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khengyun/Easy Laundry data analysis.ipynb

Created June 25, 2024 10:00
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Easy Laundry data analysis.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('data_94.csv')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Timestamp', 'Bạn đã từng sử dụng dịch vụ giặt ủi chưa?',\n",
" 'Lý do vì sao bạn chọn sử dụng dịch vụ giặt ủi?',\n",
" 'Tần suất sử dụng dịch vụ giặt ủi của bạn trong 1 tuần là bao nhiêu?',\n",
" 'Chi phí trung bình bạn trả cho 1kg quần áo cho dịch vụ giặt ủi là bao nhiêu?',\n",
" 'Những điều bạn hài lòng về dịch vụ giặt ủi hiện tại?',\n",
" 'Những điều bạn chưa hài lòng về dịch vụ giặt ủi hiện tại?',\n",
" 'Những đề xuất gì để trải nghiệm giặt ủi của bạn tốt hơn:',\n",
" 'Với dịch vụ như vậy thì bạn sẵn sàng chi bao nhiêu tiền?',\n",
" 'Đối với những tiện ích của dịch vụ, đâu là 3 điểm bạn thích nhất?',\n",
" 'Đối với những tiện ích của dịch vụ, đâu là 3 điểm bạn không thích nhất?',\n",
" 'Bạn có mong đợi gì từ sản phẩm và dịch vụ của nhóm mình cung cấp không?',\n",
" 'Bạn có đề xuất gì cho nhóm mình về sản phẩm này không?',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Chất lượng giặt sạch của quần áo có làm bạn hài lòng không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy dịch vụ tiện dụng và tiết kiệm được thời gian của mình hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Giá cả đối với bạn có hợp lý không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy mất thời gian khi phải đem đồ lại cửa hàng giặt ủi hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có muốn theo dõi quá trình quần áo của mình được giặt ủi hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Nếu có ứng dụng để theo dõi quá trình giặt ủi bạn có muốn không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể đặt chỗ giặt ủi trước tại nhà?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có nghĩ việc có người đến tận nhà lấy quần áo là một tiện ích tốt hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể lựa chọn mùi hương của quần áo theo sở thích cá nhân của bạn?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu việc sử dụng dịch vụ giặt ủi có thể góp phần làm giảm ô nhiễm môi trường?]',\n",
" 'Tại sao bạn không sử dụng dịch vụ giặt sấy',\n",
" 'Những yếu tốt khiến bạn lựa chọn sử dụng dịch vụ giặt ủi trong tương lai',\n",
" 'Bạn sinh năm mấy dạ?', 'Bạn thuộc giới tính nào nè?',\n",
" 'Nghề nghiệp của bạn', 'Địa chỉ (khu vực sống hiện tại) của bạn',\n",
" 'Độ tuổi của bạn?', 'Mức thu nhập hằng tháng của bạn (VNĐ)?',\n",
" 'Email address'],\n",
" dtype='object')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tạo bảng thông tin khách hàng"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Bạn sinh năm mấy dạ?</th>\n",
" <th>Bạn thuộc giới tính nào nè?</th>\n",
" <th>Nghề nghiệp của bạn</th>\n",
" <th>Địa chỉ (khu vực sống hiện tại) của bạn</th>\n",
" <th>Độ tuổi của bạn?</th>\n",
" <th>Mức thu nhập hằng tháng của bạn (VNĐ)?</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2003-04-11</td>\n",
" <td>Nam</td>\n",
" <td>Học sinh/ Sinh viên</td>\n",
" <td>Cần Thơ</td>\n",
" <td>Từ 18 đến 22 tuổi</td>\n",
" <td>Trên 20 triệu VND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2003</td>\n",
" <td>Nữ</td>\n",
" <td>Học sinh/ Sinh viên</td>\n",
" <td>Quận Bình Thủy - TP Cần Thơ</td>\n",
" <td>Từ 18 đến 22 tuổi</td>\n",
" <td>Từ 1 - dưới 3 triệu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2003</td>\n",
" <td>Nữ</td>\n",
" <td>Học sinh/ Sinh viên</td>\n",
" <td>Quận Ninh Kiều - TP Cần Thơ</td>\n",
" <td>Từ 18 đến 22 tuổi</td>\n",
" <td>Từ 1 - dưới 3 triệu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2004</td>\n",
" <td>Nam</td>\n",
" <td>Học sinh/ Sinh viên</td>\n",
" <td>Quận Ninh Kiều - TP Cần Thơ</td>\n",
" <td>Từ 18 đến 22 tuổi</td>\n",
" <td>Từ 3 - dưới 5 triệu</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2004</td>\n",
" <td>Nữ</td>\n",
" <td>Học sinh/ Sinh viên</td>\n",
" <td>Quận Bình Thủy - TP Cần Thơ</td>\n",
" <td>Từ 18 đến 22 tuổi</td>\n",
" <td>Từ 5 - dưới 10 triệu</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Bạn sinh năm mấy dạ? Bạn thuộc giới tính nào nè? Nghề nghiệp của bạn \\\n",
"0 2003-04-11 Nam Học sinh/ Sinh viên \n",
"1 2003 Nữ Học sinh/ Sinh viên \n",
"2 2003 Nữ Học sinh/ Sinh viên \n",
"3 2004 Nam Học sinh/ Sinh viên \n",
"4 2004 Nữ Học sinh/ Sinh viên \n",
"\n",
" Địa chỉ (khu vực sống hiện tại) của bạn Độ tuổi của bạn? \\\n",
"0 Cần Thơ Từ 18 đến 22 tuổi \n",
"1 Quận Bình Thủy - TP Cần Thơ Từ 18 đến 22 tuổi \n",
"2 Quận Ninh Kiều - TP Cần Thơ Từ 18 đến 22 tuổi \n",
"3 Quận Ninh Kiều - TP Cần Thơ Từ 18 đến 22 tuổi \n",
"4 Quận Bình Thủy - TP Cần Thơ Từ 18 đến 22 tuổi \n",
"\n",
" Mức thu nhập hằng tháng của bạn (VNĐ)? \n",
"0 Trên 20 triệu VND \n",
"1 Từ 1 - dưới 3 triệu \n",
"2 Từ 1 - dưới 3 triệu \n",
"3 Từ 3 - dưới 5 triệu \n",
"4 Từ 5 - dưới 10 triệu "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"customer_info = df[['Bạn sinh năm mấy dạ?', 'Bạn thuộc giới tính nào nè?', 'Nghề nghiệp của bạn',\n",
" 'Địa chỉ (khu vực sống hiện tại) của bạn', 'Độ tuổi của bạn?', 'Mức thu nhập hằng tháng của bạn (VNĐ)?']]\n",
"\n",
"# Hiển thị bảng thông tin khách hàng\n",
"customer_info.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tạo bảng thông tin sử dụng dịch vụ"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Bạn đã từng sử dụng dịch vụ giặt ủi chưa?</th>\n",
" <th>Tần suất sử dụng dịch vụ giặt ủi của bạn trong 1 tuần là bao nhiêu?</th>\n",
" <th>Chi phí trung bình bạn trả cho 1kg quần áo cho dịch vụ giặt ủi là bao nhiêu?</th>\n",
" <th>Những điều bạn hài lòng về dịch vụ giặt ủi hiện tại?</th>\n",
" <th>Những điều bạn chưa hài lòng về dịch vụ giặt ủi hiện tại?</th>\n",
" <th>Những đề xuất gì để trải nghiệm giặt ủi của bạn tốt hơn:</th>\n",
" <th>Với dịch vụ như vậy thì bạn sẵn sàng chi bao nhiêu tiền?</th>\n",
" <th>Đối với những tiện ích của dịch vụ, đâu là 3 điểm bạn thích nhất?</th>\n",
" <th>Đối với những tiện ích của dịch vụ, đâu là 3 điểm bạn không thích nhất?</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Có</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Mình đã từng sử dụng</td>\n",
" <td>2 lần / 1 tuần</td>\n",
" <td>6.000 VNĐ/1kg</td>\n",
" <td>Mùi hương dễ chịu, lưu hương lâu, Có nhiều sự ...</td>\n",
" <td>Khá mất thời gian để đi đến tiệm giặt ủi để gử...</td>\n",
" <td>Có thể đặt dịch vụ trực tuyến (không cần ra cử...</td>\n",
" <td>10.000 VNĐ / 1kg</td>\n",
" <td>Sử dụng túi vải bảo vệ môi trường</td>\n",
" <td>Sử dụng app online</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Mình đã từng sử dụng</td>\n",
" <td>1 lần / 1 tuần</td>\n",
" <td>7.000 VNĐ/1kg</td>\n",
" <td>Chi phí phù hợp, Có nhiều sự lựa chọn trong kh...</td>\n",
" <td>Tốc độ giặt khá chậm, Mùi hương của quần áo ch...</td>\n",
" <td>Tốc độ giặt ủi có thể đáp ứng nhanh hơn, Đảm b...</td>\n",
" <td>12.000 VNĐ / 1kg</td>\n",
" <td>Sử dụng app online</td>\n",
" <td>Có nhân viên đến nhà lấy/giao hàng</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Mình đã từng sử dụng</td>\n",
" <td>2 lần / 1 tuần</td>\n",
" <td>5.000 VNĐ/1kg</td>\n",
" <td>Tốc độ giặt nhanh, Có nhiều sự lựa chọn trong ...</td>\n",
" <td>Chi phí khá cao</td>\n",
" <td>Chi phí thấp hơn, Có thể theo dõi quá trình gi...</td>\n",
" <td>10.000 VNĐ / 1kg</td>\n",
" <td>Có nhân viên đến nhà lấy/giao hàng</td>\n",
" <td>Khi sử dụng dịch vụ tại shop thì giá sẽ thấp h...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Mình đã từng sử dụng</td>\n",
