{
"cells": [
{
"cell_type": "code",
"execution_count": 40,
"id": "e1240ffd-d453-47a5-bdb6-82bd11526dee",
"metadata": {},
"outputs": [],
"source": [
"# 패키지 로딩하기 : 패키지를 메모리에 올리는 기능\n",
"# package loading\n",
"# import 패키지명 as 별명(애칭)\n",
"import pandas as pd # 데이터 핸들링과 데이터 분석\n",
"import matplotlib.pyplot as plt # 그래프\n",
"import seaborn as sns # 그래프\n",
"import matplotlib\n",
"import platform\n",
"\n",
"# Window\n",
"if platform.system() == 'Windows':\n",
" matplotlib.rc('font', family='Malgun Gothic')\n",
"elif platform.system() == 'Darwin': # Mac\n",
" matplotlib.rc('font', family='AppleGothic')\n",
"else: #linux\n",
" matplotlib.rc('font', family='NanumGothic')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "2b5ac499-2961-45b2-9fce-d202847d72ae",
"metadata": {},
"outputs": [],
"source": [
"# 데이터 읽어오기 : csv(comma separated value)\n",
"# data = pd.read_csv(filepath_or_buffer = \"directory/filename.csv\",\n",
"# header = 0)\n",
"kculture = pd.read_csv(filepath_or_buffer = \"d:/DMK/CI_CLTUR_DGTL_CNTNTS_PRCHS_RESPOND_CHARTR_INFO_2021.csv\",\n",
" header = 0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b5259dad-ee08-4ab0-b401-35f597ce7fa1",
"metadata": {},
"outputs": [],
"source": [
"# kculture : 파이썬 데이터\n",
"# 메모리(RAM)에 저장"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "af6115c9-8627-4fff-8f1e-422a664ebe8d",
"metadata": {},
"outputs": [
{
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" | \n",
" RESPOND_ID | \n",
" EXAMIN_YM | \n",
" SEXDSTN_FLAG_CD | \n",
" AGRDE_FLAG_NM | \n",
" ANSWRR_OC_AREA_NM | \n",
" HSHLD_INCOME_DGREE_NM | \n",
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"text/plain": [
" RESPOND_ID EXAMIN_YM SEXDSTN_FLAG_CD AGRDE_FLAG_NM ANSWRR_OC_AREA_NM \\\n",
"0 1 202101 M 50대 경기도 \n",
"1 2 202101 M 60대 경상북도 \n",
"2 3 202101 F 50대 광주광역시 \n",
"3 4 202101 M 50대 서울특별시 \n",
"4 5 202101 M 50대 대구광역시 \n",
"... ... ... ... ... ... \n",
"58857 58858 202112 M 40대 서울특별시 \n",
"58858 58859 202112 M 40대 경기도 \n",
"58859 58860 202112 M 30대 전라북도 \n",
"58860 58861 202112 F 50대 서울특별시 \n",
"58861 58862 202112 M 20대 경상북도 \n",
"\n",
" HSHLD_INCOME_DGREE_NM PRCHS_MTH_NM PRCHS_IEM_NM \n",
"0 300만 이하 오프라인 없음 \n",
"1 무응답 오프라인 없음 \n",
"2 300이상500만원 미만 온라인 없음 \n",
"3 500이상700만원 미만 온라인 없음 \n",
"4 300만 이하 온라인 없음 \n",
"... ... ... ... \n",
"58857 700만원 이상 오프라인 없음 \n",
"58858 300이상500만원 미만 오프라인 없음 \n",
"58859 300이상500만원 미만 온라인 없음 \n",
"58860 무응답 오프라인 없음 \n",
"58861 300만 이하 온라인 게임 \n",
"\n",
"[58862 rows x 8 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 데이터 보기\n",
"# (1) data\n",
"kculture"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7f2f82ad-25e1-4883-949d-817df36c43bf",
"metadata": {},
"outputs": [
{
"data": {
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" ANSWRR_OC_AREA_NM | \n",
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" RESPOND_ID EXAMIN_YM SEXDSTN_FLAG_CD AGRDE_FLAG_NM ANSWRR_OC_AREA_NM \\\n",
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"1 2 202101 M 60대 경상북도 \n",
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"4 300만 이하 온라인 없음 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# (2) 데이터 일부 보기\n",
"# data.head(n = 5) or data.tail(n = 5)\n",
"kculture.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "093e4151-2d30-4c75-b336-928e0496cddb",
"metadata": {},
"outputs": [
{
