{ "cells": [ { "cell_type": "code", "execution_count": 374, "id": "5b4ec52b", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "df = pd.read_csv ('../../data/raw/VN_housing_dataset.csv')\n", "\n", "# delete count column and final rows because it's have ilegal values\n", "df = df.iloc[:-1, 1:]" ] }, { "cell_type": "code", "execution_count": 375, "id": "7c96cbac", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NgàyĐịa chỉQuậnHuyệnLoại hình nhà ởGiấy tờ pháp lýSố tầngSố phòng ngủDiện tíchDàiRộngGiá/m2
02020-08-05Đường Hoàng Quốc Việt, Phường Nghĩa Đô, Quận C...Quận Cầu GiấyPhường Nghĩa ĐôNhà ngõ, hẻmĐã có sổ45 phòng46 m²NaNNaN86,96 triệu/m²
12020-08-05Đường Kim Giang, Phường Kim Giang, Quận Thanh ...Quận Thanh XuânPhường Kim GiangNhà mặt phố, mặt tiềnNaNNaN3 phòng37 m²NaNNaN116,22 triệu/m²
22020-08-05phố minh khai, Phường Minh Khai, Quận Hai Bà T...Quận Hai Bà TrưngPhường Minh KhaiNhà ngõ, hẻmĐã có sổ44 phòng40 m²10 m4 m65 triệu/m²
32020-08-05Đường Võng Thị, Phường Thụy Khuê, Quận Tây Hồ,...Quận Tây HồPhường Thụy KhuêNhà ngõ, hẻmĐã có sổNaN6 phòng51 m²12.75 m4 m100 triệu/m²
42020-08-05Đường Kim Giang, Phường Kim Giang, Quận Thanh ...Quận Thanh XuânPhường Kim GiangNhà ngõ, hẻmNaNNaN4 phòng36 m²9 m4 m86,11 triệu/m²
.......................................
824872019-08-26Đường Lê Đức Thọ, Phường Mỹ Đình 1, Quận Nam T...Quận Nam Từ LiêmPhường Mỹ Đình 1Nhà phố liền kềĐã có sổNaN3 phòng38 m²NaNNaN76,32 triệu/m²
824882019-08-23Đường Hồ Tùng Mậu, Phường Phúc Diễn, Quận Bắc ...Quận Bắc Từ LiêmPhường Phúc DiễnNhà phố liền kềNaNNaN3 phòng38 m²NaNNaN81,58 triệu/m²
824892019-08-07Đường Trần Quốc Hoàn, Phường Quan Hoa, Quận Cầ...Quận Cầu GiấyPhường Quan HoaNhà mặt phố, mặt tiềnNaNNaN3 phòng50 m²NaNNaN292 triệu/m²
824902019-08-07Đường Nguyễn Khánh Toàn, Phường Quan Hoa, Quận...Quận Cầu GiấyPhường Quan HoaNhà mặt phố, mặt tiềnĐã có sổNaN4 phòng41 m²NaNNaN341,46 triệu/m²
824912019-08-05Đường Quan Hoa, Phường Quan Hoa, Quận Cầu Giấy...Quận Cầu GiấyPhường Quan HoaNhà ngõ, hẻmĐã có sổNaN4 phòng60 m²NaNNaN101,67 triệu/m²
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82492 rows × 12 columns

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" ], "text/plain": [ " Ngày Địa chỉ \\\n", "0 2020-08-05 Đường Hoàng Quốc Việt, Phường Nghĩa Đô, Quận C... \n", "1 2020-08-05 Đường Kim Giang, Phường Kim Giang, Quận Thanh ... \n", "2 2020-08-05 phố minh khai, Phường Minh Khai, Quận Hai Bà T... \n", "3 2020-08-05 Đường Võng Thị, Phường Thụy Khuê, Quận Tây Hồ,... \n", "4 2020-08-05 Đường Kim Giang, Phường Kim Giang, Quận Thanh ... \n", "... ... ... \n", "82487 2019-08-26 Đường Lê Đức Thọ, Phường Mỹ Đình 1, Quận Nam T... \n", "82488 2019-08-23 Đường Hồ Tùng Mậu, Phường Phúc Diễn, Quận Bắc ... \n", "82489 2019-08-07 Đường Trần Quốc Hoàn, Phường Quan Hoa, Quận Cầ... \n", "82490 2019-08-07 Đường Nguyễn Khánh Toàn, Phường Quan Hoa, Quận... \n", "82491 2019-08-05 Đường Quan Hoa, Phường Quan Hoa, Quận Cầu Giấy... \n", "\n", " Quận Huyện Loại hình nhà ở \\\n", "0 Quận Cầu Giấy Phường Nghĩa Đô Nhà ngõ, hẻm \n", "1 Quận Thanh Xuân Phường Kim Giang Nhà mặt phố, mặt tiền \n", "2 Quận Hai Bà Trưng Phường Minh Khai Nhà ngõ, hẻm \n", "3 Quận Tây Hồ Phường Thụy Khuê Nhà ngõ, hẻm \n", "4 Quận Thanh Xuân Phường Kim Giang Nhà ngõ, hẻm \n", "... ... ... ... \n", "82487 Quận Nam Từ Liêm Phường Mỹ Đình 1 Nhà phố liền kề \n", "82488 Quận Bắc Từ Liêm Phường Phúc Diễn Nhà phố liền kề \n", "82489 Quận Cầu Giấy Phường Quan Hoa Nhà mặt phố, mặt tiền \n", "82490 Quận Cầu Giấy Phường Quan Hoa Nhà mặt phố, mặt tiền \n", "82491 Quận Cầu Giấy Phường Quan Hoa Nhà ngõ, hẻm \n", "\n", " Giấy tờ pháp lý Số tầng Số phòng ngủ Diện tích Dài Rộng \\\n", "0 Đã có sổ 4 5 phòng 46 m² NaN NaN \n", "1 NaN NaN 3 phòng 37 m² NaN NaN \n", "2 Đã có sổ 4 4 phòng 40 m² 10 m 4 m \n", "3 Đã có sổ NaN 6 phòng 51 m² 12.75 m 4 m \n", "4 NaN NaN 4 phòng 36 m² 9 m 4 m \n", "... ... ... ... ... ... ... \n", "82487 Đã có sổ NaN 3 phòng 38 m² NaN NaN \n", "82488 NaN NaN 3 phòng 38 m² NaN NaN \n", "82489 NaN NaN 3 phòng 50 m² NaN NaN \n", "82490 Đã có sổ NaN 4 phòng 41 m² NaN NaN \n", "82491 Đã có sổ NaN 4 phòng 60 m² NaN NaN \n", "\n", " Giá/m2 \n", "0 86,96 triệu/m² \n", "1 116,22 triệu/m² \n", "2 65 triệu/m² \n", "3 100 triệu/m² \n", "4 86,11 triệu/m² \n", "... ... \n", "82487 76,32 triệu/m² \n", "82488 81,58 triệu/m² \n", "82489 292 triệu/m² \n", "82490 341,46 triệu/m² \n", "82491 101,67 triệu/m² \n", "\n", "[82492 rows x 12 columns]" ] }, "execution_count": 375, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_without_pre_proccessing = df\n", "\n", "df" ] }, { "cell_type": "markdown", "id": "f27801a2", "metadata": {}, "source": [ "
How many rows and how many columns?
" ] }, { "cell_type": "code", "execution_count": 376, "id": "6e0cafd9", "metadata": {}, "outputs": [], "source": [ "n_rows, n_cols = df.shape" ] }, { "cell_type": "code", "execution_count": 377, "id": "7c5ec45b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "82492" ] }, "execution_count": 377, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_rows" ] }, { "cell_type": "code", "execution_count": 378, "id": "f7dd13c5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12" ] }, "execution_count": 378, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_cols" ] }, { "cell_type": "markdown", "id": "0552c5df", "metadata": {}, "source": [ "
What is the meaning of each row?
" ] }, { "cell_type": "markdown", "id": "c4e97b8b", "metadata": {}, "source": [ "Each row is management some significant information of a house like address, number of rooms, number of floors, squares,\n", "price,..etc" ] }, { "cell_type": "markdown", "id": "da4c4714", "metadata": {}, "source": [ "
Are there duplicated rows?
" ] }, { "cell_type": "code", "execution_count": 379, "id": "4f94d5c7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "815" ] }, "execution_count": 379, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_duplicated_rows = df.duplicated().sum()\n", "num_duplicated_rows" ] }, { "cell_type": "markdown", "id": "3171de03", "metadata": {}, "source": [ "
Remove duplicated rows
" ] }, { "cell_type": "code", "execution_count": 380, "id": "f8250520", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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02020-08-05Đường Hoàng Quốc Việt, Phường Nghĩa Đô, Quận C...Quận Cầu GiấyPhường Nghĩa ĐôNhà ngõ, hẻmĐã có sổ45 phòng46 m²NaNNaN86,96 triệu/m²
12020-08-05Đường Kim Giang, Phường Kim Giang, Quận Thanh ...Quận Thanh XuânPhường Kim GiangNhà mặt phố, mặt tiềnNaNNaN3 phòng37 m²NaNNaN116,22 triệu/m²
22020-08-05phố minh khai, Phường Minh Khai, Quận Hai Bà T...Quận Hai Bà TrưngPhường Minh KhaiNhà ngõ, hẻmĐã có sổ44 phòng40 m²10 m4 m65 triệu/m²
32020-08-05Đường Võng Thị, Phường Thụy Khuê, Quận Tây Hồ,...Quận Tây HồPhường Thụy KhuêNhà ngõ, hẻmĐã có sổNaN6 phòng51 m²12.75 m4 m100 triệu/m²
42020-08-05Đường Kim Giang, Phường Kim Giang, Quận Thanh ...Quận Thanh XuânPhường Kim GiangNhà ngõ, hẻmNaNNaN4 phòng36 m²9 m4 m86,11 triệu/m²
.......................................
824872019-08-26Đường Lê Đức Thọ, Phường Mỹ Đình 1, Quận Nam T...Quận Nam Từ LiêmPhường Mỹ Đình 1Nhà phố liền kềĐã có sổNaN3 phòng38 m²NaNNaN76,32 triệu/m²
824882019-08-23Đường Hồ Tùng Mậu, Phường Phúc Diễn, Quận Bắc ...Quận Bắc Từ LiêmPhường Phúc DiễnNhà phố liền kềNaNNaN3 phòng38 m²NaNNaN81,58 triệu/m²
824892019-08-07Đường Trần Quốc Hoàn, Phường Quan Hoa, Quận Cầ...Quận Cầu GiấyPhường Quan HoaNhà mặt phố, mặt tiềnNaNNaN3 phòng50 m²NaNNaN292 triệu/m²
824902019-08-07Đường Nguyễn Khánh Toàn, Phường Quan Hoa, Quận...Quận Cầu GiấyPhường Quan HoaNhà mặt phố, mặt tiềnĐã có sổNaN4 phòng41 m²NaNNaN341,46 triệu/m²
824912019-08-05Đường Quan Hoa, Phường Quan Hoa, Quận Cầu Giấy...Quận Cầu GiấyPhường Quan HoaNhà ngõ, hẻmĐã có sổNaN4 phòng60 m²NaNNaN101,67 triệu/m²
\n", "

81677 rows × 12 columns

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" ], "text/plain": [ " Ngày Địa chỉ \\\n", "0 2020-08-05 Đường Hoàng Quốc Việt, Phường Nghĩa Đô, Quận C... \n", "1 2020-08-05 Đường Kim Giang, Phường Kim Giang, Quận Thanh ... \n", "2 2020-08-05 phố minh khai, Phường Minh Khai, Quận Hai Bà T... \n", "3 2020-08-05 Đường Võng Thị, Phường Thụy Khuê, Quận Tây Hồ,... \n", "4 2020-08-05 Đường Kim Giang, Phường Kim Giang, Quận Thanh ... \n", "... ... ... \n", "82487 2019-08-26 Đường Lê Đức Thọ, Phường Mỹ Đình 1, Quận Nam T... \n", "82488 2019-08-23 Đường Hồ Tùng Mậu, Phường Phúc Diễn, Quận Bắc ... \n", "82489 2019-08-07 Đường Trần Quốc Hoàn, Phường Quan Hoa, Quận Cầ... \n", "82490 2019-08-07 Đường Nguyễn Khánh Toàn, Phường Quan Hoa, Quận... \n", "82491 2019-08-05 Đường Quan Hoa, Phường Quan Hoa, Quận Cầu Giấy... \n", "\n", " Quận Huyện Loại hình nhà ở \\\n", "0 Quận Cầu Giấy Phường Nghĩa Đô Nhà ngõ, hẻm \n", "1 Quận Thanh Xuân Phường Kim Giang Nhà mặt phố, mặt tiền \n", "2 Quận Hai Bà Trưng Phường Minh Khai Nhà ngõ, hẻm \n", "3 Quận Tây Hồ Phường Thụy Khuê Nhà ngõ, hẻm \n", "4 Quận Thanh Xuân Phường Kim Giang Nhà ngõ, hẻm \n", "... ... ... ... \n", "82487 Quận Nam Từ Liêm Phường Mỹ Đình 1 Nhà phố liền kề \n", "82488 Quận Bắc Từ Liêm Phường Phúc Diễn Nhà phố liền kề \n", "82489 Quận Cầu Giấy Phường Quan Hoa Nhà mặt phố, mặt tiền \n", "82490 Quận Cầu Giấy Phường Quan Hoa Nhà mặt phố, mặt tiền \n", "82491 Quận Cầu Giấy Phường Quan Hoa Nhà ngõ, hẻm \n", "\n", " Giấy tờ pháp lý Số tầng Số phòng ngủ Diện tích Dài Rộng \\\n", "0 Đã có sổ 4 5 phòng 46 m² NaN NaN \n", "1 NaN NaN 3 phòng 37 m² NaN NaN \n", "2 Đã có sổ 4 4 phòng 40 m² 10 m 4 m \n", "3 Đã có sổ NaN 6 phòng 51 m² 12.75 m 4 m \n", "4 NaN NaN 4 phòng 36 m² 9 m 4 m \n", "... ... ... ... ... ... ... \n", "82487 Đã có sổ NaN 3 phòng 38 m² NaN NaN \n", "82488 NaN NaN 3 phòng 38 m² NaN NaN \n", "82489 NaN NaN 3 phòng 50 m² NaN NaN \n", "82490 Đã có sổ NaN 4 phòng 41 m² NaN NaN \n", "82491 Đã có sổ NaN 4 phòng 60 m² NaN NaN \n", "\n", " Giá/m2 \n", "0 86,96 triệu/m² \n", "1 116,22 triệu/m² \n", "2 65 triệu/m² \n", "3 100 triệu/m² \n", "4 86,11 triệu/m² \n", "... ... \n", "82487 76,32 triệu/m² \n", "82488 81,58 triệu/m² \n", "82489 292 triệu/m² \n", "82490 341,46 triệu/m² \n", "82491 101,67 triệu/m² \n", "\n", "[81677 rows x 12 columns]" ] }, "execution_count": 380, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df.drop_duplicates()\n", "df" ] }, { "cell_type": "markdown", "id": "850a8111", "metadata": {}, "source": [ "
What is the meaning of each column?
" ] }, { "cell_type": "code", "execution_count": 381, "id": "b01a874d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateaddressdistricttownhouse_typepaper_typenum_floorsnum_roomssquareslengthwidthprice_per_m2
02020-08-05Đường Hoàng Quốc Việt, Phường Nghĩa Đô, Quận C...Quận Cầu GiấyPhường Nghĩa ĐôNhà ngõ, hẻmĐã có sổ45 phòng46 m²NaNNaN86,96 triệu/m²
12020-08-05Đường Kim Giang, Phường Kim Giang, Quận Thanh ...Quận Thanh XuânPhường Kim GiangNhà mặt phố, mặt tiềnNaNNaN3 phòng37 m²NaNNaN116,22 triệu/m²
22020-08-05phố minh khai, Phường Minh Khai, Quận Hai Bà T...Quận Hai Bà TrưngPhường Minh KhaiNhà ngõ, hẻmĐã có sổ44 phòng40 m²10 m4 m65 triệu/m²
32020-08-05Đường Võng Thị, Phường Thụy Khuê, Quận Tây Hồ,...Quận Tây HồPhường Thụy KhuêNhà ngõ, hẻmĐã có sổNaN6 phòng51 m²12.75 m4 m100 triệu/m²
42020-08-05Đường Kim Giang, Phường Kim Giang, Quận Thanh ...Quận Thanh XuânPhường Kim GiangNhà ngõ, hẻmNaNNaN4 phòng36 m²9 m4 m86,11 triệu/m²
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824872019-08-26Đường Lê Đức Thọ, Phường Mỹ Đình 1, Quận Nam T...Quận Nam Từ LiêmPhường Mỹ Đình 1Nhà phố liền kềĐã có sổNaN3 phòng38 m²NaNNaN76,32 triệu/m²
824882019-08-23Đường Hồ Tùng Mậu, Phường Phúc Diễn, Quận Bắc ...Quận Bắc Từ LiêmPhường Phúc DiễnNhà phố liền kềNaNNaN3 phòng38 m²NaNNaN81,58 triệu/m²
824892019-08-07Đường Trần Quốc Hoàn, Phường Quan Hoa, Quận Cầ...Quận Cầu GiấyPhường Quan HoaNhà mặt phố, mặt tiềnNaNNaN3 phòng50 m²NaNNaN292 triệu/m²
824902019-08-07Đường Nguyễn Khánh Toàn, Phường Quan Hoa, Quận...Quận Cầu GiấyPhường Quan HoaNhà mặt phố, mặt tiềnĐã có sổNaN4 phòng41 m²NaNNaN341,46 triệu/m²
824912019-08-05Đường Quan Hoa, Phường Quan Hoa, Quận Cầu Giấy...Quận Cầu GiấyPhường Quan HoaNhà ngõ, hẻmĐã có sổNaN4 phòng60 m²NaNNaN101,67 triệu/m²
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81677 rows × 12 columns

\n", "
" ], "text/plain": [ " date address \\\n", "0 2020-08-05 Đường Hoàng Quốc Việt, Phường Nghĩa Đô, Quận C... \n", "1 2020-08-05 Đường Kim Giang, Phường Kim Giang, Quận Thanh ... \n", "2 2020-08-05 phố minh khai, Phường Minh Khai, Quận Hai Bà T... \n", "3 2020-08-05 Đường Võng Thị, Phường Thụy Khuê, Quận Tây Hồ,... \n", "4 2020-08-05 Đường Kim Giang, Phường Kim Giang, Quận Thanh ... \n", "... ... ... \n", "82487 2019-08-26 Đường Lê Đức Thọ, Phường Mỹ Đình 1, Quận Nam T... \n", "82488 2019-08-23 Đường Hồ Tùng Mậu, Phường Phúc Diễn, Quận Bắc ... \n", "82489 2019-08-07 Đường Trần Quốc Hoàn, Phường Quan Hoa, Quận Cầ... \n", "82490 2019-08-07 Đường Nguyễn Khánh Toàn, Phường Quan Hoa, Quận... \n", "82491 2019-08-05 Đường Quan Hoa, Phường Quan Hoa, Quận Cầu Giấy... \n", "\n", " district town house_type paper_type \\\n", "0 Quận Cầu Giấy Phường Nghĩa Đô Nhà ngõ, hẻm Đã có sổ \n", "1 Quận Thanh Xuân Phường Kim Giang Nhà mặt phố, mặt tiền NaN \n", "2 Quận Hai Bà Trưng Phường Minh Khai Nhà ngõ, hẻm Đã có sổ \n", "3 Quận Tây Hồ Phường Thụy Khuê Nhà ngõ, hẻm Đã có sổ \n", "4 Quận Thanh Xuân Phường Kim Giang Nhà ngõ, hẻm NaN \n", "... ... ... ... ... \n", "82487 Quận Nam Từ Liêm Phường Mỹ Đình 1 Nhà phố liền kề Đã có sổ \n", "82488 Quận Bắc Từ Liêm Phường Phúc Diễn Nhà phố liền kề NaN \n", "82489 Quận Cầu Giấy Phường Quan Hoa Nhà mặt phố, mặt tiền NaN \n", "82490 Quận Cầu Giấy Phường Quan Hoa Nhà mặt phố, mặt tiền Đã có sổ \n", "82491 Quận Cầu Giấy Phường Quan Hoa Nhà ngõ, hẻm Đã có sổ \n", "\n", " num_floors num_rooms squares length width price_per_m2 \n", "0 4 5 phòng 46 m² NaN NaN 86,96 triệu/m² \n", "1 NaN 3 phòng 37 m² NaN NaN 116,22 triệu/m² \n", "2 4 4 phòng 40 m² 10 m 4 m 65 triệu/m² \n", "3 NaN 6 phòng 51 m² 12.75 m 4 m 100 triệu/m² \n", "4 NaN 4 phòng 36 m² 9 m 4 m 86,11 triệu/m² \n", "... ... ... ... ... ... ... \n", "82487 NaN 3 phòng 38 m² NaN NaN 76,32 triệu/m² \n", "82488 NaN 3 phòng 38 m² NaN NaN 81,58 triệu/m² \n", "82489 NaN 3 phòng 50 m² NaN NaN 292 triệu/m² \n", "82490 NaN 4 phòng 41 m² NaN NaN 341,46 triệu/m² \n", "82491 NaN 4 phòng 60 m² NaN NaN 101,67 triệu/m² \n", "\n", "[81677 rows x 12 columns]" ] }, "execution_count": 381, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rename_lst = ['date', 'address', 'district', 'town', 'house_type', 'paper_type', 'num_floors', 'num_rooms', \n", " 'squares', 'length', 'width', 'price_per_m2']\n", "df.columns = rename_lst\n", "df" ] }, { "cell_type": "markdown", "id": "b1041f1e", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "id": "68cf5ec8", "metadata": {}, "source": [ "
What is the percentage of missing values?
" ] }, { "cell_type": "code", "execution_count": 382, "id": "baf95b75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Missing values in column date: 0 (0.0%)\n", "Missing values in column address: 47 (0.05754373936359073%)\n", "Missing values in column district: 1 (0.0012243348800763986%)\n", "Missing values in column town: 47 (0.05754373936359073%)\n", "Missing values in column house_type: 31 (0.03795438128236835%)\n", "Missing values in column paper_type: 28420 (34.795597291771244%)\n", "Missing values in column num_floors: 45460 (55.65826364827308%)\n", "Missing values in column num_rooms: 38 (0.04652472544290314%)\n", "Missing values in column squares: 1 (0.0012243348800763986%)\n", "Missing values in column length: 61931 (75.82428345801144%)\n", "Missing values in column width: 46382 (56.78710040770352%)\n", "Missing values in column price_per_m2: 12 (0.014692018560916783%)\n" ] } ], "source": [ "for column in df.columns:\n", " print(\"Missing values in column {}: {} ({}%)\".format(column, df[column].isnull().sum(), df[column].isnull().sum() / len(df) * 100))" ] }, { "cell_type": "markdown", "id": "19b9331f", "metadata": {}, "source": [ "🔥 Drop missing rows" ] }, { "cell_type": "code", "execution_count": 383, "id": "363855ac", "metadata": {}, "outputs": [], "source": [ "df = df.dropna()" ] }, { "cell_type": "code", "execution_count": 384, "id": "b81b65a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Missing values in column date: 0 (0.0%)\n", "Missing values in column address: 0 (0.0%)\n", "Missing values in column district: 0 (0.0%)\n", "Missing values in column town: 0 (0.0%)\n", "Missing values in column house_type: 0 (0.0%)\n", "Missing values in column paper_type: 0 (0.0%)\n", "Missing values in column num_floors: 0 (0.0%)\n", "Missing values in column num_rooms: 0 (0.0%)\n", "Missing values in column squares: 0 (0.0%)\n", "Missing values in column length: 0 (0.0%)\n", "Missing values in column width: 0 (0.0%)\n", "Missing values in column price_per_m2: 0 (0.0%)\n" ] } ], "source": [ "for column in df.columns:\n", " print(\"Missing values in column {}: {} ({}%)\".format(column, df[column].isnull().sum(), df[column].isnull().sum() / len(df) * 100))" ] }, { "cell_type": "markdown", "id": "785a20ff", "metadata": {}, "source": [ "
What is the current data type of each column? Are there columns having\n", "inappropriate data types?
" ] }, { "cell_type": "code", "execution_count": 385, "id": "de6f9d3c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "date object\n", "address object\n", "district object\n", "town object\n", "house_type object\n", "paper_type object\n", "num_floors object\n", "num_rooms object\n", "squares object\n", "length object\n", "width object\n", "price_per_m2 object\n", "dtype: object" ] }, "execution_count": 385, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "code", "execution_count": 386, "id": "45f80bfe", "metadata": {}, "outputs": [], "source": [ "# preproccesing for num_floors, num_rooms, squares, length, width, price_per_m2\n", "import re\n", "\n", "def nan_to_0(value):\n", " result = 0\n", " \n", " try:\n", " result = re.findall(r\"[-+]?\\d*\\,?\\d+|\\d+\", value)[0].replace(\",\", \".\")\n", " result = int(result) if result.find(\".\") == -1 else float(result) \n", "\n", " except:\n", " result = 0\n", " \n", " return result\n", " " ] }, { "cell_type": "code", "execution_count": 387, "id": "409c1b57", "metadata": {}, "outputs": [], "source": [ "import math\n", "\n", "def nan_to_0_or_1(value):\n", " result = 0\n", " \n", " try:\n", " float(value)\n", " result = 0\n", " except:\n", " result = 1\n", " \n", " return result" ] }, { "cell_type": "code", "execution_count": 388, "id": "060fb32a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/p7/08wxvf195r35gt2pw893ynsw0000gn/T/ipykernel_90041/2358128600.py:19: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[\"num_floors\"] = list(num_floors)\n", "/var/folders/p7/08wxvf195r35gt2pw893ynsw0000gn/T/ipykernel_90041/2358128600.py:20: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[\"num_rooms\"] = list(num_rooms)\n", "/var/folders/p7/08wxvf195r35gt2pw893ynsw0000gn/T/ipykernel_90041/2358128600.py:21: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[\"squares\"] = list(squares)\n", "/var/folders/p7/08wxvf195r35gt2pw893ynsw0000gn/T/ipykernel_90041/2358128600.py:22: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[\"length\"] = list(length)\n", "/var/folders/p7/08wxvf195r35gt2pw893ynsw0000gn/T/ipykernel_90041/2358128600.py:23: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[\"width\"] = list(width)\n", "/var/folders/p7/08wxvf195r35gt2pw893ynsw0000gn/T/ipykernel_90041/2358128600.py:24: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[\"price_per_m2\"] = list(price_per_m2)\n", "/var/folders/p7/08wxvf195r35gt2pw893ynsw0000gn/T/ipykernel_90041/2358128600.py:25: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[\"paper_type\"] = df[\"paper_type\"].fillna(\"Chưa có sổ\")\n" ] } ], "source": [ "num_floors = df[\"num_floors\"].tolist()\n", "num_rooms = df[\"num_rooms\"].tolist()\n", "squares = df[\"squares\"].tolist()\n", "length = df[\"length\"].tolist()\n", "width = df[\"width\"].tolist()\n", "price_per_m2 = df[\"price_per_m2\"].tolist()\n", "paper_type = df[\"paper_type\"].tolist()\n", "\n", "\n", "num_floors = map(nan_to_0, num_floors)\n", "num_rooms = map(nan_to_0, num_rooms)\n", "squares = map(nan_to_0, squares)\n", "length = map(nan_to_0, length)\n", "width = map(nan_to_0, width) \n", "price_per_m2 = map(nan_to_0, price_per_m2)\n", "paper_type = map(nan_to_0_or_1, paper_type)\n", "\n", "\n", "df[\"num_floors\"] = list(num_floors)\n", "df[\"num_rooms\"] = list(num_rooms)\n", "df[\"squares\"] = list(squares)\n", "df[\"length\"] = list(length)\n", "df[\"width\"] = list(width)\n", "df[\"price_per_m2\"] = list(price_per_m2)\n", "df[\"paper_type\"] = df[\"paper_type\"].fillna(\"Chưa có sổ\")\n" ] }, { "cell_type": "code", "execution_count": 389, "id": "4b62d63e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/p7/08wxvf195r35gt2pw893ynsw0000gn/T/ipykernel_90041/3961506901.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df.drop(indexAge , inplace=True)\n" ] } ], "source": [ "\n", "indexAge = df[ (df['length'] >= 1000) | (df['width'] >= 1000) | (df['squares'] >= 1000)].index\n", "df.drop(indexAge , inplace=True)\n", "# drop price value 0!\n", "df = df[(df['price_per_m2'] != 0.00)]\n", "\n" ] }, { "cell_type": "code", "execution_count": 390, "id": "b1ee3278", "metadata": {}, "outputs": [], "source": [ "#Drop Length and width\n", "df.drop(['length', 'width'], axis=1, inplace=True)" ] }, { "cell_type": "code", "execution_count": 391, "id": "06db6926", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateaddressdistricttownhouse_typepaper_typenum_floorsnum_roomssquaresprice_per_m2
22020-08-05phố minh khai, Phường Minh Khai, Quận Hai Bà T...Quận Hai Bà TrưngPhường Minh KhaiNhà ngõ, hẻmĐã có sổ444065.00
152020-08-05Đường Bồ Đề, Phường Bồ Đề, Quận Long Biên, Hà NộiQuận Long BiênPhường Bồ ĐềNhà ngõ, hẻmĐã có sổ545293.27
242020-08-04Đường Tố Hữu, Phường La Khê, Quận Hà Đông, Hà NộiQuận Hà ĐôngPhường La KhêNhà mặt phố, mặt tiềnĐã có sổ5590108.89
292020-08-04180/61/5, Đường Tây Mỗ, Phường Tây Mỗ, Quận Na...Quận Nam Từ LiêmPhường Tây MỗNhà ngõ, hẻmĐã có sổ433260.94
342020-08-04Đường Tả Thanh Oai, Xã Tả Thanh Oai, Huyện Tha...Huyện Thanh TrìXã Tả Thanh OaiNhà ngõ, hẻmĐã có sổ324229.76
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823522020-04-17101b-c4, ngõ 231, Đường Tân Mai, Phường Tân Ma...Quận Hoàng MaiPhường Tân MaiNhà ngõ, hẻmĐã có sổ223743.24
823532020-04-17Đường Nguyễn Trãi, Phường Thượng Đình, Quận Th...Quận Thanh XuânPhường Thượng ĐìnhNhà ngõ, hẻmĐã có sổ910100115.00
823562020-04-17Đường Hồ Đắc Di, Phường Nam Đồng, Quận Đống Đa...Quận Đống ĐaPhường Nam ĐồngNhà mặt phố, mặt tiềnĐã có sổ5480262.50
823582020-04-15Đường Khâm Thiên, Phường Khâm Thiên, Quận Đống...Quận Đống ĐaPhường Khâm ThiênNhà mặt phố, mặt tiềnĐã có sổ3589258.43
823592020-04-15KĐT Văn Phú, Phường Phú La, Quận Hà Đông, Hà NộiQuận Hà ĐôngPhường Phú LaNhà phố liền kềĐã có sổ449064.44
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11381 rows × 10 columns

\n", "
" ], "text/plain": [ " date address \\\n", "2 2020-08-05 phố minh khai, Phường Minh Khai, Quận Hai Bà T... \n", "15 2020-08-05 Đường Bồ Đề, Phường Bồ Đề, Quận Long Biên, Hà Nội \n", "24 2020-08-04 Đường Tố Hữu, Phường La Khê, Quận Hà Đông, Hà Nội \n", "29 2020-08-04 180/61/5, Đường Tây Mỗ, Phường Tây Mỗ, Quận Na... \n", "34 2020-08-04 Đường Tả Thanh Oai, Xã Tả Thanh Oai, Huyện Tha... \n", "... ... ... \n", "82352 2020-04-17 101b-c4, ngõ 231, Đường Tân Mai, Phường Tân Ma... \n", "82353 2020-04-17 Đường Nguyễn Trãi, Phường Thượng Đình, Quận Th... \n", "82356 2020-04-17 Đường Hồ Đắc Di, Phường Nam Đồng, Quận Đống Đa... \n", "82358 2020-04-15 Đường Khâm Thiên, Phường Khâm Thiên, Quận Đống... \n", "82359 2020-04-15 KĐT Văn Phú, Phường Phú La, Quận Hà Đông, Hà Nội \n", "\n", " district town house_type \\\n", "2 Quận Hai Bà Trưng Phường Minh Khai Nhà ngõ, hẻm \n", "15 Quận Long Biên Phường Bồ Đề Nhà ngõ, hẻm \n", "24 Quận Hà Đông Phường La Khê Nhà mặt phố, mặt tiền \n", "29 Quận Nam Từ Liêm Phường Tây Mỗ Nhà ngõ, hẻm \n", "34 Huyện Thanh Trì Xã Tả Thanh Oai Nhà ngõ, hẻm \n", "... ... ... ... \n", "82352 Quận Hoàng Mai Phường Tân Mai Nhà ngõ, hẻm \n", "82353 Quận Thanh Xuân Phường Thượng Đình Nhà ngõ, hẻm \n", "82356 Quận Đống Đa Phường Nam Đồng Nhà mặt phố, mặt tiền \n", "82358 Quận Đống Đa Phường Khâm Thiên Nhà mặt phố, mặt tiền \n", "82359 Quận Hà Đông Phường Phú La Nhà phố liền kề \n", "\n", " paper_type num_floors num_rooms squares price_per_m2 \n", "2 Đã có sổ 4 4 40 65.00 \n", "15 Đã có sổ 5 4 52 93.27 \n", "24 Đã có sổ 5 5 90 108.89 \n", "29 Đã có sổ 4 3 32 60.94 \n", "34 Đã có sổ 3 2 42 29.76 \n", "... ... ... ... ... ... \n", "82352 Đã có sổ 2 2 37 43.24 \n", "82353 Đã có sổ 9 10 100 115.00 \n", "82356 Đã có sổ 5 4 80 262.50 \n", "82358 Đã có sổ 3 5 89 258.43 \n", "82359 Đã có sổ 4 4 90 64.44 \n", "\n", "[11381 rows x 10 columns]" ] }, "execution_count": 391, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "markdown", "id": "f14cf5df", "metadata": {}, "source": [ "
What is the percentage of missing values?
