"\n",
"bath_cond = ['bathrooms', 'condition']\n",
"cm = sns.light_palette(\"green\", as_cmap=True)\n",
"pd.crosstab(df[bath_cond[0]], df[bath_cond[1]]).style.background_gradient(cmap = cm)"
]
},
{
"cell_type": "code",
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"_uuid": "c6ce6fefadedc01f750e781ef6d4778aefdfc78f"
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"outputs": [
{
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"bed_cond = ['bedrooms', 'condition']\n",
"cm = sns.light_palette(\"green\", as_cmap=True)\n",
"pd.crosstab(df[bed_cond[0]], df[bed_cond[1]]).style.background_gradient(cmap = cm)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"_cell_guid": "620ba52d-5311-4756-9111-8819103afd6e",
"_uuid": "24c6e65b9b30d46fd61f02db6c17453c7e1339c9"
},
"outputs": [
{
"data": {
"text/html": [
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"cm = sns.light_palette(\"green\", as_cmap=True)\n",
"pd.crosstab(df[cond_water[0]], df[cond_water[1]]).style.background_gradient(cmap = cm)"
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"grade_cond = ['grade', 'condition']\n",
"cm = sns.light_palette(\"green\", as_cmap=True)\n",
"pd.crosstab(df[grade_cond[0]], df[grade_cond[1]]).style.background_gradient(cmap = cm)"
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},
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{
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],
"source": [
"grade_bed = ['grade', 'bedrooms']\n",
"cm = sns.light_palette(\"green\", as_cmap=True)\n",
"pd.crosstab(df[grade_bed[0]], df[grade_bed[1]]).style.background_gradient(cmap = cm)"
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},
{
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" 17 | \n",
" 45 | \n",
" 8 | \n",
" 10 | \n",
" 1 | \n",
" 1 | \n",
"
\n",
" \n",
" 13 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 3 | \n",
" 2 | \n",
" 4 | \n",
" 0 | \n",
" 2 | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grade_bath = ['grade', 'bathrooms']\n",
"cm = sns.light_palette(\"green\", as_cmap=True)\n",
"pd.crosstab(df[grade_bath[0]], df[grade_bath[1]]).style.background_gradient(cmap = cm)"
]
},
{
"cell_type": "markdown",
"metadata": {
"_uuid": "46bff00f329a2b344bac43e06f603d73cd08853c"
},
"source": [
"## Correlation matrix"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"_cell_guid": "d5117b00-e659-414e-bd23-c977f76a25f9",
"_uuid": "f33a20277325ad8d88c42ad3f25141b42e7bebed"
},
"outputs": [
{
"data": {
"image/png": 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\n",
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