" <td>3 lần / 1 tuần</td>\n",
" <td>7.000 VNĐ/1kg</td>\n",
" <td>Chi phí phù hợp, Mùi hương dễ chịu, lưu hương ...</td>\n",
" <td>Khá mất thời gian để đi đến tiệm giặt ủi để gử...</td>\n",
" <td>Chi phí thấp hơn, Được lựa chọn mùi hương phù ...</td>\n",
" <td>10.000 VNĐ / 1kg</td>\n",
" <td>Sử dụng app online</td>\n",
" <td>Khi sử dụng dịch vụ tại shop thì giá sẽ thấp h...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Bạn đã từng sử dụng dịch vụ giặt ủi chưa? \\\n",
"0 Có \n",
"1 Mình đã từng sử dụng \n",
"2 Mình đã từng sử dụng \n",
"3 Mình đã từng sử dụng \n",
"4 Mình đã từng sử dụng \n",
"\n",
" Tần suất sử dụng dịch vụ giặt ủi của bạn trong 1 tuần là bao nhiêu? \\\n",
"0 NaN \n",
"1 2 lần / 1 tuần \n",
"2 1 lần / 1 tuần \n",
"3 2 lần / 1 tuần \n",
"4 3 lần / 1 tuần \n",
"\n",
" Chi phí trung bình bạn trả cho 1kg quần áo cho dịch vụ giặt ủi là bao nhiêu? \\\n",
"0 NaN \n",
"1 6.000 VNĐ/1kg \n",
"2 7.000 VNĐ/1kg \n",
"3 5.000 VNĐ/1kg \n",
"4 7.000 VNĐ/1kg \n",
"\n",
" Những điều bạn hài lòng về dịch vụ giặt ủi hiện tại? \\\n",
"0 NaN \n",
"1 Mùi hương dễ chịu, lưu hương lâu, Có nhiều sự ... \n",
"2 Chi phí phù hợp, Có nhiều sự lựa chọn trong kh... \n",
"3 Tốc độ giặt nhanh, Có nhiều sự lựa chọn trong ... \n",
"4 Chi phí phù hợp, Mùi hương dễ chịu, lưu hương ... \n",
"\n",
" Những điều bạn chưa hài lòng về dịch vụ giặt ủi hiện tại? \\\n",
"0 NaN \n",
"1 Khá mất thời gian để đi đến tiệm giặt ủi để gử... \n",
"2 Tốc độ giặt khá chậm, Mùi hương của quần áo ch... \n",
"3 Chi phí khá cao \n",
"4 Khá mất thời gian để đi đến tiệm giặt ủi để gử... \n",
"\n",
" Những đề xuất gì để trải nghiệm giặt ủi của bạn tốt hơn: \\\n",
"0 NaN \n",
"1 Có thể đặt dịch vụ trực tuyến (không cần ra cử... \n",
"2 Tốc độ giặt ủi có thể đáp ứng nhanh hơn, Đảm b... \n",
"3 Chi phí thấp hơn, Có thể theo dõi quá trình gi... \n",
"4 Chi phí thấp hơn, Được lựa chọn mùi hương phù ... \n",
"\n",
" Với dịch vụ như vậy thì bạn sẵn sàng chi bao nhiêu tiền? \\\n",
"0 NaN \n",
"1 10.000 VNĐ / 1kg \n",
"2 12.000 VNĐ / 1kg \n",
"3 10.000 VNĐ / 1kg \n",
"4 10.000 VNĐ / 1kg \n",
"\n",
" Đối với những tiện ích của dịch vụ, đâu là 3 điểm bạn thích nhất? \\\n",
"0 NaN \n",
"1 Sử dụng túi vải bảo vệ môi trường \n",
"2 Sử dụng app online \n",
"3 Có nhân viên đến nhà lấy/giao hàng \n",
"4 Sử dụng app online \n",
"\n",
" Đối với những tiện ích của dịch vụ, đâu là 3 điểm bạn không thích nhất? \n",
"0 NaN \n",
"1 Sử dụng app online \n",
"2 Có nhân viên đến nhà lấy/giao hàng \n",
"3 Khi sử dụng dịch vụ tại shop thì giá sẽ thấp h... \n",
"4 Khi sử dụng dịch vụ tại shop thì giá sẽ thấp h... "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"service_info = df[['Bạn đã từng sử dụng dịch vụ giặt ủi chưa?', 'Tần suất sử dụng dịch vụ giặt ủi của bạn trong 1 tuần là bao nhiêu?',\n",
" 'Chi phí trung bình bạn trả cho 1kg quần áo cho dịch vụ giặt ủi là bao nhiêu?',\n",
" 'Những điều bạn hài lòng về dịch vụ giặt ủi hiện tại?', 'Những điều bạn chưa hài lòng về dịch vụ giặt ủi hiện tại?',\n",
" 'Những đề xuất gì để trải nghiệm giặt ủi của bạn tốt hơn:', 'Với dịch vụ như vậy thì bạn sẵn sàng chi bao nhiêu tiền?',\n",
" 'Đối với những tiện ích của dịch vụ, đâu là 3 điểm bạn thích nhất?', 'Đối với những tiện ích của dịch vụ, đâu là 3 điểm bạn không thích nhất?']]\n",
"\n",
"# Hiển thị bảng thông tin sử dụng dịch vụ\n",
"service_info.head()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tạo bảng phản hồi cụ thể"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Lý do vì sao bạn chọn sử dụng dịch vụ giặt ủi?</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Chất lượng giặt sạch của quần áo có làm bạn hài lòng không?]</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy dịch vụ tiện dụng và tiết kiệm được thời gian của mình hay không?]</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Giá cả đối với bạn có hợp lý không?]</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy mất thời gian khi phải đem đồ lại cửa hàng giặt ủi hay không?]</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có muốn theo dõi quá trình quần áo của mình được giặt ủi hay không?]</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Nếu có ứng dụng để theo dõi quá trình giặt ủi bạn có muốn không?]</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể đặt chỗ giặt ủi trước tại nhà?]</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có nghĩ việc có người đến tận nhà lấy quần áo là một tiện ích tốt hay không?]</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể lựa chọn mùi hương của quần áo theo sở thích cá nhân của bạn?]</th>\n",
" <th>Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu việc sử dụng dịch vụ giặt ủi có thể góp phần làm giảm ô nhiễm môi trường?]</th>\n",
" <th>Tại sao bạn không sử dụng dịch vụ giặt sấy</th>\n",
" <th>Những yếu tốt khiến bạn lựa chọn sử dụng dịch vụ giặt ủi trong tương lai</th>\n",
" <th>Bạn có mong đợi gì từ sản phẩm và dịch vụ của nhóm mình cung cấp không?</th>\n",
" <th>Bạn có đề xuất gì cho nhóm mình về sản phẩm này không?</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Tiết kiệm thời gian, công sức, Chất lượng quần...</td>\n",
" <td>4.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>App sớm phát triển và có thể kết hợp thêm dịch...</td>\n",
" <td>K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Tiết kiệm thời gian, công sức, Địa điểm gần kh...</td>\n",
" <td>5.0</td>\n",
" <td>4.0</td>\n",
" <td>3.0</td>\n",
" <td>4.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Các dịch vụ rất tiện lợi và hữu ích. Nhưng tôi...</td>\n",
" <td>không</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Tiết kiệm thời gian, công sức, Chất lượng quần...</td>\n",
" <td>5.0</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Dạ hông</td>\n",
" <td>Hông á</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Tiết kiệm thời gian, công sức</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>3.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>2.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Có app, giặt đồ trắng kỉ hơn xíu, mấy chỗ giặt...</td>\n",
" <td>giá trẻ hợp lí có voucher là ok mô hình hay</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Lý do vì sao bạn chọn sử dụng dịch vụ giặt ủi? \\\n",
"0 NaN \n",
"1 Tiết kiệm thời gian, công sức, Chất lượng quần... \n",
"2 Tiết kiệm thời gian, công sức, Địa điểm gần kh... \n",
"3 Tiết kiệm thời gian, công sức, Chất lượng quần... \n",
"4 Tiết kiệm thời gian, công sức \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Chất lượng giặt sạch của quần áo có làm bạn hài lòng không?] \\\n",
"0 NaN \n",
"1 4.0 \n",
"2 5.0 \n",
"3 5.0 \n",
"4 5.0 \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy dịch vụ tiện dụng và tiết kiệm được thời gian của mình hay không?] \\\n",
"0 NaN \n",
"1 3.0 \n",
"2 4.0 \n",
"3 4.0 \n",
"4 5.0 \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Giá cả đối với bạn có hợp lý không?] \\\n",
"0 NaN \n",
"1 3.0 \n",
"2 3.0 \n",
"3 4.0 \n",
"4 3.0 \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy mất thời gian khi phải đem đồ lại cửa hàng giặt ủi hay không?] \\\n",
"0 NaN \n",
"1 2.0 \n",
"2 4.0 \n",
"3 4.0 \n",
"4 2.0 \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có muốn theo dõi quá trình quần áo của mình được giặt ủi hay không?] \\\n",
"0 NaN \n",
"1 3.0 \n",
"2 5.0 \n",
"3 5.0 \n",
"4 3.0 \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Nếu có ứng dụng để theo dõi quá trình giặt ủi bạn có muốn không?] \\\n",
"0 NaN \n",
"1 4.0 \n",
"2 5.0 \n",
"3 5.0 \n",