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" RESPOND_ID EXAMIN_YM SEXDSTN_FLAG_CD AGRDE_FLAG_NM ANSWRR_OC_AREA_NM \\\n",
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"58853 58854 202112 M 30대 경기도 \n",
"58854 58855 202112 M 30대 대구광역시 \n",
"58855 58856 202112 F 40대 광주광역시 \n",
"58856 58857 202112 M 30대 경기도 \n",
"58857 58858 202112 M 40대 서울특별시 \n",
"58858 58859 202112 M 40대 경기도 \n",
"58859 58860 202112 M 30대 전라북도 \n",
"58860 58861 202112 F 50대 서울특별시 \n",
"58861 58862 202112 M 20대 경상북도 \n",
"\n",
" HSHLD_INCOME_DGREE_NM PRCHS_MTH_NM PRCHS_IEM_NM \n",
"58852 700만원 이상 온라인 음악 스트리밍ㆍ다운로드(MP3) 이용권 \n",
"58853 700만원 이상 온라인 게임 \n",
"58854 300이상500만원 미만 온라인 없음 \n",
"58855 700만원 이상 온라인 없음 \n",
"58856 무응답 오프라인 없음 \n",
"58857 700만원 이상 오프라인 없음 \n",
"58858 300이상500만원 미만 오프라인 없음 \n",
"58859 300이상500만원 미만 온라인 없음 \n",
"58860 무응답 오프라인 없음 \n",
"58861 300만 이하 온라인 게임 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kculture.tail(n = 10)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c55624c3-c898-4550-8422-d17acb92b51a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 58862 entries, 0 to 58861\n",
"Data columns (total 8 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 RESPOND_ID 58862 non-null int64 \n",
" 1 EXAMIN_YM 58862 non-null int64 \n",
" 2 SEXDSTN_FLAG_CD 58862 non-null object\n",
" 3 AGRDE_FLAG_NM 58862 non-null object\n",
" 4 ANSWRR_OC_AREA_NM 58862 non-null object\n",
" 5 HSHLD_INCOME_DGREE_NM 58862 non-null object\n",
" 6 PRCHS_MTH_NM 58862 non-null object\n",
" 7 PRCHS_IEM_NM 58862 non-null object\n",
"dtypes: int64(2), object(6)\n",
"memory usage: 3.6+ MB\n"
]
}
],
"source": [
"# 데이터의 정보(information)\n",
"# 데이터 : DataFrame : 파이썬에서 가장 대표적인 데이터, 행과 열, 2차원 구조\n",
"# RangeIndex : Index : 행\n",
"# Column : 열\n",
"# 열의 이름 : RESPOND_ID, ..., PRCHS_IEM_NM\n",
"# Non-Null : 결측치가 아닌 것\n",
"# Null : 결측치(Missing Value)\n",
"# DType : Data Type : 데이터의 유형 : 수치형(Numeric), 문자형(String, Object)\n",
"# data.info()\n",
"kculture.info()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d4081502-c485-4cd3-a652-d1725f7a432a",
"metadata": {},
"outputs": [],
"source": [
"# int : integer : 정수\n",
"# int64 : integer 64비트\n",
"\n",
"# float : 실수(real number) : 소수점을 가지는 데이터"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "455728ba-e9eb-40c9-a5c5-67082a13754f",
"metadata": {},
"outputs": [],
"source": [
"# 데이터(통계 관점)의 종류 : 하나의 열에 있는 값\n",
"# (1) 수치형 자료(Numeric Data) : 정수(integer), 실수(float)\n",
"# (2) 범주형 자료(Categorical Data) : 문자 또는 숫자(숫자의 의미는 없다)"
]
},
{
"cell_type": "markdown",
"id": "81e65f5c-4ae1-42f6-8e9d-afee1966d915",
"metadata": {},
"source": [
"### 탐색적 데이터 분석"
]
},
{
"cell_type": "markdown",
"id": "ec521074-113d-4c87-9b85-e759d534e8d0",
"metadata": {},
"source": [
"#### 1. 범주형 자료의 분석(1개의 열)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "21958f02-05af-4843-adc8-c1aaf17068cf",
"metadata": {},
"outputs": [],
"source": [
"# (1) 표 = 빈도표(Frequency Table)\n",
"# i. 빈도(Frequency)\n",
"# ii. 백분율(Percent) : (빈도/합계)*100(%)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "42768a2d-3e6d-493d-bc02-5ade4173f46b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"F 29290\n",
"M 29572\n",
"Name: SEXDSTN_FLAG_CD, dtype: int64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# i. 빈도\n",
"# data[\"범주형자료\"].value_counts()\n",
"# data.범주형자료.value_counts()\n",