" ] }, { "cell_type": "code", "execution_count": 392, "id": "f9c515e5", "metadata": {}, "outputs": [], "source": [ "df.to_csv(\"../../data/processed/VN_housing_dataset.csv\", index=False)" ] }, { "cell_type": "markdown", "id": "e1da2f79", "metadata": {}, "source": [ "
With each numerical column, how are values distributed?
" ] }, { "cell_type": "code", "execution_count": 393, "id": "9c7c86c6", "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "\n", "sns.set_style(\"whitegrid\")# Set dạng hiển thị: darkgrid, whitegrid, dark, white, ticks" ] }, { "cell_type": "code", "execution_count": null, "id": "0e496fa9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 394, "id": "80b867e5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 394, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(df['price_per_m2'])" ] }, { "cell_type": "code", "execution_count": 395, "id": "66a96d6a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 395, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(df['paper_type'])" ] }, { "cell_type": "code", "execution_count": 396, "id": "b7cc07e4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 396, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(df['num_floors'])" ] }, { "cell_type": "code", "execution_count": 397, "id": "7740ba90", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 397, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(df['num_rooms'])" ] }, { "cell_type": "code", "execution_count": 398, "id": "2ad5c208", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 398, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(df['squares'])" ] }, { "cell_type": "code", "execution_count": 399, "id": "2a2760b2", "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "'length'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "File \u001b[0;32m~/opt/miniconda3/envs/NaDS/lib/python3.8/site-packages/pandas/core/indexes/base.py:3803\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3802\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m-> 3803\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_engine\u001b[39m.\u001b[39;49mget_loc(casted_key)\n\u001b[1;32m 3804\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n", "File \u001b[0;32m~/opt/miniconda3/envs/NaDS/lib/python3.8/site-packages/pandas/_libs/index.pyx:138\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "File \u001b[0;32m~/opt/miniconda3/envs/NaDS/lib/python3.8/site-packages/pandas/_libs/index.pyx:165\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5745\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5753\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'length'", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn [399], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m sns\u001b[39m.\u001b[39mhistplot(df[\u001b[39m'\u001b[39;49m\u001b[39mlength\u001b[39;49m\u001b[39m'\u001b[39;49m])\n", "File \u001b[0;32m~/opt/miniconda3/envs/NaDS/lib/python3.8/site-packages/pandas/core/frame.py:3805\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3803\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns\u001b[39m.\u001b[39mnlevels \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[1;32m 3804\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3805\u001b[0m indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49mget_loc(key)\n\u001b[1;32m 3806\u001b[0m \u001b[39mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 3807\u001b[0m indexer \u001b[39m=\u001b[39m [indexer]\n", "File \u001b[0;32m~/opt/miniconda3/envs/NaDS/lib/python3.8/site-packages/pandas/core/indexes/base.py:3805\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3803\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_engine\u001b[39m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m 3804\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n\u001b[0;32m-> 3805\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m 3806\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mTypeError\u001b[39;00m:\n\u001b[1;32m 3807\u001b[0m \u001b[39m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3808\u001b[0m \u001b[39m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3809\u001b[0m \u001b[39m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3810\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_check_indexing_error(key)\n", "\u001b[0;31mKeyError\u001b[0m: 'length'" ] } ], "source": [ "sns.histplot(df['length'])" ] }, { "cell_type": "code", "execution_count": null, "id": "2be0c7d2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(df['width'])" ] }, { "cell_type": "markdown", "id": "31acf033", "metadata": {}, "source": [ "
What is the percentage of missing values?
" ] }, { "cell_type": "code", "execution_count": null, "id": "b57212be", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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column_namepercent_missing
NgàyNgày0.000000
Địa chỉĐịa chỉ0.056973
QuậnQuận0.001212
HuyệnHuyện0.056973
Loại hình nhà ởLoại hình nhà ở0.037578
Giấy tờ pháp lýGiấy tờ pháp lý35.014243
Số tầngSố tầng55.877326
Số phòng ngủSố phòng ngủ0.046063
Diện tíchDiện tích0.001212
DàiDài75.965816
RộngRộng57.033760
Giá/m2Giá/m20.014546
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" ], "text/plain": [ " column_name percent_missing\n", "Ngày Ngày 0.000000\n", "Địa chỉ Địa chỉ 0.056973\n", "Quận Quận 0.001212\n", "Huyện Huyện 0.056973\n", "Loại hình nhà ở Loại hình nhà ở 0.037578\n", "Giấy tờ pháp lý Giấy tờ pháp lý 35.014243\n", "Số tầng Số tầng 55.877326\n", "Số phòng ngủ Số phòng ngủ 0.046063\n", "Diện tích Diện tích 0.001212\n", "Dài Dài 75.965816\n", "Rộng Rộng 57.033760\n", "Giá/m2 Giá/m2 0.014546" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "percent_missing = df_without_pre_proccessing.isnull().sum() * 100 / len(df_without_pre_proccessing)\n", "missing_value_df = pd.DataFrame({'column_name': df_without_pre_proccessing.columns,\n", " 'percent_missing': percent_missing})\n", "missing_value_df" ] }, { "cell_type": "markdown", "id": "6102a102", "metadata": {}, "source": [ "
Min? max? Are they abnormal?
" ] }, { "cell_type": "code", "execution_count": null, "id": "4ffface4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Max
num_floors(num)73.0
num_rooms(num)10.0
squares(m2)888.0
length(m)986.0
width(m)930.0
price_per_m2(VND)998.0
\n", "
" ], "text/plain": [ " Max\n", "num_floors(num) 73.0\n", "num_rooms(num) 10.0\n", "squares(m2) 888.0\n", "length(m) 986.0\n", "width(m) 930.0\n", "price_per_m2(VND) 998.0" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_floors_max = df['num_floors'].max()\n", "num_rooms_max = df['num_rooms'].max()\n", "squares_max = df['squares'].max()\n", "length_max = df['length'].max()\n", "width_max = df['width'].max()\n", "price_per_m2_max = df['price_per_m2'].max()\n", "\n", "max_values = [num_floors_max, num_rooms_max, squares_max, length_max, width_max, price_per_m2_max]\n", "\n", "header = [\"num_floors(num)\", \"num_rooms(num)\", \"squares(m2)\", \"length(m)\", \"width(m)\", \"price_per_m2(VND)\"]\n", "\n", "max_df = pd.DataFrame(max_values, header, columns=[\"Max\"])\n", "max_df" ] }, { "cell_type": "code", "execution_count": null, "id": "153adf11", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Min
num_floors(num)0.0
num_rooms(num)0.0
squares(m2)1.0
length(m)0.0
width(m)930.0
price_per_m2(VND)1.0
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" ], "text/plain": [ " Min\n", "num_floors(num) 0.0\n", "num_rooms(num) 0.0\n", "squares(m2) 1.0\n", "length(m) 0.0\n", "width(m) 930.0\n", "price_per_m2(VND) 1.0" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_floors_min = df['num_floors'].min()\n", "num_rooms_min = df['num_rooms'].min()\n", "squares_min = df['squares'].min()\n", "length_min = df['length'].min()\n", "width_min = df['width'].max()\n", "price_per_m2_min = df['price_per_m2'].min()\n", "\n", "min_values = [num_floors_min, num_rooms_min, squares_min, length_min, width_min, price_per_m2_min]\n", "\n", "header = [\"num_floors(num)\", \"num_rooms(num)\", \"squares(m2)\", \"length(m)\", \"width(m)\", \"price_per_m2(VND)\"]\n", "\n", "min_df = pd.DataFrame(min_values, header, columns=[\"Min\"])\n", "min_df" ] }, { "cell_type": "markdown", "id": "86452f84", "metadata": {}, "source": [ "
With each categorical column, how are values distributed?
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dateaddressdistricttownhouse_typepaper_type
02020-08-05Đường Hoàng Quốc Việt, Phường Nghĩa Đô, Quận C...Quận Cầu GiấyPhường Nghĩa ĐôNhà ngõ, hẻmĐã có sổ
12020-08-05Đường Kim Giang, Phường Kim Giang, Quận Thanh ...Quận Thanh XuânPhường Kim GiangNhà mặt phố, mặt tiềnChưa có sổ
22020-08-05phố minh khai, Phường Minh Khai, Quận Hai Bà T...Quận Hai Bà TrưngPhường Minh KhaiNhà ngõ, hẻmĐã có sổ
32020-08-05Đường Võng Thị, Phường Thụy Khuê, Quận Tây Hồ,...Quận Tây HồPhường Thụy KhuêNhà ngõ, hẻmĐã có sổ
42020-08-05Đường Kim Giang, Phường Kim Giang, Quận Thanh ...Quận Thanh XuânPhường Kim GiangNhà ngõ, hẻmChưa có sổ
.....................
824902019-08-26Đường Lê Đức Thọ, Phường Mỹ Đình 1, Quận Nam T...Quận Nam Từ LiêmPhường Mỹ Đình 1Nhà phố liền kềĐã có sổ
824912019-08-23Đường Hồ Tùng Mậu, Phường Phúc Diễn, Quận Bắc ...Quận Bắc Từ LiêmPhường Phúc DiễnNhà phố liền kềChưa có sổ
824922019-08-07Đường Trần Quốc Hoàn, Phường Quan Hoa, Quận Cầ...Quận Cầu GiấyPhường Quan HoaNhà mặt phố, mặt tiềnChưa có sổ
824932019-08-07Đường Nguyễn Khánh Toàn, Phường Quan Hoa, Quận...Quận Cầu GiấyPhường Quan HoaNhà mặt phố, mặt tiềnĐã có sổ
824942019-08-05Đường Quan Hoa, Phường Quan Hoa, Quận Cầu Giấy...Quận Cầu GiấyPhường Quan HoaNhà ngõ, hẻmĐã có sổ
\n", "

81430 rows × 6 columns

\n", "
" ], "text/plain": [ " date address \\\n", "0 2020-08-05 Đường Hoàng Quốc Việt, Phường Nghĩa Đô, Quận C... \n", "1 2020-08-05 Đường Kim Giang, Phường Kim Giang, Quận Thanh ... \n", "2 2020-08-05 phố minh khai, Phường Minh Khai, Quận Hai Bà T... \n", "3 2020-08-05 Đường Võng Thị, Phường Thụy Khuê, Quận Tây Hồ,... \n", "4 2020-08-05 Đường Kim Giang, Phường Kim Giang, Quận Thanh ... \n", "... ... ... \n", "82490 2019-08-26 Đường Lê Đức Thọ, Phường Mỹ Đình 1, Quận Nam T... \n", "82491 2019-08-23 Đường Hồ Tùng Mậu, Phường Phúc Diễn, Quận Bắc ... \n", "82492 2019-08-07 Đường Trần Quốc Hoàn, Phường Quan Hoa, Quận Cầ... \n", "82493 2019-08-07 Đường Nguyễn Khánh Toàn, Phường Quan Hoa, Quận... \n", "82494 2019-08-05 Đường Quan Hoa, Phường Quan Hoa, Quận Cầu Giấy... \n", "\n", " district town house_type paper_type \n", "0 Quận Cầu Giấy Phường Nghĩa Đô Nhà ngõ, hẻm Đã có sổ \n", "1 Quận Thanh Xuân Phường Kim Giang Nhà mặt phố, mặt tiền Chưa có sổ \n", "2 Quận Hai Bà Trưng Phường Minh Khai Nhà ngõ, hẻm Đã có sổ \n", "3 Quận Tây Hồ Phường Thụy Khuê Nhà ngõ, hẻm Đã có sổ \n", "4 Quận Thanh Xuân Phường Kim Giang Nhà ngõ, hẻm Chưa có sổ \n", "... ... ... ... ... \n", "82490 Quận Nam Từ Liêm Phường Mỹ Đình 1 Nhà phố liền kề Đã có sổ \n", "82491 Quận Bắc Từ Liêm Phường Phúc Diễn Nhà phố liền kề Chưa có sổ \n", "82492 Quận Cầu Giấy Phường Quan Hoa Nhà mặt phố, mặt tiền Chưa có sổ \n", "82493 Quận Cầu Giấy Phường Quan Hoa Nhà mặt phố, mặt tiền Đã có sổ \n", "82494 Quận Cầu Giấy Phường Quan Hoa Nhà ngõ, hẻm Đã có sổ \n", "\n", "[81430 rows x 6 columns]" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "categories = df.loc[:,df.dtypes==\"object\"]\n", "categories" ] }, { "cell_type": "code", "execution_count": null, "id": "d45ee66b", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import math\n", "\n", "def draw_category_with_offset_limit(category, offset, limit):\n", " fig, ax = plt.subplots(figsize=(20, 10))\n", " sns.barplot(x = category.index, y = category.values, ax=ax)\n", " ax.set_xticklabels(ax.get_xticklabels(), rotation = 50)\n", "\n", " ax.set_xlim(offset * 40, limit * 40)\n", " plt.show()\n", " " ] }, { "cell_type": "code", "execution_count": null, "id": "5097ea38", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "house_type_category = categories.groupby('house_type')[\"house_type\"].count()\n", "\n", "draw_category_with_offset_limit(house_type_category, 0, 1)" ] }, { "cell_type": "code", "execution_count": null, "id": "0c4b8960", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "district_category = categories.groupby('district')[\"district\"].count()\n", "\n", "draw_category_with_offset_limit(district_category, 0, 1)" ] }, { "cell_type": "code", "execution_count": null, "id": "e7bb8804", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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88YiIsn4MHvF/z/sWLlwYc+bMiVmzZhV9hpUvw2XLlpXV7fRf1dbWFu6Dn3jiiXjmmWfK4nd8RNPXQW699dYYMmRIjBo1qsRTfVTj/chtt90Wd99992pdq/G1hCVLlsSSJUtKfh/2nzTO9t5778WsWbPitttuKwS1Us/15S9/OSIirr766thtt93itddeK1zXSvXYqPGyfeedd+Lpp5+ON954o+TPPV9//fUYPHhw7LbbbnHnnXfGuuuuG507d4477rgjXn755ZLOtrLp06fHG2+8UeoxImLF9afxPrV///4xduzYEk/UVPv27eOtt96KiIhnnnkmhg4dGrfddlu2/78ilcuziyL50Y9+FNXV1dGhQ4e499574+tf/3pcccUV0b59+1KP9hGNL8YtXrw4hg8fHt/+9rfjW9/6VqnH+lh1dXVRXV0dM2fOjHvvvTeGDBkSO+20U5xyyimx0047rfb1f/KTn8Q777wTDQ0NMXv27DjuuOPixBNPjA022CBSSiX7RbZ8+fJo2bJlpJTi2muvjVNPPTUiVvwCabzjKYa77747Lr300nj55Zfj6aefjuHDh8c//vGP+MY3vhHf+ta34qijjoqNN964aPOsbPbs2TF//vz4xje+EdXV1TFmzJg47bTTorq6Olq1ahXHHXdcdO/evSSzrYqHH3449txzz/jSl75UlPWeeuqp+Pa3vx3rrLNORES8/fbbMXDgwFh//fXjb3/7W5x66qnx/e9/PyKKfz1rjquvvjqef/75mD9/fixevDg6duwYhx9+eHTr1q3UozXxr5/Wufvuu+Ott96K/fbbL0444YTo0KFD9vuXgQMHxsiRI2PdddeNddZZJ37yk5+U1W2g8Tz54x//GK+99lrcf//9UVtbGz169IjevXvHRhttVOoRmxg3blxsscUW0bp166KvvfLvn2OPPTYWL14cX//612PWrFmRUopOnTrFGWecES1atCj6bP86X8SK++OePXtGmzZt4v33349f//rXsccee0RE09tCMdXU1MQhhxwSw4cPj/PPPz+mTJkSe+21V/Tu3Tvat28fH374Yay11lpFn+v999+Pe+65JxYtWhQ//vGP4/rrr4977703IiK6dOkS3bt3L5x3pXoc8sorr8RJJ50Up556amy22Wax3nrrxe67717YXsrHRx9n5syZsckmm6z2dVa+Lh955JGxzjrrxKabbhpVVVXx5JNPxve+970YMGBARJTPeTR37tw4/fTTo0WLFrHffvvFgQceWLTHHZ/WyufzU089Fb/73e+iS5cuccghh8S3v/3t1bbuKaecEm+//XYsX748Ghoa4uyzz47vfOc7JbmfaJRSirPOOiuOO+642GabbWLx4sWx//77x5e+9KWoqqqKDz/8ME477bQ48MADSzJbRUVF1NTUxP777x+bbrppLFq0KBYuXBi///3vY++99y7qPEuWLIlly5bFBhtsULjtzZ49O0477bSor6+PE044IXbfffeS/E6P+L/rdW1tbey///7Rrl27aGhoiFatWsVee+0VRx99dLRq1aps7jtW1jjTggULolevXjFv3rz46le/Gt26dYvjjjtuta8/bdq02GijjaJly5YREXHDDTfESy+9FDNmzIgzzzwzvvvd7672GVbVzTffHJ07d45OnTpFxIr7lTfffDNmzZoVe+21VxxyyCHRrVu3snj8dt1118WTTz4Z48aNi//6r/+KH/3oR7HPPvuUbLaVNT4XnTVrVlx66aXx4IMPxhlnnBEnn3zyal3r3HPPjalTp8Y+++wTBx10UHzjG9/Ivl4OQ4YMiQcffDDuv//+uPfee2PttdeO733veyWZ5W9/+1s0NDTEZpttFptttllErHgMfsUVV8SIESPi3HPPLbzGUOz7t8bL9u23344TTjghli5dGm3atIlDDjkkDj/88Nh0002LNsvK3n777Tj66KPjjjvuiK9//evR0NAQS5YsiUsvvTRatWoVv/jFL0r2u6Dxd9UjjzwSl112WcybNy+22WabOPvss2OHHXYo+jwRTa83kyZNiuOOOy6qqqrinHPOKYvXgFJK8cEHH8T8+fNj9uzZ0atXr9huu+3izTffjJ122ikuvPDCaNeu3Wde5HOtvr6+8PcFCxak008/Pc2YMSOllNKsWbPSEUcckb7zne+kv//976Ua8WPV1dUV/n7rrbemTp06pZNPPjmNGjUq1dbWlnCyj2poaEgppbRkyZLUrVu3dPrpp6ef/vSn6fjjj089evRI995772pbM6WUHnzwwbTvvvumqVOnpmnTpqU///nPaccdd0x9+/bNvu6/c9VVV6ULLrggvfzyyx+7fezYsWnrrbdOvXr1Khy28mW8uo0dOzZdf/316R//+Efq1KlTGjx4cJo5c2bq3bt32mOPPdKUKVPSokWLijbPys4888y03Xbbpeeffz69//77ad99902DBg1Kjz76aLriiitS165d06WXXlqS2f6dxvuV9957L+2www7puOOOS9OnT1/t67733ntp1113TX/7299SSiktW7YspZTS8uXL08KFC9Pll1+e9tprr3TZZZcVfubDDz9c7XM11wsvvJA6duyYXnrppbR06dI0atSodN5556WTTz453XPPPaUe72P96le/SgcddFC6++6704MPPpiOOOKI1Ldv3/Tss8+m5cuXf+b/v/E69frrr6fddtstjR8/Pr388svp6quvTl27dm1ymZaD119/PW233XbpgQceSOPHj0+vvPJK+s53vpNOOeWU9NZbb5V0tpV/Pzz99NOpS5cu6bbbbivZfVxKKf3lL39Jxx13XHr33XdTSinV1NSkG2+8Mf3oRz9KN9xwQ0qp6dzFMH/+/PTrX/869enTJ02cOLFwXzF79uw0a9asNGDAgLTnnnum4cOHF36m2DOmlNLcuXPThAkTUm1tbdprr73SVVddlWpqatItt9ySBgwYkE4//fQ0bNiwkszWaMSIEalz587p5ZdfTs8//3w6+OCD01FHHZVGjBhROM7Kj0eLob6+Pp133nnpnHPO+ci2G264Ib3yyitFneeTvPTSS+knP/lJGjNmTNHWHDt2bDr99NPTvHnzUkopLVq0KD366KNpr732SgMHDizaHKvq/fffTwMGDEg9evRIQ4YMSTNnziz1SP/Wx13fX3755XTsscemU045JT366KPZHp+sfNsfMmRIOuCAA9LYsWPThAkT0iWXXJK23XbbdN1112VZ69NaunRp2n333dO+++6bRo0ala6++ur0i1/8IjU0NKQJEyakyy67LO21117p2muvLepcK19Ol112WRowYECqra1NS5YsKZx3t9xyS9HmmTVrVtpjjz1S165d0w033JAWL16cli5dWtg+YMCA9N3vfjcNGzYszZ07t2hzfZxTTz01nXDCCSmllObNm5d23XXXdMghh6Tzzz8/zZo1q6SzfZyVn3ceffTRqW/fvumPf/xjuuCCC9IPfvCD9Lvf/W61Pmf4xz/+kXr06JFuvvnmVF9fn5555pnUsWPHdNFFF6Wf//znadttt02DBg1abes3x7x589JPf/rTtPfee6ennnoqjRs3Lh188MFp+vTpaeLEialfv37p2GOPTcOGDUvz588v6axXXHFF2n333dPDDz+c/vrXv6a+ffumU089NQ0bNiwtXLiwpLM13r+MGzcu7bLLLulXv/pVOvroo1PHjh1T375905IlS7KvlVJKBxxwQDrxxBPTwIED0x577JF69+6d/va3vxX1tZdVNWHChHTEEUekfffdNw0ZMiQ9+eSTqaGhoeiPaa+77rq09dZbp5NOOimNGjUqzZ8/P82ZMyfV1tam+vr6dMMNN6Ttttsu/e53vyv8TLEf1y5fvjx17do1DRgwIC1dujRdeumladddd03nn39+mjBhQlFnqampKTz///DDD9PcuXMLrzGnlNJTTz2VunTpkv785z8Xda5GjZfNu+++m/baa6903XXXpeeffz717Nkz/fd//3d6+umnS3p7GDRoUDrooINSnz590jHHHJO22WabNHjw4JLN869mzpyZdttttzRs2LCU0orLc+utt04HHnjgZ+4Gn/sA02j48OHp97//fdpjjz3Sm2++WTj8gw8+SP369Us77bRTevjhh0s44cfr1atXOumkk1KvXr1S165d09FHH53+9Kc/pcWLF5d6tI+45JJL0lFHHVW4MU+ePDldd9116fvf/3668cYbV8uaDz74YPrd736Xfvvb3zY5fMqUKWnXXXctygv37777bvrZz36WevXqld577730xz/+MQ0bNqzwALPR66+/ng4++OD03e9+t/CkuVi/uBoaGlJNTU0aMmRIOvPMM1NKK17U+u///u90++23p1dffbVwB1MKv/71r9MOO+yQBg8enM4444zC9Xvu3LnpzjvvTPvtt1/62c9+VhYPnBovs+effz6dfPLJ6YgjjkidOnVK//3f/73aX9BqDFTjx49P48aNS7179059+vRJDzzwQFq0aFH64IMP0vDhwwvn11/+8pd0zTXXlF20ffzxx9MxxxzT5LC33347/c///E/af//9080335z1QflnNWvWrNS9e/f04osvFg6bN29e6tu3bzrggAPSww8/nN5///3PvM64cePS9ddfnwYMGFA47L333kt33HFH2nfffdMvfvGLoj/Y/XfuvPPOdNRRRzU5rKamJh1yyCHp0EMPTa+99lrJXhBvPI9GjhyZfv3rX6cOHTqkrbfeOv3v//5vmj179mpdu/E0r3zaX3vttXTMMcekrl27ppqamsLhS5cuTRdffHE69NBDm7zAVCxXXnll+t73vpcuu+yy9O6776ZRo0ale++9N40ePTotWrQoLVmypBAAL7744rRkyZL0yCOPZAmOzfXhhx+mDz74IB1++OFpxowZ6aqrrkp77bVX+uUvf5nOPffctMMOO6QTTjih8KJXsW4n9fX1acmSJemEE05Id999d0ppxeW9++67p759+6YePXqk2267LX3wwQdFmedfXzz7zW9+k44++ujC4Y3ny4ABA1L37t3T8uXLSxquGud54YUX0mmnnZa233771LNnz/TII49kXWfl09j49xdffDFtv/32qUuXLmnKlCmFbcuXL09/+MMfUo8ePdJ7772XdY5P4+Oe6A0aNCgdfvjhaeDAgYXZy8nK5/ef//zndPXVVxfeoDRt2rTUp0+fdOyxx6Y777wzy+/ORk8++WS68sorC1G70b333pu23nrr9Oijj2ZbqzlWPj/69euXOnfunI4//vh09dVXFw6fNWtWuuWWW1K3bt2aPAYolmHDhqUTTjjhIy+A33XXXWm77bZL559/flHuVx9//PHUsWPHwotZv//979Nxxx2XfvWrXxXe0HfzzTenPfbYI1155ZVp6tSpq32mj7N48eJ0/PHHFx73X3vttalXr17p+uuvT/vtt18666yz0nPPPVeS2T7JCy+8kH7/+9+nd955J6W04vHszTffnI4++uh05plnrrbHSUuXLk39+/dPP/zhD9PVV1+dfvWrX6W77rqrsP3RRx9NHTt2TD/72c8KbzArpSlTpqSLL744de3aNfXq1Sv97//+b2Hb4sWL029+85v0gx/8IF177bUlux4uWbIknXzyyYXHH42zXXbZZemggw5KgwcPbvKicCnU1tamnj17Nnnhfvr06Wm//fYrPKZrjptvvjn985///LfbH3jggXTaaacVXkuYPn16+v73v5+OOuqo9NRTT5X8+eXH3Y/OnDkz/fznP09bb711kzcuF/N1jzvuuCMdf/zxacmSJWnkyJHphz/8Ydp3331T165d04gRI9L06dPTo48+mrp06ZL69OlTtLlW9qc//anJ6wf9+vVLRx11VOrevXvq27dvGjVqVFHmWLhwYTrwwAPTwIEDC887dtttt9SzZ890zjnnFN7Uc+edd6Zjjz02TZo0qShzNWp8zLF8+fJ00003FV77a3T22Wen7bffPt1xxx0lef45ZcqUtOeeezZ5XeUvf/lL+ta3vpX69+9feJ5ZzOcnl1xySXr//fcLr5k98cQT6Ygjjkj19fVp8eLF6cQTT0xXX311Ov3009Ouu+6annnmmU/9Rovy3NlmZg888EBccMEFMX78+Kivr4+f//zn8c4770RERKtWreLKK6+Mww8/PPr37x8LFy4s7bArefTRRwu7F7rxxhvjqaeeim984xsxZMiQeOSRR2LBggWlHrGJqqqqaN++fWGXR1tuuWUceuihsdVWW8WQIUPi97//fSxfvjzLWun/7Tlv7NixcfPNN8dLL71U+ILZ+vr62GKLLaJHjx5F2afypptuGpdeemnceOON8f7770f//v3j6aefjm9+85sxadKkmDBhQrz00kux/fbbxzXXXBNbbbVVHHDAATFq1Kii7Esz/b+P+jV+lH/+/PnxwQcfxI9+9KP4zne+E8ccc0zMmzcvLrroopgyZcpqm+PjNO6H+Lzzzou+ffvGlVdeGY888kjhey/atWsXBx98cPzsZz+Ld999Nw455JCoqakp6oz/qrKyMhYuXBhnnXVW7LTTTjFo0KB4+umn48ADD4wf//jHhV3QrA5f+tKX4pFHHon27dvHCSecENXV1bF06dK46aab4pZbbolFixbFUUcdFWeeeWa8/fbbcfLJJ0d9fX1Jd7vxcVq2bBljx46NMWPGFA772te+FkcffXTMnDkznnrqqbj++uvjgw8+KN2QK2ndunW8//77MW7cuIhYcZtq27ZtDBo0KBoaGuLyyy+PRx999FPNu/KX0E2ZMiV+//vfx+OPPx7//Oc/IyJiww03jO9973tx5plnxltvvRWHHXZYLFmyJM8J+ww23njjmDdvXkyfPj0iVuwje4MNNoiBAwfGG2+8ET//+c/jxRdfjIjifxdLZWVlTJgwIQYMGBA777xz3HHHHXH77bfHc889F+ecc068/fbbq23txYsXR21tbZPfz3V1dfH1r3895s2bF8OHDy8cvvbaa8cPf/jDmD9/fuF8LKaWLVtG69at44wzzojf/va3cemll8bQoUNjyJAhceyxx0ZdXV0ce+yx8dOf/jQeffTR6Ny5c9x+++1F26XFytebxl1SDho0KObNmxf33XdfXHHFFXHRRRfFgAED4s9//nNMnz49+vXrV/h+hWKorKyMioqKmDZtWmF/43fccUeccsopcf7550dtbW1cffXVcfTRR8f8+fNX+36zq6urIyJi6NChsXz58ujYsWMsWbIkXn311fjwww8L58uuu+4abdq0KXxnWKlUVlbGmDFjok+fPvHVr341TjzxxFh77bXj/vvvj1tvvTXbfcf8+fOjoaEhZs2aVTi9W265ZfzkJz+JZcuWxZNPPhkRK/Z73qJFi/jWt74V7777bpPvGlodFi9eHM8///y//d2xcOHC+MUvfhEnnHBCLFu2rHB437594/vf/37cfffdce2118Zf//rX1Trnp3XrrbfGWWedFQ888ED89Kc/jcsvvzzWX3/9uOiii2KLLbaIBx54IG655ZbP/B0UjdeTq6++OgYPHhyjR4+ODz/8sPD9VYcddlgccMAB8corr+Q4Wc1WUVFReLx75ZVXxvHHHx8vvvhivPbaa4XnnRtvvHEcfvjhccYZZ8Rzzz0XZ5555mqbp7a29iO3rcmTJ8eECRPi+eefj0mTJhUO79GjR9x4441x++23F76Da3XaaqutYqeddoqWLVtG3759Y8yYMbHDDjvE4sWL4+67747+/fvHD3/4wzj77LPjvvvui0suuSRmzpy52uf6V5WVlTF37twYN25cvPnmmzFx4sTo2bNnnHjiibHRRhvFE088EZdeemnZPI5tNHHixMIuMxu/y7Bt27bRo0eP+P73vx+LFy+Ofv36ZX/+3NDQEGuvvXYMHDgw9t5773j22Wfj2WefLbweExGx//77x+233x6vvfZa9OzZsySX68q22GKLOPbYY6Nnz54xZcqUJvcf6667bpxzzjnx3e9+Nx577LG44YYbSvJdFC1atIiFCxc2+d6XddddN84444z48pe/HLfcckvccccdq/Vx7ydZa621oqKiItZbb72IWPG8Z7PNNot77703li5dGieddFK8/vrrEfHJzxcWLVoU1157bUyYMOFjt//lL3+JW265Jd54441Ye+21IyJis802i9tuuy3atm0bV1xxRdx7772xaNGijKeweSorK+O9996LJ598snCd+fKXvxz9+/ePk08+OX71q1/FrbfeGhFR1N2Ir7feetGtW7d4/fXX49xzz42DDjoozjrrrOjevXtccsklcdNNN8W3v/3tGDp0aLz22mux3377RX19fVG/D6a2tjYmTZoU8+fPj/vuuy9SSnH99ddHnz594k9/+lP89re/jaFDh672Od58882YMmVKPPnkk3HVVVfF7NmzY+jQobHPPvvE2LFj45BDDolf//rX8c9//jO++tWvFq6vxTqvGh/n3nHHHfGHP/whXnrppSaPZ88///w488wz4/zzz4+BAwcW/XWFtdZaK9Zaa63Cc5b6+vrYa6+94vbbb4/77rsvfvGLX8TChQuL9n1qzzzzTIwYMaIwV8SK5+hrrbVWzJw5Mx566KFo3759HHLIIXHqqafG/Pnz46STToqnnnrq0y34mXNRmWqsy3Pnzk39+/cvvJtu9OjR6dRTT0377rtvev7555v8TLl9XPiPf/xjOuCAAz7yzskLLrggderUKV133XUlf1fDyu6+++608847p/Hjxzc5/OGHH05du3ZNJ554Yjr//PM/1TsP5s2bly677LL0y1/+8iMV+eGHH05bb711uuCCC5q803/EiBHpmGOOSYsWLVpt79pqLLON//+SJUvS4YcfnqZOnZpeeOGF1K1bt9StW7e04447piOPPDL99a9/TdOnT0/nnXde2n777Zvs2mV1zbay0aNHpx//+Mfp8MMPb7I7tMmTJ6dDDz20JLsOWvmyefbZZ1OHDh1Snz59CrvqSWnFu2eeffbZdNZZZ5Wk1P+rN998M+27774feWfqrbfemrbeeut00003FQ7LWe8b/68f//jH6Ve/+lVKacU7njt37pz233//9Nvf/ja9/fbbKaUV73ooh10r/uu7dxpPQ9++fdOZZ55Z2J1aSilNnTo1HXvssemiiy5KP/jBD9LEiROLOmujf72/qKurS+eee2467bTT0tSpU5tcpv379089evRIe+65Z3rooYc+9ZoDBgxIkydPTuPHj0877LBD6tu3b5P79+XLl6dnnnkm3XHHHZ96jU/r4+4/p0yZkvbee+80cODAJpfx5MmT0+mnn57OOOOM1KlTp/SPf/yjmKMW3HXXXUX/hE5NTU3q2rVr2m233dKIESOa7PJs0aJFadCgQenoo49OV111VeHw8ePHpz333LPJJ3OLZd68eWnMmDHp2muvTfvss09hVxU9evRIp5xySpo5c2Zh14qTJ09ODz/8cOGyXt3vhG68bN5555102223FQ6vr69Pb731VjrggAMK795tfKfUrFmz0p577tlkt1+rw8ed9vvvvz898sgjhceYje/2HzhwYOrbt29RP2E9derU9N3vfjcNHz481dXVpZNOOil997vfTX/605/S/8/de0c12a7p4u+e3WbOntkzc6acvWeffeas2WsmKIqAAiI1lNACGFroQigBKUIEQSSAoIgNC4qiCBZsWLChYkFsiGLDhgUVkSbSA0iAcP3+4Pc+k5egn4UkfOdaa69vm4S8d55yP/dzl+tubW3F6Ogoli9fDl9fX7VWvwBj8ywWi5GUlERea25uRm5uLnx9fbFly5YfrpBoa2uDtrY2XFxcsGfPHnR2dqK/v5/Yi7t378bs2bNJdu7w8DCePXsGc3NzPH/+/Iee/VOIiIiAhoYGsrOzMTg4iIaGBrx69Yrss/7+fly4cAE+Pj5wc3NTsNE8PDzg7e2tcJ+ZCnj48CF0dHRI1UlqaipmzJiB5ORkYt9t2bIFDg4OxG75Wnz48AElJSXYsGGDArVkZmYmNDQ0cOrUKcbra9euxeLFizE6OqoWOkCAWaF25swZaGhoIDExkVFp9enTJ1y/fl1pGfV0BTKXy8Xbt28ZMp09exZOTk5YunQpwzYDxnTx+/fvlSKTPAYHB9Hc3IxTp06Bx+MxGB9OnDgBX19frFq1CsDYnUEkEildps/h7du3ePfuHa5cuYKgoCAyj8uXL8fatWvx8eNHAOqh7gTG7iqvXr3C9evXGa9XVlaCzWbDz8+PZGrTuHjxImJjYyd9/Y2nVDpz5gy4XC58fHwUKoU+fPgAa2trrFmzZlJl+FqMv7cMDAzg5MmTMDExQVBQkAKt18GDBxX0japkA8b8L/7+/rh58yajQnnbtm3w8vKCp6enyqkN5SGVSrFo0SLGXqV/x9KlS6GjowMtLa2vYpGQyWSIiYlBXV0dWlpa0NLSwjg/ampqkJmZCR0dHUbFDQ2xWAx7e/tJrbz8HqxevRr6+vo4fPgwg0qxv78fiYmJYLFYKqHSH6+bent7kZKSgrS0NMbrN2/ehJaWFjZs2ABgjE6woqJC6fKNR1tbG4qKitDW1obMzExs2bIF/f39qK+vB4/HQ05OjkooAXt6erBkyRIYGxtDJBIhJiYGDx48IO+XlJSQKjQWi4XZs2ejpqZGqTLdunULpaWlaGxsJDYHTXdNs2iMr5i+cOEC/Pz8lCoXoLjOGhoaYGNjQyr3aH3Q1dUFR0dH6OrqwsbGRmXU4VKpFLa2tigrKyOvSSQSHDt2DF1dXUhISCDnUWtrKxYtWvRDPp//ZwMwwNjALV++HObm5owLfG1tLVJTU8Fms3Hw4EE1SvhlPHjwAFwuF7dv32Ys3FevXsHAwACWlpZq6wtAbxSJRMIIcERHR0MoFOLy5cvksyUlJQgICMCBAwfg7OyMurq6b35ebGws9PX1ceTIEbx9+xbPnj1DSUkJuQw8fvwYOjo6EAqFOH36NC5dugQOh0OMdGVBfl6kUikkEgkKCwtRV1cHY2Nj7Nu3D3V1dejp6cHChQvBZrNx6dIlAP/Ntfnw4cNJN86Hh4fJnDx//hzPnj0j1DdpaWlgsVg4cOAA2tra8OnTJ2zatAlWVlYqpbaj5auvr0d1dTW5BLx69QpGRkZwd3fH8+fPFcZ4KqCxsREcDodcami5enp6YGJiAhaLRQIkk43u7m7w+XxyYcnKykJSUhJOnjwJfX19REZGqpVOTh7yTo5t27YhIyMDO3bsQFdXF2pqauDr6wuhUIicnByUl5cjICAAwcHBAAAej8eg51AVaGfE0NAQKisr8erVKwwNDaG+vh5mZmYQCAS4e/cuPnz4gI8fP8LBwQE1NTXIzc2FtbX1VxsL8mPz7Nkz5ObmIiUlBX19fXj58iXmzZsHPp+PFy9eqNVJOp5KJj8/nwTZ79y5A21tbSxcuBB3795FTU0N0tLS4O7uDmCMY1z+7FUlysvLweFwyBlB79EnT56AxWLB0tKSOC0nyxl3//592Nvb4/r162hra0N+fj4WL16M1atXEw7gvXv3wsfHB05OTli8eDH8/f2xbNmySXn+1+DGjRsMx4pUKsWqVasITej69evBZrPR2NiIEydOIC0tTYEKRFWUCDKZDFwuFywWi0Ez+vz5c2hqairQNEgkEvB4PKUmNsivlTdv3uDBgwckKCuTyXDgwAGw2WzymZCQEGzfvn3Cv59M0Pu0qakJT58+RU1NDcLCwkgAdOnSpbC2tgaXy4WLiwuMjY3JOlA3raFIJMLChQsZr0mlUkLVtGLFii/SjfwUHjx4ACMjI1y6dAmtra0IDg6Gj48PgoODyWX04sWLMDY2hp2dHYKCghAUFKQSGqjXr19DJpMRihZNTU0kJiaiqakJMpmM6K3nz58jLCwMHA4HVVVVAMZoZqKiolBeXq50Ob8G9DqiHa07d+5ETEwMgLHLtqurK9atWwc2mw1/f3/ibPseR6+Hhwc4HA5ycnLw7t07tLa2MoJQhYWFYLFY2LJlC6qqqvDgwQOw2Wxs3bp1En7pt4HWl69evcL27duxcuVKQkP88OFDzJkzB/7+/njz5o3Sz/qRkRFERkZCLBajuroatbW1KCoqwvLly3Hy5El0dnaipqYGnp6eiIqKwpUrV5QqD42KigpcuXKFcdYcPHgQjo6OCnb/3r17oaenR3QCPWbKOJcGBgYYdFzj54f+944dO2BnZ4f29nbU1dXBzMxMLc5JebS0tIDFYsHNzQ15eXn4+PEjBgcHye95+/YtnJycYGdnpxDY7e7uBjB5Z4P898gnu9bU1MDPzw9CoRClpaWMYKC67nvy66ikpARnz54lyWCVlZXw9vYGj8f7LKWQMvewvGyXL19GdXU1mpqa0NvbC4FAAD8/Pxw/fhwNDQ1oa2sDj8dDSUkJSktLMWvWLJX0KpWHRCIhiQ5PnjzBzJkzGTRuwFhS8b59+7Bu3TpwuVy0t7f/5Bh++vQJdXV10NDQgJ6eHk6dOoXOzk5ih8lkMuzcuROurq5YtmyZQsBM1QnXN2/eRF5eHrZt24bTp0+T35ebmwtTU1Ns3ryZcQ4ePnwYS5YsQUZGhtJl8/Pzw9WrVxmvJSUlIS4uDsDYXZieQ9q+7e3tnZDWdbLwU3ufplw3MTEh/ckuXrwILy8vkrioCrv23bt3cHBwgFAoRGxsLEJDQxn3ksHBQQwODuLAgQOIiorCypUrMTw8rBQdcfbsWUybNg3GxsaorKxEW1sbGhoayNyVlpbC398fIpFIIblCmWfo+O+V34t79+4Fi8VSSJoLDg5GZWUl/Pz8sHTpUshkMqXqVXqN+/n5Eao2eZmlUil4PB4JshcUFMDGxob4TL9n3H41idU7aseHDx+oX/3qV9Q//uM/Un/1V39F/e53v6P+z//5P9Tf/d3fUaWlpZSGhgalp6dHaWhoUEFBQdS//uu/UitXrqT+5V/+hbK0tFSr7CMjI9SvfvUramhoiPrFL35B/frXv6Y0NDSoP/zhD9TatWup5ORkSlNTk3xGT0+PsrS0pMRiMcVisSh7e3uVySqTyahf/vKXVG1tLZWSkkL98pe/pP74xz9SycnJVHR0NJWbm0tt2LCBOnjwIPXHP/6RKikpobKysigHBweqqKiIamxspP7yl7980zP/67/+i+rt7aXc3Nyo8PBwqq2tjZLJZNTGjRspExMTKiMjgzp//jwVFBRExcXFUSYmJpSDgwMVHR3NkHmyIU/d8Zvf/Ib6zW9+Q/n7+1NXr16l/tf/+l+Uk5MT9Xd/93fUL37xC2rr1q1UWloalZSURJ08eZIKDQ2lzM3Nqf/6r/+aNHloiiQtLS2KoijqyJEj1NatW6n29nbKwMCA8vf3p1JTU6nf//731I4dO6j9+/dTv/jFL6ju7m5q69at1O9+9zuljZU8RkdHqb/6q7+iqqqqqNjYWOpXv/oVNTAwQKWmplJOTk7UpUuXKF9fX2rhwoVUeno6ZWBgQP3qV79SGfWNPPD/U7jJy/2nP/2J0tbWphITE6n9+/dT//7v/05RFEX9/ve/pwwMDKjZs2dTW7dupTZs2EDFxsZ+97ObmpqohoYGanh4mKIoijI1NaX+9m//lvqXf/kXqq6ujvrbv/1bqqWlhXJ2dqbYbDZVVlZGPX78mPqbv/kbytPTU6WlyxOBprtJTU2lLl++TP3pT3+iHj16RFVVVVEpKSnUmjVrqP3791MXLlygysrKqD/96U/U+vXrKYoaK8f+m7/5G5XKC4CUwwYEBFANDQ1UX18f5ezsTAmFQqqkpISKjo6mMjMzqQ8fPlC///3vqX/5l3+htLS0CAXA11AfQY4i6eHDh1Rrayv1z//8z9TQ0BD18uVLSkdHh7p48SLl6+tLRUREUCkpKdS8efPUMp/02s/Pz6e2bt1K/cM//AO1efNmKiAggAoKCqJOnjxJxcfHUykpKVR/fz/1+9//nsrOzqYoiqL+5m/+hhoaGlK6jPS+lMf//b//lxoaGqL27dtHLVmyhOiOv/7rv6bs7OyoX/ziF1RERARVXFxM/ed//uekyPHrX/+aAkDp6+sTikANDQ3q17/+NRUZGUkdOXKE8vT0pP74xz9S27Zto+7fv0+5ublRCxcupChqrLRemTqus7OT2rdvHxUYGEj9+c9/pihq7NwaGBigHjx4QB07dow6fPgwlZubS/3pT3+irl27Rp0/f56KjIykfvvb35LvUdU6/Ku/+ivK39+fyszMpA4cOEA9fvyYKigooFgsFhUcHExt3bqV+vTpE+Xl5UX98pe/pH77299So6OjSqVcpNfZihUrqBs3blBDQ0PUx48fKT8/P8rLy4vYbXFxcdTQ0BD1+vVratu2bRRFUUqjRqPXf0VFBbV+/XpC0/n3f//31J07d6j//M//pDIzM6lbt25RPT091OjoKKWpqUn9+c9/Vsl5Lw/585SGlZUVlZubS127do0yNTWlKGpsXVpaWlJv3ryhPnz4QJWUlFCRkZHfJetvf/tbisViUXPnzqUCAgKo3/zmN5SxsTH19OlTSigUUunp6ZSVlRX1hz/8gVq1ahV169YtKicnh7KwsKAo6r/tc2XgP/7jPyiKGhuXT58+UStWrKBsbGyoPXv2UA8fPqSGh4epf/qnf6LEYjG1ZMkSau/evVRkZCQ1e/Zsqru7mxocHKTYbLZSZPtW0PNK//dXv/oV1djYSLW1tVElJSXUzJkzqcWLF1OzZ8+mwsLCqK6uLio6OpqysrL65mf96U9/ov7jP/6DioyMpCIiIqiOjg6qpaWF+sd//EfKycmJEggE1P/+3/+bio2NpYaHhykOh0NZWFgQXTvRmaEMAKB++ctfUp2dnZS3tzf1b//2b5REIqGOHj1KrVmzhrKysqLKysqoBQsWUGFhYVR6ejqlr6+vNFrAX/7yl9Q//dM/URRFUX/+858pHo9HaWlpUW1tbdSrV6+owsJCavny5dSGDRuotLQ0au/evVRrayvl5uamlD0AgJLJZFR+fj7V2dlJRUREUMbGxtTvf/976g9/+AM1OjpKPXv2jNLS0iLzZW1tTRUVFSlQpihDj6WmplK/+93vKF9fX+ovf/kL9Ytf/IKhw+j/zps3j7p58ybl7u5OSaVSyt7enjIzM5t0eb4Ff/3Xf03927/9GyUSiai//OUvVHJyMtXd3U01NzdTZmZmVFBQELV3714qPj6e8vLyorKzs6l58+ZRFEURqqjJ2iP092zdupW6cuUK1dfXR4WFhVHOzs7UqlWrqNWrV1MHDx6kJBIJZWNjQ/3DP/yDWu57FPXf6ygoKIh6/vw5RVFj+sbFxYXy9PSk/umf/onasmULFRkZSYlEIorD4TD+XpmUnrRsISEh1LNnz6jBwUFKX1+fCgwMpLZt20atWLGCKi4uptLT06k///nP1G9/+1tq/vz5VFNTEzVt2jSV6Dxat547d446ceIE1dzcTAkEAorH41Fbtmyhli1bRj18+JAyMjKienp6qBMnTlBHjx6lhoeHqcrKSuqXv/zlF8eQprKTSCTUjBkzqNWrV1O//vWvqdWrV1Nv3ryh/sf/+B8Um82mAgICqP/5P/8nVVJSQi1btoyKiYkhvqd//dd/Vfo40Fi7di1VUVFBURRF/cM//ANVU1NDFRQUUOHh4VR4eDj15z//mVq3bh3V3t5Oubq6UjNmzKBqa2upP/zhD8R/oCw7rb+/n/rjH/9IhYeHU8uWLaO8vb0pihobn6KiIurdu3fUv//7vxParH/+53+m/vEf/5EaGRlhzNFkrvnOzk4qLy+PcnJyojQ1NSf8zN/+7d9SMpmMMjc3p27evEnV1tZSly5dohYvXkz98Y9/VDoNMX1u/Z//838ITaauri51+fJl6vjx41RXVxfl6+tL7k1eXl7Uv//7v1NisZji8XjUtGnTJl0mqVRK/eUvf6FOnz5NXbx4kUpMTKSePHlC6erqUn//939PrVy5kvrNb35DHT16lCosLKTa2tooOzs7iqL+e/6UscZoG4iiKGr16tXUkydPqOHhYSouLo7y8/OjhoeHqZSUFKqiooL653/+Z6qhoYFqaGigDA0NqQcPHlBv375V2lzSd276zujq6koVFxcTmx//P4Xtb37zG0pHR4eKj4+niouLqUePHlF5eXnU7373O2p0dPT7xu07AkVTEosWLYKxsTH4fD4+fvzIiG5XVlYiJCQEYWFhOH/+PHm9tbVVIeqrDshnjYlEIvB4PKxatQovX77E0NAQBAIBOBwO0tLSsGLFClhZWZEInaqz3WlZ+/r6YGhoiKSkJGRlZSEoKAgODg54/vw5Pn36hLKyMixcuBBZWVk4efIkgLFMPzabTag5vgW3bt1CTU0NNm3aBAcHBzK/HA4HiYmJJJsMGKN00NfXJxnHys4oS09Ph62tLSNzp7y8HMbGxiQ6StPISSQSmJiYMCqEgMmJ1EulUiQnJ0NfXx+XL1+GVCqFubk5jh49ilu3biEyMhJeXl6k3O/p06coKytDaWkpyeRRRWYz/Yze3l44Ojpiy5YtuHv3LnJycqChoYFNmzaRz8bExIDFYn1X1dRkgV4/5eXlWLt2LbZs2YKBgQEMDQ0hKioKWlpaOHDgAEpLS7F161bMmjULXV1d2Lx5M+Lj47/7uWfPnsX8+fPBZrOhr6+PuLg4Ul1RX1+P9vZ2lJaWwsPDg7yekpKCdevWqaxk80ug13RPTw+ioqLIGrt+/TpiYmLg4eHBoB2g9fabN2+Qm5sLPT09Qt+gCsjriaKiIvB4PLx+/RpHjx4Fn89HVFQUKR++d+8eysrKUFFRQTJ1wsLCIBQKv+lZe/fuBZvNhp2dHebNmwcWi4Xdu3cz5k8oFMLQ0FBlTbzlQc9hQ0MDfH19Sab1iRMnYG5ujmXLlhFdXF9fj7dv36KlpQUDAwM4deoUtLW1lU7hIz9vly5d+myFzr1791RSofP+/XuUlJSAw+EQusSwsDAEBwfj3bt3hIrq5s2bSEhIAJ/PJ1WRqgCdZdfc3EzKp+vq6uDl5QVNTU3GeFRVVYHH4zHOV1WBntfOzk6kp6dj5cqVCAoKgr6+Pl68eIHh4WGsWbMGHA4HQqEQWVlZ8PLyAo/HU4oc8uvsyJEjMDIyQnV1NRoaGlBeXg5zc3OEh4fj9evX2LFjBxYuXMig0lT22drY2Ah9fX0UFBSgsbER169fR2JiIjw8PBgZeeqE/BjW19ejqakJHR0d6O/vR2RkJBYuXIgTJ06Qz2RmZiIxMZHQ2/6IHdDc3IyCggI4OTmR14RCIczNzWFmZkaoHRsbGyEUCqGjo4N79+599/O+BaOjoxgeHkZwcDCePXuG9evXw9LSEkVFRaioqACLxcKqVaswOjoKiUSCkpISBAcHIyMjQ6VVy5/DtWvXsGHDBgiFQqSkpODw4cOQSCTo7e3FhQsX0NHRAaFQiKNHjwIYu5MtWLCA/Pt7UFJSgqdPnyI9PR08Ho9k8GtpaSErK4tUVL958wZsNhuurq4qp8OUt+uzs7MhFosxNDSEgYEBrF27FtOmTcPOnTvJZ9zd3ZWa8Uzvv46ODjQ3N2PRokVYsmQJef3Ro0fIyMiAvb09nj17ho6ODoSEhKCwsFBpMskjOTkZ1tbW2LNnDzo6OtDT0wNXV1fw+Xw8evSI6NCbN2/C2NiYUOwqM9N5165d4PP5SE5OZjR3nuheee3aNVy4cIFBN6mu6kKZTIb29naIxWK0tbVh/vz5EIlEqKmpITqloqKC3FuXL18OFov1VRRQ3wp6rMrKyjBz5kzk5+dDJBLByMiIUAgODAwgIyMDXC4XeXl5Km08PhHu378PBwcHQtO6ceNGuLq6Ijs7G6Ojo2hra8OSJUvA5/MZd39VoKKiAra2tmhsbMSVK1cQHx8Pf39/4mtpbm7GzZs3UV1dTbLNly5dOum20USg57q2thaampoQi8VYvHgxNDQ0kJWVhe7ubnR1dSEtLQ2LFi1CXFwcKisrAYxVMNjZ2X2WWn/8Xnry5AkEAgE6OzvB4XCwZMkS5OTkIC8vD7q6uoiOjsbQ0BBu3ryJsLAwcLlcQlurKhQVFUFbWxu3bt2CVCrFyMgIGhoa4OXlBRMTE+Tn5wMYu6vY29uDy+WCy+VCT0+PQcOuTAwMDKCwsBDTpk1jVJoLhUKYmZkRP6lEIkFycjICAgKUKs/jx48Jm0d1dfUX91d1dTWWLVuGhIQEUgmjLDQ0NKC2tlaB3qy+vh4BAQEoKirC0NAQsrKy4Ovriw0bNjDoHQcGBuDo6Kg0GvF3794hJycHjx8/xqxZs1BUVIR3794hJSUFs2bNIjR9tbW1iI6OhpeXl0ooRWnk5+djzpw52LRpExYsWIBZs2bh+PHjGBoawvPnzyESibBkyRIsX76cVGAmJydj0aJFSvHjfvjwAdHR0YiLi0NhYSFOnz6NAwcOQFtbm6z58ZVYJSUl2LNnD6lC/5Hz/f+JAExfXx+cnZ1RWlqK3t5ebN++Hc7OzvD09MSxY8cwMjKCp0+fQiQSISAgYErRjskvKoFAAFdXV6xcuRLz589HSEgIOZiKioogFosRFhbGoOVxdHRUmXEsj0ePHjEolmpra5GYmAgzMzOG8fnp0ydcvHgRRUVFsLOz+yZapidPnjAcP319fRCJRIQqJSsrC2w2G01NTdi0aRMyMzPJZ9PT06GlpYXt27crvWdITU0NeDwe2Gw2cW59+PABhoaGCg54miJFPhA4GRgaGsLjx49RV1eHtWvXwtzcHIsXL8bixYtJSf+nT5+Qnp4OFxcXbN26VeUluOONqrNnz2LhwoUMZ/Pp06ehpaXF4IlVVRn/RAqefu3q1atgsVjw9fXFrFmzwOVy8eTJE/T19aGwsBBWVlZwcnKCi4sLCSps2rQJERERCvQ9X4OnT59CR0cHBw8eRGtrK5qbmyecr4MHD4LP5+Phw4e4evUq9PT08PDhw29+nrLw/PlzGBsbg8fj4cmTJ+T1hw8fIjU1Fe7u7tixYweAsYBcYWEh9PT04OHhwbjsqhKXLl1CTEwM9u3bx5BXIBAgMDAQ58+fJ3P69OlTJCUlwc3NjeFw/xo8e/YMhoaGuHHjBjo6OiCTySAWizFv3jyFxABlccF/DvKX366uLqSmpsLT05PBU3/r1i3Y2NhAKBTi3r17kEqlkEql2LRpEwkc0hdCVWDnzp3Q1taGubk5tLS0kJ2djZ6eHrx79w7u7u6wt7eHmZkZHB0dSTAwKCiIXIC+F8ePH2f0fALGuM3pYNyqVatgYWGBlpYWPHr0CDwejwSlHj58iIyMDHA4HKX3LRlPF7BlyxZYWVkR++Hw4cNwcnJCcnIyTp48ibKyMpiamhJ7Q9VOBnnDtrS0FObm5igrKyP90+g9cvXqVQiFQkRGRiIrK4sEKifLgSN/Pg0NDWF0dJQknsijoaEBRkZGDAcqbbyrwpl0/vx5Rl83YMz5nJCQgIULF04YSFI16GcfPHgQJiYmMDMzQ1hYGJ48eYK2tjbEx8fDw8MD5ubmEAgEmDFjBgm6uLu7fxd/tvzvzcvLI8lLJ0+eRFBQEO7du4dVq1ZBU1MTCQkJ6OnpQUdHBzIyMsBisZTWu2eiNTEwMIA3b97A1taW2P47duwAm83Gq1evUFBQwODvVvWenAjZ2dlwcnLCggULsHbtWri6uhInEh3woHsz0XRWK1euRFRU1DevxTdv3jD244cPH+Dv708SmlatWgVra2u0tLQgMzOTnD/9/f3g8XiwsrLC1atXVb4HioqKEBQUhM2bNzNeP3z4MKZPn65AyaMKDAwMIDQ0VMEZ9Pr1awgEAqxcuRKAanSXvJMjNzcXZmZmWLNmDaGZ8fb2hq2tLUQiERITE2FkZIQDBw6ojKKqoqIC3t7eiIqKwuXLlxV6fwJj/WZLSkoI1TOgOqrOL0EikaCiogJcLpfISyekNjQ0ICMjg4zjhQsXJvXZ8r+/ubkZy5cvZyR4HD16FObm5khMTCTUWDk5OSoLfH8OJ0+eRHJyMlJTU8lrHz58IMG4ZcuWobOzE4ODg5NO1fZTuHTpEpKSkrB69Wry2tu3b7F8+XL4+Phg27ZtxEH85s0bLF26lNjjyr7z0/ticHAQ2dnZWL9+PXnvxo0b0NLSQlhYGKPfSVtbG6qqqlBYWAh9fX3s2bNnwu8ebw/SvYQ7Ojpw+PBheHh4MPTBy5cvYWlpiejoaABjiX+f+25loaqqChoaGgwfhvzvSElJgba2No4fPw5gLPlj3759OHDgAOkJqUwdIv/dg4ODqKiogL6+PhYtWgRg7O5HB2Z5PB6cnJwI/VhFRYVC76jJRGNjIzw9PcHn83Hx4kVGAqL8+T04OKjQP04Ze7G9vR0sFgvGxsYIDw/HmTNnMDw8TGywmpoaWFhY4MqVK/j06RO2bdsGX19fxMfHQyKRQCqV4tatW7C0tFTod/UjkEqlxK6SyWTo7e1FQUEB8T02NjZCT08PxcXFePz4MUlwfvny5aTK8TnQc9XQ0ICYmBgGXe6WLVvAYrEUWmm8evUKly5dQkZGBnR0dJTWm7q8vJzQNnK5XMyaNQuurq5gsVgwMjKCn58fFixYgMzMTGRnZ6O8vFzBN/MjtuT/EwEYYKwSpLy8HPv27YO2tjb27NmDJUuWwM7ODlu2bEFPTw9aW1uRkZEBHo+H7du3q9wI/9LzKisrERcXRyLeDQ0NiIiIgI+PD4kQAmMXrjdv3qC4uBhRUVGwt7dXuex07xIrKytGhP7du3fIzs6GhYUFVqxYAWBMaa1evRre3t7f1K+mubkZpqamCk3EV6xYgR07duDIkSPQ09MjF/KDBw/C0tKSEZkuKCjAjBkzlHpI0GhsbER4eDi0tLTIYXv16lVYWFjA398fTU1NePbsGXbu3AkDAwOGATIZWLhwIQlutba2Yvfu3eBwONDX11f4bF5eHtzd3ZGQkKAyPtilS5cyKlvOnTsHY2NjTJ8+XYFjmubqtra2VlmTPHp/yYM+xCUSCUQiEcMh7+fnh3nz5pHM9a6uLgwMDKChoQEdHR0oKyuDjo7OdzlvRkZGIBKJyAX4c6ADM56enuBwOJg7dy4JTqoT9LgNDAygra0NYrEYLBZLIdv17du3yM7OBofDwf379wGAcJaqsvJFHn19fUhJSYGWlhaWLl3KeK+5uRlxcXFwcXEhmTa1tbXYtm0bDh069NWXG9pgO3v2LPh8Pvr7+xmG8KpVq2BoaIjm5mZGdaQqIe/Yq6ioQFBQEKZPn67QcO79+/fw8vICh8MhQY27d+/i1q1bCrr7RzGRUf1TFTpJSUlKrdCRyWTIz89XCBLfvHkTlpaWWLlyJfT19UlFztu3bwk/L426ujps3rxZZdluNN68eYMtW7aQvgwymQwXLlxAbGwsdHR04O3tjZSUFAwNDYHP5yu9ClG+Yo6G/LrPz89HWFgYamtrsXHjRrBYLEb2uPyanaxLa39/P+bNm6cQpBOJROSCI9+n48iRI7C2tlZJVcL4/VBaWgp9fX2FXikvXryAhobGd1UeTyboOamvr8fMmTNx/Phx7N27FwkJCXBzc8OlS5cwOjqKmpoabNu2DcXFxYR3/8yZMzA0NPzh7NV9+/ZBKBTi48ePWLZsGQn+nz59GkZGRrC2tiZ6rK+vD3v27FFq8Luurg5cLhdSqZSs366uLri4uKCvrw9Xr16Fjo4O6TUXGhrKcLypG2fOnMHs2bNRXV1NkhKkUinKy8sRFBQEXV1dohtDQkLg5uYGPp8PPT29bx7X2tpacDgcBZtVKBTi/PnzOHDgAAwMDMiaSU1NhYeHB3HU0Z9VZTUpvUfT0tIwd+5c8Pl8hSqcW7dugcVikcCgMtDe3o7Hjx/jyZMn5M40OjoKoVCImJgYhcSRtWvXgs/nKz157XMoKSmBubk5YmNjSYbu7t27sXz5cixdupRU8evr6zP6/kw25M+fZ8+eISQkBAKBAMeOHWPo+M7OTsTExMDAwGBKVJ+Px7Nnz0j1w5IlS+Ds7Iyenh7IZDKYmJgosGj86PkplUrR09ND9t6nT5+QkZEBfX19Bf1FZ/4HBQWRe4A6QP/m/v5+nDp1CiwWC9bW1gx7pL+/H8ePH4evry8CAgIYukUVGBoaQm5uLmbMmAFPT0/Ge93d3cjJyYGnpyeSk5MhlUrR3NyM48eP4+TJkz/UQ+1rIG+PbNiwARwOR0GnNTQ0gM1mw9nZmeihly9fYv78+QgLC0NeXt6E3y2/D9PS0uDq6soY+/3798PNzY38mz5LL1++DDabrfTfPhG6urpgaGjIGAN6jOT3V3p6OrS1tSd0Mivr3ievu+h+OTR8fX3BYrFI9RcwxviQl5eHc+fO4d27d7h//z4CAgIU+upMFujxGRoawqJFi2BnZ4fi4mIFX15jYyNcXV0ZVTvKwqtXr2BsbIwZM2bAz88PM2fOREREBDZv3kyCZYcPH8batWvJvO3atYtR0S2RSMhnJws5OTmYO3cuI/iYk5MDX19fjIyMwNraGunp6QDGKhD19PQU7nLK9i98+PABixcvhqGhITm7aZw/fx4zZ85EVFQUSdI+deoUHB0dER0djVu3bilVNhp0MP3ly5fYsmULLC0tsWTJEsTFxcHZ2RkcDgczZ84kPQ0nAz/7AAy9cHp7e1FXVwdra2viFL127Ro0NTXB4/GQlpaGDx8+YGBgAJs3b2ZkYysbdXV1qK2thUQimXChP336FFwuF/PmzWNUfPT29iI5ORmenp7YtGkTmpqa0NfXh82bN8PHxweLFi1SKIVTNuis9M2bN4PFYqGoqIhxmfn48SN27doFb29vRub/t2Tq0WNEH0itra0kq//kyZPQ1tYGi8ViZOuUlJTAzc0NnZ2dDEUkn400GfhcA0aZTAaJRILs7GywWCyS0fDgwQN4enpCV1cX1tbWsLW1JaVrk+Ekop8fFhZGMj2AMWPs1KlTMDMzw4IFCxTWyaFDh1RyaNF4+PAhmQtayZaXl8PZ2RlRUVEMhyQwdrDS5cPKRmFhIWmcPR4jIyPYunUrHB0dCaUdDbFYDE1NTezZs4dcVA8fPgxra2s4Ojpi27Zt3yXP6OjoT1bqVVRUgMfj4ePHj3j16hXu3bun1svLRIiNjcWSJUvQ0NCA7OxsaGhoKJQIt7a2kv2gLtB7qK2tDVKpFB0dHVizZg00NTUVMlalUinEYrHCev0p9Pb24v379wyHxqlTp2BiYkL0FX2haG1thaWl5Xdle/8oUlNTIRQKFWjQ6urqIBKJYGdnp3BZl0qlP1xF8iXQDZ3p/w9MXKHD5/MZFTpVVVVKrdCRSCQKCQjh4eFE16ampkJbW5tREVFbWwtTU1MSkKGhCj03ETo7O7F37154enoiPj6e6OjOzk7G5ep7ddm3gqZCW79+PTo6OhgXxTdv3iA+Pp6c+4cPH4a2tjaioqKUJo9UKsW2bdswa9YscokBxqgDp0+frhB4u3DhAlxdXdHR0aHUS438d2dlZeHFixd4+fIl7O3tUVhYyNi7XV1d4PP5ePDggdLk+Vq0t7fj0qVLjOqhZ8+eYeXKleDxeIwEgq6uLhQUFGDx4sUwMDDAoUOHvulZn8uCbGhoQE9PDxwcHPDo0SMAY9QnUVFRJOFDVZUlb9++JRUItA6QyWTg8/kQCASYPXs2gz5OJBKRrGx1VjIBY05VoVDI0A3yerm2thbh4eHg8/no7e0ldsDOnTvJuH8r6MaxbW1tJBi3fv16mJubQ1tbm7Efc3NzsXDhQgwNDTHuBKqoJqXnRv65J0+exPz585GUlKTQALe+vl5pVCBlZWXg8/kwMTHBzJkzkZGRQe5mR44cgZOTEw4ePMhoNL9582aEhYUptcIkOzsbq1evRl5eHm7duoWnT5+iq6uL7L36+npwuVyEh4crjBcwtv6UQZc1Eej5/PjxI5YsWQIvLy/s2rWLOARzcnKgqalJ7sfqoh0bj9LSUty4cQPd3d1gs9nw8vKChYUFcUgPDg6Cz+f/EBXgRIiMjCT+AXo+L168iODgYBgZGSncpZqammBjY6NUO3IiDAwM4Pjx42Tv9fb2QiQSoaGhAZWVldDT00NISAgjEXB0dBRnz55VGX39eD/ByMgIiouLMXPmTAVGEbrxvCopbcejoaEBFy5cQGBgINhstkLS1sjICOzs7Bj+ip/y09D76dChQ5gxY4ZCcte1a9egra2t8LtfvXoFKysrtdyl3r17Bz6fj7CwMJSUlCgE6+h57ezshKOjI44dOwZA+ed6V1cXkpKSGP4zWpZ169bBysoKVVVVxP6YSPcCUHo1lfy6X716NdhsNrZu3UruXL29vUhMTISuri7j7FImWltb4efnB39/fxQXF2PlypVISEjArFmzsGnTJuTn58PJyWlCNgNlVTLdunULZmZmjPloaGiAQCAAm81mVMU3NzfD0dFRqf7v4eFhbNiwgfF7h4eHsWvXLjg4OMDLy0uBpeX58+dgsVgMW7e7u1slNu5EPoWKigoYGRmR810qlWJ0dJQRuJoM2X72ARh5vHr1Cubm5mhsbMSHDx8QHh6OkpISlJaWYsaMGQgNDVU5/VhXVxccHR2hoaGBu3fv4sOHD+jp6WFEQd++fYtt27ZBW1sbSUlJCt+RnZ0NZ2dnYjTRl2tVlV/TePHiBfh8Pjn0t2/fDhaLhU2bNjGcNRKJhMj4PUonNDSUKAiZTAahUAhnZ2cGHRuLxcK2bdtQUVGB69evw9zcnEHFRj93MjewfGa/vMKXv6xnZWVh1qxZYLFYDMdbVVUVXr58SQy9yTLQ6WdnZ2cr0I9IpVJcv34d/v7+mD9/vkKmNy2Dsi8L8nNQXl4OKysrYoDfu3cPvr6+pD+Tqkv2KysrwefzsXTpUrK+5OezpaUFS5YswZw5cxAZGalQkbNnzx5GwA0Y+00/YpwMDg7Czc2NrOfx+1wmkxGakqnC7X/58mW8ffuWEYwtKyvDnTt3SJnr/v37MX36dGRkZEw4z+q8tA4NDSE6OhrBwcFk7nbv3g1LS8vP0iZ+LaXPunXr4O3tDVNTU5iampJDvbOzE6ampoiIiGB8vru7G1wud8KAoDLx9OlTaGlpITExEXV1daioqMCBAwdQXFyM9+/fo6enB6tXr4aLi8tnqxmV4bhMTEyEra0tw2ibChU6qampCA4OJk6Xe/fugcvlwt3dHe/evUNHRwehfwgNDUVaWhqMjIwILaayyqrlUVZWhqtXr35xbw0ODhI6ppCQEEalhCr3pEwmQ2JiIlgsFlgsFpydnbF69WqGjjtx4gTmzZuHp0+fAhijlZgxY8akU3rKY3h4GBcvXoS+vj78/f3J66mpqTAwMEBBQQF6e3vx6tUrLFiwgNA3qALd3d1ITU1FRkYG2traUFRUhJkzZ2Ljxo2oqalBS0sLcnJyYG5uTgKD6qTFoRNUxmcWv3//Hrm5ueDz+YiNjYVUKkVrayvy8/OxfPnyr64kHRkZYXxW/rfK6+mmpibo6elhx44dqKmpgYmJCQ4dOoSOjg6VUrPK7y8ej0eCMXfv3gWXy4WtrS05U3t7e+Hs7Izc3FyVyfclyGQy8Hg8hYxG+XG+ceMG9PT0fsjBOzw8jOXLl5PkBalUCjc3NyxatIgEU+Lj4zFt2jRcu3YNjx8/xrNnz2BsbIz9+/eT76EDXMq+1NNr7smTJxCLxUhMTCQBp+vXr8PT0xNRUVEKld/KwJMnT6Cjo4O9e/fi9evXePnypUI2eFZWFuzs7JCcnIxNmzZh+/btmDFjhlKpf9+/fw8ul0t0vaOjI2bMmAELCwtYW1sjJiYGeXl5yMnJgZaWFgICAnDq1Cm19DsaTzcmk8mwZs0auLu7Y/369cjNzcW0adOIA3Uq0I4BY3JkZGQgPDwcAHDlyhXMnTsXoaGhAMaCSdXV1ZgzZ86k0v2Ojo7i5s2bePjwIaRSKfbt20eC/zRVuaur66RX3XwPUlJSYGxsDKFQiKGhITx79gz29vZEX7169QocDgdcLvezVRTK1CfyfozTp0/j2LFjhG7pypUrMDQ0hI+Pz2fHTj55SZmg90ZpaSm0tbXx6tUrNDQ0QCQSITAwEEVFRQq25NfSs8pTPLFYLLLPaNB90ZKSkhAQEMBwfl+6dAmmpqYqp3Cm0dbWhri4OHh7e6OwsJDB7CA/L87OzsjJyVGJTHV1dXB3d4dQKERJSQnx1RUXFzMozD9+/AixWIxp06Yx9qoq7wTya+PAgQMwMzNDeno6Hj16RHoG04mnyk6aka/KiYiIgJubG44cOYLGxkZUVlYiODgYCQkJ0NLSwsyZM1VKBW9vb4+NGzcCGBsHiUSCNWvWwMrKCtnZ2fj48SO6urqQlZUFKyur76LF/1pUVFTA1NSU/Fvenq6oqIBAIMDChQsZVGSA6v3ZX8LQ0BBsbGyIPT5+bU3WHvh/KgDT2dmJ2NhYVFVV4cSJE0hISCBOF2dnZ3h7e6u0YT2N+vp6dHd3QyKRYPbs2TAzM0NeXh4jugaMccnb2NggLCxMoUSedtZ87kKpLNDPk0qlaG9vR319PY4dO0Y4WktLSzF9+nQkJCRMysVVKpXC19cXenp6ZIN2dXVBKBTCwcEBJ0+exOjoKM6fPw8rKytYWVnB0dERaWlpGBoaApfLZWRBKwPx8fFITU0la4sGTYtWXV1NuDQDAwOVKguN4uJicDgcEqmVvyw8ePAAsbGx4HA4SnVUfQ1GRkYQFRUFOzs7Egyl6fYCAwOxf/9+ldGOAWMGdmtrK6qrqzF//nw4OjoiNjaWsZYHBwexe/duuLq6IiUlRcFxOtl8xaOjo4iJicH8+fPJaxMZqTwej5GVrS5UVFRg2rRpCAoKQn9/P44cOYKMjAx4enrCzc2N4aC5efMm5s2bBz6fP6WoGoaHh3H06FGEhYUhICCAOExKS0vh7OwMgUDwXbSBmZmZsLS0xOnTp3H+/HmcOnUKwH8f4JWVlXB0dASPxyN9fJKTk8HhcFSe4dzQ0AAzMzOMjIygsLAQbDYbDg4O4PP50NTUxJEjR9DX14ddu3bBy8sLMTExSq/A7O3txaZNm7B371709PRgxYoVU6ZC58yZM4iMjIRQKCQB5draWkRGRsLS0hJ37tzB0NAQSktLERkZCbFYTIKqTk5OKslSjImJIQHiiQxceUPy2rVrWLhwIfh8PuE1VzWqq6uRmpqKgIAAeHh4IDs7G3Z2dnB1dcWpU6fQ3t6O4uJiLF++HL29vZDJZEpzmMvr3KGhIbx58wYcDgcuLi7EdissLIS2tjbMzMzA4XDg5eVF/kbZF9UHDx5AS0sLtbW1ePHiBdasWQNgbF3a2NjA3t4eJiYm4HA4ePPmDQ4fPqxyR8REOmz37t3Q0NBQCOJ2d3cjPz+fwRv/rTh27BgsLCwYdKfj54GWqaioCHPmzCHNewHAy8sL165d++7nfwvkL3W3b99Gbm4uo+ry0qVL8PX1xbx587BgwQJwuVwF2hl1YmRkBO7u7kS3ylfxyc97fHw8oev7HidrY2MjtLW14erqSujHbt68CS6XC4FAgJqaGshkMqxcuRJGRkYwNjaGvb09UlNTIZFIEB0drbKzlF5rTU1NmDNnDkJCQuDg4AAbGxuSpPPq1SuEhoYiMDAQBw8eVJrjaGhoCGFhYQqUTxONRUVFBRITE2FlZYXo6GgFJ6cycOfOHSxbtgw8Hg9ZWVloaGjA6dOnkZWVBZFIBBsbG3h6epIgjYmJidIob+RBz6H8vEyUJbtv3z7weDywWKwf0lnKRGVlJRwcHIh9UlFRgblz58LS0hIcDgdsNhvbt28HoBx/Qnt7O0xMTODj40MSihoaGkivqA0bNkz6M78FdOWFvL/lyJEj0NfXJ9VVXV1dCAwMhJGRkcrOBoB5bgUEBGDevHlwcHCAtbU1Gcva2lpwuVxYWVmpvLn8nTt3sH37dlIhMTQ0hN7eXly5cgXR0dGQSqWoq6vD8uXL4efnh5ycHMZ94WuCQ/QebGlpgY6ODlgsFsLDwxV6fgBjlbRpaWlwcnKCs7MzFi5cCH19fUbPIVVCXo9kZWXB3d0dGzZsYMg+PDyMgYEBBAcH4/DhwyqTjQ4MeXl54ejRo7h06RJ0dXVx+vRpxuf6+vqQnZ2tVHpMGp+j25bfBzdu3ICtrS0J3tNnqqqCQuOpwtlsNnJycjA4OIjBwUE8ffoUW7ZsgZOTk0r8G/SdLjMzEwsWLGC8R/dh8vX1hY6ODpycnGBubk4SD5UV8H7+/DnxXaWnp8PGxgbe3t4oKSkhFMPR0dEQCAQTJuaou3qU9p+GhYUpjOlk4/+pAAwwdrgPDQ0hKSkJsbGxAMYWaXBwMHF+qQrjM2daWlpgbW2NK1euoLOzE2KxGAEBAeDz+di5cyc6Ojpw5coVeHt7w93dXSUZsl8CvUHb29sRGhoKLpeLmTNnwszMjJFpXFtbCwMDA3C53ElzyK1duxYaGhoMTlCxWAw2m01oKvr6+tDS0kIord69e8fghFcW6EZ8ycnJJFu4pqYG2traZFxoRePk5ARtbe1Jd2i9e/eO0ZOkvLwcs2bN+myWTlNTE8nYVRbVwUSQV6byCn/9+vUwMzPDxo0b0dfXB4lEArFYDFtb20nvHfE1GBoaAo/Hw86dO/H48WNcu3YNOTk5WL9+PbmMnjt3Dn5+fhCJRBOW5U7mgVZXVwdTU1OIRCKS9Ucbo0NDQyQLQxXr/afQ0dGB/v5+jI6O4ujRozAzM0NCQgLS0tJgaGgIHo/HcJLW1dXB1dVVpZnG4/E5w//69esQiUTw8PAgl9bq6mo4OjoiISHhm55RWVkJU1NTkq0vj6dPn+L27dvo6OjAw4cPsWjRIhgYGMDe3h58Pl/l/UBoVFZW4t69e5g7dy6qqqowODgIiUSCAwcOYNq0aeSyfujQIfj7+zMaQisbL1++hKamJqNCZ//+/SguLia0QmvWrFFphc6DBw8gEokQEBBALlDNzc1IS0uDsbExgzZJfs2pssnstm3bwGKxsHHjxi8GtyUSCWpqahTo0VSN58+fY/369aT5YWdnJ9asWYOgoCDY2dlhwYIF4PP5CjSAk+VAktdLMpmMsWYcHBwwa9YszJ49m2S4dXR04NKlS6itrVXQ1cpEW1sbRCIRZs6ciV27dmHr1q3kvG1tbcXTp09x584dNDQ0YHR0FAKBQKVnq/x8tLe3o66ujji6Lly4AG1tbcTFxTECg8PDwwy7+VvntKmpCTt37oSXlxeSkpKIPTrR93R3d5OeYzRUUXU43hakOe2bmppw4sQJzJo1iwQsurq6UFRUhHXr1jF6Qaob9HiKRCK4urqS1yeygUQi0Q83me/o6CB992ibm27S6+rqisuXLwMYYxN48uQJWed37txRi3Pc29sbYrEYwNiYTJ8+HWw2G9u2bcPw8DA6OzsRERGBgoICpckwMDAAb2/vL1aPnT9/HkKhkPQDoWk6lQn5vfj06VNkZWXB1dWV4SilP0Mn/VVXV5PePsoMpsnfV/Lz81FSUqLApiD/mbKyMmzdunXCv1c1PvfsrVu3gs1mk95Dw8PDOHbsGM6fP8+g//3Rcb1//z727duHtWvX4u7duyRYJpFIEB4eDgcHB5SUlGBoaAhdXV0oLCwEl8uFWCxWC52ivK6Sp34Hxqpbs7KyGL13RSIRHB0dVS4rXaHW0tKC+vp6WFtbQ19fn+iO9vZ2eHp6MhL2lA2pVIqgoCD4+fmhuLgYNTU1WLRoEYyMjBAUFAQPDw9iR3V2djJ603xPXyljY2NkZWWht7cXHA4HDg4OePjwocJcfPz4EdevX8eKFSuQm5uLsrKySfm93wv5NVZYWAhXV1ekpaUxKNG2bdsGNputsnYC4wNDLi4u0NbWJn2b5T9Df26i15Uh06dPn3Dx4kUFG0k+WEdTU6qqYmg8xlflmJqaQiwWM/y1NN2cMoIcvb29xOdJo76+HnZ2dqipqcHo6Chjzurq6nDjxg3cvHmT2LrKCr7I78ecnBzMmzcPR44cQXx8POzs7JCXlweJRIL3798jNTUVzs7OKi+K+Km+uvTrZWVlMDc3V2og7WcXgLl9+zYj0v+5QVy7di1EIhEuX74MsVgMe3t7tXImy2QyNDc3w8/PD93d3ViwYAH8/f0Jb6C2tjahv3n27BkiIiKgq6urFmf0eDg5OSE+Ph4nT57ExYsXweFwwOfzGQqnp6eHYYh+D8bPz4kTJ6CpqUkyO4GxBvImJibIyspSyIJQ5fxWVFTA29sbIpEIx44dw9y5c0lDV3m8efMGmZmZk/78gwcPQkdHhzRq7+rqgr6+PgQCAdLT05GVlYWTJ0/iwoULqK+vR0dHB6qqqlS2nj5HYyOv+IuLi2FmZobk5GRyoHxrb43JwvDwMJycnHD16lVcuXIFurq6iIiIQEBAAOGtlEgkuHfvHsLDwyEQCHDu3DmlyUOX7tOZPOMd3eXl5dDX11cLt+3n8O7dO1hbWzNKS9vb2+Ho6AgXF5cJ14G66RqKiooU+OhramogFovB5XJJ8K2hoeGbG26WlJQgKCiIOGWHhoZw//59BAcHk6xOV1dX0mTu1atX6OjoUEv1gfx8VFZWwtPTU6EKs6SkBGZmZnjx4gVGRkbInlWV3p1KFTrya7mtrQ3p6emwt7dHbm4u+vr60NfXh23btsHKyopBYafKM0p+b507dw7Tp09HfHy8QuBzdHQUFRUVYLPZClWdqoT82DQ3NyMvLw98Ph8ZGRmQSqXo6upCeXk5+Hw+WCwWvL29J12Guro6BAQEoLi4WGG/h4WFwdvbG+/fv0dKSgpYLJYC/dL43zGZmEhXSiQSQl8rz6k+EVRdcUiPw/79++Hs7AwzMzMYGBhg48aNePPmDZ48eQJzc3P4+vpOKoe3RCJBcXExAgICEBYWNuGa7ujoQFZWFoOiSpmg5+7MmTPIyMggupW29ekg/cjICKqqqmBubg43NzcyZ+rOCvwcGhoaYGRkBKFQyKDoAP77N4tEokmhTfv06RPS0tKgqalJEp1o6lBra2sUFxcr6Ht10Fq0tLRg/vz5xDZbuXIlkpOTsXfvXkybNg0ZGRkq6V3S3d0NOzs7wvU/Pngnk8lQVVUFMzMzpTaynwjyOrKhoQFbt26Fu7s7UlJSGDRjqrQP5fdYSUkJbGxs4OjoiOLiYoXEhYl0vLptWRrJyck4fPgw436+ePFiRn+t8fhR/VJTUwM9PT0sWrQIVlZW4PF4Cj27UlNTwWazsWPHDvT29kIqlaK4uJgE1tSFy5cvw8HBAdnZ2aivr8fg4CAePHgAQ0NDhYoXWh8r64yng2Q0+vr64O/vT5KHS0pK4OjoiNzcXJiammLjxo2QyWT49OnTF5MNlAFat3748AGGhobIyMjA4cOHiWM1KiqKJITSvWnoQPm3YM+ePeDz+Yw1KhAIoK+vjwsXLqisX9v3Ql7uc+fOEZrV6upqnD9/HhoaGoQCUFU6ZHwQwcHBQSEwpA5ZtmzZAg6Hg6KiogkZJ+ixlD/LlGkbfUtVjlAoRFVVFYOBZrIxODgINpsNU1NT8Pl8xMfHY9++fThx4gR4PB6Dfk+dyTq1tbWMPrZHjx6FlpYWXFxckJGRgY6ODkgkEuTk5KglIfxzgT55NDY2gsViEf+MMvCzCcCMjo6ioaEBurq6SEpKUuhnMR7Xr1+Hl5cXuFwu7O3tSem6utHR0YHy8nLY29szLgvt7e2wsbGBn58fRkdH8fLlS0b1h7pw6dIlzJ8/n+GM6O3tBY/HA5/Pn/BvvlVxyzv6ZDIZ4+/pEu+AgABi/Jw/fx5z587F4sWLv9kp+qOQV8S1tbUICQmBgYEBw2H5udLayTQUOjo6UFJSAi6Xi8jISHz8+BFubm7w8fGBu7s7uFwu9PX1MX36dGhqaoLFYhE+w/G/Y7Jx5swZTJ8+nWHwy8+p/OFUWVkJe3t7uLm5fbZ6R9mgx6K1tRUNDQ2ws7Mj2XjDw8N4/Pgx/Pz84OjoiJ6eHtTU1CAsLEzpwSI6COPj44PZs2dj1apVyM7ORlpaGkxNTVXmPPoS5OeytbUV9vb2xJlEGwAdHR3gcDjEWanu5sG0zD09PYiNjcWMGTMU6KDevHkDGxsb6OnpYdWqVeT1b5H96NGj4PF4GBgYgEwmI5cmQ0NDrFmzBvfu3UNUVBScnJwYjiJVj49UKmXsz/Pnz4PFYpH9SMvz+vVrGBoaKpUb/qfwuQqd/fv3Y9q0aeTMVEaFzvisI3l9HhAQAFNTU/j4+CA9PR3Nzc0YHR3F4cOHYWdnpzYOavmzqLa2FnPnzoW3tzfjol9bWwsbGxv4+vqqRcbPgXak+/r6YuHChaQBokwmw9WrV8kFbTL3S3t7OyIiIuDn54ddu3YROtOsrCxYWlqS4FVfXx/y8/PBYrFIU3RV4dy5c4y12N/fj9OnT0NLSwsikYi8row+eN+K6upqaGtr48iRI6itrUVxcTF4PB5EIhHevXuHlpYWcLlcGBkZKQR8vwfyWeoXLlxAREQEfH19GZUtEokE69atA4vF+sl7xGSA1hMPHz4Ei8UiFQkfP36EkZERWCwWw9an7X9vb29oa2tPiSSsiUDrFpryzsXFhaFvu7u7sXPnTsydO5fBff81oMeMfob8+USPmXxly7p166Cnp4fc3FyVOh7a29vx+PFjPHnyhCRy9PX1ISAgACdOnMCdO3cQExND+uDx+Xzo6+sjKSlJ6UG1oaEh+Pr6MmiQJ3omh8NRWzYxje7ubhQVFcHPzw9RUVHkvFSH7lq5ciVcXFwQExMDNzc3uLu7Y9u2bYyqZHXbsPIYn7iQkpICfX19BAQEIDo6GnV1dSgoKICVlZVSEiw6Ojqgq6vLWEPZ2dmwtLRUuJ/n5eWBzWZjxYoVKnW8jYe8I/fNmzfYsWMHLCws4OLigrCwMNTU1CAnJwcuLi4qs93a29uhqanJcIL39fWRXp+tra0QiUQ4ceIEenp6CD2flZUVCVqqY13m5uYqJH+UlpbC399/UhgaOjs7yf1I/p6Unp6O6dOnY/fu3Yx1NhWq0L7ksH/48CGCgoJIIhF9L1a13PLPO3/+PPh8PkQikUpp9uTHSSwWIzQ0FPr6+tDS0kJ2djYjiDxRBaIqqiG/pirnzZs3sLS0xIkTJ5QmDzC2/g8fPozi4mIsWbIE4eHhmDdvHlxdXcFiscDn83H16lXyeXUlBTx48ACmpqbo7u5GXV0dgoODcfXqVRw7dgzTp09HSEgIg35MFWv/WwN9nZ2djN7OysDPJgBDg+Y0DQsLQ3V19Red2s+fP0dra+t3cfdPFi5evIgtW7YwXrtx4wZsbGzIoUEfKq9fv8a8efNINhK9KNWZWXP16lVYWFgQrlS6fLSjowPGxsbkYvG96OjoQHx8PMOpR//ejIwMODg4oLq6GlwuFxwOhzhhHj58qPKsLXnQirejowPJycng8/koKChg9J9RtlL59OkTrly5Ai8vLzg4OEBTUxMnT54k8tXX1+P9+/coLy/H2bNnlSqLPJqbm1FQUABra2sG9cTn1nFLSwuWLl2qMuNR/jnycySTyfDx40fweDyFTJBnz54xGs7SPQCUJY+8XLW1tSgsLISHhwfc3NyQkpKi0GxcHZDnxa6rq8PAwAB0dHSwe/du8pnh4WEMDg7Cx8dHKX04vhX0Grx79y54PB7a2tqQnZ0NDQ0NBTqQ9PR0bNiw4bsz9Do6OmBubg5TU1NwOBxoaGiAx+PhxYsXxEnU1dUFKysrhcw3VWDLli2IiIgAm81GVFQUwwkYHByM0NBQxj7o7+8Hj8f7riy2H4W6K3QGBgYwd+5cxMTEKDj40tPTYWdnh+bmZhw4cAABAQGIj48nVF6081GdF0N6/CQSCZydnUmPmoaGBvj6+sLBwUHhs+rA+AvsyMgILly4gIULF8Lf31+hceNkjqm8vbV69Wq4ublhx44dyMnJgYGBgQI129DQEI4fP65SGsgrV65g2rRpWLdunQKX+NGjR0mD+8kIZvwI6Plbv349owIMGLucWVlZYenSpQDG7JjJzDKT3++3b99GYmIi3N3dyWXq2LFj0NDQIIEQZa53+n7S3d2NOXPmEApHGjU1NXB1dQWfz0dFRQXDwdTS0gKhUDhhldVUwuDgIM6ePQsvLy9oampCIBDA398fAoEAdnZ239zgu7W1FStXriTBHHlHR3JyMubPn4/i4mJS9UW/t3fvXpVWUJeVlYHP58PExAQzZ85ERkYGBgcHMTo6inv37uHjx4+kEouuoEhMTFTohaAM0GNSWVkJNpuN9evXk7ubfKVSf38/FixYoNL+A5+Tle6XJhQKIRAI1FIN/+rVK5iYmDAoQvfs2YPAwEBkZmaS+6e83FMFJ06cIJUSHz9+xNGjRxEZGYm5c+ciOzsbs2bNglAonNS7CzAWwEtOTgbw374MmUwGHo+HrVu3IjMzk8GOcf78ecyaNYvcVdWF9vZ2hr8FGLMhs7KyoKurC19fX2hra5O9oQr7jQ72tLW1EQq3c+fOoaKiAjdu3MCCBQtIgtvq1auxbds2pWZoT4Tx47BmzZoJe5Nt2bIFRkZG6OrqmtS9Mr4PE4vFwsqVK4mPSl34Goc9jaamJoSFhU3ImqJM2b4mMCQQCHDs2DGV6rfdu3fDyMgItbW1kEgkOHv2LNzc3CAWi9WSgPI9VTnqaiIvkUjQ0dGBCxcuYPHixQgKCmJUwih7Hif6/tbWVixevBiPHz9GUVERxGIxmpqaMDw8DBsbGwQFBX2RGlWZMv5UoG8iKOuO8LMJwMgb4e/fv4enpyf4fD4uXryocNmUSqU4deoUo9RfHRgeHsauXbtgZGSE5cuXk9fv3buHadOmMXrSjI6O4sOHD7Czs1OLg2s8bt68iYcPH6KpqQkzZsxgVE+MjIygo6MDzs7OPxwtv3v3LhYsWAChUIiSkhLy+r59+6Cvr0+yynp6eiAUCjFnzhzSm0HdkHeWr1mzBm5ubtiwYQPDSJ8sTBT9B8bmorq6GgkJCWCxWMjKylL4m/GfVwV6enpw4sQJODo6IjQ0lFQvyT+/p6cHa9euVakiHh9wef/+PUZGRhiBRSMjI0YTXxp+fn7IyMgAMDmH2qpVqyaszPucsaQKfu6vhfw4rlu3DqGhobhz5w6KiopgaWnJCMIAgI+PzxcpEJSJwcFB5OTkEIP406dPCAsLQ3Z2NhnP4uJiaGpqYvny5WhoaMCLFy/g6Oj43Y3S6fGRSCRIT09HYmIijh49SjLoR0ZGIJPJUFtbCz6fr/IAjFgsBofDwdq1a5Gfn4/FixfDyMgIbm5uaG5uRlVVFUJCQuDr64u9e/fi4sWLiIyMhL29vdJlG6+jxlfolJWVgcViESpSVVXo3L59W4EyqaioSIEK8Ny5cxAKhfD29lZb5ctEkE9WiYqKwuzZszF//nwYGhoSp4yq6RzouZOneJlI/925cwcJCQmwsbFRam+88ZzdPB4PM2bMYDiQPneGTvZF5/Hjxzh06BC2bt2K3bt3kzG6fPkyLCwsEBcXh0ePHpHnPn78GJGRkViyZIlKmlV/DdatW4eAgAAAY+NGj92lS5cwe/ZshV5XkzWG4yuVV61aBXd3d8TGxmLWrFkkW1uZl1P5deLu7g4Wi0XWrnyld1tbG/z8/ODq6opz584xqOIGBweVJt9kQH78uru7cebMGaxYsQLLli3D2bNn8eLFi2/+zpMnT8LV1RVLlixhOMLz8/NhaGhIHDKPHj0Cm82Gi4uLQg8HZePJkyfQ0dHB3r178fr1a7x8+XLCCu6cnByEhYWhsbERN2/ehIGBwYQ94ZSFnp4eZGZmwtnZGZmZmQr7rby8HPPmzVO6TJ/bZxPp+ps3b0IoFCI2NlblQY5nz57B2NhY4Q5HU6gsWbLkmwOKqkJGRgapppMft8rKSuzatQuBgYHQ19cnGdKTMbYHDhxgNMOmQVf7BQcHw9fXF3PnzkVQUBCxt9VZ/UKjp6cHycnJ0NTUVEiiaG1txf79+xEdHY3Zs2ernCZNKBRCX1+fsQ63b98OHo8HYMxecnR0/GyPQVWAXkclJSXg8Xh4/Pgx48x7+vQpXFxcJj3gByiyaMyePRuBgYFqs7e/x2H/OVaQyca3BoYEAoHKgqP0szMzM5GUlMR4r6amBhYWFggICMDt27dVVtk61apy5JPRaEyUqAuM2brLli2DQCDAxo0b1Wo/vn//HsPDwwgNDSV+s46ODixYsEBtLBpfG+hTlS792QRgaNCLUCqVIjo6GnZ2diguLmYo+du3b2PWrFkkK0Od6O7uxunTp4kjmlZ+a9asgZ2dHcNR+fLlSxgbG6vNwKM38/v37yEWiwmnYVFREebMmUMurf39/bh79y7mzp07KQ17nz17hsTERPj7+6O4uBgVFRXQ1dVV6LExOjqKhIQELFu27Ief+S2Y6HCc6BDdu3cv3NzcIBKJJr3B+E9lAbx48QKpqakwNjZmZEyqkx91cHAQV69eha+vL3g8HsPJ3N/fj7y8PLBYLEa/GGVCXqnu2rULAQEBmDNnDmxtbbFkyRKScbd161bw+XwcO3aMMX5hYWETBma+B93d3TAyMiJG7M6dOxEREUGyeMYfAFMt247G5cuXsXPnTjQ2NqKgoAB1dXXYsGEDuFwuBAIB1q9fD4FAAEtLS/IbVP1buFwuFi9eTP69fPlyWFhYYM+ePYzP3b59G0ZGRjAwMICRkdFP9lSQx0QG0UR6Y/xvT0hI+CyVo7KQn58PHR0dxn7s7e3FnTt3wOPxYG5ujtbWVrx9+xZZWVkwMTGBk5MTQkJCyIVCWYFc+TH7qQodoVCo8gqdpqYmuLi4wMbGBgcPHoSenh7Onz8PgDkmN2/exMGDB5Umx+cw0d6Sf01en2VnZ4PFYpEkB1WfFfIUWWKxGBkZGUSGiRxzjx8/xpUrV5Qul/warKiogIeHB0QiEePSoOxsWLonj5ubG3g8HgwNDWFkZITCwkIMDw/jxYsXRMdWVlZCIpHg3LlzWLBgAUkmUPV8TjQmBw8ehJaWFu7evct4vbq6Gs7Ozj9sJ31pHsY7FrZv3w59fX3S4H78ZyYT8t8bHBwMFxcXLFq0CLq6uowEInmqrbi4OHA4HBw4cGDS7ccfxUTjrEyKu7KyMgiFQgiFQlRXV+PGjRvQ1dVV0O0fPnyAtbU1g45M2RgaGkJYWBhWr17NeH38OEgkEjx+/BhsNhuOjo6YM2eOWqqA+/v7SbNlW1tb5Ofno6ioCNnZ2TA2NlZJE1x6/Tx9+hTV1dWMwNxEuv7p06cq6Wkx0Zy5urpi586djGbho6OjmD9/PpydnZGYmKh2SnOZTDbhuNBVkGKxmEH7R+/V7OxssNnsSdMvT548QWZmJjw8PIh/YGhoiDRNHxkZgVQqRUlJCebOnatwDqgSE+mw/v5+FBUVQVNTU8FfRH8+IyOD9HFVxlp88OAB9uzZg4KCAnI2dHd3IywsDHPmzCH0mY8fP8bcuXOJTeDn5zfpsvwU6DFpamrCrFmzUFxcDIlEAh6PBw8PD1RXVxNml127doHD4Sitp6V8r433799DT0/vhxlZvlcOGt/jsFcmvicwpA6fUV5eHtzc3BRohYuLi8FisSAQCIifSFVjN1Wqcr71WW1tbcjIyEBISIhSK22Tk5MZd9zPzUtaWhoSExNRVlaG8PBw+Pj4kPdUzXozlQJ9wM8gADNRBE9eqaxevRpsNhvbtm1DY2MjXr9+DVtbWwQHB6tSTAXILyyaKio4OBhubm6kofOmTZtgYWEBV1dXLFy4EKampiRSqC50dXVBLBajtLQUHR0dKCwsRH9/P/bv3w8DAwPY2NjAzc0NRkZGpLHm924i+b9raWlBZmYmvL29oampiQ0bNpDPfO77VbF55ddaQ0MDqqurFdakvOI5deqUAs3Ej6KtrQ3W1tZ48OCBglzjnQxbt26FlZUVVqxYMakyfC9kMhkePHiAmJgYWFpaEidWaWkppk+fjn379qlUFgAoKCjA3LlzkZeXh8rKSuTk5EAoFEJXVxf79u3DyMgIkpOT4e3tDZFIhB07dmDp0qXQ19cngd4fXXtDQ0NITEwkzs+9e/ciICAA4eHhDMf4VA28AMDbt2/h4OCA2NhYXL58GRs2bIBUKkV7ezuuX7+O6OhohIaGIj09nVQMqNq4i4mJAZfLZTx39+7dsLGxAZ/PV6C5+PTpE06ePMnoGfA1wYbPZZDKz19HRwc2b96MCxcu4Pjx4xCLxZg7dy6DtlDZqKiogKamJrmojG9m+ObNG/j7+8PBwYHMmUwmQ3d3N9F7ygq+yI9VSkoKOBwO1qxZ88UKHT8/P+zbt0+lFTr9/f2IiYkBi8VCXFwc470vBeuVhfHJAI2Njbh8+TJpvjwe8vNHrz1V047Jj0leXh74fD5mzpyJhIQE4hz6UsBWVWMKjBnoAoEAwcHBOHXqFMMxpwzU1dVhxowZKCgogEQiwcjICCQSCZKTkzFnzhyIxWL09/ejo6MD/v7+sLOzg7OzM7S0tBhVxOpCbW0tQ6+KxWLMnDkTJSUlkEgk+PjxI1JSUuDm5vZDzxlP09nU1MS4cI5fN93d3RNS3SoT69evh66uLqleWrNmjQLdpfzZtHnzZmhpaU2J/m4T4fbt27h06RJhFpjsMZSf0+rqaohEIvj4+GD69OmkL9/4Z6q62ezAwAC8vb2/WLl98eJFhIaGYnBwENXV1bh48aJaKJPHB5PXrl0LCwsLcDgciEQiBg+7skDvw/LycsydOxfa2trg8/nYsmWLQlNzVSYeya+jgYEBote3bNkCHo+H48ePE3u/s7MTAQEBOHz4MGxsbLBmzRqlyfUtGBkZUagIra6uho6ODoKCgvD27VvGGvj06RO8vLwmlbaqsbGRJK1lZGTAyckJiYmJGBoaIs9++/YtrK2t1UIrNx7Xr19nVEpIpVJcvnwZBgYGEAgE5HV67eXm5sLDw0Mp/WbXr18PHo8He3t7+Pv7K/T9zcjIwLRp08g9+caNG0hJSWH021G17VZVVYVVq1ZhYGAA69atw6VLlzAwMAA/Pz/Y2dmBz+dDIBBg9uzZ5LxVpr2mTspceUwVhz2NqVbJQWOi+Xr48CGsra2Rl5fHsOEuXbqE2NhYhIWFwcbGhvQ6UiamkrP+S76/iUDLPjg4OKkU3OPR19eHgwcPKgTyJpLtwoULpB87n88nelQd+3aqBfqmdABm2bJlyM7OnvA9+ck7cOAAzMzMkJiYSLJTVY2JMp/HBw8OHTpEmqbRBlBNTQ1SUlKwYcMGBm+fuvjiq6uriSN4165dJPPj06dPaG1txY4dO1BcXMzIRPuWDf6lDN3+/n7k5+fD1dUVYrGY4YhWx3jIyxofHw97e3s4ODhgy5YtkEqlP5ntPlkySyQS0iz248ePpEpiou/v6OjA4cOHMW/ePJUau/JOhInkqqurQ0ZGBszNzbF8+XIYGhqqNNhIy1dRUQENDQ2FTOrXr18jOzsbmpqaJIB28OBBxMfHg8PhIDExEU+ePAEweQeHPJ3YyMgILl68iIiICPj4+DACAOrsHTER5PfF3bt3IRAI4OvrC19fX4VsJ3nZVX3g7tmzBywWa8Ksu5s3b8LLywsRERG4dOnST1JkfAmNjY3Q1NTE8+fPyfdMFGhqbm5GVlYWZsyYAUtLS8TExKiU2mBwcJA4XyaSjcadO3dgb2+vcl54eqy/pkKnpaVFLRU68rJu2bJlwt5Bqgya0jSn9AWvo6MDBgYG4HA4YLFYCA0NnZCO6nM0h6rGkiVLwOPxkJ+fj4yMDISGhkIgEJDANKBaGeWfJW+/NTc3Y/HixXBxccHevXuVtr6kUikMDQ2xdu1aBXmAsTNJW1ubQWl78OBBHDx4UC3UrNXV1QyaxpycHBgbG0NTUxN2dna4e/cuent7sXPnTmhoaMDW1hY2NjawtrYmWeQ/OpaZmZkwMjKCkZERkpKSGBXkX8N9rix8+vQJhw8fJjQy8pc9TU1NpKSkkN8uf16cOnXqm5vWKwOlpaW4f/8++XdUVBTmzp0LIyMjsNlsonO+lCT1PZD/rtevXyMtLQ0ODg7Izc1lOOzVVSXc3d0NOzs7EuAe74SRyWSoqqqCqampyjKyv3SvGr/W+/r6GJSPygS9vvv7+zF//nzs2bMHT58+xbp16+Dv76/QjF3VGbHAmHOSy+UiKiqKsC6sWbMGXC4X0dHRiI+Ph5eXF5ydnQEAO3bswJIlS1Qi53ikpqYyKpY2btyIgIAAhYBKS0sLTExMEBgYiOrqaoyMjGB0dBTV1dVgsViTXp3b3d2NoqIieHh4QEdHh+gGev7Ly8thYmJC+jqpAhOtpdraWmhpaSE1NZVhX46MjODq1atgsVjEvgTG1u3KlSthamo66fTPR44cwZw5c1BVVYXBwUGGc3nTpk2ELnDfvn2YNm0asQnkf5s6nJjl5eXQ0NBAQkICnj9/jtOnT5P3SkpKsHPnTuTl5aGqqgrAt5+1nwuwf+mcUecdeSo57CfCVAoMyc9tbm4u1q5dS/xUJ0+ehJaWFsRiMUpKSnDz5k3Y2toS1hELCwuV+rSmgrP+W3x/NFS1F+jnXLp0CR4eHl+U7f3792hvbyf2myoScad6oA+Y4gGY6upqcmBPZDDKT/TNmzcxd+5c6OrqqvXycujQIZw7d45E+eiF1tHRAUNDQ6xYsQKZmZkwMTH5bJabqg5V+RJOeTx9+hSJiYngcrmIiIj44nd862b/HCeh/PccOXIEQUFBWLRoETnE1Yn8/HxYWlri6dOnePHiBcnQVfVhOjo6iqVLl8LExIThuB1vlPT19eHVq1cqlW08JloXzc3N2LlzJ6ZPn87INFIVGhoaMG3aNNLAfnh4mCHnx48fsWPHDnA4HJSVlZHX+/v7P8u5+SN49+6dAic33TTY1dWVyDlVQP/28YdTY2MjFi9eDA8PDxw9epRBB6kuB++pU6egoaEBAwMDuLq6oqamRkGW2tpahISEQCAQoKSk5Lv7hQ0PDxP+d/nMuomMjKGhIXR1daG7u1st/Xyqq6thZmYGHx8fosf27NmjQBWwZMkS8Pl8DA8Pq2QO6WdM5QqdiSDfO0gdl+ErV67AwsICYrEY9+7dQ3JyMpKTk9HS0oJnz56By+XCzs5OpY6Pr0V9fT2srKwYAdJ79+5h2bJl4PP5Sg9Cy/fhoHsyfe5zwFhwJCUlBXfu3Jl0WWgIhUJYWlqSbGza6SAv25kzZ8BisXDixIkJv0NVOre3txdRUVHw9fXFmTNnUFtbCysrK5w7dw6vXr1CREQE5syZQyoF3r9/j9LSUly/fv2Hgy/0b7x16xahaSksLER4eDjCw8MJLSCgXufM52i6qqqqSMY1fRGcKpm8o6Oj6OjogImJCQQCAaqrq1FSUgIul4va2lrcu3cPiYmJmD59Os6ePUv+Tlnyd3V1ITs7m/TgU3f/iKGhIfj6+iIwMJC8NtEa43A42Lx5s9LlkX92W1sbBgYGGE5LeagjmD08PIzs7GyIRCJi746MjGD37t0ICAhAQkICg0pUVXIBY4EWU1NTbNu2DUKhED4+PigsLAQw1uOC7uGzefNmYq9FREQgISFBZfLSMkulUvj5+WHVqlXk9bKyMkRFRUEoFDJ6ygL/XXkoT7/b0tIy6dTs9HgODQ3h7NmzEAqFxOEMjAVRtbW1FSh/lY3+/n60trbi9u3buHXrFrHHKysrYWtri4iICNy9e5e83tTUhKCgIAa17cjICF68eDHpvUVaWlrg5OREznD5NRkVFUUCQQ8fPgQwZhdPmzYNwcHBkx7w/imMf9bIyAhqampgb28PFovFCMB8zd9/CfK6LCcnByKRCMuXL2dQ3U+1hEQaU8FhL4+pFhiSXwe+vr6wsbEBm82Gvb09Nm/ejKGhITx69AgCgQBcLhf29vZYtGgRgLFkFkdHxx/uOf05THVn/df6/lQJWg9du3YNnp6e4PF4JElZ/v2J/k7Z+LkE+qZsAEZeQd24cQNsNpscRvKQn+T379/j7du3qhJRQQ6ZTIaAgADY2tri+PHjjPIse3t7ogSbm5uRl5cHa2trJCYmqkVeGvLcvPJoaWlBVlYWfH19sWHDhklppNbf3w+BQKBgzEyUqVVeXo6oqCgIBILPOhqUjdHRUYyMjGDJkiUTNrdfuHAhMdaVKYP8/7937x4WL14MCwsLRpDgcwe6MpVdVlYWwsLCsHHjRgA/3ccEGAtElpeXK02mL2Hjxo1gsVjkAKMN74cPHxJZW1tbERQUpBIKw+joaGhqajIazQIgjdlNTEwY624q4NOnT+Dz+WTOafT19SEpKQlGRkbIyclRaGKqSjx+/BgsFotU6fn6+sLQ0BBXrlxRMLQ+fvyIxMREuLm5IS8v74eCIjKZDAsWLIC+vj4Jbozn6lZFifdPoampCTweD9bW1jh06BBmz55NMj/pPZGdnf1NPXAmA1OtQudrs+Zv374NXV1deHt7q4U/uby8HN7e3oiLi0NAQACjOrWnpwchISHQ09NTCwXOl9DU1ARjY2NGeT0wFoQxMjKCra2tUvroyGQyxjx1dHQgKysL4eHhuHjx4oQ6QBXO8cHBQSxevBienp7Iz89nrHnazqXliIuLw9KlS9VKHQcAz58/h1gsxoIFC7BkyRIFezYrKwsaGhrIy8tT+Nsf1X+1tbXIy8sjdLXAWEWmSCRCYGAgDhw4oPYKry/h3bt3cHR0hL29vdoTZiZCW1sbAgMD4e7ujrS0NIYt0t3dTeypbdu2/fCzxq/j8ZVLw8PD2L17NwQCAWJjYye8C6oCtDyVlZVgs9lYv349CZbSv2FoaAj9/f1YsGCBSqtId+7cCVtbW/B4PGzcuFEtlSUToaamBmw2G9OmTSPZvDTOnDmDsLAw+Pj4TEo/0W9BbW0tNmzYQJwt3d3dyM7Ohre3N1atWsVI5GxsbMS+ffuQkZEBPT09tSV5HjlyBHw+n3FGPX78GAkJCQgICEBhYSHZO1u2bEFpaSnJOlbmWSG/vm7cuIHFixfDy8sLxcXF4HA4EIvFSnv2RPjw4QMWLlwIR0dHzJ49G/PmzYOJiQn27t2LT58+oampCe7u7vD29sbVq1fR1dWFuro6uLu7MxJ7lIXnz5+Dw+Eo+F3S0tJgY2ODt2/fIjExETNnziSVds+fP1dqf8OfQl1dHSOh4PXr14iMjMScOXMYSTSTsc5WrVqFefPmITo6GuHh4fDw8CD9UgH1B2GmusNeHlMtMESzZtBjVFBQABcXF6SlpaGlpQUymYzs0Y6ODtTX1yMpKQlcLlcp8kxVZ/14X8GDBw++yfenLEyUVFRXV4eYmBgF2dSRVDSVA33jMWUDMONB9x25dOnShE6OqZI9BowdHmw2Gzt37oREIkFoaCj8/f2JIQSMZXUdPnwYXC530rMrfgpVVVXIyMggY0Y7LMfTvfX392PVqlUwMDBAXFycgvH8LRgZGUFnZyd4PB4phaypqVGYN/nNU1NTg/DwcMaGVgdSU1MRHh6uIOv69euxcOHCSX/eRM3Q5CvAWltbkZmZCVNTU0ZTT1U6/6RSKXbv3o0dO3aQy/BU72PS0tKCtLQ0aGhokIvxrVu3MG/ePDx+/JjISXMoNzQ0TKrs4w9KmUyGxMREzJgxQ4G7f/369QgPD1c7F/yHDx9QWVmJ6upqNDc3Y3BwEFu3boWNjc2EmXQcDgfOzs4/mRWlTOzcuZMYSDSSk5OhqamJoqIiRnY5MKab0tLSSBDiR/Du3TuEhIRAW1ubGLWA+i8ME0EgEEBTU5M4TeXXulAoxLJly1Quk3yFDn0R3rNnD2xsbBgVOvHx8Uqt0KF16eDgID58+ECqoz7X/Pb169cqTxSQX1OPHz9GSEgIWCwWUlJSFCqHMjMzwWKxcPLkSZXKKI+Jxs3Pzw/h4eEKCR7h4eGIiIiAQCCYdGqttWvXIi0tjZyptra2cHV1RWBgIDQ0NJCRkUGSCH5KfmVg06ZNcHV1xerVqz97jqanp8PHx0elZ6u8/XPv3j1UVFTg9evXkEqlWL9+PaytrWFkZKTQ4Pno0aOYNm0aYmJiJs35MDIygqysLLBYLAQEBDDee/v2LdLT0+Hr64vVq1erpdLwayGRSCAUCsFisVBfX69ucQjkbcklS5ZAQ0MDPB6PUPMAY5fV48ePY/r06T9ZKT8R6Kozeg23tLQwempNVHV8+vRpeHl5qeyC/Dn09PQgMzMTzs7OyMzMVKhkLi8vx7x58z7bG26yIB8Qou0bsViMwMBAhcoSVdggR48exZEjR3Ds2DHG648fPwaPx4OFhYXCWF27dg2rV69WqlydnZ2MhMj29nZYW1tj+vTpjDNxfKDv3r17kMlkKC0thb+/P2JjYxlZvqoCPc937tzBzJkzFSqGGhsbsXLlSvj7+0MgEBDdSH9uss6JL2U0y7/3+PFjrFixApqamliwYMGkPPtbQNNGV1ZWoqOjA69evUJ6ejp0dHSwePFitLe3Y2BgAGFhYbCzswOPx4O+vj7S09NVIt/t27dhYGBAfEJDQ0Po6+sDn89nsH5ERESAw+EwfEeA6u/UO3fuBJfLRUVFBeP+RAe6NDU1Jy3YfOvWLcydO5ckSq5Zswba2tpwc3Nj9IxVl89vqjrsx8tGQ12BoYkSD6urq+Hq6gp/f3+GjXH69Gl4eHggLi6OnO1NTU0Qi8WwtraGq6urUnqlTlVnvbxcLS0t6OjoIJXJNCWiOnx/8owBq1atwvLly1FYWIiRkRF8/PgRK1asgKmpKXbt2jXhb1Emxj9nqgX6JsKUDMDQkyyTyRj85SkpKaQZozIaov0o5JXf3r17YW5uDi6XC0tLywmzKgYGBohSUZWDbmRkBAUFBeDxeEhMTCSZPEeOHIGuri6ioqIYn6+vr4eDgwMSExN/KKtdIBAgKioK3t7eGBwcRHJyMuzs7FBRUaEwl/IbaSJHiDIx0TyUlpZi1qxZCs6rI0eOIDAwEP39/ZOqZOQvuQCwf/9+uLu7w9fXF4WFhZBIJBgYGMDOnTvBZrNVZjT+FH4OfUz6+/uxfft2TJs2DWKxGAYGBozSeLqk0tHRUWnN0d+9e8fgXs3JyYGGhgZycnIwODiIkZERLF26dFIyS38E2dnZ8PT0xMyZM2FkZER6XfT29uL06dNwdnaGQCAgjkypVIqEhAQcOnRInWIzmmTLGyaFhYVgsVjIyspS6FXzrVizZg3S09NJoKmxsZHQkA0NDUEsFoPFYjHGQh3VEV9CcHAwOByOQh+T7Oxs6Ovrk7NX1Zc9dVfoyP9eHx8fzJ8/H7a2towsvy/pM3UZnB0dHRCLxeDxeNi1a5eC/tq/f7/aqMjoeRsaGkJDQwNevHgBYMxx6OPjg6SkJGJfNDU1wdnZGUePHkVsbCzi4+MnTQ6pVIo1a9YgICAAKSkpKCgoQGRkJKGvq6qqwqxZsxAWFqZyqiN5+/HQoUNwc3NT6GlCB9bWrl2LpKQklekU+fUeHR0NR0dHaGtrw8LCgjRHLyoqAo/HQ3x8vAK3eFVVlQINxrfg4sWLKCsrYzhvu7q6kJOTAxaLpdC8uKurCytWrFB7AsPXYHR0VCEBQ52YqC9Nfn4+jIyMsG7dOkagaHh4GBUVFThw4MA3P0ckEhHGArq6Ozw8HCtWrFAImsmvv6kSqOrv70dWVhZcXFxga2uL/Px8FBUVITs7G8bGxoxeHcpEc3MziouLGfbi6dOnERoaioiICNIIW9m4c+cOWCwWPD09cfv2bVRWVuLixYuETrS1tRUCgUAhOQVgOnaUgdWrVzOCPAMDA7hw4QJsbGzA5/MVKHjGB/ro9ahq2un+/n6FgBVNmTsePT092L9/PxYuXIgFCxYQ23Sy7l5fQ3Unb5O8fftW5X0EgbGzMSAgYMJkmdLSUsyZM4dBy3bgwAHs2LGDcVYo+77a2tqK2bNnK5xb4/vKhoeHQyQSKVWWr0F3dzeCg4Ph5OSEkpIShiO/qKgI5ubmMDIyUggUfQ/KysoQEhICYKxKzcfHB0VFRcjKyoK5uTmysrK+my76RzFVHfbA1AsM0bqB/u/IyAjKy8tJ4t/45ITq6mp4eXlBIBCQhKyHDx+ioaFhUhh4voSp5qyn1xlND+7s7Ixly5ahs7MTg4ODavH9ya99Ly8v2NnZQSAQgM/nIykpCZ2dnRgaGsLOnTthZWWlFr0ln0Q9lQJ9n8OUC8DIK5H09HQIBAIkJCSQQdy9ezdYLBYyMzMZh8BUgfwBeu3aNVhbWyMgIABPnjxhlG6psyqgr68PJSUlEAgECAkJIZflqqoqmJmZgcfjESfmixcvIBQKGQ03vxVSqRQhISGoqKgghizNH87lcnHs2LGfnEtV8wZWVlZi3759qK6uxsDAAA4ePAgWi4UNGzbg7t27JKNLvhnuZKC1tZU8BxjLNGWxWMjNzUVUVBT8/PyQlpZGnEMnT56EhYUFgoKCyHeoMthRX1//s+pjQuPUqVNgsViwsrIir9Frc/Xq1XB3d5+UzNmamhqG03P9+vUwMzODkZERfH19icF65swZzJo1C7a2tnB3d2c4wNWBoqIizJs3D+Xl5WhsbMTjx48ZQYvBwUHcuHEDfn5+sLe3R3FxMVauXAk2m01+01QJusnLUVFRgZkzZyIqKkph3X4turu7sXjxYqxcuRJNTU2ETtLW1hYxMTHEmZuXlwcNDY0pRyMHjOlT2vl15MgRaGpqIisrCyUlJZg+fTppgq7OoJG6K3TS09Ph5eWFw4cPY+nSpdDQ0EBxcTF5X51Vt/SzX79+jaKiIly8eBEymQwymQzZ2dlwdXVFdnY23rx589m/VRXk523BggUwNTUFh8NBZmYmgDHnulAohLGxMdzd3WFlZUV6hJWUlEAoFDKCqpOB4uJiCIVC8Pl8hQzdxsZGsNlsuLi4qJzqaLyu8vb2RlRUFC5evEjmrbq6Gvr6+iqrApCfv2XLlsHa2hpv3rzBnTt3sG7dOtja2hL78NixYwgODkZ0dPRnL/Tfei7Ex8eDxWJh8eLFqKurw/3791FdXU0yNvft2wdNTU0FfTCevlUV+NxzpkoV8E9BXjdcvnwZx44dI/N18uRJmJubY+nSpQwe8u/B4OAgjI2NSa+ezMxMuLm5QSaTobi4+LN001/6tyoxfp+uXbuW0GeKRCIcPXpU6TLQtNcJCQlgsViIjY1lvH/r1i3ExsYiKCiIkTmuLLS2tsLNzQ2dnZ2oqKjA7NmzYW1tDTabTRqI08kpdLWOKlBaWoro6GhGpRxto9bU1GD+/PmwtLRUSHybKNCn6jXn7u4OHR0duLm5wcPDA+vWrcOcOXPA4/Hw7NkzPHnyhFRPyEO+1+pkyzxVqe7oPSkSiZCbmzvhe8CYX2batGmfXX/Kto9o/09WVhZ8fHwYPeXkfUR9fX0QCARqScSjneYSiYQkDwPA8uXLwWazsWvXLrJfzpw5g5ycHLIGf+p8H/8bGxsbGZR+paWlsLa2xocPH5CTk4OMjAwMDQ3hzp070NLSgqGhoVoCe/KYqg57YGoEhrq7uzF//nwIBAIUFxcz9tTbt28RFhYGY2NjBdaJN2/eMBJ3Jxs/p6qcixcvYsaMGSgoKMDu3bvh6OgIoVBIktdOnToFS0tLBAUFfZaZQRnIycmBra0tGSs+nw8jIyMIBAIi2+HDhxEeHq4SH1BLSwvCw8OJv04mk+HKlSsIDAyEpqamgq2qzkDfeEypAMx4B4ulpSWysrJgaWkJb29vQtV17do16OrqwsfHR6XRqq/FeG48Ho8HX19fXL169bNN6FUFeW7lixcvIj4+Hp6enrh16xaAMeXI5/Oho6ODxMREGBoa/nCQYWRkBNnZ2SRDXB4rVqyAhYUFtm/frkBdoUrIz1lISAjmz58PIyMjuLq6wtXVFVVVVaiurgabzYaNjQ3s7e0RHh5O/mYyFc2+ffugo6MDkUiE48ePM7JkDh48iMDAQMTGxpLy8itXruD58+e4e/euyjOcf459TICxzAIPDw9YWVmBy+USxXv8+HFMmzaN0Ax877yOjo7i48ePMDQ0hEgkQl1dHa5evQojIyOUlpbi9OnT8PHxgaGhIaH2e/fuHdLT07F9+3a1Ns1uaWn5SRoxqVSKkZERvH79mugJDw8P3L9/H8DUCb7QkG9k/fbtW7DZbFhZWf3wOJeWlkJLSwv79+/HyZMnYWZmBn9/f6Lrzp49Cw0NDQiFwh/+DZOBzxlpVVVV0NfXZzTVVDetp6ordMZ/z6ZNmwjntkQiwY4dOzBt2jSGPlPHGNHruLm5GbNnz4atrS1YLBYiIiJIL4kDBw7Azc0NYrGYUUGhLlmBsbPexcUFly5dQmFhIZycnBAREYH+/n50d3ejvLwcOTk5jMbeQUFBjGzVH4X8BauiogILFiyAgYGBQnWrTCaDq6srzMzMVJ5tKb8Oa2trERoaisDAQJw+fRp1dXUwMDAgzb1Vcemi5zA/Px+6uroMnfn69WvMmzePEZisqKhAZGQkwsLCcOTIkR9+fnZ2NjIyMgAAK1euhJGRESwtLeHq6kqqpi5fvgwDAwMEBASovTEpADx79gzPnj1j2LxT7Uz8EoKCgmBsbIzp06fD0tKS0OLcv38fdnZ2CAsLw/Xr178rQE/rzE2bNpG1dPHiRfj5+cHDwwPLli0j9qS6x+xLlEvjZevr62NQBSsDL1++xOPHjxk0QHV1dYiLi8PMmTMV+ny9evUKUVFR2LFjh9Jkosfj48eP2LZtG2prazF79mwcPHgQbW1tyM7OBovFQnR0NGE72L59O1gsFh49eqTU/VpYWAg2m43y8nJ8+vQJOTk58PX1ha2tLZKTk/Hq1SvU1dUhPDwc2traDGf4+N+nDhw7dgyXL19GdnY2EhMTIRQK4ejoCBaLBR0dHZiamsLQ0BA2NjYIDQ2Fn58fcYJNJqYa1d3nMDo6Ci8vL1LNIm+fyVcvLVq0COvWrcP169dx9epVtSS70X1gvLy8cP36dUaSiUwmQ25uLoyMjL7YU3UyIZFIGAk7tbW1WLBgASwsLJCYmEjkKCwshLm5OSIiIiAWi6Gjo/PVARH5+RCLxfD09MSMGTPg5OSERYsWkUDMkydPIJVKERQURGyLly9fQiAQKFTXKhM/B4e9PKZKYOj48ePQ09PD3r170dLSgn379mHTpk3YuHEj2tvb8f79e6xevRpmZmYMuip5KGO9/1yqcmg6Qppm7NmzZ5gzZw4CAgLA5/NJBenVq1eVGrCSBz0faWlp2L59O4Cx4Cufz8fx48eJbPT9jQ6IqOKOzOfzIZFIGGvm9evXJLGPTvShoexA39diSgRgxh/Yx48fh7W1NclSSUlJAYvFgoGBAcmqa2hogKenp8obWn0L6N9F94Hh8Xg4fPiw2mWWH+/i4mLMmDEDzs7OpOHtp0+fsGnTJsTExCAnJ4d89kcV4rVr1yASiRQuKYWFhZg5cyZWrFih0sN1IhQUFMDa2hrv37/H8PAw7t+/j5UrV4LD4eDu3bvo7+9HXV0d3r17NyFVw48gMzOTOONv3LgBNpsNDQ0NhV4bFy5cwMKFCyEUComy6+3thUAgUHqD+59bHxP5zAD59dva2or+/n68ffsWfn5+MDIyQnFxMYNqbjIOjrt372L+/PkIDg7G+vXrsW7dOiJLS0sLRCIRNDU1GZkg6s6WbWhogLOz8xcbA2/YsAFLliwh//748SMxSNR9AfsS6DmVSqVYsGCBQtbjT4FeT6Ojo+jq6oKLiwuhX6mqqsLcuXPh7+8Pa2tr0ly8urpaqby/nwOtl4aHhzE8PMzIEJkIb968If021L0G1VGhQ//mo0ePQigUwsDAAKtWrSLvf/r0CWfPnoWBgQH8/f0n7bnfAvm5y8zMhFgshlQqxYsXL0iiB51MceXKFXA4HAU+fnXg7t27yMnJwZUrVwCMZehevXoVvr6+4PF45NwbGRnBixcvIBKJEBUVBTabPWk9POi939bWhvr6erx//x5v3rxBXFwcAgICsG/fPoW9Id+DRdWg12N7ezsSExPh5eUFbW1tRqa7qvbp7du3wWKxCJ2RfCKRlZWVQjbx06dPERsbi4CAgB++qBYVFeHChQvYv38/9PT0cOPGDVRXV8PGxgaWlpYkSFpbWwszMzNwuVyVZgTSoJ938uRJzJs3D9ra2ggMDMT+/fs/67SfiigtLYWLiwvq6urQ0dEBkUiEWbNmET3S2toKR0fHCfsifgvG0+3U1NQgPj4ec+bMwaVLl8h76koE+BrKJRqqWGtJSUlgsVgICwvDq1ev8P79exLgk0qlE9KeAlA6U0RsbCxx+kulUuzZs4dQCNGOJLFYDF9fX/j4+KC5uRmAanTrrVu34O3tjdHRUWRkZIDD4SA/Px8nT56EjY0NeDwebt68ia6uLqSlpYHFYk1KL0BlQSqV4tOnT/D19UVWVhbu3LmDgoIC5ObmIiwsTKEK6kchvwemCtXdTyEhIQEeHh6fpcO6ePEi+Hw+NDU1YWFhgby8PJUnf9L64v3797C3t4etrS2SkpJw6dIlFBUVkT4PdCBaFTowIyMDwcHBJJhmbW0NkUiE/Px8mJubw9HRkfhnrl69Smy0zznQx0NeR8bExIDL5eLo0aO4du0aCgsL4eDgAENDQ1LN3dvbC3Nzc2zduhVSqRRRUVEIDQ2d/B/+BUxVh/1UDwxdvXoVwcHBAMaYDHg8Hvz8/ODi4gJtbW2cOnUKHz9+xM6dO8k6UzamalXOROjr68P8+fNRUVGBkZERJCYmIicnBzU1NeByuTA1NVU6/djw8DB6e3vR39/P8NmKRCLExsaiq6sLiYmJxPZfvXo1pk+fDm1tbXJ3VzZ27NiBxMREWFhYQCqVIisrC2lpaaQvTXt7+4R9aeShTl+H2gMw9+/fR0lJCSMDYefOncSAq6iogK+vL54/f46lS5di9uzZKCgomBSuSVVAfpPHxcXBy8tL5TyyO3fuRGlpKVHKtEw9PT0wNTWFWCzGunXr4Orqio0bN5K/k8/I+F4DQN6AO3r0KNzd3REVFaXQTyYjIwOzZs2CWCxWK/XSunXrGE43YEw5x8XFISYmRuHzk7V5a2pq4OvrCz8/P5LF9vLlSwQFBUFfX1/BGX7//n2EhIQwjOHvpVT6HkzFPiafW6PyDryJPtPW1kYut9nZ2QB+bF5HRkbw/Plz1NTUYGRkBD09PRAIBNDQ0ACfz2dciLu7u7FhwwawWCwSnFE3amtrYWBgQC7I48dsZGQEp0+fBpvNVuma+xJoPUPP9ZdoHsc77b9Ft8mXz3/69Ak8Hg/Xr1+HRCJBXFwctm/fjlevXsHe3h7a2trIyspSywEvr3ejoqIQEBCAqKgoxoXhS3Kpy1H4OZlu3bql1Aod+rk1NTXQ0dFBcnIy/Pz8wOFwGDpsaGgI1dXVMDc3JwE2deDgwYPg8/k4deoUea2rqwvBwcHgcrmE+pGuGlYH6DXU39+PWbNmgcViMewLmUyGhw8fIi4uDoaGhrhw4QIAkIzunTt3Emfdj4JeK83NzXBwcACXy4WFhQVqa2tJ5eGCBQuwadMmhn5W5t79mj0m34g8MzOTcVFVlWN6ZGQES5YsAZvNxunTpxnjk5aWBktLywllev/+/XdT1969e5dR+dve3g4fHx/iXL5+/TrMzc2RmJgIExMTEhxoaWlRS9CM/t0dHR0wMzPD0aNHcf36daSmpsLf3x85OTlq66n1LXj69CkSExOxYsUKxuu0jUInZI2MjDCoab4G4+eUppKTXzN1dXVYsWIFTExMvquvjDIwVSiXli1bBrFYjMHBQeTm5oLD4cDW1haxsbFqoz2tq6uDo6MjI8kqNzcX3t7eAMYcJGKxGB8+fMCBAwfAYrHAYrEYdDfKsDVu3bpF1mdDQwOamprg4OBAEjdohIWFwczMjHx23759k3bmTBbkbdmRkRHIZDJ4eXlh6dKlCp+brKTAiRLtpgrV3ecgX6XD4/Fw4MABRrLryMgIcZDb29sjJCQEr1+/Vps+lu97lJ2djbCwMBgZGcHOzg7Z2dmkclkVtvj9+/dx9OhRREZGQigUYv369YiNjWXoZm9vb8ydO5cE2sb7sX5KTnqcN2zYAAMDA8bdcWRkBJ2dnUhISMCMGTNIYumePXtgZGREmEdUWY08lR32UzUwJI+nT5/i4MGDsLe3R19fH5E1NzcXLBYLpaWlAMboqiIiIpS+zqdqVc6rV69w5swZ3Lx5k3GnFIvFOHjwIG7fvo3w8HBSnSkSiRAYGEiqwpWBjo4OxMXFgcvlgs1mw93dnQRaPn36hJqaGjQ0NMDDw4OwxRQXFyMpKYnsa2XfT4aGhhATE4P169ejo6MDQqEQHA5nyvWl+RLUGoCRSCQwNzeHrq4uioqK0NjYCGAs4y0+Ph5tbW1YtWoVtmzZgv7+fpw9e5aU3sqXvKoLtMK4c+cOtm/fjnPnzk246ORfU1U5qTwSExPBYrGwb98+RuBq/vz5ZEG2trZix44d8PHxQXR0NJHzR0CPT0dHB6muuXbtGkJDQ+Hr68vICj9w4ADEYjFp2KgqjFf6aWlpcHZ2VqhSOnLkCPT19b/50vktqK6uxtKlS+Hm5kY4pDs6OhAZGYkZM2aQ7GEaqroo/Nz6mERFRUEsFhMjaMmSJYwDdaI92tHRQWg2gB/bn9HR0eDxeGCxWPDz8yPrfPny5TAxMcHevXsZGSefPn3C3r17lXqgfgva2towb948bN26lbw2fp+0trZi+vTpKutD8CXQ89nd3Q0ej0do0IDPXwq+dX6PHDmCVatWISoqiqG3lixZgjNnzuDatWsICwsj3PXR0dEICQkhfS5UCfnfFhQUBDc3N6SlpWHhwoWwsLBgXBjUmZE9VSp06O8aGBhAQUEBaUz57t075OTkgM/nIz09ndCn0EHVyZbja/H+/XssW7YMurq6E9JzpaamQltbm9GHQF3z/Pr1a1y4cAGDg4Pw9/eHmZkZbt++reB0TU1NVUkGLY/HQ3JyMt69e4eWlhYyjw0NDYSeZvHixUrnApZfN2VlZcjNzcW1a9cmdJzJzx39d6ruzdTd3Q2xWAw+n4/t27djdHQUR44cgYGBAR4/fgyAea7+yL748OEDZs2axQh8SqVSzJ8/H6dPn0ZPTw/i4uKwZ88etLa2wsPDAywWC76+vmqh+KV/q0QiQU5ODhISEohN1N3djY0bN8LPzw8ZGRlqDYh+CTKZDFKpFJmZmTA1NSUc/PKg++YtWrTom/XJRHMaFRUFDQ0NlJWVMZJkmpqasGDBArBYLCQkJPzYD/tOTEXKpdWrV+P8+fM4ffr0lKI93bRpE/T19UnWa0tLC7Zs2YIPHz4gMjIShYWFAIAHDx4gPDxc6f1xJBIJvLy8sHLlSvJaa2srLC0tcffuXQDM5EIOh0MSA+i5VDf96k+hpKQE9vb2pC/jZK/BwsJCLFy4kMEeoG6qu6/FyMgIEhISYGRkxPAr0aivrwebzVZZZfCXzkL5dTY8PIzu7m6VM6QsWrQIPB4PwNgejYuLw/z582FhYaEQ8EhKSoK2tjYKCgq+qzK5tLQUM2bMIHe08d8xMjKClStXQltbG/fv38fAwABqampQUVHB6BOjCkxVh/1UDgwBzDWdn5+PhQsXAmDarLm5ubCwsMDHjx8xMDBA7DZl6t2pWJWzbt06cLlc6Ovrg81mQ09PDwkJCejo6IBUKoVUKsX+/fvh5eVF/iYyMhJ79uwh/1bGXcDOzg5CoRDFxcUoLi5GRkYGNDU1ERISQmzYmzdvQltbG0+ePEF3dzdsbGxw6NAhDA8Pq6SPljwKCgrA4XBIkM/HxwdGRkYICgpSS1+ar4VaAzB9fX0kq8LR0REbN25EY2MjRkZG8PTpU3R0dMDZ2ZlESqurq5GWlqay8qavwb1796ChoUEcrjExMRM6xuUzp9WBoqIisFgsUt0REREBT09PRmmZRCLBgQMH4O/v/8O9EeR/b0lJCfT09JCXlweZTIba2lrExcXB3d0du3fvxvPnz2FnZ6fyjDf5ABF9Sbh79y64XC727NnDuIBWVlbC3d1dKQEY+UyS58+fIysrCy4uLtiyZQuRc9WqVWCxWEROeShrTf0c+5h8+PABS5cuxc6dO9HY2Ij29nakpqaCz+eT6hbgyxeWH1HQUVFRcHJywsOHD1FeXg4fHx/4+fmR/bBx40aYm5tj48aNDGfMVLvwFRYWQldXl0FnIZ9tU19fD1dXV5U3qR4PetyGhoZw9OhRzJkzB+bm5oyeDj86tnFxcXB1dUVoaChCQ0OJHqMxNDSEgoIC0jgcGOthpm7qp8bGRsTFxZGLy9u3b5GVlQUzMzPGRVkdBon8M+kGuequ0Fm6dCnMzc0hEAgY9E979+6Fn58fYmJiJuxjpgqMH4uOjg6SBZ2amkqCQzQKCwvVlskr32du06ZNWLhwIdmPwcHB0NPTw/nz5xmXb9ph/aXKtR9FY2MjXFxcGE0ZacdSaGgoOjs7sW/fPsY5oWwUFhZCU1MTXC4XLBYLy5YtQ3t7u8Ln1HlpkNefGzduhIeHBxYtWoSZM2eSpJDJlI/D4RDaVfnvzcvLw6lTp3Dr1i0IBAJCz5Keno7U1FSVNPX+0llSUVEBXV1d6OrqMgJ4MpkM+/btQ1BQEEJDQ9WmQybC+N8jlUpx5MgR8Hg8iEQikt1I4/79+9/VAPlzc5qVlYVp06Zh165djOSwLVu2ID09XSXN7D+HqUC59P79e5J0AIwFp1xcXEhCmzppT+X1dGRkJGJiYsi6HxoawocPH6Cnp0fuATk5OfD29iZ6X1lB5NHRUeTk5MDGxoZQS3348AEmJiZYvXo1+dzQ0BBGRkYgFArJXWuq4XNnYW1tLaZPn660NXjq1CnCQtLc3DwlqO6+BvK6JSkpCbq6uiQI+PTpU+zduxeenp6IiIggn1OmT0Zev36OtWUiimxV+Yny8/Ohr6/PYLOor6/HihUrYG5ujtWrVysk4+bk5MDIyEjB5vwSRkdHMTw8DCcnJ+jo6KChoYHh95APaDc3N8Pf35+xV9WBqeiwB6ZmYOhzdFWbN2+GkZEReR495zdu3IC5ublCcFTZmEpVOQUFBZgzZw4qKirQ29uL+vp6nDp1itDo0rbXsWPHYGlpiYMHD2LdunUwNzeHVCpFdXW1UoK1fn5+CkxNQ0NDuHfvHiwsLDB//nyi60UiEXR0dGBlZYXQ0FCMjIxAIBCQpCxlQp5mOCMjg/SlKSsrg6+vL4qLi0k1DB2MVGVfmq+B2inIuru7ERQUBFdXV7DZbCxevBjPnz/H6OgompqaYGpqivLycrx69YpkL6ob8g6GrVu3kkzxN2/ewMTEBK6urmrvZUJDXoHcvHkTWlpapKRTXvnJZ/7QfRG+V0nL/11UVBT8/f2hr68Pa2trxMfHo7OzE62trcjKyoKenh7YbDY56FQF+QDR8ePHoa+vTzbwjh07wOFwsHLlSpSUlODq1auwtLTE+vXrJ1WGz2WQNDQ0IC8vD66urkhOTiaG2/79+8FisZCUlDSpcvwUfo59TOTR2tqKnTt3wtPTE0uXLlVaFRpdWi3PJ3z//n1oamoyLkrHjh2DmZkZUlJSVHJQfQ8aGxuxbNkyODg4MPpA0di4cSPs7e2/yQhXJjw9PREYGIjExEQsWrQIbDab4Uj93gO3sLAQxsbGqK+vh0wmY+hTeeOHrpArLi6GWCwGm81mZFmqGtXV1aRvmnwT9tbWVhQUFMDGxkbt2cUAs0InIiJCpRU64/f/s2fPEBsbC1tbWxQVFZHqiMHBQcKjLE+hpSrQa/fJkyfIyclBUVER6urqIJPJcPDgQXh7eyM6OppBjTP+b1UtKzDWF+rixYt49eoVQ4esXLkS06dPR2FhoUqpZOlkgoKCAoX35BvJK7tfB/29DQ0N8PHxwZUrVzA6OopHjx5hzpw5CAwMZDTDnQqQn9fDhw/DwcEB7u7ujAD8ZIxXdHQ0tLW1GYHY8Y7aPXv2gM/nk3/7+/szqG9UEawqKSlBaWkpoypZJpOhoqICpqam8Pb2Vth7x48fx5o1a5Qu29dCXr6ioiIUFRWRRJqysjIEBQUhMjLyh6tcJ5pTedv38OHDYLFYyMjIwNu3byGRSCAUChnJRqoMQI6Ojk4ZyqWNGzfCxcWFVEz39/eDx+Ph2rVraqc9lQ+Wnz9/HvPnzycBIPr14OBgGBkZISEhATNnziRBU1XI5+fnB4FAQByCZWVl0NfXR2pqKgCQPhMcDkclwduvAb3O5XXe+LGiP+Pu7o7NmzdP6vNLS0sREhICFouFGzduYM+ePbC0tISNjY1aqe6+BfJ67fjx44iJicHcuXNhZmYGX19fbNiwYcLPTjbk523NmjXw8vJCTEwMqqurJ62v3Y+A7utGB3ilUimjb3FOTg78/PywfPly1NfXM/6Wttu+VS9LpVJ4eXnBxMSEnCs5OTkKSQsbNmwAm81GX1+fWn0JU8lhT2OqBYYmoquiKSk7Ozvh4uKC0NBQBuXco0ePYGtrq9CKQFmYalU5165dg4aGBq5evarwXktLC7y9vWFiYoLGxkYMDg5i+fLlsLS0BI/Hw8OHD3H58mX4+vpOuv8lPT0dFhYWZH+P11MNDQ1wdHQEn8+HVCrFu3fvUFFRQSgDgbHxVRY+F+iLi4vDokWLIJFIIBaLie2YnZ2t8r403wK1BGDGGxnnz59HTk4OLl++DB6PB39/f5K9k52dDRaLBTs7O/j4+KhDXAbkN+ODBw8QHx/PyJ759OkT3N3dYW5ujsrKyikRaaMvFMBYBhWtKF+8eME43CZDVvnv2Lx5M6ytrdHQ0IAPHz6gtLQUIpEIQUFBRPE2NjbiwYMHExqeysLnAkRWVlZITEzEwMAAysvLIRQKMXfuXLi5uSEpKQkymQwhISETZqh+K5qbmyEUCrF8+XIcOHAAZ8+exbNnz4jiGxkZwaFDh7Bo0SJERkaSw+vixYuMBqXKws+1jwk9t+O5niUSCYqLi+Hv74+wsDAFg/JH8bnS6u7ubhgZGSlkqlVXV8PExARRUVFqoU35GtTV1SEjIwNWVlZwdnZGcXExNm3ahLS0NBgaGhKHirp13JkzZ8Bms8ma7O3txfnz52Fvb8/gyf4WOUdHR4kjSD7jd2hoCK2trVi6dClcXFzg5eWF8+fPo7W1FRkZGWCz2fD19VWZYTleZmCsCm14eJgEbNesWUOoKoCxNVlSUgIbGxtGNYCqoc4KHfkz4PXr1yR4QRtwfD4fO3bsYFSRVFdXq7wSgV6zb9++hb6+PrhcLrhcLkJCQnDr1i0AY2dCSEgI/P39cfv2bZXKJw/5MU1KSoK9vT10dHTAYrGwYMECRkVkcXHxZys6lSEPjRUrViA4OFiBBi0yMhK7d+9Wmizj5ens7ER2djY8PDxIwgswVnFla2sLBwcH3L9/f0olMsiv/Rs3bsDb2xtRUVG4dOnShFm834qUlBRoa2vDzc0NiYmJDLoM+Wdfv34ds2fPRlJSEsLDw2FjY/Pdz/welJaWEnrRe/fu4fbt27h+/TpJpnj27Bmxscf3SFP3WUlDfp4CAgJgZWUFAwMD+Pr64sSJEwDGqvsjIyMRGhr63dXpX5pT+QzLO3fuQF9fHxwOh/xPlXj58iUeP35MkiamCuVSVVUVTE1NGTZIfHy82mhP+/v7P0sFFB8fDw6Hw7gfvXz5EpmZmRCLxcQGVvYZSu+xqqoqeHl5ESeXRCLBqVOnYG1tDUtLSwQGBsLBwQGBgYHkb9Wpb+XHJT8/HyUlJV9kzhCJRAp9YH4Uw8PDuHbtGtrb21FRUQEtLS0UFRXh5MmTMDc3h5+fH6ncVzXV3ecw0dkjr2cHBgYgkUjQ0NCg0E9HFcjJyYG+vj6ys7PB5XLh6OiI0tJShgNR1aivr8esWbNgaGgIHx8fkvAhk8mID2Z0dBRFRUUIDAzEkiVLCH0f/d63Qt63IxKJoKWlheXLl0NfX59Qz9Of2bdvH0JCQlROtUpjqjnsx2MqBYa+RFdF00YHBwfDzs4Oe/bsQV5eHqysrEggXFmYqlU5TU1NYLFYxHaYqOq/ra0Nvr6+8PX1hVQqRW9vL3p7exlnr3yi749idHQUDQ0NYLFYiI+Ph1QqZdhn8lVw169fh7W1tdIrbMfjS31pBgcH8eDBAzQ3N4PH4xFddfbsWSxbtkxlfWm+FWqvgAHGMhN9fX2xadMmSKVShISEwMnJCefPnwcwdqF59OiRypvXj4f8JvHz84ORkRF0dXUxf/58hQ1EZ09NhR4JNOjFJ5PJ4O3tTRzDk7EoHz16RDIYaGW/YsUKBg+vTCZDdXU1BAIB3NzcFPgoVeHc+qkAUUxMDIKDg4lDrru7m9COtba2Yu3atZNipF+4cIE0pORyudDR0YGRkRG0tbXh4uKCRYsWISMjA4GBgTAyMoKfnx/DAFI2fs59TLq7uzFjxgyEhoYyqhSGh4dx8uRJGBkZwc3NDeXl5ZPyvOHhYTg6OkJXV1ehtHrx4sVwcnIi/5Yvm2xoaFBrL6uJ1vH417q7u3Hjxg3ExsaCx+PB2toaK1euJI7eqXCglZeXw8nJiTHuUqmUOHnDw8OJ4fKtezcoKIjQfQDAoUOHYGdnB01NTfj5+SEwMBAGBgYks7Onp4cR7FA1+vr6EBwcDIFAAIlEgjNnzkBDQwNisZhhvA0MDJDggjqcDuqu0KHPmr1798LOzo5cBmlDLScnBy4uLli/fr1CkErVQZjh4WHY29tj+fLlAMaojmbOnAkfHx8cOXIEwJizVCAQTIlM3m3btsHGxgZ3795FfX09qQ7LyMhgrLWHDx8qrQJGvmpoy5YtKCoqwuvXr/Hx40f4+PjA398fBw8exN27d3H+/Hloa2sz1qGyUVlZCX9/f2hqak6YMRYaGgoWi0X4i6cK5OevtrYWoaGhCA4OxqFDh36oQe62bdugra2Njx8/4tGjR/D394dQKERpaSnR6/RFdWBgAIcOHYKvry/i4uKIfaaqs+jx48fw8fFBf38/Tp8+DT09PVhZWYHNZpPMz48fPyI4OBhz5sxRCe/692LNmjWwtrZGR0cHBgcHwWazweVykZ+fj8HBQdTX1yMqKgrx8fHfrPe+Zk5HRkbIvNF0j8ePHycXflU44JKSksBi/X/tnXlcjen//18V2ULMkBl8DGbmoFAkayoqTUIhKdnSlKVCkVCSNSI7pcyMIcYy9n1fxm7GLkuWChXa9+28f3/0u+/vOS1UznKfmev5eMzjMc45nft97uu+rvd1vVcRTZw4kZ4/f07x8fGCKrnEZeFy6xPXbP3XX39VaNlT7tw4cuRI+u233yg9PV0qQjY5OZnc3NzKdWTLW2dKrhGScAYbzjhaWFhI79+/pw0bNtC6deukHFvK3MtK3h8uOGbQoEG0e/fuMoZ67rOSpQy/dA8XHx8vlXmcmZlJ9vb2vOP11q1bfM9PCwsLPtBMEaXuJJHsgSaZrUFUtldaRfdEUdlhRERPnz4lHx8fqd62c+fOJXNzc/rtt9+kztCKoqCggIyMjCgoKIgeP35MU6ZMIUtLSykns+RZ6sSJE+Tu7k6jRo364ihyyfU8ICCA2rdvT25ubmWqBYwfP55mzpz5RdeqjmxCNNhLIjTH0KfKVZmZmdGIESMoJSWFYmNjKTg4mPr160fu7u5SmXPy0A1Czsq5f/8+7+jgWm4Qlaz7XOWkoqIiOnXqFPXr16+MPPLUU+fPnyd9fX3y8PDg99WjRo2iKVOmSF3XxsaGP48qisr0pbl27RqfbS0Wi8nGxoZ27NihkL401UGhDphjx47xPV1KR6gnJCSQnZ0dn9Lv6+tLAwYMoC1btgiitqgk58+fJ2dnZ3r8+DFdvHiR7OzsqH///mVqrkdFRQkuul1yoeYaqv36669flBKbmppK48ePp7Fjx9KzZ8/41wMCAsja2rrM59euXUu6urrk6OjIG5DkTXkOosWLF1foIBo2bFiZ9EBZb9xu375N/fv3JwcHB4qJiaH79+/T/v37KSwsjFxdXWnChAnUvXt3MjY2JpFIJJU6LU9UsY9J6bF5+PAhWVhYkJ2dndQGKT8/n8aMGUPe3t509uxZmV2/vNTq8PBwMjY25qOLJO+PspVBTk4OhYWF8XNBcgMlWWJRkvT0dMGUHJPkzp07pKenR4cPH5Z6/cmTJ2RpaclHkpSORv4U3G/39fUlc3NzioqKogkTJpCuri5ZWFjQrVu3+IPfrFmz+PqnyqD0c3X//n26ceMGH8l869Yt6tq1K7m4uNCrV6+UFuVZOkOH60sWEhKikAyd27dvU3h4OP/v8+fPk66uLkVFRdHp06epZ8+e5OnpyV9z7969ZGNjQ35+fgotlVWamJgYqaxDf39/8vDwoKCgILKysqJff/2VMjIyytTqVjTFxcWUk5NDEydOLGOEu3HjhpSzQZ5rYUVZQ66urnTv3j0+pX/UqFHUuXNnGj58ON/UUh5zIzg4mFxcXOiPP/6Qeo5ev35Nfn5+ZG9vT5GRkWX2YIraG5VHRWVvSr//8eNH8vb2Jjs7uy9qMO/l5SVVxoAz/I8ePZqioqIqdGoroqZzaSfA8+fPKSwsjO7cuUOdOnWi/fv3U2xsLPn5+VGHDh34PWVRURFvvI+PjxdUNhNRSTaDu7s7nTx5kohKMnuGDBlCCxcuJFNTUwoJCaEXL15Qbm5utYIKqjKm5QXXKcrRPXfuXAoICKC8vDy+r5aVlZVSSy5JGpA/fvxIHh4efElV7vUdO3YovOzpli1baPHixdSlSxeys7OjgIAAKcf1b7/9RpaWlryuUsQzf/LkSQoODuadApLk5OSQk5MTrVq16pNnXGXvxzkWL15MQ4cOpWnTptHw4cPJ3t6eNm3aJLV3LX1PZXGPuVJ3XPZSbm4uDR06lC5dukRZWVk0d+5cWrduHT158oRsbGwUWupOEskyVUQle//x48eTra0tbdmyRcpYqez1NjExkby9val79+5lKiBs2rSJzMzMKDg4WOHlRleuXEkeHh78v588eUKBgYFkYmIiFWwmOV+uXLlSxgFdXTh9OnPmTD4Ixdvbm88EXrx4MfXu3VuhZdqEbLAXqmOoMuWqBg4cSKNGjeLtBqX1k7zWXaFm5XBj9erVKzI2NubLi169epVEIhG/FyMquTdGRkZl7Brykovbb8XExJCxsTE5ODjwdnjOts3NXU9PT6neePKmqn1punbtSlZWVuTq6qrQvjRVRWEOmNzcXBo4cCAf8T9hwgTy8fGhuLg4XulHRUXR3Llz+b9ZuXIlGRkZybxc0Jdw9+5dmjhxIi8n15Dazc2N9PX1yy0Boqw0SkkqMnhUp6FaacRiMR09epSmTp1Ko0aN4h0X8fHxZGdnRwsXLpSK9OAWv5UrV9LkyZPLbKpkjaSDSDKitDIOInk3AX358iVZWlqSnZ1dudElycnJ9ObNm3JrRcoDVehjUvpgLjm/3r9/zxuCUlNTydHRkXr37k13796l4uJiyszMpPHjx5cpKfElSF5/5syZpK+vT/PmzSMjIyM+OkzZh4HSnD9/nnr16sUbbX19faUa9kmuEUKSnbvX2dnZlJyczG/o1qxZQwMHDpQy/D569IiGDBlCZ86cIScnJ74ReFXx9PSkHj16kKWlpdRaxj2HGzZskPvGrSIk58LChQtp9OjR1KVLFzIzM6OwsDB+HD98+EADBw4kIyMjqVJQiqZ0hs7hw4cVkqGTlJREnTt35jeNOTk55OLiwhveP3z4wPcpGzx4ML8+XL16VSHNlj/F06dPqVOnTnT79m06d+4ceXp60qtXryg1NZWMjIzIyMiIPD09+c8rer6WXo+dnJz4Xjn5+fn8nA0NDVVYr7eKsoYcHR3p0KFDRFSyJ3369KlUCTBZ37t79+5Rly5daMOGDfTgwQO6efMm7dixg06fPk3Pnj2j/Px8WrZsGTk7O1NISEi55U0VbRzkxisnJ4eio6MrLLnKjXtxcbHMsnMl+2xlZWVRYGAgOTg40IYNG6QMCoq6J5L3Yvr06bwBJDc3l0JCQsjHx4eIStYPGxsbmjdvHtnY2JC3tze/py7dyF4oFBcXk4ODA4WEhNDbt2/J29ub9u3bR0QlGVgGBgY0bNgwPhLyS65TmTFVdGYhx7Jly+jEiRN0+PBh6tSpE0VFRdHBgwfJxMSExowZw2caKKLkkmTAnuRadPjwYerYsaNURYXU1FRatGgR9evXT+5lT0s3CE9NTaU1a9bQtGnTqF27djR9+nTasWMH5eXlka+vL02dOvWLMuKqgp+fH9na2lLnzp3J29ub/vzzT6kz5Y4dO8jBwUGhWVXV4fnz52RsbMxnUxOV9LsaP348LVmyRK7OBa7UHdcHjajkTHDw4EG6ceMGubu787aNmTNnyr3UXXkUFRXRhAkTpErGGRgY0Lx588jX15eGDBlC/v7+X1wqqzpwmVWJiYn8NT98+ECRkZFkbm5OI0eOLBMAduTIEdLX11d4huSbN2/KzIE3b97Q+vXryczMjEJCQvjXy3OCVHadjouLq7BcoeR3P3nyhHr06EHjx4+n0NBQ6tSpk8L7NQjVYC9Ex1BVy1VZWlpKZYDJG6Fm5XBwe9esrCxydnbmKylFRETwnyksLKSkpCSys7NT6PlTcl/dt29f6tixI39G5nj//j2ZmZlJ6Qp5UpW+NHl5eRQbG0vnz5/ny/ARybcvzZeg0AyYmJgYGjduHHXo0IEiIyPp559/JktLS5o1axYdOHCAUlNTaciQIVKNKpVpLJJELBZTYWEhbd26lYYMGUI9evSQivj7+PEjLVq0iEQikdwbM34KbgI9ePCADh06JGV0lFS6kgtMdRuqlf6bmzdv0uzZs8ne3p6fnH/88QeNGTOG3Nzc6NixY3Tq1Cnq378/hYWF0evXr8nQ0FDupbWE7iBKS0sjFxcX6tatm1Q6d3lGBnkaHlStj8m9e/eklP3EiRPpp59+oj59+kg1ffb19SVdXV1ydXUlS0tLufSSkpxb4eHhJBKJaNy4cYLLgON49eoVeXp6UmZmJr1//543ikg2rleWQaQiJEsOODk5kZ2dHdna2lJ0dDQVFRXRqlWrqH///jRixAiaOXMm9ejRg49Gdnd3pw0bNlTrekQluisnJ6fMwaW4uJhcXFxo6dKlX/jrvox58+bR4MGDaevWrXTkyBEaOnQoWVpalimrFBAQoNTG7OVl6Ny+fZu6du1KEyZMkFuGjqWlJfn7+xPR/+nyYcOGUUREBOXn55O/vz+fHWNlZUXm5uY0d+5cSk9Pl7ksn6Ki0hmXLl2ipKQkCg8Pp8DAQMrKyqL8/Hxyd3en7du3Ky1Dh5M1LS2NFi5cSHl5eRQWFkaGhob0/Plzqc9u3bqVfv75Z8rLy5P7M/iprKEBAwZQZGRkGcOyPJ67Fy9eUIcOHSgnJ4d++eUX6t+/P9nb29PkyZOpa9eu9Ndff1Fubi5t2bKFxo0bR97e3krpH8UhuebZ29uTmZkZ6erqUkREhFQ5T47S41ide1je30jKsWHDBho2bBgtXbqUL9GgCCR/m62tLU2YMEHq/fnz5/MN2kNDQ2nRokWUnJzM98PT1dVVqLyfo7w5d+/ePbp79y7dvXuXJkyYwMsbEhJC3t7e1Q6uEeqYcsTHx/PNp4lK6rIPHTqUjwC/fv069ejRg8aMGUMWFhZ8c3l5llyKiYkhX1/fCstIhoSEkJubm1SlBbFYrLCypxX12rh37x4FBATQuHHjqEePHjRz5kzq27cv35tGESQmJtLly5dp3LhxNGLECOrduzdt2bKFr7QxadIkcnV1Fazzhaik1HqfPn3KrP979+6lTp06ka+vr1zLZJYudcf1A9m2bZvUmcnLy0vugYnlkZ+fT0ePHiUnJydycHCg7du3U0BAAP/+hQsX+L5ksqxuUBns7e3JwMCAgoKC6P3795Sens6vt2fOnKExY8bQ+PHjy8wJRZavKg/JuZycnEy7du0iKysrmjZtGj9XqjJnJMvc+/j4lMmaKX2m5D6fmZlJgwYNIpFIpPCAJyEb7IXqGCKqWrmqBQsWyF0eImFn5UgiOadEIhHp6enR3r17pexFq1atIjMzs3L33fIkPz+f8vPzqU+fPjR8+HDq1KkT7d69m58fI0aMKLMXlgeq0JfmS1F4D5jU1FSaNGkS9e7dmx49ekSXL1+mNWvWUM+ePcnDw4MWL15MFhYWfINZZUdfl56MxcXFdOXKFXJ2diZHR0epSPrMzEzauHGjVBqnIuEeznv37pGhoSFZW1tTly5dpNJNJSc+d29lqTwePXpEwcHBZGdnx3t0r1y5QrNnzyZ9fX0aOXIk+fn5EdH/pTnLc1NZFQfR8ePH5eYg+tyiXlxcTEFBQaSrqytVl1hRqFofkwsXLlCXLl3ot99+o6ysLFq7di3Z2NjQgQMHaPPmzdSlSxepqPA9e/aQn58frV69mp8D8ip9Q1TSl6RDhw7k4+Mj02ZpskTSsZiYmEgRERE0cuRImj17Nq/clL3+ckjOY2dnZ3J1daXIyEiaPn06tW/fnjemPHjwgObOnUshISF8/erCwkIaPHhwtRzjpX9/XFwcH6H4/Plzmj9/PpmYmCilPxkn28uXL8nGxqaMsWzixIlkampargNZUYYIIWToeHl58XVhOfLz82nLli104sQJunfvHk2fPp2PLg4ICKCBAwcqNGqm9Hj8/fffFB4eTuvWreNLVIjFYho7dix5e3sTEdHFixfJ3NycN9goeq5KXm/btm18s+Xo6Gjy9PQkY2NjOnnyJKWlpdHLly9p0KBBUg5eefK5rKEePXpI7Yvkye3bt+nevXvUtWtX3rgQHh5OvXr1oujoaD4rd9euXTRu3DiFlyThkBzPBQsW0KhRo+j69eu0detWat++Pfn7+38yolXWSOrTffv2kYODA02aNEkhDirJe+Hj40M2NjZlPnPv3j1av349vX37ltzc3PiScadPnyZPT09B9GPi4PRTQUEBbd26lbZv3y51dvnjjz/IzMyMkpOTqaioiOzs7OSyD1XmmErClVziAq+ys7PJzs6OLl26RJmZmTRjxgwKCwuj58+fk7W1tUJKLp08eZKGDRtGpqamZGlpSeHh4VIVFaKjo8nOzk4qslNRDe1LU9oZU1RURHl5eXTgwAGaNm0amZmZKSR4srzf//z5c/rtt9/I1taWHB0dydXVlQ4cOEDDhw8XVE/W0s9SZmYmHxQiaRQUi8Vka2tLQ4YMIT8/P5ka7StT6m7Xrl3UrVs32r9/Py1ZsoRMTU2VVoq4sLCQbt26RVOnTiUjIyNycHCQev/x48f0888/088//0zbt29XSBmr1NRU+umnn+jixYuUkZFBQUFBNGjQIHJ3d5cqAzx16lRycHCQKjPEIZRgt+zsbDp9+jQ5OjqSra1ttco2p6Sk0LFjx8jS0pJWrFhB+fn5FBcXx6+1pYOMJPe+5ZURlCdCNtgL1TEkxHJVQs7Kqej5KCgooNjYWAoMDKQ1a9aQSCSi0NBQEovFdOjQIWrXrh1vW5PHM/bixQsqKCio8Bnh7tnGjRtJJBLRxo0bafr06WRpacl/RhHOKiH3pflSFO6AIfq/2sgdO3bkMzRycnIoODiYpk+fTiKRiNauXasM0aTgBreoqIjWrVtHq1evptOnT5NYLKb79+/TjBkzyN7envbv38//jaIjbIqLi/m+OUQlmzgTExNat24dZWdn07Fjx0gkEpGtrW2ZHihfwoULF+jMmTOUkJBA79+/l1KoaWlpFBYWRs7OzjR//nxeYaWmplJ6ejpfdm7ixIk0fPjwL5ZFks/9NmU4iJKTk3kD8ecOcL/99hvp6uoqPL2bSPX6mKxfv55MTU1pxYoV5Ovryxu3CgsL6dq1a2RmZka2trZSmyvJA2N1+VRqteTmkkutdnZ2pidPnlT7erKGmyOl+3BlZmbS7t27acyYMTRx4kRBlX7kiI6OJi8vL35zkJmZSevWrSORSCSV9VRYWEh//fUXRUZG0ujRo8sc1ErzuXR5opJn5sSJE9S7d28yMTHhSwd+Se8DWZCYmEjm5ua8o1jygDBw4EB+nVOmM00yQ+fo0aMKy9CZN28e6evr0/Dhw8nPz09q082VsNu/f79UpJGvry/9+uuv/OfkfThOTk6mSZMm8RkjMTExpK+vT7a2tjR48GAaMGAArz8OHz5MgwcPpkGDBpGRkRFv5FXm2EZERJCXlxclJyfT2bNnKSYmhhISEig0NJR0dXXJ3NycLCws+Iahv/76q0wzi6qaNeTm5kbbt2/ny0nJenyTk5Ol+rcUFhbSzZs3ady4cURUEghiYGBAx44do9evX5O7uzs/9lw5NEU2Ci7NrVu3aPLkyXwQFFGJYcTQ0JDGjRsnk/Ignzv8cUi+f+HCBYUdsLh7ExkZSSKRiC/7wcnEyZWfn0/Pnz8nIyMjvuTSkiVLaNKkSYIwqs2fP18qKtDBwYH69+9P/fr1oxEjRvA689WrV+Tg4EAODg5kZWVVrSxhoY+pJFzJJUkn08yZM+nIkSN06dIlmjhxIh+t7uXlpbCSSxkZGRQfH0+LFy+m0aNHU+/evWnKlCl05swZys3NpcOHD5ORkZFC9pOVPbeUfi8rK4vPPFTkGaH0tZKTk+mff/4hf39/vvy5EOwKRNKy5uTk8Hu29evXk52dHe3bt48/r6ekpNC4ceNo165dNGDAAKkKIdWlKqXuuOxWrtRd6cxWZRAdHU3+/v4kEonKZON8/PiRJk2aRN7e3gp5/rKzs8nW1pZevXpFixcvJlNTU9qyZQv5+vqSjY0N/fLLL5Sfn08vXrygoKAg6t+/P/35559yl6u6FBYW0vXr12ncuHF0/fr1Kv+9v78/jR07lq5evUoFBQU0fvx4srKyop49e9KJEyf4z0mOjaLtZkI22BMJ2zFU3vcLpVyV0LJyqmL7O3HiBHXs2JFGjRpFHTt25O3K8hjHhIQEcnFxKePMr8i+d/LkSRKJRNSuXTteL8l7zgrR0SdrlOKA4fj111+pXbt2Uhvb1NRUunv3rtJThSUny6hRo2jAgAFkY2NDTk5OtGHDBsrJyaE3b97QwoULyd7eXqpupiJ5/fo1zZkzh1+gz5w5Q8OGDeMnz6RJkyggIIBcXV2pZ8+eMkn3f/z4MYlEIhKJRGRubk7dunUjJycncnFxoXXr1tHBgwfp4sWLFBoaSoMGDSIfHx/egP/u3Ttyd3enfv36kaOjo9zqBAvJQXTz5k0yMTEpY+Ct6Bk/e/YsiUQihaZRC72PiWSq8rNnz/i69BcuXCBTU1M+eoBDLBbTs2fPaNSoUaSvry+zMhfFxcXk7e1dpdTqn376iYyNjaUa6CmbtLQ06tixI7m5uUmluBYWFtLBgwepd+/eNHz4cDp37pwSpZTm2rVr1LlzZ9LX15faDOfl5dH+/fupW7dufH3ovLw82rNnDw0bNoyPwqqIyo4pUcmG6vr16xQeHk7Xr1+vUoTYl5KRkUG7d++mlStXUmBgIH9g+PjxIxkbG0tFPhUUFFBRURG5u7vT5s2bFSajJMrO0Nm0aRPp6+vThw8f6P79+zRmzBhyd3eno0ePSj0PXMTfL7/8QkFBQWRoaMiv1YpY8/Lz86lv3740cOBAun37Ni1cuJBWgReg9AAAYzBJREFUrlxJRCWGhuDgYDIxMeGdLcePH6eIiAg6cuQI/x3KXJsjIyPJxcWF/Pz8aOrUqVL9ymJjY+ns2bN07949KiwspL1791JQUJBM5K1O1tCFCxeof//+UmV8ZM2WLVsoLCysjGzGxsZ0+vRp6t27N/9+YmIiGRkZ8b035D2ODx8+pG3bttHNmzfLff/Fixc0fvx40tXVpfXr10u99/HjR7KxsSFjY+MvynqtzOFPEsl7Itl3Rl5wcnD9qUaOHEkTJkyg7du3l1vqKScnh3eK+vv7U+fOnZVaRo4jPT2d5s6dS3p6enT48GG6du0ajRgxgvLy8igmJobCw8PJwcGB1yWXLl2i9evX08aNG6v8HAp9TMujdMklsVhMRUVF9Ouvv5KLiwv/OXd3d7kbTMu732/fvqW7d+/Szz//TKNHj6YBAwbQli1byNXVlUJDQ+WedVvVc4uiqIyjr/R7L1++FEz2i+RYBwQEkI2NDXl6etLx48eJiGj58uVkY2NDXl5eNHPmTHJ0dKQhQ4YQEdHmzZvJ19f3i65fnVJ3xcXFCit1Vx7ceKakpPBjn5mZSStXrqS+ffuWyawtKipSaBZ/eno63b59m0xNTflM6/DwcDIwMCBnZ2dasmQJZWRkUHJyMq1bt06q75yiqez9qGzp9dLft2PHDr76xKhRo8jZ2ZlOnz5NoaGhJBKJKuw1qgyEZrAXumOoNEIqVyVEY31ldKhkRZknT56QgYFBmSxEWXL//n26evUqiUQiunnzJmVkZEit9aWrJEme47l9rSL3AEJ09MkKuTlgKhNRTFRibDYwMCAPDw+FNe37HJIDvmLFCrKysqKcnBwSi8U0cOBA6t+/PwUGBlJSUhKlpaVRSEgITZs2TeEHiEOHDtGiRYtIX1+fV5Znz56lIUOGUHJyMv355580Y8YMiomJoX/++Yd3mvz+++9