"4 2.0 \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể đặt chỗ giặt ủi trước tại nhà?] \\\n",
"0 NaN \n",
"1 4.0 \n",
"2 5.0 \n",
"3 1.0 \n",
"4 5.0 \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có nghĩ việc có người đến tận nhà lấy quần áo là một tiện ích tốt hay không?] \\\n",
"0 NaN \n",
"1 4.0 \n",
"2 5.0 \n",
"3 5.0 \n",
"4 5.0 \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể lựa chọn mùi hương của quần áo theo sở thích cá nhân của bạn?] \\\n",
"0 NaN \n",
"1 4.0 \n",
"2 5.0 \n",
"3 5.0 \n",
"4 5.0 \n",
"\n",
" Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu việc sử dụng dịch vụ giặt ủi có thể góp phần làm giảm ô nhiễm môi trường?] \\\n",
"0 NaN \n",
"1 3.0 \n",
"2 5.0 \n",
"3 5.0 \n",
"4 5.0 \n",
"\n",
" Tại sao bạn không sử dụng dịch vụ giặt sấy \\\n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"\n",
" Những yếu tốt khiến bạn lựa chọn sử dụng dịch vụ giặt ủi trong tương lai \\\n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"\n",
" Bạn có mong đợi gì từ sản phẩm và dịch vụ của nhóm mình cung cấp không? \\\n",
"0 NaN \n",
"1 App sớm phát triển và có thể kết hợp thêm dịch... \n",
"2 Các dịch vụ rất tiện lợi và hữu ích. Nhưng tôi... \n",
"3 Dạ hông \n",
"4 Có app, giặt đồ trắng kỉ hơn xíu, mấy chỗ giặt... \n",
"\n",
" Bạn có đề xuất gì cho nhóm mình về sản phẩm này không? \n",
"0 NaN \n",
"1 K \n",
"2 không \n",
"3 Hông á \n",
"4 giá trẻ hợp lí có voucher là ok mô hình hay "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"feedback_info = df[['Lý do vì sao bạn chọn sử dụng dịch vụ giặt ủi?', 'Nhận định chung của bạn về dịch vụ giặt ủi [Chất lượng giặt sạch của quần áo có làm bạn hài lòng không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy dịch vụ tiện dụng và tiết kiệm được thời gian của mình hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Giá cả đối với bạn có hợp lý không?]', 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy mất thời gian khi phải đem đồ lại cửa hàng giặt ủi hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có muốn theo dõi quá trình quần áo của mình được giặt ủi hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Nếu có ứng dụng để theo dõi quá trình giặt ủi bạn có muốn không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể đặt chỗ giặt ủi trước tại nhà?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có nghĩ việc có người đến tận nhà lấy quần áo là một tiện ích tốt hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể lựa chọn mùi hương của quần áo theo sở thích cá nhân của bạn?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu việc sử dụng dịch vụ giặt ủi có thể góp phần làm giảm ô nhiễm môi trường?]',\n",
" 'Tại sao bạn không sử dụng dịch vụ giặt sấy', 'Những yếu tốt khiến bạn lựa chọn sử dụng dịch vụ giặt ủi trong tương lai',\n",
" 'Bạn có mong đợi gì từ sản phẩm và dịch vụ của nhóm mình cung cấp không?', 'Bạn có đề xuất gì cho nhóm mình về sản phẩm này không?']]\n",
"\n",
"# Hiển thị bảng phản hồi cụ thể\n",
"feedback_info.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Tách các câu trả lời thành các giá trị riêng lẻ và đếm tần suất\n",
"top_likes = service_info['Đối với những tiện ích của dịch vụ, đâu là 3 điểm bạn thích nhất?'].str.split(',').explode().value_counts().head(3)\n",
"\n",
"# Vẽ biểu đồ\n",
"plt.figure(figsize=(10, 6))\n",
"top_likes.plot(kind='bar', color='skyblue')\n",
"plt.title('Top 3 điều khách hàng thích nhất về dịch vụ')\n",
"plt.xlabel('Điều khách hàng thích')\n",
"plt.ylabel('Số lượng')\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Phân phối giá khách hàng sẵn sàng chi trả"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Tính số lượng cho mỗi giá trị\n",
"value_counts = service_info['Với dịch vụ như vậy thì bạn sẵn sàng chi bao nhiêu tiền?'].value_counts()\n",
"\n",
"# Sắp xếp giá trị để biểu đồ dễ đọc hơn\n",
"value_counts = value_counts.sort_index()\n",
"\n",
"# Vẽ biểu đồ cột ngang\n",
"plt.figure(figsize=(10, 6))\n",
"value_counts.plot(kind='barh', color='orange')\n",
"plt.title('Phân phối giá khách hàng sẵn sàng chi trả')\n",
"plt.xlabel('Số lượng')\n",
"plt.ylabel('Chi phí (VNĐ)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Chuẩn hóa phân phối giá khách hàng sẵn sàng chi trả"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"from transformers import pipeline\n",
"\n",
"# Tạo pipeline sử dụng mô hình từ Hugging Face để phân loại giá trị\n",
"classifier = pipeline('zero-shot-classification', model='facebook/bart-large-mnli')\n",
"\n",
"# Các giá trị số cụ thể mà chúng ta muốn chuẩn hóa\n",
"possible_values = ['2000 VND', '3000 VND', '4000 VND', '5000 VND', '6000 VND', \n",
" '7000 VND', '8000 VND', '9000 VND', '10000 VND', '11000 VND', '12000 VND']\n",
"\n",
"def normalize_cost(value):\n",
" value = str(value).lower()\n",
" # Sử dụng mô hình NLP để chuẩn hóa giá trị\n",
" prediction = classifier(value, possible_values)\n",
" return prediction['labels'][0]\n",
"\n",
"# Áp dụng hàm chuẩn hóa cho cột chi phí\n",
"df['normalized_cost'] = df['Với dịch vụ như vậy thì bạn sẵn sàng chi bao nhiêu tiền?'].apply(normalize_cost)\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Tính toán tần suất của từng giá trị chi phí\n",
"cost_counts = df['normalized_cost'].value_counts().sort_index()\n",
"\n",
"# Vẽ biểu đồ tròn\n",
"fig, ax = plt.subplots(2, 1, figsize=(10, 12))\n",
"\n",
"cost_counts.plot(kind='pie', autopct='%1.1f%%', colors=plt.cm.Paired.colors, ax=ax[0])\n",
"ax[0].set_title('Phân phối giá khách hàng sẵn sàng chi trả (Sau khi chuẩn hóa)')\n",
"ax[0].set_ylabel('')\n",
"\n",
"# Hiển thị bảng chi tiết dưới biểu đồ\n",
"table_data = pd.DataFrame({'Giá trị': cost_counts.index, 'Số lượng': cost_counts.values})\n",
"ax[1].axis('tight')\n",
"ax[1].axis('off')\n",
"table = ax[1].table(cellText=table_data.values, colLabels=table_data.columns, cellLoc='center', loc='center')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Top 3 pain của khách hàng"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Tách các câu trả lời thành các giá trị riêng lẻ và đếm tần suất\n",
"top_pains = service_info['Những điều bạn chưa hài lòng về dịch vụ giặt ủi hiện tại?'].str.split(',').explode().value_counts().head(3)\n",
"\n",
"# Vẽ biểu đồ\n",
"plt.figure(figsize=(10, 6))\n",
"top_pains.plot(kind='bar', color='red')\n",
"plt.title('Top 3 điều khách hàng chưa hài lòng về dịch vụ')\n",
"plt.xlabel('Điều khách hàng chưa hài lòng')\n",
"plt.ylabel('Số lượng')\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Phân tích nhân khẩu học khách hàng\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Độ tuổi và giới tính"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"customer_info['Độ tuổi của bạn?'].value_counts().sort_index().plot(kind='bar', color='purple')\n",
"plt.title('Phân phối độ tuổi khách hàng')\n",
"plt.xlabel('Độ tuổi')\n",
"plt.ylabel('Số lượng')\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n",
"\n",
"# Giải thích biểu đồ:\n",
"# Biểu đồ trên thể hiện phân phối độ tuổi của khách hàng tham gia khảo sát. Điều này giúp xác định nhóm tuổi nào chiếm phần lớn khách hàng của dịch vụ giặt ủi."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Nghề nghiệp và khu vực sống"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Trực quan hóa nghề nghiệp khách hàng\n",
"plt.figure(figsize=(10, 6))\n",
"customer_info['Nghề nghiệp của bạn'].value_counts().head(10).plot(kind='bar', color='green')\n",
"plt.title('Top 10 nghề nghiệp của khách hàng')\n",
"plt.xlabel('Nghề nghiệp')\n",
"plt.ylabel('Số lượng')\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n",