"kculture.SEXDSTN_FLAG_CD.value_counts(ascending = True) # 오름차순 정렬"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "2a55b229-e82b-41c8-a617-fd2b8f49cf17",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"M 29572\n",
"F 29290\n",
"Name: SEXDSTN_FLAG_CD, dtype: int64"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kculture.SEXDSTN_FLAG_CD.value_counts(ascending = False) # 내림차순 정렬"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "9a8cfc74-cdd8-4817-bfb7-e42fbd5b9101",
"metadata": {},
"outputs": [],
"source": [
"# ii. 백분율\n",
"# data[\"범주형자료\"].value_counts(normalize = True)*100\n",
"# data.범주형자료.value_counts(normalize = True)*100"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "37d5783f-4e2c-4b4f-8cbc-37c77be39b17",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"M 50.239543\n",
"F 49.760457\n",
"Name: SEXDSTN_FLAG_CD, dtype: float64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kculture.SEXDSTN_FLAG_CD.value_counts(normalize = True)*100"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "fed0a806-acf2-4b07-91ea-03a737229ae8",
"metadata": {},
"outputs": [],
"source": [
"# 참고 : 백분율을 소수점 첫째 자리까지 표현(둘째 자리에서 반올림된 결과)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "d0da0a3e-e8e7-4a11-b2bb-a213827c3848",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"F 49.760457\n",
"M 50.239543\n",
"Name: SEXDSTN_FLAG_CD, dtype: float64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kculture.SEXDSTN_FLAG_CD.value_counts(normalize = True,\n",
" ascending = True)*100"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "cd7f41f5-40e5-4197-ade2-f3a0c578a283",
"metadata": {},
"outputs": [],
"source": [
"# (2) 그래프 : 데이터 시각화(Data Visualization)\n",
"# i. 막대그래프(Bar Plot, Bar Chart)\n",
"# ii. 원그래프(Pie Chart) : 가금적이면 원그래프는 작성하지 않는다."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "2956e142-5dd3-4429-bd81-af6a0638b1df",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"M 29572\n",
"F 29290\n",
"Name: SEXDSTN_FLAG_CD, dtype: int64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# i. 막대그래프\n",
"# 빈도 또는 백분율을 이용해서 막대그래프를 그림\n",
"sex = kculture.SEXDSTN_FLAG_CD.value_counts()\n",
"sex"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "39609533-e81a-4424-9041-7c35af8ee95c",
"metadata": {},
"outputs": [],
"source": [
"# sex.index : 행의 이름\n",
"# sex.values : 값(빈도)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "51308e78-8119-43d7-b002-b29664496a6b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['M', 'F'], dtype='object')"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sex.index"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "88cf3cd1-51a4-47fd-96e7-ab315e33d57e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([29572, 29290], dtype=int64)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sex.values"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "efccbfc2-663e-47eb-a9b3-8277fd22d8a9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plt.bar(x = 행의 이름, height = 빈도 or 백분율)\n",
"# plt.show()\n",
"plt.bar(x = sex.index, height = sex.values)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6e44b704-c1a8-4500-9173-f19dab37b041",
"metadata": {},
"source": [
"#### 2. 수치형 자료의 분석(1개의 열)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "802ab0a6-e5ce-40b6-aa5e-f4659a0ad5d2",
"metadata": {},
"outputs": [],
"source": [
"# (1) 그래프 : 데이터 시각화\n",
"# i. 히스토그램(Histogram)\n",
"# ii. 상자그림(Boxplot)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "864ae223-e586-4837-86f7-d556b7414fee",