ffG3O4GlhYUFHjhyh5cuX05QpU2jYsGHUpUsX6t+/P18HWyQSkbOzM+Xm5lJRURElJSXRixcv5FbbMDo6+rMOokuXLlFoaCjZ2NjI1UE0a9YsWrhwIdnY2FBhYSFdvHiR9u/fz//2ijYgyihbJdQ+JpxcHz9+JBcXF+rfvz8ZGRnR3LlzKSMjg549e0a2trY0cuRI+uuvv6SMqwkJCTRx4kSpLLXqkpKSQsePHycLCwup1GpJY21FqdVCqE1ZWpk/fPiQLCwsyM7OTspwkp+fT2PGjCFvb2+F11KuiH/++Ydyc3PpwIED1K1bN5o3b56UkauwsJCuXr1apvTF54wUVR1TZTJs2DAaM2YMfyC/evUqL9uJEyfIyMiI5s2bR0Ql60pmZiYNGDCAL8UmTz6l+5SVoePl5UXHjh3j//369Wvy9PSk0aNHU1RUFG9MyM3NpWnTptHIkSNpxIgRvJyKOBw6ODjwWcBubm5kaGhII0aMkCqX9+7dO4qIiCjTIJVD0fuO8sbp1KlT5O7uTlZWVrwhqSJkURbkS7KGDh06ROfPn6eVK1fKvESJi4sLLVu2jP+3ZLbP7NmzycjISOpAmp+fT0OHDpV6TuVFYWEh/fzzzzRixAiKjIykd+/e0YkTJ+jKlStSJWWuXLlC7u7uNGTIkHINz2PHjpUqjVQVqnL4UyZ3794lkUhEZ86cIaKSTLryGsdz8v799980Y8YMmjVrllTmkLL4448/eCNSeHg4tWvXjtfpnMxpaWm0c+dOcnZ2Jm9vb4qPj6/WtVRlTIkqV3Jpx44dZGRkRLt376aAgAAyMzMrE10sT8pbz58+fUoHDhygYcOGkZGREdnZ2cl1X1Ldc4u8+RJH3+c+qwgk5Vm+fDn17duXNm3aRO7u7jRq1Cg+8/bixYu0bt06mjhxIq1du5bXU1OmTKFZs2Z9kQxCLHX3Kbjxun79OtnZ2dHQoUMpICCAzzyPiooiCwsLmjlzpkx6klUV7hrXrl2jn376iYhK7qGLiwudOnWKIiMjycDAgFxcXKT6myjqnn6qakV596e694wLsMrNzaX379/T2bNn6aeffuJ/p7+/Pw0YMID09fW/2In4pQjVYM8hNMeQqpSrEpKxvqo6lPu35JlE1msEZxNYtWoVXbp0id6+fUt2dnZkbW1Njo6OfMZVRbLJQ6bKIBRHn6yRiwOmKhHFRCVeP2NjY7KxsVFIzc6KuH//vlSZroKCAvLx8eEPoYcPHyZ7e3sKDw+nwYMH0/Tp0/lIQs5Qr6iH8+HDh9SnTx/asWOHVAmctLQ02rhxIyUlJVFAQAAtW7aMCgoKKDExkTw8PGjfvn0ya9h7/fp1MjIyIm9vb/47MzMzKScnh6Kjo+nKlSt8o7zy6p7Kk/3795ORkRFZWFjQ0aNHafny5eTh4aFQB9GdO3eoW7du9PjxYyIi8vPzo+7du5OpqSn16tWLNx59ysir6MVOaH1MJOWxsLAgb29vunnzJm3YsIHMzc35kgKJiYnk7OxMw4YNo+PHj0s947JyIM2dO5fGjRvHp1aPGzeu0qnVyjbiSxpB3r9/z68ZKSkp5OjoSL1796a7d+/ykWXjx4+XqhGvTDIzM8nFxYVcXFwoPT2dTp8+TWZmZuTn50cPHz7kPycWiyvcQFREdcZUGUyePJlGjRpFmZmZlJ+fz69NhYWFvM48dOgQWVlZkZmZGY0bN46sra35skfyhHu2uBJ2oaGhNH/+fMFk6EiWDMrKyqLAwEDemCqpO5OTk/nnRxHr7ty5c6l///5SkYZclOCMGTOk1rDU1FQ6cOAA9erVi88YVuaacu/evTI1/u/evUvTp0+n0aNH0549e8rIJ8t7Wt2socOHDxMR0e7du/n/lxVz5syhfv368ZmON27c4KObExMT6eXLlzR+/Hg+EOTo0aM0ZcoUGjBggEzl+BTcWpGfn09mZmZkYWFBfn5+lJiYSAkJCZScnEyFhYWUlJREfn5+NHbsWNqyZUu5+/KqPn/VPfwpg0OHDtGKFSukXuMaxy9ZsqTCjFpl9AIrzfXr10kkEtGpU6f4106dOkW9evUiExMTqSj2wsJCOnHiBI0fP56cnJwoIyOjSuOqKmNalZJLqamptGjRIr7kkryymSoTpFh6zczJyaG7d+9WOjq9Osji3CIPVMnR9zmio6Np1apVfGBWWloahYaGkpOTEy1dulTquXjz5g1t27aNFi5cSN26dZNJHy4hlborj6KiIqmS0R8/fqROnTpRcHAwBQUFkbu7O40ePZrvx3j69Gk++IILllWEjET/99zFxsaSs7MzRUdH0+bNmykgIIDS0tIoLS2N+vXrRz///LNMAgGrguR9WL9+PU2ePJkiIiJkUkZUksuXL5OdnZ3Ua6dOnSIHBwfKycmh06dPk5ubGz1+/JiOHz9OIpGIBg0aVO1ADlkhJIM9kTAdQ6pQrkoSIRjrq6tDJfW9vNawSZMm0Z49eyglJYV69OhBs2bNoiNHjpCtrS3169ePX/OVEXyqKo4+WSFzB0x1I4o/fPggFR2gaFJTU2n8+PE0duxYevbsGRGVTIYxY8ZQQEAAJSYmko+PD78Iz5o1izp27EgmJiYybYpXWWJjY8nGxoaSk5P5jA/JKMrc3Fz66aef+EPYvn37yNLSUua1eWNiYmjAgAH0008/STWPrWjiKnJCf85B9Ndff8ndQRQYGEhxcXG0atUqMjc3p+fPn1NSUhL17NmT9PT0pKKMFIkq9DGRXITHjh1LI0eOlHo/ODiY+vbtK9Xcb8aMGXzUv6ydRp9LrZZs2i0UJXDv3j2ptOWJEyeStbU19enTR6pniq+vL+nq6pKrqytZWlpWqwa8LJE83KSnp9Pjx4/pxIkTfPbe7du3ydramtzc3Ojq1avVdtyrwpg+fvyY7OzspAxBXO+BGTNm0IgRI2jZsmV07949+vDhA23YsIE2bNggFQAhL9kl56iQMnTK0zOSsnLG1KVLl5YpjaYIduzYQbq6uvzeQdJAuG/fPhKJRDR//ny+1CJRSZDH1atXlV7KsLi4mGbNmkUikUiq3BhRiV4ZPHgw9e/fn5YuXSqXgBpZZA3JmtLjSVQyR48ePUoTJ06kMWPG0JMnTygpKYmWLVtGdnZ29NNPP5Gnpyc/xopcXzIyMsjY2Jju3LlDubm5NHnyZLK1taVBgwbRmDFj6OrVq5ScnEzBwcHk7OxMK1as4CMxvwQhH/4qQtJ48Oeff5K9vT35+flJ1ccXir5///49GRgYUHh4OBFJr3mPHj0iMzMzsre3L7M3unTpEp/5V1WEPqbVKbkkFovlWnKpqkGKn3tP1gjt3KIqjr7ySElJkdLjHz9+JAsLC+rQoQOvx4hK1pnffvuNXFxcaPr06fT3339TcXExHT16lMaMGUPTp0+XCjiqDkIsdVceu3fv5p3cYrGY7t27RwsXLuTfv3btGs2cOZOGDx/OP4s3b94sM5/kjVgsJldXVz7rNzExkfLz82n8+PG8YTwuLo5GjRpVrX4qsmLhwoXUvXt38vLyIkNDQ3J3d6fbt2/LzDD+7NkzMjQ0pMePH/Pr1I0bN2jq1Kn07t07Cg4OptDQUMrJyaGHDx+SjY0NjR49+otKmcoKIRjsSyMUx5CQy1UJ3VgvNB3KBcwlJiZSRkYGLVq0iO/LmZ+fT7a2trxe4qoHKBJVc/TJApk7YFQlorg0YrGYjh49SlOnTqVRo0bxzqCkpCS6e/cuPX36lI9uICop0eTn5yfldFA0XJPI1NRUWrJkCenq6krVHvfz8yORSEReXl7UsWNHfsLL+hCUlpZGLi4uUv1COJTdiFTSQSQZ9SFPB9Hff//N15XOzMyk7OxsGjlyJB06dIiISrJzBg0aRMHBwSQSiaQMR4pA1fqYlG5Ix0X/nzp1iiwtLSkhIUFqPVm3bh117NhRZoZdrlk9l1p95swZwaZWS3LhwgXq0qUL/fbbb5SVlUVr164lGxsbOnDgAG3evJm6dOnCOx+IiPbs2UN+fn60evVqXpEpY52WfA69vLxo6NChJBKJqF+/frR8+XJetsTERBozZgyZmZlV2YiuSmPKOdu5DW1qaipt3ryZevToQZ07d6ZRo0aRiYkJjRo1SmklNzw8PPgI6ooydA4fPqyUDB1JJO/Fvn37yMHBgSZNmqTQng1XrlwhkUhEI0eOpDt37vCvSxo6bt68Sfr6+uTq6kpxcXFyzSapDKWvl5mZyeuvX375Req9VatWkbu7u1w28bLIGpL1/qei8eS4evUq+fj40PDhw+n8+fP86x8/fuTnhrznaHm/efPmzRQTE0Ourq7k7OxMcXFxdPXqVdLT06O1a9dSUVERFRYW0i+//EKDBg2q0IBdGYR++Pscks//lStXyNnZmSZPnkynTp0S1FlmyJAhpKurS1evXpUqK8eNf2JiIjk4OJCJiQmvA6uLqoyp0EouCbXsqdDPLUJ39FXEsmXLpMpS5uTk0KlTp2jAgAHk4OBQxsFx+PBhcnR05LOyOB0ha0eIEErdlUdGRgY5OjrS/PnziYj4583GxkbKIfr48WNavHgx2dvb05o1a6S+Q1H7o4SEBPLz8yMzMzOp+TBlyhTy8fGha9eu0c8//0xubm78e4q6n9x1oqOjacqUKbyzIykpiRwcHGjkyJF05swZKT1RHYqKiig9PZ2srKzKOANSUlKouLiY7OzseB1w584dGj16tFyz+MpD6Ab70ijbMSTkclVCNdYLVYeuWbOmTKm6+fPn06JFi4iopF/q9OnTKSkpiWbMmEEikYj8/f354GZ5I2RHnzyRuQNGFSKKSyO5SNy8eZNmz55Nw4cPl1ImR48epe7du1NcXBzl5ubSoEGD6LffflO4rGKxuNyNWH5+Pu3cuZP09PSkDIbr16+n4OBgPjumOsq/sk0Pg4KCqEOHDgprhFTZ36IoB5FYLKbs7GyysrKSWljz8/NpxIgRdODAAXr79i15e3vTrl27KDc3lxwcHEgkEpGDg4PMSsN9ClXqYyLZkG7GjBllGtJZWFjwm3Qi6fXkyJEjMtnglZdaffr0acGnVnOsX7+eTE1NacWKFeTr68s7lgsLC+natWtkZmZGtra2/LMnmfav7PV52rRp5OTkRKdOnaJbt26Ru7s7byjhngOxWEwbN26s0veq2pgmJCTwJdf2799P9vb2JBKJaPz48VIRZGZmZryRVJGH5k9l6Pj4+JC9vb1CMnQqo6eIpNf8CxcuUFBQ0Bdfu7K8fv2aOnXqRPPnz6eff/6Z3N3dpZ7noqIi/l4kJiaSpaUlWVlZlWvYlxefenYeP35M9+/f50uubtu2jXR1dSkgIICISsZ96tSpfC37z31fVRBi1tDnxpPj4cOHtHDhQho+fHiV1ytZIjlHc3JyKC4ujuzt7flSfN7e3uTo6Ejv37+nNWvW8Eb648ePV3uvJPTDX2WRfI5jYmLI09OT7OzsFNK/pzI4OzuTo6MjeXp6ko2NDe3du5fPeCf6v3UvLy+PfHx8yMDAgPbt21eta6namAqp5JLQghSFfm5RFUdfeRw9epS8vLykAk24+3Xv3j2ytbWl/v37l2nK/vr16zLfVV09KtRSd+Wxfft2GjduHDk4OPB726KiIlqwYAG1a9euTAmv+Ph4CgkJoenTpyvE6VLenHz37h1t3ryZzMzM+CydixcvkoODA/Xr10/KyaaIOS15H+Lj48nT05P69+8vFSycl5fH64k//vijSuNc0W9YtGgRb/vjnIZisZjy8vJo0KBBNHHiRDp69CiZmppKlSNWBEI12BMJ2zEkRKe3EI31Qteh69at41t8cL997dq1FBISQnFxcTRt2jR+bY2IiCBLS0saMWKEQnrfCdnRJ29k5oBRpYjizw3Wo0ePKDg4mOzs7PgeExkZGeTq6kr9+vUjc3NzcnFx4T+vrGibPXv2UGRkJMXGxvIK/uLFi9SrVy9ycnLiJ1rpBakqVLXp4e+//04ikYg2bNhQpet8CVVxEOnq6srdQRQUFETe3t78dYmIdu7cSRcvXqRLly7R2LFj6dGjR0REtGTJElq/fr3CDg6q2MfkwoULpK+vT1OmTOFLZ0yePJmcnJz45567zxVl8VSX8lKrb968KejU6szMTHr27BlviLxw4QKZmpqSSCTiG84SlYzns2fPaNSoUaSvr19hXXtlEBMTQ3Z2dvT06VP+tfz8fJo9ezb179+/3PJylR1rVRzTu3fvkqmpKXXr1o2sra3LjGN+fj5/wFE0cXFxn8zQcXJyIhMTE3J2dpZbhs6XNOetaO2QNcXFxdS+fXsKDAwkohIji6enJ40ePZqioqKkojslDfi2trZSDg1Fcf78eal5FhAQQD179iRTU1NycnLi5+a5c+eoV69e1L17dxo2bBj16dNH5jpDiFlDVRlPopJ5sm7dOrK0tKTLly/LVJbPyUlUYvBzdnaWMrbExcVR165dKTo6mjZt2kRmZmYUFxdH+fn5NGTIEFq8eHG531UVhHz446iMkZKDe65SU1NpwYIFMunJ8KXMmTOHjIyM+H8vWrSIzMzMKDw8XMq4Kzl+wcHBZG9vX63rqcKYEgmz5JJQgxSFeG5RNUefJL/++iuZmZnRuXPnKDc3l9atW0fOzs5kZWVF/v7+9Pz5c4qJiaFJkyaRvr4+309Wki/Vn0IvdSfJ5cuXycPDgy9Te/PmTakyyWvWrKF27dqVCWBIS0uTew/eN2/eUGFhIT8fnzx5ImU0TUlJoT///JN++ukn8vb2psLCQsrOzqa4uDj+c/KO0Obkk5QrOjqaFixYQAYGBvw+RZIlS5aQgYEBP6+rwt9//00PHjzg+1Lu37+fzM3Nyy3b+ODBA7K2tqZhw4bxwTqKQogGew6hOoaE6vQWurFeaDqUe5avXbtGxsbGZewmycnJ9Pz5c7KwsOB1ZmRkJC1fvlxh2flEwnT0KQKZOGBULaKY48KFC3TmzBlKSEig9+/fSw1sWloahYWF0dixY2nu3LmUn59P0dHRtHv3bqnSRoraIG/evFnKCOPs7Ezm5ubUpUsX6tevH+3bt4+P8oyOjqahQ4eSrq7uF/XBqG7Tw3PnzkkZTuWJkBxE3IL7xx9/UPfu3cs9BERGRpKzszMRlSiTIUOGSEX1yHtxEerhrzwkG9K9fPmSjI2NadSoUTRr1iyytLTkn2153TNVSa2W5MOHD+Ti4kL9+/cnIyMj8vf3p4yMDHr69CnZ2tqSo6Mj/fXXX1K9GRISEmjixIkKbxBZGsmNUWJiIpmamvIZO5LyWltbSx3MqoIqjil3X3Jzc+n+/fuUk5NTpgHou3fvyMrKSm69rD6FZIbOvn37+AwdFxcXhWToqFJz3j///JOI/u/3Z2ZmUmBgIDk4ONCGDRvK9BBRNJLPWseOHWnUqFH05s0bOnXqFPXt25du3LhBhw8fphkzZlD//v3p7NmzRFRijF6zZg1t27aN7xUiq/su5KyhqownUcmBR5GZpNwY3Llzh6ZPn84fZLiMF6KS+vAODg7UuXNnqR4D8+bNo+Dg4GofeoR++OO+u7i4mHx8fKpkpFT23qg0Z86cKRM1v3XrVurbty8tWrRIKvNJciyrusYIfUw/hbJLLgk1SFHI5xZVcfSVx7Vr18jJyYnEYjEtXLiQLC0tKTIykg4ePEgDBgwgOzs7unLlCqWmptL8+fNJJBLxvURkgVBL3ZVHZmYmubq6kre3N23bto3y8/MpJCSEL9fD6fr9+/eTnp4ezZkzR2H7oxcvXtDgwYN5425iYiKJRCKaN2+e1LkgKyuLDh06RPr6+uTg4FDhmisvnJ2dydTUlMLCwqScINnZ2RQZGUmDBw+mOXPmSGVFEpU4UqrKjh07SCQSUceOHcnY2Jj69u3LO0AXLFhAx48fp4sXL1JCQgK/18jKylL4nlbIBnuhOoaE7vQWorFeyDqUk8/a2pp27txJRNL7vrt371KnTp1o+/bttHv3bjIwMFCYU02ojj5FIRMHjCpGFHON60UiEZmbm1O3bt3IycmJXFxcaN26dXTw4EG6dOkShYaGko2NDfn6+kotjkSKO0ikpKRQQEAADRs2jDZu3EgXLlygUaNG8ZN86dKl1K9fPwoPD+cPRG/evKHAwECpMh1VQRZND+WluLjvffDggSAdRNy942pBli7j1a5dO3J1dSVbW1uFNTsX6uGvMnDPWH5+Pjk7O5NIJCrTkE6eLFy4ULCp1aWxsLAgb29vunXrFm3YsIHMzc35LL7ExERydnamYcOG0fHjx6Uipaq7TsgKbvPx6NEjPovD2tqa5syZw3+Ge1Y9PT1p8+bNX3Q9VRpTorJr6ePHj/lDVkxMDDk4OJC7u7syRCOikk2ciYmJwjN0VKU5b+nxE4vFUjJt3LiRhg0bRkuWLJHKRFOk84iT5/bt27R//35KTU2lQYMGkZWVFa1evVpqTGNiYmjp0qXUt2/fcsuNyUr3CzVrqLrj+anvkDXcs/P+/XvS19eniIgIIioJLho9ejTNnDmTcnJy6M6dO2Rvb0+jR4+mv/76i7KysujWrVtkaGjI167+EoR4+OOe05SUFDp27BhZWlpKGSm5vbWQjJSVRfI5PHfuHPXv35+mTZtGd+7c4Z85WUTWC21MOYRYckkVghSFdG5RZUfftWvX+CCEuLg4evv2LQ0cOLBMz6WJEyeSiYkJ/9lt27aVsTF8CUIrdfcpiouLKTQ0lOzs7PixTkxMpK1bt5KTkxN5e3vzr//999/Uo0cPGjx4sELOLWlpadS7d2+puXjp0iW+mb1ktu379+/JwcGBXFxcpO6xvImJiSEzMzM6dOgQJSUl0e7du2n+/PkUGhrKl8j8888/aezYsTRx4sRyex5WZT+SnZ1Njx49omfPntHBgwcpIiKCgoKCyMbGhjp16kS6urrUtWtX0tPTox49epCZmRlNmTJFKdlVQjTYC9kxJFSntyoY64WiQ7mEgeTkZP5ZmjJlCs2aNavcz4eHh1OXLl3Izs6OtmzZQkTydxoL3dGnCNTxhRQXF0NHRwdff/01Hj58CHX1kq/s1q0bAgMDoaOjgxs3bqBjx46oU6cOCgsL0ahRI6xevRqdOnX60stXm3bt2iE4OBgNGzaEmpoa5s+fD319fdStWxcXLlxAUFAQgoKCEB4ejlevXuHgwYPw9fVFdnY2iAgAoKGhoRBZGzVqhEmTJsHS0hJXr15FWFgYdHR00KRJEwCAn58fxo4di6ioKPzyyy948eIFmjdvjsDAQNSqVQtFRUVVvqaWlhbatGmDFi1aQE9PD8OGDcOPP/6IyZMnIzc3F0OGDMHTp0+hoaEBKnHklfkO7lmQNerq6sjKysKMGTNw48YNREREoHnz5hg3bhxcXV3h5OSErKws1KhRA8XFxWX+3szMDD/++CPEYrFM5NmzZw/CwsJw4sQJXLp0CVlZWahVqxZOnDgBAKhRowb/2Z49e2Ljxo346quvYGxsjF9//RUAypVTVvz1118IDAwEANSuXRtNmjQBEaFBgwbIz8/HmTNn8P79e6xatQpLly7FwYMHMXjwYNy8eVNuMpWmvOeHQ0NDA0VFRdDU1MS2bdswdOhQhIaGYu/evSgoKJC5LP/88w8ePnyIrKwsFBQUQE9PD9HR0UhPT4empiYAQE1NDbVq1cKSJUsQFxeHX375BcbGxpg1a5bM5aksY8aMQZMmTbBy5UoYGhpi8uTJMDc3x969e/Hx40fo6Ojg999/R+vWrbF69WocPnwYSUlJAIBatWopTW6xWAw1NTXk5OTg6tWr2LZtG86ePYtly5bh2LFjmDlzJrKzs5GRkYF3797hzp07+Prrr6t0DVUZ05cvX6KwsLDM2iS5lmZkZOD06dOwsLCAjY0Npk2bhrp16yIsLAyAfNeS8hCLxejcuTNOnDiBLVu2YO/evfDy8gIAFBUVQU1NDcnJyXj9+rXUWigLZKGnFEFpXaimpgYNDQ1+rCZNmgQnJyfcuXMH27Ztw5UrVwBA5verIsRiMTQ0NPD+/XtMmDAB8fHx0NbWxqFDh/Ddd99h06ZNuHHjBrKysgAAbdu2xbhx4zB27Fhs3bq1zByRle5XV1fHokWLMH/+fBARWrVqhSVLlqBNmzY4dOgQoqKi8PbtWwBAzZo1eX2wf/9+jBs3TiYyVCSXJJUdz099hywpLi7mnx1nZ2cMHDgQrq6uICJoaGjAzMwMHz58wOzZs9GyZUssWLAAWlpaWLBgAfr164d58+ZhyJAhGDRoUJWvXVBQgCdPniAlJQVZWVlQV1dH69atcffuXQDg11sA6Ny5M6ZMmYLQ0FDs3LkTHh4eMDc3l/s8VVNTAwCEhoZi165dmD9/Pry8vDBx4kS4ublhyJAhOHnyJNTU1KCmpqbwNfVL4NY6oGSvu3HjRsTGxmLNmjW4fPky8vLy+N9fWVRhTIGSdWz16tU4e/ZsmdclkZx7YrEYderUQefOndG4cWO5yKWjo4P4+HhER0fzsjRs2BDNmjVDWloa/v77b7Rr1w7fffcdWrZsiR9++AHa2tqoXbu2XOQBhH1u4Z5PIyMj1K9fH+fPnwcAfn1v3LgxsrOzkZSUhFOnTmHPnj3YsGEDDAwM+GdRUedzSbKysrB27VpERkYCAFq2bAkNDQ3k5eXxsufl5QEANm3ahFq1amHnzp0AACcnJ3zzzTcyu6e6urqoX78+evbsifHjx6OoqAg+Pj6wt7fH1KlTsWXLFgCQ0lvKQl1dHdOnT4eWlhZmz56NrKws6OjoYMSIEbC3t0d6ejrmzp2LBw8eoEuXLti9ezfs7e3lfm4pKipC3bp10bRpU1y/fh1AyTNvbGyMgwcP4vnz5/Dw8MDTp0+Rl5eHunXrolatWpgxYwYGDBggV9kk0dTUREFBAb/eb926Ffn5+SAiTJ8+HSdOnICdnR1cXFygoaGB6dOn486dO1LfUZX9SN26ddGhQwf88MMPGDx4MFxdXTF37lw4OTmhbdu2uHTpEo4ePYq1a9ciICAA5ubm8PDwkOuepzQvX74EAAQGBmLAgAHYuHEjunTpguDgYFhYWAAoefaHDh2KM2fO8LpeEVT33CK5psn6XnLXMDQ0RHp6OlJTU3kd4OnpCRcXF+Tn5+PRo0fo3bs3gJJ12tzcHNu2bUPt2rXlto6sXbsWUVFRAEp0af369VFUVIRvv/0WAPDLL7+gdevW2L59O6ytreHh4YGAgAB8+PBBLvJwCFWHenp6wtHREaamprC3t8e4ceOQn5+PkydPIioqCvfv38eDBw+QkZGB7OxsuLm54eLFi4iMjISLi4vM5SkPdXV13Lx5EwUFBbyNunHjxqhVqxbi4+Px9OlT9O3bF02bNoVIJEKrVq3w7Nkz1K9fXyHyKYIvPt1raGigQYMG6N27Ny5fvgx7e3sUFBRAU1MT2tra/M39888/UVBQgJCQEFhZWclto1sVbG1t8c0338DLywtnz55FUFAQtLS0kJWVBQ0NDcTGxvKGo6dPn6JPnz6oV6+ewuUsKirCN998A2dnZ3z11VfYtm0b/vrrL7x58wYtWrQAUGJ8bdWqFQICAhAfH4/ly5dDS0sLQNWNOC9fvkSbNm0QGBiIunXrYu3atbziKigoQGRkJK+41qxZA3Nzc5n/5vIgIl5BcgqsefPm0NPTg7W1NUxMTGBsbIzIyEgMGTIEGzduhEgk4hVLaeUqCwWWmpqK7du3Q11dHa9fv4ampiY0NTWRl5eHffv2ITExEa1atULt2rXRtm1bNG/eHM2bN0dwcDD/HcXFxXI9LEge/kQiEdTV1Ss8/InFYoUc/krDjc3Lly/5Q4vk+NSoUQNFRUWoUaMGlixZgpYtW8Lf3x8JCQkYO3YsGjRoIBM5du7ciaCgIH79UlNTg5GREeLj47F27Vp069YNdevWxY8//ojCwkLo6elh9+7dqFmzppQRQtEsXLgQb9++xcGDBwEA2dnZqFevHrp06YJz586hqKiIf85CQkKwfv16LF26FADg6OioNLmB/5uHS5YsQfPmzREVFYUVK1bA09MTYWFhCAgIgLW1NbS0tFBUVAQjIyPY2dlV+vtVZUwTExOxePFiLFiwAM2bN+dfL70+NGjQADY2NmjSpAk+fvwIAwMDdOnSBQD4OSJrJNfe0qirq0MsFqN27dro2LEjACA6OhrffvstGjZsiBcvXmDu3Llo1aoVLC0tZSaTUPWUJJ9b2zU0NCAWi6Guro6hQ4fim2++wcqVK5GZmYnOnTvzOlyeEBE/B0ePHo1BgwbB09OT38dt2rQJ69evx/r167Fz5044OjpCS0sLzZo1w9ChQ1G3bl3euCTLA6zkfeEoLi6GlpYW5s+fj02bNuHs2bNIT0+HnZ0d2rVrB01NTbnNAe76Qh9PzpkGANOmTUNSUhK/xqupqUFLSwvOzs7Q0dHBwYMH4e3tjblz52L16tVISkrCgwcP0KZNG7Rr147/vqrslTw9PXHz5k0UFxejefPm0NHRQc2aNXHlyhV07NgRHTt2hJqaGlq1agUNDQ24ubnByckJBQUFcj8XlF7HOnTogPT0dPTs2RPOzs5QU1ODj48PHjx4gKlTp8LX15c3Wsl7nyZLuN8oFovx448/YuvWrZgxYwb8/f3xyy+/4IcffqjS9wl5TDlSU1Nx48YNPHjwAN9++y0KCgqQlJSEOnXq4Ouvv5brOeBTlA5SbN++PYCSIMXvv/8eDRs2xI0bNzB58uQyQYryundCPbcUFBTg5cuXaNq0KTQ1NaGlpcU7+kaOHFmho69Vq1ZSjj5FGVJLU69ePfTq1QtHjhzBhAkToKOjAzU1NRQUFODs2bPo2rUrateujcLCQt6Jyekq7jn80nv64MEDdOzYEXZ2djA3N8fZs2eRkpKCI0eOQF1dHRcvXsR3332H9evX49mzZ1i2bJnS1zXuWZoyZQrWrFmDf/75B3379kXt2rVha2sLbW1tHDhwAMuWLYOjoyMGDhwIZ2dnAFXXT1WBGxsrKytcu3aNDxYrLCzEt99+i9OnT2Ps2LGYMGECDAwM8Pz5c7Ro0YKf4/ImMTERX331FVq2bIkdO3bg8ePHOHPmDH799Vf88MMPCAkJQdu2bfHjjz/izJkzMDc3R+3atXH8+HG0bNlSprJoaGigT58+WL58OV6+fAlDQ0Po6OgAAKytrWV6rc+xdu1apKenIyAggJehPIO9n58fQkJC4OHhAXt7e3h5efGBzfJCqOeW8pzeI0eO5M8BjRs3Rnx8PO/01tTUxIYNG7B8+XK5O70ljfXq6uqoUaMGGjdujPz8fN5Yb2Jiwhvr79+/L3djvVB1KADMmjUL6enpSE5Oxvv37/HgwQMUFBRALBYjODgYNWrUQGFhIbS1tVGjRg1oaWlh9OjRcHBwAPDp8/6Xwn23oaEhdu/ejdTUVH6Oenp6IiUlBSkpKXj06BHmzJkD4P8cfVOnToWmpqZK7cU/RbVPqf/88w80NTXx3XffQVNTE3p6etiwYQPS09PRsGFDANIRxbNmzRJElHhpunfvjh07dmDKlCkYMWIENm7ciO+++w4AIBKJoKamxnt7lYFYLEaNGjWQnJyMM2fOwMHBAd9++y02btyIWbNmwcPDAz179gQAmJiYYPPmzXj9+nW1D/pCVVySC8LnFFhERITCFFijRo1w4MABqKmpIS0tDXl5eXj06BE+fvyIsLAwvH37Fh8+fEBSUhKKi4vx4cMHaGpqYvfu3byBQ54LiRAPfxXxOQM0l9GkoaGBSZMm4fvvv4enpyfS0tLg7+8vE4UxZMgQdO7cGTVr1kR0dDTev3+Pd+/e4YcffsDevXuxa9cu1K5dG/n5+dDS0kKdOnXQoUMHrF279ouvXR2ICG/evEFUVBQGDx4MTU1NFBYW8o7ikJAQ9O7dG82aNQPwf/fSw8MDrVu35tcOZZOQkIAaNWrg/PnzKCoq4v/r3r07Tp06hX379kFdXR1aWlr8fK6sElaFMX3w4AGysrJw5coVvHv3Dg0aNEBWVha++eYbPgNM0qjcpk0btGnTRuo7OF0hDz7nIC0vQycqKgpNmjSBmpoamjRpIpWh86VrnlD1lCQpKSn4559/PmsUUldX59/v2bMnli5ditzcXIU5Xzi5pk6divfv3/PGei6qUlNTEx4eHmjatCnmzZuHd+/ewcPDA1999RW0tbUxdOhQ/gAmS2PIp7JMOB2go6ODP/74A1lZWbC2tkbv3r3lNgdUZTy5+xYYGIiLFy/ihx9+wPbt2zFw4ED06dMHQEm2kLW1NbS1tbFv3z74+/tj3LhxsLa2ljLMVGc8hXz447734cOH0NPT442U586dK9dIuW7dOjx9+lQQRkqgZDyePXuG4uJi6Orqfvbz6urqKC4uRv369REeHo4DBw5U2fkCCHtMOVauXIm3b98iKCgIhoaGcHNzQ2JiItLT0/koaED+AU+lEWKQolDPLarg6PsUampq8PDwwM2bNzFnzhysXr0aTZs2hb+/PwICApCTk4P58+dDQ0MD2dnZePXqFYyNjWV2/b/++guhoaHYt28fateujdq1a0tVO7hy5Qpf7SA2NhbTpk1DdHQ0/P39YWRkJDM5KkNhYSFq1qzJZ2UCJfaY5s2bIyQkBN27d+czXExNTaGtrY3ff/8dFy9exMCBA/nvkYfz5cWLF9DQ0MB3332H/Px8dOnSBREREXj16hXatm3LX1NdXR3btm3D+vXrkZSUhH79+vH2LXmvM8+fP8f06dOxa9cu1KxZE//73/+QmpqK//3vf/jhhx+wf/9+7Nq1C5s3b0adOnWwZcsW1K1bF71794aenh7q1q0r0/2aWCxGo0aNoKOjg+vXr8PQ0BCAYtb+0gjRYA8I89wiZKe3kI31QtWhAMrYBoCSoNzCwkI0bdoUP//8M1JTU3Hv3j2kpqbizZs3UkGt8pyvQnb0KZpqnVRVJaIYqNzi37ZtW+zatQve3t5wcHDA6tWr0bNnT6koMkWmTnJwCwcR4fLly1i5ciXS09Ph6uqKRo0aITIyEqGhoRg1ahRsbW0BlJRW4yZ3dRZFoSou7nesW7cOqampmDdvXoUKrE2bNvDz88Py5csVosDU1NQgFouhra0NAGjWrBnS09MREREBR0dHjBgxAgAQHx+P7Oxs5Obmol27dgrZmAjx8CcJN7cqa4CWLK9hYWGBgwcPQl1dXWb3kUutBsAbKoqLi7F7927s2bMHkZGRKCwsxOPHj5Gbm4u7d+9i6NChSlkfgJJnr2XLlggLC8P06dORm5uLgIAANG3aFFOmTMHXX3/Nb0y4yGjunnOHGGVEE5R+9r/55htMmjQJhw8fxsmTJ5GdnQ1vb2/+fckoeEA6yvtzCH1Ms7KyMHPmTFhZWfHlFMeOHYv8/Hw0bNgQmzdvhpaW1mfHSd7yCilDR6h6SpIXL15g0aJF0NfXlyqZV949kNxrVMdAWl246wYGBuLSpUv4/vvvsW3bNt5Yzzl0a9asiREjRqB169Zwc3NDQkICfH190aZNG6k9nSyeQaFmmajSeIaHh+PQoUM4deoUEhMTsWLFCmzfvh0ZGRmwsLBAzZo1AQC9evVCw4YNcejQIaxZswYfP37EmDFj+O+rzngK+fAHlG+kLC4uFqSRsjSTJ09Geno6mjVrhtDQ0DL3qrw9peT+iTsnVBWhjylQUnIpIyOjwmymmTNnYsKECQrLZhJ6kKIQzy2q4Oj7FKUzOe7cuYO+ffuiV69e8Pf3x7p162Bubo7//e9/eP/+PZo3b45Ro0bJTHZVqHYAAKdOncKdO3dgaWkJAwMDqfcWLFgAV1dXhIWFYfLkyVBXV4eGhgb09fWhra2Npk2bApDfWF+9ehUuLi7Q1tZGzZo1oa2tDX19feTn52P37t3o1q0bWrRogUaNGkFNTQ1NmzaFh4cHLxMgv0x0SerWrYvExETcuXOHD6yoX78+EhISsH79evz2229YsGABunTpgtTUVKSkpODdu3cAgDp16gCQ7ZmBC5D76aef8Ndff2Hy5Mkyv8bnELLBHhDmuUXITm+hG+uFqENLw12rXr166NSpE3bu3Ilp06ZBR0eHtxVzyHPdErKjT1lU606rQkQxx+cidzkaNmyIiIgILFq0CD///DMCAwNhb28PQLEKhEMyKmTq1KlIT0+Hmpoa9u7di5iYGMyePRszZ85EREQEduzYgRcvXsDHx0fqO6ryoApdcXGoqanh1q1bZRRYQUFBGQXWrl07PHjwQCGGt9LPSMOGDdGvXz+cOHECw4YNg4aGBlq0aKGwxUPohz8Orp9PRQboBg0aICIiQsoAzd3D4uJiiEQiAPJ1kgoptbo0XH1YU1NT7Nu3D+PGjYO3tzdatGiBmJgY/P7773yUmWTUliTKiCYoHYkMlBweR44cCW1tbRw+fBgzZ87E9OnTyzX+fOlYC2lMS9cDrk45RXnBzauHDx8iMzNT6Rk6qqKn/Pz8oKWlhfr160NbWxuXLl1CSkoKLCwsUK9evQplUMZeQ9JYn5SUhJCQkDLGeq5Ocbdu3XDixAkMHjwY8+bNw2+//SbTDbtQs0xUZTy5exIdHY0lS5agSZMmaNKkCRYuXIgVK1bgjz/+QFpaGgYOHMjvA7heAVpaWujVq5dc5FH24U8SVTFSlubFixdo2rQpBg4ciN9//x1qamq4c+cOsrOz0aBBA3Tq1Ik3CJR+7mR5X4U2pkIsuaQqQYpCO7eogqOvNJXJ5OAM0z169MCePXsgFovRtGlT3kAniz2JKlU7OH/+PJ48eYKdO3eif//+6N27N0xNTdG4cWPUqVMHNjY2OHjwIMaMGYNGjRrx6whXnUSehjguCEVDQ4MPDIyOjkbLli2xe/duREVF8dnBXAn4Fi1aYPXq1XzlAXmveWKxGF999RX+97//4dKlS+jTpw+ICG3atIGdnR22bdsGQ0ND/izD2b04+eQ5T/T19bFp0ybExsaidevWcrtOeQjVYC/kc4sQnd6qZKwXmg4tjZqaGn8vOnfujLCwMMTHx0uVSeTel+e6JWRHn9IgGVFUVEQ7duwgOzs7Sk5OpsTERDp37hwdPXqUFi9eTNHR0bK6VJVJSEggFxcXevPmjdTrRUVF5X7+999/J5FIRBs2bFCEeGWQlGvt2rVkYWFBcXFxlJSUREePHiVvb2+aMGECvXjxgrKysigkJISmTZtGxcXFX3zt4uJisra2pp07dxIRUX5+Pv/e3bt3qVOnTrR9+3bavXs3GRgY0OnTp7/4mpVBLBYTEdH169fJ2NiYEhMTpd5PTk6mmJgYsrCwoPfv3xMRUWRkJC1fvpz/DRWNt7w4ePAg6enp0YsXLxR63R07dpBIJKKOHTuSsbEx9e3bl2bMmEEikYgWLFhAx48fp4sXL1JCQgLFxcUREVFWVpbUWMsbbjw5Jk2aRHv27KGUlBTq0aMHzZo1i44cOUK2trbUr18/evr0Kf93pf9W3hQXF1NmZiYNGDCA1q1bV+FvUCbcs52Xl0fOzs4kEolo69atSpbq06SlpVHHjh3Jzc2NsrKy+NcLCwvp4MGD1Lt3bxo+fDidO3dO5tcWyphya0NiYiJlZGTQokWLaPLkyURUsvba2tqShYUFdejQQWFrbWm4+7Rq1Sq6dOkSvX37loYOHUrW1tbk6OhImZmZRKTY9VWoeoqI6M6dO9StWzd6/PgxERH5+flR9+7dydTUlHr16kXPnz8nIuWsZZJw1546dSodO3aMfz02NpY8PT1p9OjRFBUVRWlpafx7BQUF/P/LQ6/dvHmTTExM6MOHD1KvFxYWVvg3stj3fApVGc/yKC4u5u9PVlYWBQYGkoODA23YsKHMfpibQ7L+Ddz33bx5k7p27crfx9LvK4KioiJKT08nKysr2r17t9R7KSkpVFxcTHZ2dvx6cefOHRo9ejQlJycrTMaKKCwspOLiYkpKSqI3b97Q0aNHydDQkMzNzalfv360fft2/rPyXouFMqaXL18mOzs7qddOnz5NDg4OlJOTQ6dPnyY3Nzd6/PgxHT9+nEQiEQ0aNIhu3LghV7mys7Pp0aNH9OzZMzp48CBFRERQUFAQ2djYUKdOnUhXV5e6du1Kenp61KNHDzIzM6MpU6bIfS2rDMo6t5RG8hmKiIigfv368XuN0nxKP8iTkydPUnBwMP3zzz9l3svJySEnJydatWrVJ89Wsp6rCxcuJE9PTyKSXtPz8vJo0KBBNHHiRDp69CiZmppScHCwTK9dFRITE+ny5cs0btw4GjFiBPXu3Zu2bNlC9+/fJ6KSM6Grq6vSxrY0R44coe7du1NcXBxFR0fTmTNn6LfffqPZs2fTiRMnFCoLNzf27t1LQ4cOpaysLP61169f04IFC2jEiBHk7u5Oy5YtI1tbWxo7dqxCZHv//j2NGTOGsrOzFXI9opLnPDo6mpKTk/k1YsqUKTRr1qxyPx8eHk5dunQhOzs72rJlCxEpRmcJ+dwiSVZWFnl6etLChQspMTGRoqOj6Y8//qBNmzbR3Llz5W4rcnNzI319ferYsSNZWVnR2LFjydXVlfT19Wn79u107949un//PqWnp/O2g8zMTKl9mjL34kLRoeUxdOhQWrNmDRHJ/+wkyYsXL+iff/6h06dPU1RUFPn5+ZG3tzd16tSJ9PT0SF9fn3R1dal3795kYmJCAwcOpD/++IP/e6GdrWSBzNxdQoooBqofuQuUNKJt0aKFVJkVRfDgwQM0b94cjRs35uXPyMiAqakpX5fbysoKTZs2xaZNm+Dr64s5c+ZgxowZfEZIVTMBhOxplvwtkpENDRo0EExkw6fo27cvdHR08OzZs3Iju+SF0DPUJJ+XyvbzsbOzU1ojbSGkVn8Obi2rVasWtm3bhjlz5iA0NBR169ble8MIAcmxb9iwIXbu3Inp06dj9OjRWLduHZo3b44aNWrgp59+wr59+/DVV1/xWR+yRAhjKsR6wByS48Rl6DRv3lxpGTpC1lOl0dfXh7W1NbS0tLB69Wrcvn0b27dvR4MGDWBraws7OzssW7ZM6dlz3L1YvXo1gBJ9CwD/+9//sHTpUoSEhODQoUNIS0vDkCFD0Lx5c9SsWZPXuW3atJHpPRVqlomqjCeH5Jhw90YsFqNevXqYP38+Nm7ciHPnziEjIwO2trZ81gI3h2Q9R7jv69atG1q1aoXTp0+jffv2/P5OnnOy9DPDlWTt06ePIEuyfgrunNK0aVPcv38fs2fPRlBQELp06YKwsDAsXboUr169gr+/v9zLbClzTCURajaT0MuefgplnVtKI5TI3U9R2UyOsWPHQlNTs1x7w5fOUVWpdsDBrRE6OjrQ0dFBnz59EBMTgytXruDAgQM4c+YM6tWrBxsbG2zfvh3Xrl2TaZ+cysI9W5y8JiYmWLp0KWJiYmBmZlYm208RlK4C0aFDB7x+/VqqDFmrVq3g7u6O69ev4+LFi4iLi4OJiQmmTZsm9R3yokmTJggPD1doxqhQo+tV6dwCCCe7VYhZOVVBKDq0PH744QecO3cOXl5eCr1HqpjdKm9kNnuE1IAL+L/SRjNmzJAqbTRu3Djk5eV9tra+mZkZ/7sUsSlOS0vDqlWrIBaLMXfuXH7Tnp+fj7///lvqdxkaGkJfXx/h4eFYvnw5Ro4cydd2rqqsQlVc9P9LJnEKrEmTJqhVqxa0tLTw3XffCVaBSaKtrY3GjRvjyJEjsLKyUpgcQj/8Vaefj7IaaUuizNRqSSoqp1ijRg1+U7RkyRK0bNkS/v7+SEhIwNixY9GgQQOlyQxIb9g+fPiAvLw86OrqYteuXZgyZQocHBywfv16dOrUCQUFBdDQ0MCwYcNkXhZHEmWOqRDrAQPVc5AOHTpUrg5SoeopSf755x+IxWIYGhpixowZUFdXx40bN+Dl5YXvv/8eBw4cwNdff40hQ4bA29sbKSkpcHZ2VohsFVEdY72kzpWVPrt79y7OnTuHrVu3wt/fH7Nnz8b58+dRp04dhISEYOvWrfj+++8VWoJPFcazvD1FefeGa8auoaGByZMno1mzZti9ezfi4uLg4+ODtm3bKkReRR/+uH19aSOlrq4uLly4IFgjpSS5ubmYM2cOFi1ahDp16kBdXR2nTp2ChYUFbG1t8fHjRzx48ADDhg3DrVu34O3tjUWLFqFu3boKkU9ZB3pVKrkECC9IsSKUdW4pD6E4+ipi6dKlSEpKwvPnz7Flyxbs2rULoaGhcHFxQbdu3eDo6IjLly/D19cXmzZtkrnBUlVK3UkieWbhdNL333+P77//HoMGDUJsbCz27duHiIgIxMTE4O7du0pxwEjui4qLi1GnTh188803OHPmjMLtQwBw7NgxXLt2DZ06dcLXX38NPT09tG3bFk5OTnj8+DH69OmD4uJivi/N4MGDMXjwYCkZFdXvU9HlOoVqsFeFc4skQnF6q7qxXkg6tDQ9e/ZEYWEhAOXdJ6E4+pSNzH6VECKKAdlH7ipK/oYNG2L48OE4deoUgoKC4Obmhr59+8LNzQ1eXl5YtGgR3N3decNz+/bt0bNnT7Rv3x6nT59G3759q7VgC1Vxcd+pagqsNPb29vyCoswFWIiHv4r6+SjbAF0RHTp0QPfu3fn7pgw+1wi9Ro0a/P9PmjQJ33//PTw9PZGWlgZ/f3+lPIP3799Hy5Yt0ahRIwDApEmTEBcXh4yMDDg4OMDDwwM7duzArFmz4OzsjD59+iA2NhZfffWVXJ0vgHLGlFszhVgPmLsWUDUH6fLly+XqIBWqnuK+Ozc3F3PnzsWoUaNgaGgILS0tXj6xWIx3797h8uXLcHZ2xuDBg3Hnzh0sWrQIR44cQWRkpNx6l3wOoRjrhZRlokrjWdkeh0DJHoAzxgwdOhRfffUVLl68qDDnC6Ccw58qGiklcXJywldffcXX7wdKjBFcxtq2bdvQo0cPTJo0Cb///jvCwsJw8uRJ/PnnnwqJ0lbWgZ7LZurdu7dKZDMJLUjxUwjl3CKJshx9FSGETA6hVzvgqEg/Se5hxWIxGjdujMaNG8PAwACvXr3Cmzdv5O58qYzu5Jx9tra22LNnD/Ly8lC7dm2F2YcKCwtx+PBhJCcn4/jx49DU1ERubi5at26NJ0+e4Ntvv4W1tTXfk0YsFkNNTQ1qamoV3u9/E0I12Av53FIRQnN6q6qxXog6FAAGDRqEIUOGAFCcQ7Y0QnH0KRuZ/zJlRhQLMXK3MnALm7W1NZo0aYL9+/dj/fr1SEpKgr29PRwcHHDs2DH4+/vD1tYWNWrUwLJly2Bvbw8rKysMHz4cr169qtbBQqiKi0MVFZgk9vb2ABQbKVMeQjr8cdfs1q1bhQbo1NRUPHr0CLNnzwagnEbapVFGarUkXEPIz5VT1NDQ4B3KFhYWOHjwoNKiBS9evAhvb294eXlh+PDh+OWXX/DmzRu4ubnh/fv3CAsLw7Nnz7B27VosW7YM3bp148uGeHh4AJDvJkEZYyrURpHlyVmeg7SgoKCMg7Rdu3Z48OCB3BykQtZTampqqFu3Lnr27Ik7d+7A2dkZYrEYmpqasLOzQ6NGjfDixQskJydDT08PtWvXRufOnWFsbAyRSKRw54uQjPVCzDJRtfH8nFNeEnV1dV7/csFIgOL2J8o4/KmKkbI8fHx8UFxcjMjISKnX7ezscPnyZbx79w5PnjyBhYUFGjduDD09PVhaWqJ79+4KK5Gj6DFVtZJLHEIJUqwMQjm3SCKEyF1JhJDJIfRqB0Dl9RMnE6efWrduzduQ5LWuVFY27nkzMDDAwoULcefOHfTs2VPm8lREzZo1sWnTJgBAZmYmMjMzcffuXRQUFODmzZtISEhAQEAAJk+ejG7duvHl6IUwTxSNkAz2Qj63VAYhOL1V1VgvRB0KSK+zynTICs3RpxRk21JGOQ24SrN27VoKCgqSem3+/Pm0aNEiIiLatGkTTZ8+nZKSksjHx4dEIhH5+/vzzduVzaNHjyg4OJjs7OwoIiKCiIiuXLlCs2fPJn19fRo5ciT5+fkREVFubi4NHTqUbt269cXXVYWmh0TKbxCmyqxevZocHBykmvMqgvKuVVxcTAMHDhR8QzohUF4jdDs7u882Qpf8t7IavK5fv55MTU1pxYoV5OvrSxcuXCCikjXk2rVrZGZmRra2tvxvyM/P59ciRTZ2lzeq0iiSu8b169fJ2NiYEhMTpd5PTk6mmJgYsrCw4HVmZGQkLV++nJ/D8hw3oekpbl798ccf1L1793L3EZGRkeTs7ExEJXN5yJAhtH//fv59RTUYTEhIIBcXlzIN2CsaL0m5uN8pi3VELBZTdnY2WVlZ0bZt2/jX8/PzacSIEXTgwAF6+/YteXt7065duyg3N5ccHBxIJBKRg4NDheMtC1RhPDkZHzx4QFevXiWRSEQ3b96kjIwMevfuHf85oTQwLo2yG2oWFRXRjh07yM7OjpKTkykxMZHOnTtHR48epcWLF1N0dLRS5SMqecZEIhFFRUXxr0nu2/Lz8+n58+dkZGTEn7eWLFlCkyZNUoquV8SY7tixg0QiEXXs2JGMjY2pb9++NGPGDBKJRLRgwQI6fvw4Xbx4kRISEiguLo6ISs4LQjoTXLhwgUQiEb18+VLZoqgUks+0svaFL168oIKCgk/Or9LvvXz5ki5duiRv0aSIi4sjfX19mdgFvoT79+8LVj9VR7bU1FSysbGhmJgYRYrKr60VPXdXr14lHx8fcnBwoMOHDytSNEHC3a+bN29S165d6fHjx+W+rwyZiIRxbqkMBw4cIG9vb2WLIYWymsgz5MesWbNoyJAhRKT8s4Eikbm7UNlR4oCwInc/xcWLF1FUVARdXV1oaGjg66+/hpqaGjp06IDmzZtDW1sbFy9exNu3bzFr1iz06tULvr6+UFdX57NC/P39+b4wX4rQPc0koMgGVUUZGWr0L+jno2y4cootWrSoUjnF8iLMFEFWVhYSEhLQuHFjTJkyBXp6epg/fz4SEhLQrFkzmJiYoEaNGujevTvCw8MRFBQEY2Nj7Ny5U2ou/5tS5oVcTlEySkcyQ6dBgwaCy9ARmp7i7tvAgQPx66+/IjY2Fk2aNJHSQR06dMCKFSvw888/4+PHj9DS0uL7tnG/SV5wY/vw4UNkZmZ+NoNOEkm5uN8pi3VEyFkmQh9PTsYv6XGobJStw4VYklWSI0eOYMWKFTAwMMC5c+dARLCxseEzPABAU1MTzZs3R7NmzTBy5Eh07twZhw8fxp9//qmUiEtFjKkqZzNxCKGUrSqi7MhdIWdySCKUagdZWVmYOXOmlH4aO3Ys8vPzla6fqiubtrY2IiMjoaOjo9DI9tJ9+jg4GXr27In69evj4MGDCA0NRf369WFiYqIQ2YSIEKPrhXZuqQxCKFdVGiFk5TBki9CyWxWFXGa5spwvVIXSRsqorS9JdHQ03N3dAQAtW7ZEeno6fvjhB9SuXRsGBgb43//+h/bt2yMnJwfnz5+Hv78/pkyZgtatWyMhIQGLFy/G8+fPoaOjg61bt8pMLiEqLknZVE2BCQ1lHP7+Lf18lMXnyilGRkYKppwiAHz8+BGzZs1CbGwsMjMzYWlpCV9fX4SHh2PWrFm4desWrly5gm7dukFTUxM//PADVqxYgaCgIDx58kRhpVMUjVDLKaqig1QIemrPnj1ITk7Gd999x/eQqFWrFk6cOAFDQ0MpHdSzZ09s3LgRJ0+eRPv27eHp6QlAMYeaioz1yjSGcOMkEomwatUqfPjwge8bNHLkSADAli1bUFxcjA4dOiArKws3btzAuHHj+PVN1s+aKoyn5G+WRY/D/ypCMVKWx7179zBjxgxs2LAB/fv3R2BgIA4fPoyMjAwMHjyYN/4WFRWhTp06CAwMxM6dO1FYWIiwsDCF9vRRNKpQculzCCFIUZVRxvysbPnfz8mpCN0qlFJ31Q0aE6ps3D65adOmAOR/Pyvbm4bTWXp6eqhXrx5+/PHH/7TzpTRCMtgL4dxSFZTt9C6P/6qx/t+MEB19ikCNOO2iopQXhUBEGDRoEJydnaUid4GSw82YMWPg6+sLTU1NLF26FMuXL1eK0fLAgQNYsmQJtLW1MXXqVDx+/BixsbFITEzEq1ev0KhRI7x58wY1atRAUVERunXrhoiICNSsWRPJycnIysqCjo6OVHNOWeLn54cnT57gwIEDgjiYlmbYsGEwMTGBl5eX4OosChmugaCiefnyZbkG6DNnzkAsFgu+n48yWLt2LdLT0xEQEMC/FhQUhBo1amDu3Ll8DxU/Pz+EhITg8OHDcmuEXlksLS3RsWNHODo64ubNm9i/fz8GDx4MT09PJCUlYcaMGcjNzYWrqyv69OnDR7Pn5+ejVq1aSpFZWWRnZ2P27NkV1gOeN2+ewhpBu7u7l+sgvX37NmbMmFHGQVqvXj1kZWVJOUiVMUeVoadSU1Mxbtw4qKur4/Xr19DU1ISmpiby8vJQXFyMXr16oVWrVqhduzbatm2L5s2bo06dOvjxxx/571CksR4AJk+ejH79+qF///5lDA4ZGRlKMYZkZWVh+PDhWLRoEQwNDaUMWdeuXYOLiwv69OmDjx8/ol69eti+fbtc5FC18eSc8klJSbxT/t27d9iwYQMKCgowYsQI5OTk4O3bt4JwyguVNWvW4Nq1a9ixYwcAYfTjOHz4MJ49ewYfHx/+tY0bN+LcuXPo2rUr7Ozsyg1SKCwsRM2aNRUpqmCIj4/H4MGDERERIZNqAAwGB6ejrKys0LVrV7Rt2xYeHh6CyOT4FBcvXoS7uzuOHz+u8H68n9NPDg4OyM7OVop+ErJsHImJiZg7d26l+rpVhNCeR2Vx8OBBXLp0CStXrlS2KFII3b4mVCRtfewZ/3fxX5sHKp0moIqRu5LY2trim2++gZeXF86dO4egoCBoaWkhKysLGhoaiI2NRUpKCl69eoWnT5+iT58+vOG8adOmfCSGvBC6p1lIkQ2qhLIi71S9IZ0yUFdXx82bN8uUU8zPzy9TTlEkEuH+/ftKKafIMWbMGDRp0oTf7BoaGiIzMxN79+6Fo6MjdHR08Pvvv8PX1xerV69Gamoq+vXrBx0dnf+U80WI5RSFmqHzOZShpxo1aoQDBw5ATU0NaWlpyMvLw6NHj/Dx40eEhYXh7du3+PDhA5KSklBcXIwPHz5AU1MTu3fv5sdX3geH0sZ6IWTQCTXLRJXGc926dUhNTcW8efP4TNaioiJ8++23AIBffvkFbdq0gZ+fH5YvXw4PDw+lO+WFijJKsn6OQYMG8f/Prf2TJ09Gs2bN8McffyA9PR12dnbo3r07gP+bD/9V54uQs5kYqo+QMzk+hbJK3UkGjVWkn1q3bs0HjSlSPwlZNo7qZFuVBzNMlyDU6Hqh29eEihCzchiy4b82D1TaAfNvKG3UvXt37NixA1OmTMGIESOwYcMG/iAoEomgpqaGXr16Sf2Nog4WQlVcHEyBqS5CNEALCe7+GBoaVlhOMSUlRRDlFDkWLlyIt2/f4uDBgwBKnGv16tVDly5dcO7cORQVFfEyhYSEYP369Vi6dCkAwNHRUWFyCgEhllNUVQepsvSUmpoaxGIxtLW1AQDNmjVDeno6IiIi4OjoiBEjRgAoic7Ozs5Gbm4u2rVrp1DDYFUMDvI21qempmL79u3lZpns27cPiYmJZbJMmjdvjuDgYP475Dm+qjCenJyq0ONQFRB6P44aNWrwEZ9Dhw5Fs2bNsGnTJvz+++/IyMhAv379BLcvVzRCKbnE+PchpOCFqqKsUndCDhoTsmyAsPvmqCpCNdgL3b4mdJjNj6Hq/CusmqoaucvRtm1b7Nq1C97e3hg5ciRWr16Nnj178jKVLq+lKFmFqrg4mAJTXYRogBYSko3Q69evL7hG6JIQEd68eYOoqCgMHjwYmpqaKCws5EsjhoSEoHfv3mjWrBmA/5urHh4eaN26NXr27KkQOYWGkOsBq5KDVJl6qrSRr2HDhujXrx9OnDiBYcOGQUNDAy1atFDaWFbF4CBvY70qZJkIeTxVqcehqqAK/Tgk6/z36tULOjo6WLNmDTZt2oSioiL89NNPyhZREAgxm4mhuqhCtsTnUOS6JuSgMSHLJomqZlupAkK7T0K3rzEYDPnyrwgRatOmDQwMDGBubg4nJycsXboUCxYsgImJCRwcHHDixAns3bsXnp6eGDlyJPT19RUeufvy5UsUFhZCLBaX+37Dhg0RERGBgQMHwtXVFXv27OHfU3Ykl9AUFwdTYKpNeQZoAPwcEepzJ08KCgrw5MkTpKSkICsrC+rq6mjdujXu3r0LABWWU9y5c6dUOUVFoqamhpYtWyIsLAynT5+Gj48PUlNTAQBTpkzB119/zR9qxGIxNDQ0+DEeOHAgGjdujOLiYoXKLDS4coqAMJ57zkEKlDxn6enpiI+Pl/oM975QHKRCuG8AoKenh1u3biE2NhZAWbkUISc3NoaGhkhPT0dqaio/Tp6ennBxcUF+fj4ePXqE3r1783KZm5tj27ZtqF27tlzmpGSWSbNmzdC/f39YWVlBQ0MDjo6O2LVrFy5cuIAdO3bgwIED2Lp1K59loiyUOZ6S+0VJp3yDBg1w/vx5ACU6AwAaN26MrKws3im/Z88ebNiwAQYGBgp3yqsSyna+xMfH4+PHj5/8DDf2RIS2bdtiwYIFMDAwQLdu3RQhokog9GwmhmohGbxQVFQEoGSNrVWrFh+80LdvXz5bolWrVv/pTMPygsYAaf2UnZ2tFP0kZNk4Xr58CQAIDAzEgAEDsHHjRj7bysLCgpdh6NChOHPmDNTU1ASz52VUHzaGDMZ/k3+FA0YS7qDORe6eP38e9erVQ7t27eDg4ICJEydi0aJF0NTU5DdV8iYxMRGLFy/G+/fvpZwppQ0c6urqmDdvHvz8/BAQEICNGzcqRD5Vhykw1UdoBmhl4enpCUdHR5iamsLe3h7jxo1Dfn4+Tp48iaioKNy/fx8PHjxARkYGsrOz4ebmhosXLyIyMhIuLi5KkZmIIBaLYWpqin379uH+/fvw9vaGn58fYmJisGrVKtSsWZPv2QWUdSr/1w2DPXv2RNu2bQEI5/lnDtLq0bdvX+jo6ODZs2cKva6kk0LIBodPZZlwe6IWLVqgXbt2MDAwkIsMVUGZ48n1OHzy5AmSk5ORlZUFNTU1vschIEynPKNyiMVirF69GmfPni3zenmoqamhuLgY2traCAgIwNdff60IMVUCLpupbt26yhaFocIINXhBqAg5aEzIskmydu1aREVFAQB0dHRQv379crOttm/fDmtra3h4eCAgIAAfPnyQu2wMBoPBkD3CCF2VIUIrbVSdhmqjR49GixYt0Lx5c7nLx2AIAdbPpwRVLKfIRWIVFxejdevWOHXqFFxdXXHgwAHMmTOHj0j9L4/r5xB6OUXOQerl5cXG8TNoa2ujcePGOHLkCKysrBQyJ7lrFBQU4OXLl2jatCk0NTX5khZ3797FyJEjKzQ4tGrVSsrgoOgx1tPTw86dOxEbG4s2bdooJWuoIpQxnsC/o8cho2JSU1Nx48YNPHjwAN9++y0KCgqQlJSEOnXq4Ouvv66wxIzQdIOQUHY2E0P1UaXyv0JAyPpJyLJJIvTeNAwGg8GQLWr0Lw+NGzZsGExMTODl5VWml4q8ycrKwvDhw2FlZYWuXbuibdu28PDwqFJDNUXLzGAoA8nnXIgGaGWSnZ2N2bNnV9gIfd68eVKGVWUi6VCeM2cOjh07Bn9/f743DOPTKLsfWUUcPHgQly5dwsqVK5UtikqwZ88etGvXDh07dlTodd3d3cs1ONy+fRszZswoY3CoV68esrKypAwOyngG09LSMHz4cMyYMQNWVlYKvXZlUNZ4AiWlScpzyp85cwZisViQTnnG5/H398fbt2/h5uYGQ0NDuLm5ITExEenp6XwZGoDthxgMRVBe8IKHhwe0tLQQHBxc5vObN29GeHg4WrVqBRsbG7i4uPwn11oh6ychyyb5/devX4evry/27NkjVUKR600zefJkREVFoUmTJtiyZQtSUlJYXzcGg8FQYf51GTClUWbkriwaqjHnC+O/AOvnUxYhN0J/+fIlWrZsCQ0NDak1qkaNGrwsS5YsQcuWLeHv74+EhASMHTsWDRo0UJiMqohQD+9Cz9ARGvb29gAUH0Chihl0gPKyTCqLssYTKOlxWJrs7GwUFhZW6JRXdI9DRtXR1dVFRkYGevbsCWdnZ6ipqcHHxwcPHjzA1KlTMXPmTEyYMAEaGhpszWUw5IyqZEsIDSHrJyHLJvn9LNuKwWAw/lv86zNglBW5+/LlS7Rp0wZJSUmoW7cu1q5di3fv3mHDhg0oKCiAg4MDsrOz8fbtW6xZswbm5uYKlY/BYAgfzhB569YtTJo0Cdu2bSu3nKIiSUxMxNy5c7FgwQKpMomSRiLJ/z99+jQ8PT0xatQo+Pv7M4OgCiM0wzjj86hKBp0ys0xUBcn5FxkZiZ07d+LgwYPQ0tIq81lFO+UZlePBgwfo2LEj8vLykJmZifv372PlypU4cuQI1NXVERAQgFu3biEpKQmWlpZYtmyZskVmMP71CD1bQhUQsn4Skmws24rBYDD+2/zrT2fKiNxdu3Yt0tPTERAQwKeTltdQzc/PDyEhIfDw8IC9vT28vLzQpEkTucvHYDBUg/Iaobdv356PxFb0BryyPa00NDT4rD4LCwscPHhQKfIyZAsbP9VByBl05aHMLBNVQWg9DhlV46+//kJoaCj27duH2rVro3bt2iAiNGjQAPn5+bhy5Qrev3+PVatWITY2FtOmTUN0dDT8/f1hZGSkbPEZjH8tQs+WUAWErJ+EJBvLtmIwGIz/Nv/6E5oyShuxhmoMBkPWKLsRelZWFmbOnAkrKytERESgefPmGDt2bIU9rTgZi4uLIRKJADDjKoOhKIRkcKgKbH34NEJzyjMqj46ODuLj4xEdHQ2RSAR1dXU0bNgQzZo1Q1paGv7++2+0a9cO3333HcRiMX744Qdoa2uz5vIMhgJRteAFISFk/SQU2VS1VCyDwWAwZMN/ZtegCGXFKUVDQ0Ps3r0bqampfAaMp6cn31Dt0aNHmDNnDi+Xubk5a6jGYDA+Sc+ePVFYWAhAOdF21e1pJbmeMeMqg6E4hGJwYMgHZTvlGZWnuLgYOjo6+Prrr/Hw4UPeEdqtWzd8//33aNiwIW7cuIHJkyejTp06KCwsRKNGjbB69WoW9cxgKBBVDV4QGkLWT8qUjWVbMRgMxn8bZg2TIeU1VANK6n0CQOPGjZGdnc03VNuzZw82bNgAAwMD1lCNwWB8kkGDBvG9rIqLixV67ZcvXwIAAgMDMWDAAGzcuBFdunRBcHAwLCwsAJSsXUOHDsWZM2egpqbGDgkMhoDgDA4AO8D/W+jZsyfatm0LgI2p0NHQ0ECDBg3Qu3dvXL58GcD/nQ20tbVRWFiIoqIi/Pnnnzh27BimT58OXV1d5nxhMJRAecELQEkWt+T7jIoRsn4SimxcsBqXbXX+/HnUq1cP7dq1g4ODAyZOnIhFixZBU1MTRUVFSpOTwWAwGLKDOWBkQEFBAZ48eYKUlBRkZWVBXV0drVu3xt27dwFAqsFt586dMWXKFISGhmLnzp3w8PCAubk5r4QZDAajPJRRThEo6WkVFRUFoKSESv369cvtabV9+3ZYW1vDw8MDAQEB+PDhg8JkZDAYn0YoBgeG7FCmU55ROf755x88fPgQWVlZKCgogJ6eHqKjo5Gens6fDdTU1FCrVi0sWbIEcXFx+OWXX2BsbIxZs2YpWXoGg8GCF6qHkPWTUGTjsq2AEvtQeno64uPjpT7Dvc+yrRgMBuPfAVvNZQBrqMZgMBSFog+ArKcVg6H6DBo0CEOGDAEAVur0X4KynPKMyrFz504EBQVBU1MT2traUFNTg5GREeLj47F27Vp069YNdevWxY8//ojCwkLo6elh9+7dqFmzplTgFoPBUB7KLv+rqghZPwlJNlYqlsFgMP5bqBFLvfhiXr58WW5DtTNnzkAsFrOGagwGQ+Xg1qXr16/D19cXe/bs4XtaAeB7Wk2ePBlRUVFo0qQJtmzZgpSUFNbTisEQKGy/wWAohpycHLx+/Ro1a9ZEdHQ03r9/j3fv3uHWrVuIi4tDcXExateujfz8fGhpaaFOnTro0KED1q5dy/qlMRgCgTOEAyx4gSFf/Pz88OTJExw4cIDt1RgMBuNfCsuAkQGsoRqDwfi3UV5Pq5EjR6KgoACamppo3Lgx4uPj+Z5Wmpqa2LBhA5YvX856WjEYAoXtNxgMxVC3bl106NABQEkZI6DEgLt7927s2bMHkZGRKCwsxOPHj5Gbm4u7d+9i6NChzPnCYAgIIWVLMP7dsGwrBoPB+PfDMmBkjGTEQmRkJHbu3ImDBw9CS0urzGeLiopYTU8GgyEoCgoK8PLlSzRt2hSamprQ0tKCh4cHtLS0EBwcXObzmzdvRnh4OFq1agUbGxu4uLiwyC0Gg8FgMMohPj4egwcPRkREBAwNDZUtDoPBYDAEAMu2YjAYjH8/zPovY7iGampqaujcuTPCwsIQHx+P9u3b85/h3mfOFwaDITRYTysGg8FgMGSPWCxGo0aNoKOjg+vXr/MOGBa0wGAwGP9tWLYVg8Fg/PthGTByZtiwYTAxMYGXl5dUZAODwWAIEdbTisFgMBgM+bFmzRpcu3YNO3bsAAB2NmAwGAwGg8FgMP7lsBQMOfPDDz/g3Llz8PLyYkZJBoMheFhPKwaDwWAw5Ie+vj42bdqE2NhYtG7dWtniMBgMBoPBYDAYDDnDHDByhjVUYzAYqgqXzVKvXj106tQJO3fuxLRp06Cjo4N27dpJfZb1tGIwGAwG4/N06NAB3bt3h46OjrJFYTAYDAaDwWAwGAqAlSCTM6yhGoPBUGU4J8ytW7cwadIkbNu2rdyeVgwGg8FgMCpHXl4eateurWwxGAwGg8FgMBgMhgJgRYflDGuoxmAwVBnOudKtWze0atUKp0+fBlDiXJZ8n8FgMBgMRuVgzhcGg8FgMBgMBuO/A3PAKAhmpGQwGKoO19MKYGsag8FgMBgMBoPBYDAYDAaD8TlYwX4Gg8FgVArW04rBYDAYDAaDwWAwGAwGg8GoPKwHDIPBYDAqBetpxWAwGAwGg8FgMBgMBoPBYFQe5oBhMBgMRpUgIpYBw2AwGAwGg8FgMBgMBoPBYHwG1gOGwWAwGFWCOV8YDAaDwWAwGAwGg8FgMBiMz8McMAwGg8FgMBgMBoPBYDAYDAaDwWAwGDKGOWAYDAaDwWAwGAwGg8FgMBgMBoPBYDBkDHPAMBgMBoPBYDAYDAaDwWAwGAwGg8FgyBjmgGEwGAwGg8FgMBgMBoPBYDAYDAaDwZAxzAHDYDAYDAaDwWAwlEp0dDT++ecfZYvBYDAYDAaDwWAwGDKFOWAYDAaDwWAwGAyGUpkyZQpev36tbDEYDAaDwWAwGAwGQ6YwBwyDwWAwGAwGg8FgMBgMBoPBYDAYDIaMYQ4YBoPBYDAYDAaDoTRGjx6Nt2/fYvbs2fDz88OLFy8wYcIEdOnSBcbGxli/fj3EYjE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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "town_category = categories.groupby('town')[\"town\"].count()\n", "\n", "draw_category_with_offset_limit(town_category, 0, 1)\n", "draw_category_with_offset_limit(town_category, 1, 2)\n", "draw_category_with_offset_limit(town_category, 2, 3)\n", "draw_category_with_offset_limit(town_category, 3, 4)\n", "draw_category_with_offset_limit(town_category, 4, 5)\n", "draw_category_with_offset_limit(town_category, 5, 6)\n", "draw_category_with_offset_limit(town_category, 6, 7)\n", "draw_category_with_offset_limit(town_category, 7, 8)\n" ] } ], "metadata": { "kernelspec": { "display_name": "VNH", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.15" }, "vscode": { "interpreter": { "hash": "c39e7c74b9530229a2f01b3f1b3e12894dfb843a930bc3949a1802c55deb7d71" } } }, "nbformat": 4, "nbformat_minor": 5 }