"\n",
"\n",
"# Giải thích biểu đồ:\n",
"# Biểu đồ trên thể hiện top 10 nghề nghiệp phổ biến nhất của khách hàng. Điều này giúp xác định nhóm nghề nghiệp nào thường sử dụng dịch vụ giặt ủi."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Phân tích hành vi sử dụng dịch vụ"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tần suất sử dụng dịch vụ"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Trực quan hóa tần suất sử dụng dịch vụ giặt ủi\n",
"plt.figure(figsize=(10, 6))\n",
"service_info['Tần suất sử dụng dịch vụ giặt ủi của bạn trong 1 tuần là bao nhiêu?'].value_counts().sort_index().plot(kind='bar', color='blue')\n",
"plt.title('Tần suất sử dụng dịch vụ giặt ủi trong 1 tuần')\n",
"plt.xlabel('Số lần sử dụng')\n",
"plt.ylabel('Số lượng')\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n",
"\n",
"\n",
"\n",
"# Giải thích biểu đồ:\n",
"# Biểu đồ trên thể hiện tần suất sử dụng dịch vụ giặt ủi của khách hàng trong một tuần. Điều này giúp hiểu rõ hơn về thói quen sử dụng dịch vụ của khách hàng."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Chi phí trung bình"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Tính toán số lượng cho mỗi phân khúc chi phí\n",
"cost_counts = service_info['Chi phí trung bình bạn trả cho 1kg quần áo cho dịch vụ giặt ủi là bao nhiêu?'].value_counts()\n",
"\n",
"# Vẽ biểu đồ tròn\n",
"plt.figure(figsize=(8, 8))\n",
"plt.pie(cost_counts, labels=cost_counts.index, autopct='%1.1f%%', startangle=140)\n",
"plt.title('Phân phối chi phí trung bình cho 1kg quần áo')\n",
"plt.show()\n",
"\n",
"\n",
"#Giải thích biểu đồ:\n",
"# Biểu đồ trên thể hiện phân phối chi phí trung bình mà khách hàng trả cho 1kg quần áo. Điều này giúp xác định khoảng giá phổ biến mà khách hàng đang trả cho dịch vụ."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Phân tích các đề xuất và nhận định chung"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Các đề xuất cải thiện dịch vụ"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Vẽ biểu đồ dạng cột ngang\n",
"plt.figure(figsize=(10, 6))\n",
"improvement_suggestions.plot(kind='barh', color='magenta') # Sử dụng 'barh' cho biểu đồ cột ngang\n",
"plt.title('Top 5 đề xuất cải thiện dịch vụ')\n",
"plt.xlabel('Số lượng')\n",
"plt.ylabel('Đề xuất')\n",
"plt.show()\n",
"\n",
"\n",
"# Giải thích biểu đồ:\n",
"# Biểu đồ trên thể hiện top 5 đề xuất cải thiện dịch vụ của khách hàng. \n",
"# Điều này giúp nhận biết các yếu tố mà khách hàng muốn cải thiện để nâng cao trải nghiệm dịch vụ."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Phân tích chi tiết"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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jxumnn37Shx9+qNKlS+utt97K9XJnJz09XQ888IDi4+PVvXt3DRkyRMnJyYqLi9OOHTtUpUoV+7Rz5sxRcnKy/v73v8tms2nChAnq1KmT9u/fL29vb6eX6WrOzHPp0qXq1q2b6tSpo3HjxunMmTPq16+fypYt69R7zJw5U3379lWtWrU0cuRIhYSEaOvWrVq+fHmuj4YlJSXpww8/1KOPPqonnnhCycnJ+uijj9SmTRtt2rTJqV/49+zZo27duunJJ59Ur169NGPGDD3yyCNavny57rvvPklXdlhLlizRI488okqVKunEiROaPn26oqOjtXPnziyfg/Hjx8vDw0PPPfecEhMTNWHCBD3++OPauHFjjnV06NBBgYGBmj9/vqKjox3GzZs3T7Vq1bJfp/nrr7+qadOmKlu2rEaMGKGAgADNnz9fsbGx+uKLL/Twww/n+D7GGD300EP6/vvv9eSTT6pGjRpavHixevXqdcN1JV3ZqI8ePVr33HOPxo4dKx8fH23cuFHfffed7r//fvt0e/fuVZcuXdSvXz/16tVLH3/8sXr37q369eurVq1a2c7b29tbDz/8sBYtWqTp06c7/Mq4ZMkSpaamqnv37k7VeSNbt25V27ZtVaZMGY0ZM0bp6ekaO3asfed1Pbt379ZXX32lrl27qmLFijpx4oSmTZvm0B5q1KihsWPH6tVXX9WAAQPs56zfc889bqnfXU6fPi3pyhfZo0eP6rXXXpOfn5/DL5G5/ZzlddvkzDZ+5MiRmjBhgjp27Kg2bdro559/Vps2bXK8VYCr+41r/frrr3rggQdUt25djR07Vr6+vtq7d6/Dl3ln15cxRg8++KBWrVqlfv36qV69evr222/1/PPP6+jRo3rnnXduWM+ZM2fUtm1bderUSV27dtXChQv14osvqk6dOmrXrp2kK//bBx98UP/73/80YMAA1axZU9u3b9fkyZO1a9cuffXVV7laBzlxZv+Vl2V++eWXlZiYqD/++MM+3bUX5juz7f3uu+/Url071a9fX6NGjZKHh4dmzJihVq1a6X//+991O5ZISEhQy5YtdfnyZfu294MPPpC/v3+WaT/88EMFBwdr+PDhCggIUHx8vF599VUlJSXp7bffdnqZruXObfCJEyd0zz336Pz58xo8eLBKliypTz75RA8++KAWLlx43X2JdOUL+Pz589WjRw81btxYa9asUYcOHa77mvxeP+7097//XceOHVNcXJxmzZqV7TQzZszQxYsXNWDAAPn6+jp1zW+PHj3k7e2tZ599VqtWrdL999+vypUra/To0bpw4YJGjRqlnj17SpKGDBki6co1yQ0bNtTZs2c1YMAAVa9eXUePHtXChQt1/vz5bI/KhYWFadq0aXrqqaf08MMP2ztrqVu3rqQrPy7t379fffr0UUREhH799Vd98MEH+vXXX7VhwwaXri9NT09XmzZt1KhRI02cOFErV67UP//5T1WpUkVPPfWUw7TO7CtcrfGll17SxYsX3Xc2QK5OcMxHV5+Hv2/fPuPl5WUGDx5sH5/TNWQ+Pj5m79699mE///yzkWTee+89+7DMc/evtn79eiPJfPrpp1lqiImJcTiPddiwYcbT09OcPXv2ustQr149U6ZMGYfpVqxYYSRlOT9Z15xvm3m9Rd++fR2me/jhh03JkiVdWu7sfPzxx0aSmTRpUpZxmcucee5tyZIlzenTp+3jv/zySyPJ4dzv6OhoEx0dnWVevXr1cljm3MyzTp06ply5ciY5Odk+bPXq1dmux2udPXvWFC9e3DRq1CjLtUlX/0+joqJMr169srz+2uW5fPmySU1NdZjmzJkzJjw8PMv/KjtRUVFGkvniiy/swxITE02ZMmXMnXfeaR928eLFLNcIHThwwPj6+pqxY8fah2Vex1CjRg2Huv71r38ZSWb79u3XrefRRx81pUuXNpcvX7YPO378uPHw8HB4n9atW5s6deqYixcv2odlZGSYe+65x9x2223XfY8lS5YYSWbChAn2YZcvXzbNmzfPcr1TZrvPtGfPHuPh4WEefvjhLOvj2v+fJLN27Vr7sJMnTxpfX1/z7LPPXre+b7/9NkubM8aY9u3bm8qVK9ufZ24PDhw44DDd9a6bulrHjh1NsWLFzNGjRx2Wz8vLK8v1Ate2x/Pnz2dZ/n379mVpD7m9huzaz2Wma/8P2dWUHWeuIbv2ERISYpYvX+4wrbOfs9xsR7Lj7DY+ISHBeHl5mdjYWIfXjx492khyWC+52W84s07feecdIynH612McX59ZX4WX3/9dYdpu3TpYmw2m8M+JDvR0dFZ9pOpqakmIiLCdO7c2T5s1qxZxmazZWkHU6dONZLs19hkdx1ppmv3idlxZv+V12W+0TVkN9r2ZmRkmNtuu820adPGoT2cP3/eVKpUydx3333Xff+hQ4caSWbjxo32YSdPnjTBwcFZtkfnzp3L8vr+/fubYsWKOWy7c3ONlLu3wZnLc/V1VpnXJFesWDHba2MzbdmyxUgyQ4cOdRjeu3fvLO0lu+11fqyf3LThnPYh18rpGrLM9woKCjInT550GHej/dPixYtNQkKCMcaYO++805QuXdqcOnXKPl3md8amTZva/689e/Y0Hh4e2V4Pe71ru653DVl2378///zzLG3H2XXVq1cvI8lhP5i5jPXr17c/z82+wtkar/bmm28aSWb8+PE51pnba8gK3CmL0pVrV3r06KEPPvjghjeTjImJcTiqU7duXQUFBTlc73L1L0tpaWk6deqUqlatqpCQEP30009Z5jlgwACHRNy8eXOlp6fr0KFDOdZx/Phxbdu2Tb169VJwcLB9+H333aeaNWtef4Gvcm3vj82bN9epU6eUlJTkMNyZ5c7OF198oVKlStl7bLratb8CdOvWzeF6h8xf4PNyLdGN5nns2DFt375dPXv2dPiVKjo6WnXq1Lnh/OPi4pScnKwRI0ZkuU7PlV9iPD097b8KZWRk6PTp07p8+bIaNGiQbdvJTmRkpMOvgEFBQerZs6e2bt2qhIQESf936Fu68uvPqVOn7KcqZfc+ffr0cfi1ytn/Tbdu3XTy5EmH0+0WLlyojIwMdevWTdKVIxrfffedunbtquTkZHu3y6dOnVKbNm20Z8+e69424ptvvpGXl5fDL1Wenp7ZtrlrLVmyRBkZGXr11Vft6yPTtf+/mjVrOvRkFBYWpmrVqt1wHbRq1UqlSpVyOHJx5swZxcXF2ddBXqWnp2vlypWKjY11OLpZtWpV+1GF6/H393dY/tTUVPtRMWfbXUHxxRdfKC4uTitWrNCMGTN0++23q3Pnzvrhhx/s0+T2c5bXbdONtvHx8fG6fPmynn76aYfXXa8Nu7LfyE5ISIgk6csvv8z2NDXJ+fX1zTffyNPTM0sPcM8++6yMMU5d1xQYGKi//e1v9uc+Pj5q2LChw7pesGCBatWqpcaNG+vixYv2x0MPPSRJbut9zZn9lzuW+XputO3dtm2b9uzZo8cee0ynTp2ybz9TUlLUunVrrV27Nsf/a2b9jRs3djiKFhYWpscffzzLtAEBAfa/09PTdfHiRbVt21bnz5/Xrl27XFo+d2+Dv/nmGzVs2FDNmjWzDwsMDNSAAQN08OBB7dy5M8daMi/DyM3n8Gr5sX6s0LlzZ6fOrLhaSEiIwsPDdfz4cW3dulW9e/d2OLJWt25dtWnTRrt375bNZlNGRoaWLFmijh07qkGDBlnm52pPqVd//7548aL++usvNW7cWJLytC/L7rtydtt/Z/YVua1x5cqVeumllzR48GC9+OKLLi/DtQpkIJOudCd6+fLlG15LVqFChSzDSpQo4XBfnQsXLujVV1+1n09eqlQphYWF6ezZs0pMTLzhPDP/mdndqydT5k73tttuyzKuWrVq110GV97bmeXOzr59+1StWjWnOlJwZT3kdZ6Z6zG7boGd6So48zqCvNwi4VqffPKJ6tatKz8/P5UsWVJhYWFaunRptm0nO1WrVs2yMbv99tslyX6+dEZGht555x3ddtttDm30l19+cVsblWS/puHqMDJv3jzVq1fPXtPevXtljNErr7xi73I58zFq1ChJ0smTJ3N8j0OHDqlMmTJZTvtw5nOwb98+eXh4OPUjhqufAS8vL3Xu3Flffvml/X4+ixYtUlpamtsC2cmTJ3XhwgWX27ExRu+//77q1aunwMBA+fn5yd/fX9u2bXO63RUU9957r2JiYnTfffepd+/eio+PV/HixbN8qcrN5yyv2yZXt0OhoaE5dsrhru1lt27d1LRpU/Xv31/h4eHq3r275s+fn+VLvDPr69ChQ4qMjFTx4sUdXlujRg2H5byecuXKZdl+Xfs527Nnj3bs2CF/f3+HR+Zp5s5eg30jzuy/3LHM13Oj//OePXskSb169cqy/fzwww+Vmpp63c/woUOHnP4e8fvvv+vxxx9XZGSkfHx87Dd6l+TydsLd2+BDhw5lW7sz/49Dhw7Jw8MjS4cczt42ID/WjxXy0iFJ5vrN6X+Q+WPBn3/+qaSkJLd+d5Ku/MA7ZMgQhYeHy9/fX2FhYfblcfV/4OfnlyWg5rTvd2a7nNsaZ8+ereLFi9tPe3WXAncNWabKlSvrb3/7mz744AONGDEix+ly6pXFXHXx7qBBgzRjxgwNHTpUTZo0UXBwsGw2m7p3757tL1XOzDO/OPveN6NGZ97DZrNl+545XVxp5bq9Wk6/9qSnpzvUOHv2bPXu3VuxsbF6/vnnVbp0aXl6emrcuHHZdoLiqjfffFOvvPKK+vbtq9dee02hoaHy8PDQ0KFD3dpGfX19FRsbq8WLF2vq1Kk6ceKE1q1bpzfffNM+Teb7Pffcc2rTpk2288nNfXTyS17aUvfu3TV9+nQtW7ZMsbGxmj9/vqpXr+5wo8zrtZH89tZbb2nkyJF6+umn9dprr6lkyZLy8PDQgAEDrvvr+o1YuUyZAgMD1ahRI3355ZdKSUlRQEBArj9ned2O5Md2yF3z9Pf319q1a7Vq1SotXbpUy5cv17x589SqVSutWLFCnp6eN227JDm3XBkZGapXr56mTZuW7bSZHbkUhPaXVzdaH5mfz7fffjvHa4zdcY1SUlKSmjdvruDgYI0dO1ZVq1aVn5+fNm3apCFDhuRpO+GsgrI/z05+rR8r2nB21w8Wls9S165d9cMPP+j555+3/8CYkZGhtm3buvw/yE1vjM600dzWeOrUKYWGhjrV02VuFNhAJl05SjZ79uwsHVrk1sKFC9WrVy+H7kkvXryYba9vroqKipL0f7+OXW337t1ue5+8qlKlijZu3Ki0tDSXO+a4WokSJbI9TOzqr5CZ6zG7Xqtu1IugJPtpnDt27LhuaChRokS2//9Dhw453Nx24cKFqly5shYtWuSwAcw8UuSMzCNOV7/+999/lyR7b04LFy5Uy5Yt9dFHHzm89uzZsw5dhrtDt27d9Mknnyg+Pl6//fabjDEOR4Yyl9/b29ulbqOjoqIUHx+vc+fOOXzxcOZzUKVKFWVkZGjnzp352iX6vffeqzJlymjevHlq1qyZvvvuO7388ssO02T+knZtO3GmbZcuXVp+fn4ut+N58+apdevW9t63MmXuCDLl9jSS67X7mynzprDnzp1TQECAWz5n7nT1dujqX6dPnTqVpzMEnOXh4aHWrVurdevWmjRpkt588029/PLLWrVqlWJiYpxeX1FRUVq5cqWSk5Mdjhhlnq6VuZx5VaVKFW3dulWNGjW6bpvMy2cq831utP/K6zLn9SbWmfugoKAgl7efznyPWLVqlU6ePKkvvvjC4XTAX375Jctrc7NM7t4GR0VFZbvtd+b/ERUVpYyMDB04cMDhqKEz29D8Wj95bcPZcaXNOVtH5vrN6X9QqlQpBQQEyN/fX0FBQQ49LTsrp/rPnDmj+Ph4jRkzRq+++qp9eHbt2yqu1NihQwfdddddbq+lwJ6yKF3ZMPztb3/T9OnT7dfauMLT0zPLLzbvvfeeW39JKFOmjOrVq6dPPvnE4RBnXFzcdc+Rvtk6d+6sv/76S//+97+zjHPlV60qVapo165dDqek/Pzzz05373utyMhI1a5dW59++qnOnTtnH75mzRpt3779hq+///77Vbx4cY0bNy5Lb2hXL1+VKlW0YcMGh+5Kv/76ax05csThNZm/rlz92o0bN2r9+vVOL9OxY8ccbn+QlJSkTz/9VPXq1bP/cpxdG12wYMF1r9VyVUxMjEJDQzVv3jzNmzdPDRs2dPjSWbp0abVo0ULTp0/P9hrOG51+1L59e12+fNnh1/L09HS99957N6wtNjZWHh4eGjt2bJZfptz5q6uHh4e6dOmir776SrNmzdLly5eznK6Y+cVq7dq19mHp6ekO91rKiaenp2JiYrRkyRIdO3bMPnzv3r1OXcNis9mybJ/mz5/vMC/p/66RcPbHpSpVqigxMdHhS8nx48dzvD1Hfjh9+rR++OEHRUREqHTp0pLc8zlzp9atW8vLyyvLEZ/stpvultkr5dUyvxhnnmLr7Ppq37690tPTs9T9zjvvyGazOXU9ozO6du2q48ePZ3uELCUlxb4tDwoKUqlSpRw+U5I0depUp97Hmf1XXpc5ICAgT6ez1a9fX1WqVNHEiRMd9mGZnNl+btiwQZs2bXJ4zWeffeYwXeaX4Ku3E5cuXcp2XeZmmdy9DW7fvr02bdrk0DZTUlL0wQcfqGLFitc9NTLzDI1rl8mZfUl+rZ+8tuHs5HY7Ljm/fypTpozuuusuffLJJw7z37Fjh1asWKH27dtLurJPjI2N1VdffaUff/wxy/td73+f2VP5tfVnt52SpMmTJ19/4W4iV2ps3769vYdKdyrQR8ikK12Szpo1S7t3786xK+sbeeCBBzRr1iwFBwerZs2aWr9+vVauXHnd7uFdMW7cOHXo0EHNmjVT3759dfr0ab333nuqVatWthtmK/Ts2VOffvqphg8frk2bNql58+ZKSUnRypUr9fTTT9svwnZW3759NWnSJLVp00b9+vXTyZMn9f7776tWrVpZOiJx1ptvvqmHHnpITZs2VZ8+fXTmzBn9+9//Vu3atW+4HoOCgvTOO++of//+uvvuu/XYY4+pRIkS+vnnn3X+/Hl98sknkqT+/ftr4cKFatu2rbp27ap9+/Zp9uzZDh2lSFfazqJFi/Twww+rQ4cOOnDggN5//33VrFnT6f/p7bffrn79+mnz5s0KDw/Xxx9/rBMnTmjGjBkO7zN27Fj16dNH99xzj7Zv367PPvvM4Widu3h7e6tTp06aO3euUlJSNHHixCzTTJkyRc2aNVOdOnX0xBNPqHLlyjpx4oTWr1+vP/74I8v90a7WsWNHNW3aVCNGjNDBgwft911zZodXtWpVvfzyy3rttdfUvHlzderUSb6+vtq8ebMiIyM1bty4PC371bp166b33ntPo0aNUp06dezXNGTK7KRg5MiROn36tEJDQzV37lz70Z0bGT16tFasWKGmTZvqqaeesn9JrF27trZt23bd13bo0EGvv/66+vXrp6ZNm2r79u369NNPs7SHKlWqKCQkRO+//76KFy+ugIAANWrUKMdrDrp3764XX3xRDz/8sAYPHqzz589r2rRpuv322/Ots5CFCxcqMDBQxhgdO3ZMH330kc6cOaP333/f/qXJHZ8zdwoPD9eQIUP0z3/+Uw8++KDatm2rn3/+WcuWLVOpUqXyfBTlesaOHau1a9eqQ4cOioqK0smTJzV16lSVK1fO/ku/s+urY8eOatmypV5++WUdPHhQd9xxh1asWKEvv/xSQ4cOzbK9c1WPHj00f/58DRw4UGvWrFHz5s2VlpamnTt3asGCBVq5cqW9o4D+/ftr/Pjx6t+/vxo0aKC1a9fazxi4EWf2X3ld5vr162vevHkaPny47r77bgUGBqpjx45OrwsPDw99+OGHateunWrVqqU+ffqobNmyOnr0qFatWqWgoKDr3gbghRde0KxZs9S2bVsNGTLE3u19VFSUww8p99xzj/0ej8OHD5fNZrPv3/KyTO7eBo8YMUKff/652rVrp8GDBys0NFSffPKJDhw4oC+++CJLxyHX1t25c2dNnjxZp06dsnd7n9lervc5zK/1I+WtDef0/pI0ePBgtWnTRp6enje8/crV+6dTp06pZMmSmjt3brb3xJo4caLuv/9+NWnSRP369dOFCxf03nvvKTg42OG+aW+++aZWrFih6OhoDRgwQDVq1NDx48e1YMECff/99/YOh67l7++vmjVrat68ebr99tsVGhqq2rVrq3bt2rr33ns1YcIEpaWlqWzZslqxYoUOHDjg8rpyt6CgoFzX2LNnTx08ePCG90zLtVz1yZiPru72/lqZ3Vxm1+39wIEDs0x/bdfCZ86cMX369DGlSpUygYGBpk2bNmbXrl1ZpsupBme7uTbGmC+++MLUqFHD+Pr6mpo1a5pFixZl29W0cuj2/tqujrPrCtTZ5c7J+fPnzcsvv2wqVapkvL29TUREhOnSpYvZt2+fMeb/ugt9++23s7z22rqNMWb27NmmcuXKxsfHx9SrV898++23OXZ77+w8586da6pXr258fX1N7dq1zX//+1/TuXNnU7169RsunzHG/Pe//zX33HOP8ff3N0FBQaZhw4bm888/d5jmn//8pylbtqzx9fU1TZs2NT/++GOWbu8zMjLMm2++aaKiooyvr6+58847zddff51j9+HXioqKMh06dDDffvutqVu3rvH19TXVq1c3CxYscJju4sWL5tlnnzVlypQx/v7+pmnTpmb9+vVZ6slsi9e+/npd8WYnLi7OSDI2m80cOXIk22n27dtnevbsaSIiIoy3t7cpW7aseeCBB8zChQtvOP9Tp06ZHj16mKCgIBMcHGx69Ohhtm7dmqXG7LpbN+ZK99Z33nmn8fX1NSVKlDDR0dEmLi7OPj5zvV4rp9swZCcjI8OUL18+2y6yM+3bt8/ExMQYX19fEx4ebl566SX7unNmexAfH2/uvPNO4+PjY6pUqWI+/PBD8+yzzxo/Pz+H6a797F68eNEMHTr0hu3BmCvd+NasWdPenf6N2sCKFStM7dq1jY+Pj6lWrZqZPXv2Tev2PiAgwDRp0sTMnz/fYVpnP2e53Y5cKzfb+MuXL5tXXnnFREREGH9/f9OqVSvz22+/mZIlS5onn3zSpXk6s07j4+PNQw89ZCIjI42Pj4+JjIw0jz76qPn999/t0+Rmu5ScnGyGDRtmIiMjjbe3t7ntttvM22+/fd1urDNld7sZY7K/fcKlS5fMW2+9ZWrVqmX/3NavX9+MGTPGJCYm2qc7f/686devnwkODjbFixc3Xbt2NSdPnnTq/5f5+uvtv/K6zOfOnTOPPfaYCQkJMbrqViu53fZu3brVdOrUyZQsWdL4+vqaqKgo07VrVxMfH3/DGn755RcTHR1t/Pz8TNmyZc1rr71mPvrooyzfBf73v/+ZRo0aGX9/fxMZGWleeOEF+209rm53OS3T9bhzG7xv3z7TpUsXExISYvz8/EzDhg3N119/fcMajDEmJSXFDBw40ISGhprAwEATGxtrdu/enaXL8ey+K+XX+nG2DTvblfvly5fNoEGDTFhYmLHZbPZt8fW2d8bkbv+0atUq06xZM/t3oo4dO5qdO3dmmeehQ4dMz549TVhYmPH19TWVK1c2AwcOzHKbjWv98MMPpn79+sbHx8dhPfzxxx/m4YcfNiEhISY4ONg88sgj5tixYy6vq5y6k792H5abfYWzNWaKjo6+YRtxpdt72/8vDijw6tWrp7CwMMXFxVldCuCy2NhY/frrrwXqPHpXrV69Wi1bttSSJUvUtGlThYSEONWDa2F19uxZlShRQq+//nqWaw4B3Bzbtm3TnXfeqdmzZ2d7OwDAKikpKbpw4YIGDRqkr776KldneBToa8jcbebMmbLZbO4/zOgCm83mcKgY/yctLS3LaWGrV6/Wzz//rBYtWlhT1E2yevVq2Ww2t923p6AbPXp0vp7+5S6ubjsuXLjg8HzPnj365ptvnG7HBw8elM1m08yZM3P1vjdbbGyswsLCbngq5o0UpOW99n8n/d91BUV9O4TCpXfv3vYOooqanD6HHh4euvfee52aR1FeP4VFYdnX59XLL7+ssLAwzZ07N9evLbo/ZaLQOnr0qGJiYvS3v/1NkZGR2rVrl95//31FRERkuRkgUJBVrlxZvXv3VuXKlXXo0CFNmzZNPj4+euGFF6wuzS3uuOMOhyPWubnnYkE3b948zZw5U+3bt1dgYKC+//57ff7557r//vvVtGlTq8sDbgkTJkzQli1b1LJlS3l5eWnZsmVatmyZBgwYoPLly1tdHuDg6aef1gMPPCBJuT5b5JY6ZTE9PV1paWny9fW1PKlfvHhRXl5eRfr0HlclJiZqwIABWrdunf78808FBASodevWGj9+vNsuQi+oMjIydOnSJfn4+Fz3Yuei4vLly7p8+bL8/PysLuW6XN129OnTR6tWrVJCQoJ8fX3VpEkTvfnmm053mWuMUWpqqry9vXN175XCqiAt708//aQXXnhB27ZtU1JSksLDw9W5c2e9/vrrbrmPFOAuaWlpysjIkK+vr9WluF1cXJzGjBmjnTt36ty5c6pQoYJ69Oihl19+2envT0V5/RQWhWVfb6VbKpABAAAAQEFS9H+CBwAAAIACikAGAAAAABa5JS5gysjI0LFjx1S8eHHLrx0DAAAAYB1jjJKTkxUZGVkwrtnP1V3L8kF2Nw+tVq2affyFCxfM008/bUJDQ01AQIDp1KmTSUhIyNV7HDlyJMt78ODBgwcPHjx48ODB49Z9HDlyxN3RxiUF4ghZrVq1tHLlSvvzq3vOGTZsmJYuXaoFCxYoODhYzzzzjDp16qR169Y5Pf/ixYtLko4cOaKgoCD3FQ4AAACgUElKSlL58uXtGcFqBSKQeXl5KSIiIsvwxMREffTRR5ozZ45atWolSZoxY4Zq1KihDRs2qHHjxtnOLzU1VampqfbnycnJkqSgoCACGQAAAIACcylTAThpUtqzZ48iIyNVuXJlPf744zp8+LAkacuWLUpLS1NMTIx92urVq6tChQpav359jvMbN26cgoOD7Q9uHggAAACgILI8kDVq1EgzZ87U8uXLNW3aNB04cEDNmzdXcnKyEhIS5OPjo5CQEIfXhIeHKyEhIcd5jhw5UomJifbHkSNH8nkpAAAAACD3LD9lsV27dva/69atq0aNGikqKkrz58+Xv7+/S/P09fXljuwAAAAACjzLj5BdKyQkRLfffrv27t2riIgIXbp0SWfPnnWY5sSJE9lecwYAAAAAhUmBC2Tnzp3Tvn37VKZMGdWvX1/e3t6Kj4+3j9+9e7cOHz6sJk2aWFglAAAAAOSd5acsPvfcc+rYsaOioqJ07NgxjRo1Sp6ennr00UcVHBysfv36afjw4QoNDVVQUJAGDRqkJk2a5NjDIgAAAAAUFpYHsj/++EOPPvqoTp06pbCwMDVr1kwbNmxQWFiYJOmdd96Rh4eHOnfurNTUVLVp00ZTp061uGoAAAAAyDubMcZYXUR+S0pKUnBwsBITE7kPGQAAAHALK2jZoMBdQwYAAAAAtwoCGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFvGyugAAAACgoFu0+7jVJRRKnaqVsbqEAo8jZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQpcIBs/frxsNpuGDh1qH3bx4kUNHDhQJUuWVGBgoDp37qwTJ05YVyQAAAAAuEGBCmSbN2/W9OnTVbduXYfhw4YN01dffaUFCxZozZo1OnbsmDp16mRRlQAAAADgHgUmkJ07d06PP/64/vOf/6hEiRL24YmJifroo480adIktWrVSvXr19eMGTP0ww8/aMOGDRZWDAAAAAB5U2AC2cCBA9WhQwfFxMQ4DN+yZYvS0tIchlevXl0VKlTQ+vXrs51XamqqkpKSHB4AAAAAUNB4WV2AJM2dO1c//fSTNm/enGVcQkKCfHx8FBIS4jA8PDxcCQkJ2c5v3LhxGjNmTH6UCgAAAABuY/kRsiNHjmjIkCH67LPP5Ofn55Z5jhw5UomJifbHkSNH3DJfAAAAAHAnywPZli1bdPLkSd11113y8vKSl5eX1qxZo3fffVdeXl4KDw/XpUuXdPbsWYfXnThxQhEREdnO09fXV0FBQQ4PAAAAAChoLD9lsXXr1tq+fbvDsD59+qh69ep68cUXVb58eXl7eys+Pl6dO3eWJO3evVuHDx9WkyZNrCgZAAAAANzC8kBWvHhx1a5d22FYQECASpYsaR/er18/DR8+XKGhoQoKCtKgQYPUpEkTNW7c2IqSAQAAAMAtLA9kznjnnXfk4eGhzp07KzU1VW3atNHUqVOtLgsAAAAA8sRmjDFWF5HfkpKSFBwcrMTERK4nAwAAQK4t2n3c6hIKpU7VylhdQhYFLRtY3qkHAAAAANyqCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUsD2TTpk1T3bp1FRQUpKCgIDVp0kTLli2zj7948aIGDhyokiVLKjAwUJ07d9aJEycsrBgAAAAA3MPyQFauXDmNHz9eW7Zs0Y8//qhWrVrpoYce0q+//ipJGjZsmL766istWLBAa9as0bFjx9SpUyeLqwYAAACAvLMZY4zVRVwrNDRUb7/9trp06aKwsDDNmTNHXbp0kSTt2rVLNWrU0Pr169W4cWOn5peUlKTg4GAlJiYqKCgoP0sHAABAEbRo93GrSyiUOlUrY3UJWRS0bGD5EbKrpaena+7cuUpJSVGTJk20ZcsWpaWlKSYmxj5N9erVVaFCBa1fvz7H+aSmpiopKcnhAQAAAAAFTYEIZNu3b1dgYKB8fX315JNPavHixapZs6YSEhLk4+OjkJAQh+nDw8OVkJCQ4/zGjRun4OBg+6N8+fL5vAQAAAAAkHsFIpBVq1ZN27Zt08aNG/XUU0+pV69e2rlzp8vzGzlypBITE+2PI0eOuLFaAAAAAHAPL6sLkCQfHx9VrVpVklS/fn1t3rxZ//rXv9StWzddunRJZ8+edThKduLECUVEROQ4P19fX/n6+uZ32QAAAACQJwXiCNm1MjIylJqaqvr168vb21vx8fH2cbt379bhw4fVpEkTCysEAAAAgLyz/AjZyJEj1a5dO1WoUEHJycmaM2eOVq9erW+//VbBwcHq16+fhg8frtDQUAUFBWnQoEFq0qSJ0z0sAgAAAEBBZXkgO3nypHr27Knjx48rODhYdevW1bfffqv77rtPkvTOO+/Iw8NDnTt3Vmpqqtq0aaOpU6daXDUAAAAA5F2BvA+ZuxW0ew0AAACgcOE+ZK7hPmQ3ViCvIQMAAACAWwGBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwiJerL/zll1+yHW6z2eTn56cKFSrI19fX5cIAAAAAoKhzOZDVq1dPNpstx/He3t7q1q2bpk+fLj8/P1ffBgAAAACKLJdPWVy8eLFuu+02ffDBB9q2bZu2bdumDz74QNWqVdOcOXP00Ucf6bvvvtM//vEPd9YLAAAAAEWGy0fI3njjDf3rX/9SmzZt7MPq1KmjcuXK6ZVXXtGmTZsUEBCgZ599VhMnTnRLsQAAAABQlLh8hGz79u2KiorKMjwqKkrbt2+XdOW0xuPHj7teHQAAAAAUYS4HsurVq2v8+PG6dOmSfVhaWprGjx+v6tWrS5KOHj2q8PDwvFcJAAAAAEWQy6csTpkyRQ8++KDKlSununXrSrpy1Cw9PV1ff/21JGn//v16+umn3VMpAAAAABQxNmOMcfXFycnJ+uyzz/T7779LkqpVq6bHHntMxYsXd1uB7pCUlKTg4GAlJiYqKCjI6nIAAABQyCzazWU4ruhUrYzVJWRR0LKBy0fIJKl48eJ68skn3VULAAAAANxS8hTI9uzZo1WrVunkyZPKyMhwGPfqq6/mqTAAAAAAKOpcDmT/+c9/9NRTT6lUqVKKiIhwuEm0zWYjkAEAAADADbgcyF5//XW98cYbevHFF91ZDwAAAADcMlzu9v7MmTN65JFH3FkLAAAAANxSXA5kjzzyiFasWOHOWgAAAADgluLyKYtVq1bVK6+8og0bNqhOnTry9vZ2GD948OA8FwcAAAAARZnL9yGrVKlSzjO12bR//36Xi3K3gnavAQAAABQu3IfMNdyH7MZcPkJ24MABd9YBAAAAALccl64h69Klizp27KjPPvtMkmSMkYsH2gAAAADgluVSIHvxxRc1ZMgQ9ezZU3Xq1JG/v7/8/f1Vt25dzZo1y901AgAAAECR5NIpi3fffbcaNmwoY4zat2+vpk2bSpK+//57Pfnkk/rrr780bNgwtxYKAAAAAEWNy9eQJSQkaObMmerZs6d92IMPPqhatWpp9OjRGjZsmP744w9FRkbKw8Pl3vUBAAAAoMhyOSmdPHlS99xzT5bh99xzj44fv9ILTY0aNXTw4EGXiwMAAACAoszlQFa1alXNnz8/y/B58+bptttukyStX79eFSpUcL06AAAAACjCXD5lccyYMerWrZvWrl1rv4Zs3bp1io+Ptwe12rVru6dKAAAAACiCXD5C1rlzZ23atEmlSpXSkiVLtGTJEpUqVUqbNm3Sww8/7M4aAQAAAKBIcukIWYUKFXTp0iV16tRJs2fPdndNAAAAAHBLcCmQHTp0SBs2bFCzZs00cuTIbG8KzbVjAAAAAHB9LgUym81mv26sYsWK2U6Tnp7uclEAAAAAcCtwuVOPrVu3OjxPS0vT1q1b9c9//lNvvvlmngsDAAAAgKLO5UB2xx13ZBnWoEEDRUZG6u2331anTp3yVBgAAAAAFHUu97KYk2rVqmnz5s3uni0AAAAAFDkuHyFLSkpyeG6M0fHjxzV69Gj7jaEBAAAAADlzOZCFhITIZrM5DDPGqHz58po7d26eCwMAAACAos7lQLZq1SqH5x4eHgoLC1PVqlXl5eXybAEAAADgluFycoqOjnZnHQAAAABwy8lVIPvll1+cnrZu3bq5LgYAAAAAbiW5CmT16tWTzWaTMea609lsNm4MDQAAAAA3kKtAduDAgfyqAwAAAABuObkKZFFRUflVBwAAAADccugOEQAAFFqLdh+3uoRCqVO1MlaXAOD/87C6AAAAAAC4VRHIAAAAAMAiBDIAAAAAsIhT15BNmTJF1atXV+vWrbOM27Jli3777TdJUs2aNXXXXXe5t0IAAAAAKKKcCmTNmzfXY489ptdff12xsbGSpJMnT6p79+5avXq1QkJCJElnz55Vy5YtNXfuXIWFheVXzQAAAABQJDh1ymLdunW1ZcsWlS5dWv3799dff/2lQYMGKTk5Wb/++qtOnz6t06dPa8eOHUpKStLgwYPzu24AAAAAKPScvobM19dXffv2VdOmTVWqVCktX75cU6dOVY0aNezT1KxZU1OmTNGyZcvypVgAAAAAKEpy1alHamqqSpQoIUnKyMiQt7d3lmm8vb2VkZHhnuoAAAAAoAjLVSDbsGGDPv30U506dUqtWrXSkCFDdOzYMfv4o0ePatiwYdl2/gEAAAAAcJSrQBYeHq5FixapZMmS+ve//62kpCRVrFhRVapUUZUqVVSpUiUlJSXpvffey696AQAAAKDIcKqXxeyUL19eP/30k1auXKldu3ZJkmrUqKGYmBi3FQcAAAAARZnLgUySbDab7rvvPt13333uqgcAAAAAbhm5OmVRktavX6+vv/7aYdinn36qSpUqqXTp0howYIBSU1PdViAAAAAAFFW5DmRjx47Vr7/+an++fft29evXTzExMRoxYoS++uorjRs3zq1FAgAAAEBRlOtAtm3bNodeFOfOnatGjRrpP//5j4YPH653331X8+fPd2uRAAAAAFAU5TqQnTlzRuHh4fbna9asUbt27ezP7777bh05csQ91QEAAABAEZbrQBYeHq4DBw5Iki5duqSffvpJjRs3to9PTk7O9obRAAAAAABHuQ5k7du314gRI/S///1PI0eOVLFixdS8eXP7+F9++UVVqlRxa5EAAAAAUBTlutv71157TZ06dVJ0dLQCAwP1ySefyMfHxz7+448/1v333+/WIgEAAACgKMp1ICtVqpTWrl2rxMREBQYGytPT02H8ggULFBgY6LYCAQAAAKCocvnG0MHBwdkODw0NdbkYAAAAALiV5PoaMgAAAACAexDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwiOWBbNy4cbr77rtVvHhxlS5dWrGxsdq9e7fDNBcvXtTAgQNVsmRJBQYGqnPnzjpx4oRFFQMAAACAe1geyNasWaOBAwdqw4YNiouLU1pamu6//36lpKTYpxk2bJi++uorLViwQGvWrNGxY8fUqVMnC6sGAAAAgLzzsrqA5cuXOzyfOXOmSpcurS1btujee+9VYmKiPvroI82ZM0etWrWSJM2YMUM1atTQhg0b1Lhx4yzzTE1NVWpqqv15UlJS/i4EAAAAALjA8iNk10pMTJQkhYaGSpK2bNmitLQ0xcTE2KepXr26KlSooPXr12c7j3Hjxik4ONj+KF++fP4XDgAAAAC5VKACWUZGhoYOHaqmTZuqdu3akqSEhAT5+PgoJCTEYdrw8HAlJCRkO5+RI0cqMTHR/jhy5Eh+lw4AAAAAuWb5KYtXGzhwoHbs2KHvv/8+T/Px9fWVr6+vm6oCAAAAgPxRYI6QPfPMM/r666+1atUqlStXzj48IiJCly5d0tmzZx2mP3HihCIiIm5ylQAAAADgPpYHMmOMnnnmGS1evFjfffedKlWq5DC+fv368vb2Vnx8vH3Y7t27dfjwYTVp0uRmlwsAAAAAbmP5KYsDBw7UnDlz9OWXX6p48eL268KCg4Pl7++v4OBg9evXT8OHD1doaKiCgoI0aNAgNWnSJNseFgEAAACgsLA8kE2bNk2S1KJFC4fhM2bMUO/evSVJ77zzjjw8PNS5c2elpqaqTZs2mjp16k2uFAAAAADcy/JAZoy54TR+fn6aMmWKpkyZchMqAgAAAICbw/JryAAAAADgVkUgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACziZXUBAICiZ9Hu41aXUCh1qlbG6hIAADcZR8gAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwSIEIZGvXrlXHjh0VGRkpm82mJUuWOIw3xujVV19VmTJl5O/vr5iYGO3Zs8eaYgEAAADATQpEIEtJSdEdd9yhKVOmZDt+woQJevfdd/X+++9r48aNCggIUJs2bXTx4sWbXCkAAAAAuI+X1QVIUrt27dSuXbtsxxljNHnyZP3jH//QQw89JEn69NNPFR4eriVLlqh79+43s1QAAAAAcJsCcYTseg4cOKCEhATFxMTYhwUHB6tRo0Zav359tq9JTU1VUlKSwwMAAAAACpoCH8gSEhIkSeHh4Q7Dw8PD7eOuNW7cOAUHB9sf5cuXz/c6AQAAACC3Cnwgc8XIkSOVmJhofxw5csTqkgAAAAAgiwIfyCIiIiRJJ06ccBh+4sQJ+7hr+fr6KigoyOEBAAAAAAVNgQ9klSpVUkREhOLj4+3DkpKStHHjRjVp0sTCygAAAAAgbwpEL4vnzp3T3r177c8PHDigbdu2KTQ0VBUqVNDQoUP1+uuv67bbblOlSpX0yiuvKDIyUrGxsdYVDQAAAAB5VCAC2Y8//qiWLVvanw8fPlyS1KtXL82cOVMvvPCCUlJSNGDAAJ09e1bNmjXT8uXL5efnZ1XJAAAAAJBnBSKQtWjRQsaYHMfbbDaNHTtWY8eOvYlVAQAAAED+KvDXkAEAAABAUUUgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAs4mV1AQBunkW7j1tdQqHUqVoZq0sAAABFFEfIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLcGPoAoCb9bqGm/UCAACgsOMIGQAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABYpVIFsypQpqlixovz8/NSoUSNt2rTJ6pIAAAAAwGWFJpDNmzdPw4cP16hRo/TTTz/pjjvuUJs2bXTy5EmrSwMAAAAAlxSaQDZp0iQ98cQT6tOnj2rWrKn3339fxYoV08cff2x1aQAAAADgEi+rC3DGpUuXtGXLFo0cOdI+zMPDQzExMVq/fn2W6VNTU5Wammp/npiYKElKSkrK/2JdcP5cstUlFEpJSQFWl1Do0NZcQ1vLPdqaa2hruUdbcw1tLfdoa64piG0tMxMYYyyu5IpCEcj++usvpaenKzw83GF4eHi4du3alWX6cePGacyYMVmGly9fPt9qBAAAAFB4JCcnKzg42OoyCkcgy62RI0dq+PDh9ucZGRk6ffq0SpYsKZvNZmFlhUtSUpLKly+vI0eOKCgoyOpyUITR1nCz0NZws9DWcLPQ1nLPGKPk5GRFRkZaXYqkQhLISpUqJU9PT504ccJh+IkTJxQREZFlel9fX/n6+joMCwkJyc8Si7SgoCA+4LgpaGu4WWhruFloa7hZaGu5UxCOjGUqFJ16+Pj4qH79+oqPj7cPy8jIUHx8vJo0aWJhZQAAAADgukJxhEyShg8frl69eqlBgwZq2LChJk+erJSUFPXp08fq0gAAAADAJYUmkHXr1k1//vmnXn31VSUkJKhevXpavnx5lo4+4D6+vr4aNWpUltM/AXejreFmoa3hZqGt4WahrRV+NlNQ+nsEAAAAgFtMobiGDAAAAACKIgIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGS3qLVr16pjx46KjIyUzWbTkiVLbvia1atX66677pKvr6+qVq2qmTNn5nudKPzGjRunu+++W8WLF1fp0qUVGxur3bt33/B1CxYsUPXq1eXn56c6derom2++uQnVojCbNm2a6tata785apMmTbRs2bLrvoZ2BncYP368bDabhg4det3paG/IrdGjR8tmszk8qlevft3X0M4KHwLZLSolJUV33HGHpkyZ4tT0Bw4cUIcOHdSyZUtt27ZNQ4cOVf/+/fXtt9/mc6Uo7NasWaOBAwdqw4YNiouLU1pamu6//36lpKTk+JoffvhBjz76qPr166etW7cqNjZWsbGx2rFjx02sHIVNuXLlNH78eG3ZskU//vijWrVqpYceeki//vprttPTzuAOmzdv1vTp01W3bt3rTkd7g6tq1aql48eP2x/ff/99jtPSzgonur2HbDabFi9erNjY2BynefHFF7V06VKHD3T37t119uxZLV++/CZUiaLizz//VOnSpbVmzRrde++92U7TrVs3paSk6Ouvv7YPa9y4serVq6f333//ZpWKIiA0NFRvv/22+vXrl2Uc7Qx5de7cOd11112aOnWqXn/9ddWrV0+TJ0/OdlraG1wxevRoLVmyRNu2bXNqetpZ4cQRMjhl/fr1iomJcRjWpk0brV+/3qKKUFglJiZKuvJFOSe0N+RVenq65s6dq5SUFDVp0iTbaWhnyKuBAweqQ4cOWdpRdmhvcNWePXsUGRmpypUr6/HHH9fhw4dznJZ2Vjh5WV0ACoeEhASFh4c7DAsPD1dSUpIuXLggf39/iypDYZKRkaGhQ4eqadOmql27do7T5dTeEhIS8rtEFHLbt29XkyZNdPHiRQUGBmrx4sWqWbNmttPSzpAXc+fO1U8//aTNmzc7NT3tDa5o1KiRZs6cqWrVqun48eMaM2aMmjdvrh07dqh48eJZpqedFU4EMgA3zcCBA7Vjx47rnv8O5EW1atW0bds2JSYmauHCherVq5fWrFmTYygDXHHkyBENGTJEcXFx8vPzs7ocFGHt2rWz/123bl01atRIUVFRmj9/franYqNwIpDBKRERETpx4oTDsBMnTigoKIijY3DKM888o6+//lpr165VuXLlrjttTu0tIiIiP0tEEeDj46OqVatKkurXr6/NmzfrX//6l6ZPn55lWtoZXLVlyxadPHlSd911l31Yenq61q5dq3//+99KTU2Vp6enw2tob3CHkJAQ3X777dq7d2+242lnhRPXkMEpTZo0UXx8vMOwuLi4HK/NADIZY/TMM89o8eLF+u6771SpUqUbvob2BnfJyMhQampqtuNoZ3BV69attX37dm3bts3+aNCggR5//HFt27YtSxiTaG9wj3Pnzmnfvn0qU6ZMtuNpZ4WUwS0pOTnZbN261WzdutVIMpMmTTJbt241hw4dMsYYM2LECNOjRw/79Pv37zfFihUzzz//vPntt9/MlClTjKenp1m+fLlVi4BC4qmnnjLBwcFm9erV5vjx4/bH+fPn7dP06NHDjBgxwv583bp1xsvLy0ycONH89ttvZtSoUcbb29ts377dikVAITFixAizZs0ac+DAAfPLL7+YESNGGJvNZlasWGGMoZ0hf0VHR5shQ4bYn9Pe4A7PPvusWb16tTlw4IBZt26diYmJMaVKlTInT540xtDOigoC2S1q1apVRlKWR69evYwxxvTq1ctER0dneU29evWMj4+PqVy5spkxY8ZNrxuFT3btTJJD+4mOjra3vUzz5883t99+u/Hx8TG1atUyS5cuvbmFo9Dp27eviYqKMj4+PiYsLMy0bt3aHsaMoZ0hf10byGhvcIdu3bqZMmXKGB8fH1O2bFnTrVs3s3fvXvt42lnRwH3IAAAAAMAiXEMGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAKDIMMZo0qRJ+vHHH2/ae3722WeaP3/+TXs/AEDRQiADABQZkyZN0jfffKM77rjD7fOuWLGiJk+e7DBs8+bNGjdunEaNGqXt27e7/T0BAEUfgQwAUKD07t1bNptNTz75ZJZxAwcOlM1mU+/evbOM+/HHH/XZZ5/piy++kLe3t1tqSUlJUWBgoAIDA3X48GG9+OKLmjBhgiQpLS1NgwYN0rx58zRnzhwNHDhQ6enpbnlfAMCtw2aMMVYXAQBApt69e+u7775TUlKSjh8/Ln9/f0nSxYsXVaZMGQUFBally5aaOXPmDec1ceJEeXp6atiwYS7VYozRvn37JEktWrRQ79699eyzz6pEiRIuzQ8AgGtxhAwAUODcddddKl++vBYtWmQftmjRIlWoUEF33nmnw7QtWrTQ0KFDHYaVLVtWFStWVGJiotLS0pSamqoXX3xR5cuXl6+vr6pWraqPPvoox/c/efKkOnbsqGLFium+++7Txo0b5eXlpVKlStnD2OHDh/XQQw8pMDBQQUFB6tq1q06cOOG+lQAAuCUQyAAABVLfvn01Y8YM+/OPP/5Yffr0ceq1UVFROnTokD788EN16NBBPXv21Oeff653331Xv/32m6ZPn67AwMAcX9+7d28dOXJEq1at0sKFCzV16lSdPHnSPj4jI0MPPfSQTp8+rTVr1iguLk779+9Xt27dXF9gAMAtycvqAgAAyM7f/vY3jRw5UocOHZIkrVu3TnPnztXq1atv+NrSpUurV69emjlzpn7//XfNnz9fcXFxiomJkSRVrlw5x9f+/vvvWrZsmTZt2qS7775bkvTRRx+pRo0a9mni4+O1fft2HThwQOXLl5ckffrpp6pVq5Y2b95sfx0AADdCIAMAFEhhYWHq0KGDZs6cKWOMOnTooFKlSuV6Ptu2bZOnp6eio6Odmv63336Tl5eX6tevbx9WvXp1hYSEOExTvnx5exiTpJo1ayokJES//fYbgQwA4DQCGQCgwOrbt6+eeeYZSdKUKVOyncbDw0PX9k+VlpZm/zuzUxAAAAoiriEDABRYbdu21aVLl5SWlqY2bdpkO01YWJiOHz9uf56enq4dO3bYn9epU0cZGRlas2aNU+9ZvXp1Xb58WVu2bLEP2717t86ePWt/XqNGDR05ckRHjhyxD9u5c6fOnj2rmjVrOrt4AAAQyAAABZenp6d+++037dy5U56entlO06pVKy1dulRLly7Vrl279NRTT+nMmTP28RUrVlSvXr3Ut29fLVmyRAcOHNDq1as1f/78bOdXrVo1tW3bVn//+9+1ceNGbdmyRf3793c40hYTE6M6dero8ccf108//aRNmzapZ8+eio6OVoMGDdy7EgAARRqBDABQoAUFBSkoKCjH8X379lWvXr3sgahy5cpq1aqVwzTTpk1Tly5d9PTTT6t69ep64oknlJKSkuM8Z8yYocjISEVHR6tTp04aMGCASpcubR9vs9n05ZdfqkSJErr33nsVExOjypUra968eXlfYADALYUbQwMAAACARThCBgBAHthsNtlsNqvLAAAUUvSyCABAHvz000/y8mJ3CgBwDacsAgAAAIBFOGURAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALDI/wN6I3U3YXPs4gAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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W288LFCigRx99NMU+6Pjx4+rUqZMKFiyo/PnzKzQ0VL169dK5c+d08+bNVL83WSwWxcXFaerUqdZ1cXd7SD5/TWvbsdeOrly5okGDBqlEiRJyd3dXsWLF1K1btxSBu6PHEHtOnz6t3r17Kzg4WO7u7ipZsqReeeUV3bp1S1LG2lNq66dfv34Of790ZF1NnjxZjRo1UpEiReTu7q6KFStqwoQJKaaV3HdmRs/rkyUlJemzzz5TlSpV5OHhIX9/fz355JPW/qMycv7haG6Qnk8//VShoaHKly+f6tevb/MdS3J8v+fofr1YsWIpLopJvpAkuY1kRaZ+1ihZsqS6deumr7/+Wm+++Wa6V+1s2LBBCxYs0Kuvvipvb299/vnnat++vU6ePKlChQpJ+vcJML/99ps6d+6sYsWK6fjx45owYYIaNGig/fv3K3/+/DbTfO2111SgQAENGzZMx48f19ixY9WvXz/Nnj07zVpWrFih9u3bq2LFioqMjNTFixfVs2dPFStWzOHl79ixo0qWLKnIyEj9/vvv+uabb1SkSBF98MEHGV5uexITE/XUU09p9erV6ty5swYMGKCrV69q5cqV2rt3r809qjNnztTVq1f18ssvy2KxaMyYMWrXrp2OHj2qvHnzOrxMd3Jkmr/88os6deqkKlWqKDIyUpcvX1bv3r0dThqnTJmiXr16qVKlSoqIiJCfn5927typZcuWZfjqnNjYWH3zzTfq0qWLXnrpJV29elXffvutmjdv7vCtJIcOHVKnTp3Ut29fde/eXZMnT9azzz6rZcuWqWnTppL+vRpm0aJFevbZZ1WyZEmdO3dOEydOVP369bV///4U28Ho0aPl4uKi119/XTExMRozZoyef/75NHvnb9Wqlby8vDRnzhzVr1/f5r3Zs2erUqVK1n6s9u3bp9q1a6to0aJ688035enpqTlz5qht27aaP3++nnnmmVTnYxiG2rRpow0bNqhv376qUKGCFi5cqO7du6e7riRpxIgRGj58uJ544gmNHDlSbm5u2rJli9asWaNmzZpZxzt8+LA6dOig3r17q3v37vruu+/Uo0cP1ahRQ5UqVbI77bx58+qZZ57RggULNHHiRJv7jhctWqT4+Hh17tzZoTrTs3PnTj355JMKCgrSiBEjlJiYqJEjR8rf3z/dzx48eFCLFy9Wx44dVaJECZ07d04TJkywaQ8VKlTQyJEj9c4776hPnz6qW7euJOmJJ57Ilvqzy6VLlyT9e9BNvmzaw8NDHTt2tI6T0e0sq/smR/bxERERGjNmjFq3bq3mzZvrjz/+UPPmzVPtfyOzx4277du3T0899ZSqVq2qkSNHyt3dXYcPH7YJBRxdX4Zh6Omnn9batWvVu3dvVa9eXcuXL9d//vMfnT592qF7rC9fvqwnn3xS7dq1U8eOHTVv3jwNHTpUVapUUYsWLST9+3/79NNP69dff1WfPn1UsWJF7dmzR2PHjtWBAwe0ePHiDK2D1Dhy/MrKMr/11luKiYnR33//bR3v7l99Hdn3rlmzRi1atFCNGjU0bNgwubi4WE9uf/3112y7BD00NFQHDx5U9erV1aZNmywfrxw9djrSJm7cuKEGDRro8OHD6tevn0qWLKm5c+eqR48eunLligYMGGAz7+zYpgMDAzVixAht3rxZkyZNkp+fn3777TcVL15co0aN0pIlS/Thhx+qcuXK97yfF0fWUXq6du2qvHnzasiQIVq7dq2aNWumUqVKafjw4bpx44aGDRtmXY6716cj55I9evTQnDlz1LVrVz3++OOKiopSq1atHKotI+eSjli5cqWOHj2qnj17KjAwUPv27dOkSZO0b98+bd68Oc1A7caNG2rcuLFOnjyp/v37Kzg4WNOnT8/SU85y6ph09OhRLVy40Pr/Ze9Yn7yMGdme7jR27Fi99tpr8vLysl45ERAQYDOOI8ev6dOnq3v37mrevLk++OADXb9+XRMmTFCdOnW0c+dOawi+atUqtWjRwqatfvHFF6pdu7Z+//33NH+g/frrr619XQ0YMEA3b97U7t27tWXLFus+6Pz583riiSd07do19e/fX4UKFdIXX3yhyZMna/LkyapevXqq51nTp0/Xiy++qJo1a6pPnz6SlKKtOvo97E7Xrl1T3bp19eeff6pXr1565JFHdOHCBf3000/6+++/ba5azsz5u/Tvrfc1a9bUlStX1KdPH5UvX16nT5/WvHnzdP36dbm5uTncntKSke+XjqyrCRMmqFKlSnr66afl6uqqxYsX69VXX1VSUlKKKyQzc16frHfv3poyZYpatGihF198Ubdv39avv/6qzZs369FHH013ue+U0dzAnmnTpunq1asKDw/XzZs39dlnn6lRo0bas2ePdfvL6H4vo23z6NGj+vLLL9WgQQOVLFkyQ+vALiMDJk+ebEgytm3bZhw5csRwdXU1+vfvb32/fv36RqVKlWw+I8lwc3MzDh8+bB32xx9/GJKML774wjrs+vXrKea3adMmQ5Ixbdq0FDU0adLESEpKsg4fNGiQkSdPHuPKlStpLkP16tWNoKAgm/FWrFhhSDJCQ0NT1D5s2DDr62HDhhmSjF69etmM98wzzxiFChXK1HLb89133xmSjE8++STFe8nLfOzYMUOSUahQIePSpUvW93/88UdDkrF48WLrsPr16xv169dPMa3u3bvbLHNGplmlShWjWLFixtWrV63D1q1bZ3c93u3KlSuGt7e3UatWLePGjRt2l88wDCM0NNTo3r17is/fvTy3b9824uPjbca5fPmyERAQkOL/yp7Q0FBDkjF//nzrsJiYGCMoKMh4+OGHrcNu3rxpJCYm2nz22LFjhru7uzFy5EjrsLVr1xqSjAoVKtjU9dlnnxmSjD179qRZT5cuXYwiRYoYt2/ftg6Ljo42XFxcbObTuHFjo0qVKsbNmzetw5KSkownnnjCKFu2bJrzWLRokSHJGDNmjHXY7du3jbp16xqSjMmTJ1uHJ7f7ZIcOHTJcXFyMZ555JsX6uPv/T5Kxfv1667Dz588b7u7uxpAhQ9Ksb/ny5SnanGEYRsuWLY1SpUpZXyfvD44dO2YzXvL/wdq1a9OcT+vWrY38+fMbp0+ftlk+V1dX4+7d493t8fr16ymW/8iRIynaw7Zt21Ks07TcvV0mu/v/wV5N9qS1LpKnefefn5+fsWzZMptxHd3OMrIfscfRffzZs2cNV1dXo23btjafHz58uCHJZr1k5LjhyDr99NNPDUnGP//8k+o4jq6v5G3xvffesxm3Q4cOhsVisTmG2FO/fv0Ux8n4+HgjMDDQaN++vXXY9OnTDYvFkqIdjB8/3pBk/Prrr4Zh/N//n732evcx0R5Hjl9ZXeZWrVrZ3UYc3fcmJSUZZcuWNZo3b27THq5fv26ULFnSaNq0aZrzt7dNpXW8qlevnnH06FEjISEhS8crR4+djraJsWPHGpKMGTNmWIfdunXLCAsLM7y8vIzY2FjDMLJvm757fYeFhRkWi8Xo27evddjt27eNYsWK2RzjU9uH2Wur9vaT9ji6jtI7xixcuNA4e/asYRiG8fDDDxtFihQxLl68aB0v+byvdu3a1mV39Fxyx44dhiRj4MCBNuP16NEj27bFjKxbe+fpP/zwQ4rjvD3JbW3OnDnWYXFxcUaZMmUytC1l5twvq+33xo0bNudjhmH/WO/o9pSaSpUq2T1Xd/T4dfXqVcPPz8946aWXbD5/9uxZw9fX12Z49erV7bZVFxcXo1u3bmnW2aZNmxTf9e42aNAgm+NKcn0lSpQwJBlxcXFpft7T09NuG8jI97C729E777xjSDIWLFiQYrp3bw+ZPX/v1q2b4eLiYmzbti3VeTjanlLj6PfLjKwre9t28+bNbc63DSNr5/Vr1qwxJNnkBsnu/m7ryPmHo7mBPcnzyZcvn/H3339bh2/ZssWQZAwaNCjN+djb72VkfSc7ffq0UaJECaNEiRJGdHR0qnV++OGHaS7PnTL9uPNSpUqpa9eumjRpkqKjo9Mct0mTJjZpa9WqVeXj42PTH8idPZYnJCTo4sWLKlOmjPz8/PT777+nmGafPn1sUrK6desqMTFRJ06cSLWO6Oho7dq1S927d7fpqKpp06aqWLFi2gt8h7uf1lW3bl1dvHhRsbGxNsMdWW575s+fr8KFC+u1115L8d7dyWCnTp1s+oNIviIgK32tpDfNM2fOaM+ePerWrZvNL6X169dXlSpV0p3+ypUrdfXqVb355psp+jHKzJNZ8uTJY72qIykpSZcuXdLt27f16KOP2m079gQHB9tc4eLj46Nu3bpp586dOnv2rKR/74dN7qg2MTFRFy9etN6CYW8+PXv2tLnaxNH/m06dOun8+fM2lybPmzdPSUlJ6tSpk6R/r7BYs2aNOnbsqKtXr+rChQu6cOGCLl68qObNm+vQoUNp3mu+ZMkSubq66pVXXrEOy5Mnj902d7dFixYpKSlJ77zzToqOe+/+/6tYsaJ1uSXJ399f5cqVS3cdNGrUSIULF7b5Jery5ctauXKldR1kVWJiolatWqW2bdva/EJSpkwZh36tzZcvn83yx8fHW6/ScbTd5Rbz58/XypUrtWLFCk2ePFkPPfSQ2rdvr99++806Tka3s6zum9Lbx69evVq3b9/Wq6++avO5tNpwZo4b9vj5+UmSfvzxRyUlJdkdx9H1tWTJEuXJkyfFUx+GDBkiwzAc6vfFy8tLL7zwgvW1m5ubatasabOu586dq0qVKunxxx/XzZs3rX9t2rSRpGx7dLcjx6/sWOa0pLfv3bVrlw4dOqTnnntOFy9etO4/4+Li1LhxY61fvz7V/9fMsFgsKlmypFxdXbN0vMrIsdORNrFkyRIFBgaqS5cu1mF58+ZV//79de3atRS3BGd1m+7du7dNnbVq1ZJhGOrdu7d1WJ48efToo4/ek/7i7ubIOkqPn5+fAgICFB0drZ07d6pHjx42TzCsWrWqmjdvroMHD6b4P0rvXDL51oqM7OPulJFzSUfceZ5+8+ZNXbhwQY8//rgkpdt2lyxZoqCgIHXo0ME6LH/+/NYrMjIjp45JHh4eypMnj/V1asf6jG5PGZXe8WvlypW6cuWKunTpYt2nXbhwQXny5FGtWrWst6glfxey11abNm2qJUuWpFmHn5+f/v777zRvY/vll19Us2ZN1alTxzrMy8tLL7/8sqSs9wfp6PewO82fP1/VqlWzezX73dtDZs7fk5KStGjRIrVu3dru1SfJ83C0PaUlI98vHVlXd27bMTExunDhgurXr6+jR48qJibG5vOZPa+fP3++LBaLhg0bluK9rO6PHMkN7Gnbtq3NnSY1a9ZUrVq1bLaBjO73MtI2O3XqpNjYWK1cudLaBUJWZTrYkf59+sDt27fT7WunePHiKYYVKFBAly9ftr6+ceOG3nnnHev99oULF5a/v7+uXLmSolHZm2byzvrOad4teedXtmzZFO9lpNd0R+ftyHLbc+TIEZUrV86hDgAzsx6yOs3k9Wivl3JHei5Pvrc7+Zai7DB16lRVrVpVHh4eKlSokPz9/fXLL7/YbTv2lClTJsWO5aGHHpIk6/2aSUlJ+vTTT1W2bFmbNrp79+5sa6OSrH0+3BlqzJ49W9WrV7fWdPjwYRmGobffflv+/v42f8k7zfPnz6c6jxMnTigoKCjFLQyObAdHjhyRi4uLQ2FoZrcBV1dXtW/fXj/++KPi4+MlSQsWLFBCQkK2BTvnz5/XjRs3Mt2ODcPQV199perVq8vLy0seHh7Kly+fdu3a5XC7yy3q1aunJk2aqGnTpurRo4dWr14tb2/vFF8IMrKdZXXflNn9UMGCBVPt/Di79pedOnVS7dq19eKLLyogIECdO3fWnDlzUoQBjqyvEydOKDg4OMUTuCpUqGCznGkpVqxYiv3X3dvZoUOHtHfvXuXLl8/mL/mkxtE+6tLjyPErO5Y5Len9Px86dEiS1L179xT7z2+++Ubx8fH3dBvO7PEqI8dOR9rEiRMnVLZs2RQBfWr/D9m9TSf/wBYSEpJieFbOYRzlyDpyVPK6sncMrVChgjU4vJMj+zgXF5cUl+c7+oSYjJxLOuLSpUsaMGCAAgIClC9fPvn7+1trS6/tnjhxwu55VlafWJQTxyRHj/UZ3Z4yytH9WqNGjVLs11asWGE9J8xMW73T0KFD5eXlpZo1a6ps2bIKDw9P0TfZiRMnUp3+nTVkVmb+L48cOeLw947MTP+ff/5RbGxsuvPIjnPHjJxbO7IsGzduVJMmTaz9Lfn7+1v7DLy7pqx8tw0ODrYJE7Mio7mBPfbygIceesimn56M7vccbTvHjx/Xhg0b9Prrr2frU7+ytLcvVaqUXnjhBU2aNCnNx0vemUzeybijc7zXXntNkydP1sCBAxUWFiZfX19ZLBZ17tzZ7i9njkzzXnF03jlRoyPzsFgsdueZmJiY6WnmhNQS3MTERJsaZ8yYoR49eqht27b6z3/+oyJFiihPnjyKjIy029l0Zo0aNUpvv/22evXqpXfffVcFCxaUi4uLBg4cmK1t1N3dXW3bttXChQs1fvx4nTt3Ths3btSoUaOs4yTP7/XXX1fz5s3tTic3PB4wK22pc+fOmjhxopYuXaq2bdtqzpw5Kl++vKpVq2YdJ602cq998MEHioiI0Kuvvqp3331XhQoVkouLi/r06ZOlX/uduUzJvLy8VKtWLf3444+Ki4uTp6dnhrezrO5H7sV+KLummS9fPq1fv15r167VL7/8omXLlmn27Nlq1KiRVqxYoTx58uTYfklybLmSkpJUvXp1ux0iSv/XYXZuaH9Zld76SN4+P/zww1T7tMno01py2/EqN24/qX3e3vC7z2HsyWqbdPT86V7M29H532sZWb6OHTvqt99+03/+8x/rl9KkpCQ9+eST2X6FW2o1ZWVbyuz6Tj7Wh4eHZ+uxPqMc3a9Nnz7d7q//2RXwVahQQQcPHtTPP/+sZcuWaf78+Ro/frzeeecdjRgxIlvmkZ57ve3cy+lnR3vKSH3pjXvkyBE1btxY5cuX1yeffKKQkBC5ublpyZIl+vTTT1PUdC/XTUb2RxnNDTIro/s9R9dPcufLQUFB2VarlMVgR/r3qp0ZM2ak2WGVI+bNm6fu3bvbPNrs5s2bdp/Sk1mhoaGS/i/VvtPBgwezbT5ZVbp0aW3ZskUJCQmZ7gD5TgUKFLB7iVxmE/Pk9Wivh3hHeo1Pvnxw7969aYYPBQoUsPv/f+LECZUqVcr6et68eSpVqpQWLFhgs1Owd7lfapKvgLnz83/99ZckWTuRmzdvnho2bKhvv/3W5rNXrlyx6XQtO3Tq1ElTp07V6tWr9eeff8owDJsrVZKXP2/evJl6XHBoaKhWr16ta9eu2XyBcWQ7KF26tJKSkrR///57+ijsevXqKSgoSLNnz1adOnW0Zs2aFI+GTE7C724njrTtIkWKyMPDI9PtePbs2WrcuLHGjRtnM/zixYs2v0hk9BLTtNp9Trp9+7akfzsc9PT0zJbtLDvduR+68xftixcv5siv/S4uLmrcuLEaN26sTz75RKNGjdJbb72ltWvXqkmTJg6vr9DQUK1atUpXr161uYLlwIED1vezQ+nSpbVz507VqlUrzTaZlW0qeT7pHb+yusyZuWz77hqlf2+5za7HrefE8crRY6ejQkNDtXv3biUlJdlcZZDdbS+rstomc2LeyevK3jH0wIEDKly4sDw9PTM079DQUCUlJenYsWM2vyw7+nQeR7ZFR5fv8uXLWr16tUaMGKF33nnHOtze+bQ9oaGh2rt3b4rzLHvrKyfP/Rwxe/ZsNWnSRF9++aXN8AsXLtgc67O6PWXXfq1IkSJp7teyo616enqqU6dO6tSpk27duqV27drp/fffV0REhDw8PKydxtub/p01pCar68Ke0qVLp3jiUXby9/eXj49PuvNwtD3llMWLFys+Pl4//fSTzdUmGX2ycHpKly6t5cuX69KlS6kuZ0b29dmRG9jbf/3111/W731Z3e+lxd/fX+Hh4dar2LJLlm7Fkv79j3rhhRc0ceJEa18kmZEnT54UadYXX3yRrb8SBgUFqXr16po6darN5VMrV67U/v37s20+WdW+fXtduHAhxUYvZS4RLV26tA4cOGBzqf0ff/yR6ce6BgcHq3Llypo2bZquXbtmHR4VFaU9e/ak+/lmzZrJ29tbkZGRKZ5ec+fylS5dWps3b7Z5/NvPP/+sU6dO2XwmOR2987NbtmzRpk2bHF6mM2fO2Dz2PjY2VtOmTVP16tWtv3zYa6Nz585Nsy+bzGrSpIkKFiyo2bNna/bs2apZs6bNl9ciRYqoQYMGmjhxot0+rtK7raJly5a6ffu2za/3iYmJ+uKLL9KtrW3btnJxcdHIkSNTpNXZ+Uuji4uLOnTooMWLF2v69Om6fft2ituwkk9k1q9fbx2WmJioSZMmpTv9PHnyqEmTJlq0aJHOnDljHX748GGH+viwWCwp9k9z5syxmZYk6wmSoweb0qVLKyYmRrt377YOi46Otmmf99qlS5f022+/KTAwUEWKFJGUPdtZdmrcuLFcXV1TXIFib7+Z3ZKfInan5JAz+dZBR9dXy5YtlZiYmKLuTz/9VBaLxeGn86SnY8eOio6OtnvFTlxcnHVf7uPjo8KFC9tsU5I0fvx4h+bjyPErq8vs6emZpVulatSoodKlS+ujjz6yOYYly8xtaTlxvHL02Omoli1b6uzZsza3/d6+fVtffPGFvLy8UjyZ0VlCQ0OVJ0+eTLfJrHD0GBMUFKRHHnlEU6dOtdnX7927VytWrFDLli0zPO/kq3HvXk5HjtOSY9uio+vWXruV/n2akyNatmypM2fOaN68edZh169ft3uszslzP0dYLBYlJCTYDPvhhx9SnHtldXvy9PTM0o/ZzZs3l4+Pj0aNGpWiXun/9mt3fhfKTFu9+zHPbm5uqlixogzDsM73qaee0tatW23+L+Li4jRp0iSVKFEi3Vv5s7ou7Gnfvr3++OMPu+dS2XHu6uLiorZt22rx4sXWx3fbm4ej7Smn2NuOYmJiNHny5GydT/v27WUYht2rupLnnZHzj+zIDRYtWmTzHW7r1q3asmWL9Rwkq/u9tBQuXFj9+vVT+fLlszytO2XLdXlvvfWWpk+froMHD6b7qLPUPPXUU5o+fbp8fX1VsWJFbdq0SatWrUrzseCZERkZqVatWqlOnTrq1auXLl26pC+++EKVKlWye4LnDN26ddO0adM0ePBgbd26VXXr1lVcXJxWrVqlV1991drZpaN69eqlTz75RM2bN1fv3r11/vx5ffXVV6pUqVKaHY2lZdSoUWrTpo1q166tnj176vLly/ryyy9VuXLldNejj4+PPv30U7344ot67LHH9Nxzz6lAgQL6448/dP36dU2dOlWS9OKLL2revHl68skn1bFjRx05ckQzZsxI8djDp556SgsWLNAzzzyjVq1a6dixY/rqq69UsWJFh/9PH3roIfXu3Vvbtm1TQECAvvvuO507d85mx/bUU09p5MiR6tmzp5544gnt2bNH33//vc0vSNklb968ateunWbNmqW4uDh99NFHKcYZN26c6tSpoypVquill15SqVKldO7cOW3atEl///23/vjjj1Sn37p1a9WuXVtvvvmmjh8/rooVK2rBggUOfVkqU6aM3nrrLb377ruqW7eu2rVrJ3d3d23btk3BwcGKjIzM0rLfqVOnTvriiy80bNgwValSJUWyndwZbEREhPVXgFmzZlmvNknP8OHDtWLFCtWuXVuvvPKK9ctm5cqVtWvXrjQ/26pVK7333nvq3bu3ateurT179mjatGkp2kPp0qXl5+enr776St7e3vL09FStWrVSfaxh586dNXToUD3zzDPq37+/9XGlDz300D3rlHnevHny8vKSYRg6c+aMvv32W12+fFlfffWV9Zez7NjOslNAQIAGDBigjz/+WE8//bSefPJJ/fHHH1q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"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Tạo danh sách các cột nhận định chung\n",
"columns = [\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Chất lượng giặt sạch của quần áo có làm bạn hài lòng không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy dịch vụ tiện dụng và tiết kiệm được thời gian của mình hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Giá cả đối với bạn có hợp lý không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có thấy mất thời gian khi phải đem đồ lại cửa hàng giặt ủi hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có muốn theo dõi quá trình quần áo của mình được giặt ủi hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Nếu có ứng dụng để theo dõi quá trình giặt ủi bạn có muốn không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể đặt chỗ giặt ủi trước tại nhà?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn có nghĩ việc có người đến tận nhà lấy quần áo là một tiện ích tốt hay không?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu có thể lựa chọn mùi hương của quần áo theo sở thích cá nhân của bạn?]',\n",
" 'Nhận định chung của bạn về dịch vụ giặt ủi [Bạn nghĩ sao nếu việc sử dụng dịch vụ giặt ủi có thể góp phần làm giảm ô nhiễm môi trường?]'\n",
"]\n",
"\n",
"# Tạo biểu đồ cho từng nhận định\n",
"for column in columns:\n",
" plt.figure(figsize=(10, 6))\n",
" df[column].value_counts().sort_index().plot(kind='bar', color='lightblue')\n",
" plt.title(column)\n",
" plt.xlabel('Mức độ')\n",
" plt.ylabel('Số lượng')\n",
" plt.xticks(rotation=0)\n",
" plt.show()\n",
"\n",
"\n",
"\n",
"#Giải thích biểu đồ:\n",
"# Mỗi biểu đồ cột thể hiện phân phối mức độ hài lòng của khách hàng đối với từng nhận định chung về dịch vụ giặt ủi.\n",
"# Trục x đại diện cho các mức độ từ 1 đến 5 (với 1 là thấp nhất và 5 là cao nhất).\n",
"# Trục y đại diện cho số lượng khách hàng đánh giá ở từng mức độ.\n",
"# Điều này giúp xác định mức độ quan tâm và hài lòng của khách hàng đối với từng khía cạnh của dịch vụ.\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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