"metadata": {},
"outputs": [
{
"data": {
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" CL_NM TURSM_GOODS_NM ADULT_CO_QY \\\n",
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" YNGBGS_CO_QY CHILD_CO_QY SM_QY PRCHS_PRICE PRCHS_DE \n",
"0 0 0 4 36000 20220101 \n",
"1 0 0 2 18000 20220101 \n",
"2 0 0 3 22500 20220101 \n",
"3 0 0 2 18000 20220101 \n",
"4 0 0 2 15000 20220101 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sports = pd.read_csv(filepath_or_buffer = \"d:/DMK/JT_TRRSRT_ONLINE_PRCHS_LIST_202201.csv\",\n",
" header = 0)\n",
"sports.head()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "4d57eebd-3897-4643-8f8c-1dc90c3160d7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 59271 entries, 0 to 59270\n",
"Data columns (total 8 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 CL_NM 59271 non-null object\n",
" 1 TURSM_GOODS_NM 59271 non-null object\n",
" 2 ADULT_CO_QY 59271 non-null int64 \n",
" 3 YNGBGS_CO_QY 59271 non-null int64 \n",
" 4 CHILD_CO_QY 59271 non-null int64 \n",
" 5 SM_QY 59271 non-null int64 \n",
" 6 PRCHS_PRICE 59271 non-null int64 \n",
" 7 PRCHS_DE 59271 non-null int64 \n",
"dtypes: int64(6), object(2)\n",
"memory usage: 3.6+ MB\n"
]
}
],
"source": [
"sports.info()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "684ad649-189d-4a70-81fc-9facf0c71bd3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# i 히스토그램\n",
"# plt.hist(x = \"수치형자료\",\n",
"# data = )\n",
"# plt.show()\n",
"plt.hist(x = \"PRCHS_PRICE\",\n",
" data = sports)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "23a5f5c7-7c21-4559-bd51-d553fefced59",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plt.hist(x = \"수치형자료\",\n",
"# data = ,\n",
"# bins = 구간의 개수)\n",
"# plt.show()\n",
"plt.hist(x = \"PRCHS_PRICE\",\n",
" data = sports,\n",
" bins = 2000)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "25c4fa11-1a71-4977-bb4a-ab86aacee9a2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plt.hist(x = \"수치형자료\",\n",
"# data = ,\n",
"# bins = 구간의 정보)\n",
"# plt.show()\n",
"plt.hist(x = \"PRCHS_PRICE\",\n",
" data = sports,\n",
" bins = [0, 10000, 20000, 50000, 100000, 1000000])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "91cf28f0-ecc1-4fe7-b96b-800a4fa1816b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# ii. 상자그림(Boxplot)\n",
"# 이상치 유무를 파악\n",
"# plt.boxplot(x = data.variable)\n",
"# plt.show()\n",
"\n",
"# variable : 수치형 자료의 이름\n",
"plt.boxplot(x = sports.PRCHS_PRICE)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2cdb4bb0-9305-4aba-b8a0-2ccf35aac94c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['CL_NM', 'TURSM_GOODS_NM', 'ADULT_CO_QY', 'YNGBGS_CO_QY', 'CHILD_CO_QY',\n",
" 'SM_QY', 'PRCHS_PRICE', 'PRCHS_DE'],\n",
" dtype='object')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sports.columns # 열의 이름"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3947dd9f-8418-4ccc-8e06-7ec946461013",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" CL_NM | \n",
" TURSM_GOODS_NM | \n",
" ADULT_CO_QY | \n",
" YNGBGS_CO_QY | \n",
" CHILD_CO_QY | \n",
" SM_QY | \n",
" PRCHS_PRICE | \n",
" PRCHS_DE | \n",
" price_group | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 음식점 | \n",
" |제주|봄그리고가을리조트_조식+혜택몰빵|제주여행|서귀포맛집|종달리|성산일출봉근처 | \n",
" 4 | \n",
" 0 | \n",
" 0 | \n",
" 4 | \n",
" 36000 | \n",
" 20220101 | \n",
" Middle | \n",
"
\n",
" \n",
" 1 | \n",
" 음식점 | \n",
" 봄그리고가을리조트 조식 |제주맛집| | \n",
" 2 | \n",
" 0 | \n",
" 0 | \n",
" 2 | \n",
" 18000 | \n",
" 20220101 | \n",
" Cheap | \n",
"
\n",
" \n",
" 2 | \n",
" 공원/전시/박물관 | \n",
" 카멜리아힐_211122 | \n",
" 3 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" 22500 | \n",
" 20220101 | \n",
" Middle | \n",
"
\n",
" \n",
" 3 | \n",
" 음식점 | \n",
" 제주 봄그리고가을리조트_조식|제주여행|제주맛집 | \n",
" 2 | \n",
" 0 | \n",
" 0 | \n",
" 2 | \n",
" 18000 | \n",
" 20220101 | \n",
" Cheap | \n",
"
\n",
" \n",
" 4 | \n",
" 공원/전시/박물관 | \n",
" 카멜리아힐_211122 | \n",
" 2 | \n",
" 0 | \n",
" 0 | \n",
" 2 | \n",
" 15000 | \n",
" 20220101 | \n",
" Cheap | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CL_NM TURSM_GOODS_NM ADULT_CO_QY \\\n",
"0 음식점 |제주|봄그리고가을리조트_조식+혜택몰빵|제주여행|서귀포맛집|종달리|성산일출봉근처 4 \n",
"1 음식점 봄그리고가을리조트 조식 |제주맛집| 2 \n",
"2 공원/전시/박물관 카멜리아힐_211122 3 \n",
"3 음식점 제주 봄그리고가을리조트_조식|제주여행|제주맛집 2 \n",
"4 공원/전시/박물관 카멜리아힐_211122 2 \n",
"\n",
" YNGBGS_CO_QY CHILD_CO_QY SM_QY PRCHS_PRICE PRCHS_DE price_group \n",
"0 0 0 4 36000 20220101 Middle \n",
"1 0 0 2 18000 20220101 Cheap \n",
"2 0 0 3 22500 20220101 Middle \n",
"3 0 0 2 18000 20220101 Cheap \n",
"4 0 0 2 15000 20220101 Cheap "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# (2) 빈도표\n",
"# 구간의 빈도\n",
"# 구간의 백분율\n",
"\n",
"# data[\"new_variable\"] = pd.cut(data.variable,\n",
"# bins = 구간의 정보,\n",
"# right = 하한 또는 상한,\n",
"# labels = 구간의 이름)\n",
"sports[\"price_group\"] = pd.cut(sports.PRCHS_PRICE,\n",
" bins = [0, 10000, 20000, 50000, 100000, 6000000],\n",
" right = False,\n",
" labels = [\"Very Cheap\", \"Cheap\", \"Middle\", \"Expensive\", \"Very Expensive\"])\n",
"sports.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a9a0118b-f290-487f-9927-e189f66f4d1f",
"metadata": {},
"outputs": [],
"source": [
"# PRCHS_PRICE : 수치형 자료\n",
"# price_group : 범주형 자료"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "26f8cd7e-a587-4b49-a722-b7c588f6bb37",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Middle 29618\n",
"Cheap 13306\n",
"Expensive 11573\n",
"Very Cheap 2489\n",
"Very Expensive 2285\n",
"Name: price_group, dtype: int64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sports.price_group.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "122e1c1f-0257-425f-8c0d-585a51b19d4a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Middle 49.970475\n",
"Cheap 22.449427\n",
"Expensive 19.525569\n",
"Very Cheap 4.199356\n",
"Very Expensive 3.855174\n",
"Name: price_group, dtype: float64"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sports.price_group.value_counts(normalize = True)*100"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "bb37f1b1-362a-4136-9a0c-f676d69319a3",
"metadata": {},
"outputs": [],
"source": [
"# (3) 기술통계량(Descriptive Statistic) = 요약통계량(Summary Statistic)\n",
"# i. 중심 = 대표값 : 평균(mean), 절사평균(trimmed mean), 중위수(median), 최빈수(mode) \n",
"# ii. 다름 = 퍼짐 = 산포 : 범위(range), 사분위범위(IQR : Inter Quartile Range), 표준편차(SD : Standard Deviation), 중위수절대편차(MAD : Median Absolute Deviation)\n",
"# iii. 분포의 모양 : 왜도(skewness), 첨도(kurtosis)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "3d41c75f-ea6c-41b8-85dd-ca450b0daff2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"39090.88466535068"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# i. 평균(mean)\n",
"sports.PRCHS_PRICE.mean()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "79b4db46-60a2-4f85-a829-5484681b422a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"32500.0"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# ii. 중위수(median)\n",
"sports.PRCHS_PRICE.median()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "057ff97d-5da1-4d35-a426-73ae8091b22c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 36000\n",
"dtype: int64"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# iii. 최빈수(mode)\n",
"sports.PRCHS_PRICE.mode()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "9109d6d0-fdc2-48b4-9dd3-097516090fd8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5593600"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# iv. 범위(range)\n",
"sports.PRCHS_PRICE.max() - sports.PRCHS_PRICE.min()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "b27bf2a5-242a-47d9-b7ce-81364a843279",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"38048.2225771526"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# v. 표준편차(sd)\n",
"# 평균(중심)과 얼마나 다를까?\n",
"sports.PRCHS_PRICE.std()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "0157cbbe-5900-4545-8752-281dbe291abc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"20411.89707088785"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# vi. 중위수절대편차(mad)\n",
"sports.PRCHS_PRICE.mad()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "60bc027b-80f8-4d40-a633-627f2d430e84",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"54.05038552510371"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# vii. 왜도(skewness)\n",
"sports.PRCHS_PRICE.skew()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "472bae52-a7aa-4895-bfe6-fb2b9a46ef82",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"7669.7156538104055"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# viii. 첨도(kurtosis)\n",
"sports.PRCHS_PRICE.kurt()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "8bc41cb1-f76e-4306-b0c2-a520979b330c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 5.927100e+04\n",
"mean 3.909088e+04\n",
"std 3.804822e+04\n",
"min 0.000000e+00\n",
"25% 1.890000e+04\n",
"50% 3.250000e+04\n",
"75% 4.800000e+04\n",
"max 5.593600e+06\n",
"Name: PRCHS_PRICE, dtype: float64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# data.variable.describe()\n",
"# data[\"variable\"].describe()\n",
"sports.PRCHS_PRICE.describe()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "c28fa63d-4406-455d-a482-d7761da79935",
"metadata": {},
"outputs": [],
"source": [
"# count : 데이터의 개수 : n\n",
"# 25% : Q1 : 제1 사분위수 : First Quartile\n",
"# 50% : median : Q2\n",
"# 75% : Q3 : 제3 사분위수 : Third Quartile"
]
},
{
"cell_type": "markdown",
"id": "ebc16072-4dad-4d96-8179-689c6f604d0b",
"metadata": {},
"source": [
"#### 3. 범주형 자료의 분석(2개의 열)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3048dd20-c98f-4ec8-bd52-9ea8026d46fc",
"metadata": {},
"outputs": [],
"source": [
"# (1) 표 = 교차표(Cross Table) = 분할표(Contingence Table)\n",
"# 빈도, 행 백분율, 열 백분율, 전체 백분율\n",
"\n",
"# 범주형 자료 : SEXDSTN_FLAG_CD : X : 행\n",
"# 범주형 자료 : AGRDE_FLAG_NM : Y : 열\n",
"\n",
"# pd.crosstab(index = data.variable1,\n",
"# columns = data.variable2,\n",
"# normalize = \"all\" or \"index\", \"columns\")*100"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "adcf5f66-4230-4509-918e-a8e2203419f0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" AGRDE_FLAG_NM | \n",
" 20대 | \n",
" 30대 | \n",
" 40대 | \n",
" 50대 | \n",
" 60대 | \n",
" All | \n",
"
\n",
" \n",
" SEXDSTN_FLAG_CD | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" F | \n",
" 5699 | \n",
" 6278 | \n",
" 7000 | \n",
" 6425 | \n",
" 3888 | \n",
" 29290 | \n",
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\n",
" \n",
" M | \n",
" 6007 | \n",
" 6432 | \n",
" 7080 | \n",
" 6347 | \n",
" 3706 | \n",
" 29572 | \n",
"
\n",
" \n",
" All | \n",
" 11706 | \n",
" 12710 | \n",
" 14080 | \n",
" 12772 | \n",
" 7594 | \n",
" 58862 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"AGRDE_FLAG_NM 20대 30대 40대 50대 60대 All\n",
"SEXDSTN_FLAG_CD \n",
"F 5699 6278 7000 6425 3888 29290\n",
"M 6007 6432 7080 6347 3706 29572\n",
"All 11706 12710 14080 12772 7594 58862"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# i. 빈도\n",
"pd.crosstab(index = kculture.SEXDSTN_FLAG_CD,\n",
" columns = kculture.AGRDE_FLAG_NM,\n",
" margins = True)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "0aa56bad-d673-4e14-9956-9c470a71e4d9",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" AGRDE_FLAG_NM | \n",
" 20대 | \n",
" 30대 | \n",
" 40대 | \n",
" 50대 | \n",
" 60대 | \n",
" All | \n",
"
\n",
" \n",
" SEXDSTN_FLAG_CD | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" F | \n",
" 9.681968 | \n",
" 10.665625 | \n",
" 11.892222 | \n",
" 10.915361 | \n",
" 6.605280 | \n",
" 49.760457 | \n",
"
\n",
" \n",
" M | \n",
" 10.205226 | \n",
" 10.927254 | \n",
" 12.028134 | \n",
" 10.782848 | \n",
" 6.296082 | \n",
" 50.239543 | \n",
"
\n",
" \n",
" All | \n",
" 19.887194 | \n",
" 21.592878 | \n",
" 23.920356 | \n",
" 21.698209 | \n",
" 12.901363 | \n",
" 100.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"AGRDE_FLAG_NM 20대 30대 40대 50대 60대 \\\n",
"SEXDSTN_FLAG_CD \n",
"F 9.681968 10.665625 11.892222 10.915361 6.605280 \n",
"M 10.205226 10.927254 12.028134 10.782848 6.296082 \n",
"All 19.887194 21.592878 23.920356 21.698209 12.901363 \n",
"\n",
"AGRDE_FLAG_NM All \n",
"SEXDSTN_FLAG_CD \n",
"F 49.760457 \n",
"M 50.239543 \n",
"All 100.000000 "
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# ii. 전체 백분율 : (빈도/전체 합계)*100\n",
"pd.crosstab(index = kculture.SEXDSTN_FLAG_CD,\n",
" columns = kculture.AGRDE_FLAG_NM,\n",
" margins = True,\n",
" normalize = \"all\")*100"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "25a8027c-5957-417b-b112-20f1ba424bbf",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" AGRDE_FLAG_NM | \n",
" 20대 | \n",
" 30대 | \n",
" 40대 | \n",
" 50대 | \n",
" 60대 | \n",
"
\n",
" \n",
" SEXDSTN_FLAG_CD | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" F | \n",
" 19.457153 | \n",
" 21.433936 | \n",
" 23.898942 | \n",
" 21.935814 | \n",
" 13.274155 | \n",
"
\n",
" \n",
" M | \n",
" 20.313134 | \n",
" 21.750304 | \n",
" 23.941566 | \n",
" 21.462870 | \n",
" 12.532125 | \n",
"
\n",
" \n",
" All | \n",
" 19.887194 | \n",
" 21.592878 | \n",
" 23.920356 | \n",
" 21.698209 | \n",
" 12.901363 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"AGRDE_FLAG_NM 20대 30대 40대 50대 60대\n",
"SEXDSTN_FLAG_CD \n",
"F 19.457153 21.433936 23.898942 21.935814 13.274155\n",
"M 20.313134 21.750304 23.941566 21.462870 12.532125\n",
"All 19.887194 21.592878 23.920356 21.698209 12.901363"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# iii. 행 백분율 : (빈도/행 합계)*100\n",
"pd.crosstab(index = kculture.SEXDSTN_FLAG_CD,\n",
" columns = kculture.AGRDE_FLAG_NM,\n",
" margins = True,\n",
" normalize = \"index\")*100"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "fef1aa32-d53f-4471-87f0-a1bf39176306",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" AGRDE_FLAG_NM | \n",
" 20대 | \n",
" 30대 | \n",
" 40대 | \n",
" 50대 | \n",
" 60대 | \n",
" All | \n",
"
\n",
" \n",
" SEXDSTN_FLAG_CD | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" F | \n",
" 48.684435 | \n",
" 49.394178 | \n",
" 49.715909 | \n",
" 50.305355 | \n",
" 51.198314 | \n",
" 49.760457 | \n",
"
\n",
" \n",
" M | \n",
" 51.315565 | \n",
" 50.605822 | \n",
" 50.284091 | \n",
" 49.694645 | \n",
" 48.801686 | \n",
" 50.239543 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"AGRDE_FLAG_NM 20대 30대 40대 50대 60대 \\\n",
"SEXDSTN_FLAG_CD \n",
"F 48.684435 49.394178 49.715909 50.305355 51.198314 \n",
"M 51.315565 50.605822 50.284091 49.694645 48.801686 \n",
"\n",
"AGRDE_FLAG_NM All \n",
"SEXDSTN_FLAG_CD \n",
"F 49.760457 \n",
"M 50.239543 "
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# iv. 열 백분율 : (빈도/열 합계)*100\n",
"pd.crosstab(index = kculture.SEXDSTN_FLAG_CD,\n",
" columns = kculture.AGRDE_FLAG_NM,\n",
" margins = True,\n",
" normalize = \"columns\")*100"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "0c1fcec6-9f92-4079-b632-e84737c26947",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# (2) 그래프\n",
"# 막대그래프\n",
"result = pd.crosstab(index = kculture.SEXDSTN_FLAG_CD,\n",
" columns = kculture.AGRDE_FLAG_NM,\n",
" normalize = \"index\")*100\n",
"\n",
"result.plot.bar(stacked = True)\n",
"plt.legend(bbox_to_anchor = (1,1))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "cb8699db-47af-45bb-bd6f-64f9b8bd89f9",
"metadata": {},
"source": [
"#### 4. 범주별 수치형 자료의 분석"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "9c2065c3-7ef3-4c8a-8cd2-03103dc967a5",
"metadata": {},
"outputs": [],
"source": [
"# 범주형 자료 : 1개 : X\n",
"# 수치형 자료 : 1개 : Y"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "8b129c1b-fef9-41c4-9acc-7b5b42dfa7c2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" SEXDSTN_FLAG_NM | \n",
" AGRDE_FLAG_NM | \n",
" RECPT_PLACE_NM | \n",
" LEND_DE | \n",
" UTILIIZA_TIME | \n",
" SETLE_PRICE | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 남성 | \n",
" 40대 | \n",
" 제주공항 | \n",
" 20220131 | \n",
" 55 | \n",
" 161400 | \n",
"
\n",
" \n",
" 1 | \n",
" 남성 | \n",
" 30대 | \n",
" 제주공항 | \n",
" 20220131 | \n",
" 24 | \n",
" 101000 | \n",
"
\n",
" \n",
" 2 | \n",
" 남성 | \n",
" 20대 | \n",
" 제주공항 | \n",
" 20220131 | \n",
" 47 | \n",
" 93500 | \n",
"
\n",
" \n",
" 3 | \n",
" 남성 | \n",
" 20대 | \n",
" 제주공항 | \n",
" 20220131 | \n",
" 24 | \n",
" 70400 | \n",
"
\n",
" \n",
" 4 | \n",
" 여성 | \n",
" 20대 | \n",
" 제주공항 | \n",
" 20220131 | \n",
" 72 | \n",
" 171900 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" SEXDSTN_FLAG_NM AGRDE_FLAG_NM RECPT_PLACE_NM LEND_DE UTILIIZA_TIME \\\n",
"0 남성 40대 제주공항 20220131 55 \n",
"1 남성 30대 제주공항 20220131 24 \n",
"2 남성 20대 제주공항 20220131 47 \n",
"3 남성 20대 제주공항 20220131 24 \n",
"4 여성 20대 제주공항 20220131 72 \n",
"\n",
" SETLE_PRICE \n",
"0 161400 \n",
"1 101000 \n",
"2 93500 \n",
"3 70400 \n",
"4 171900 "
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"car = pd.read_csv(filepath_or_buffer = \"d:/DMK/JT_RTCAR_RESVE_LIST_202201.csv\",\n",
" header = 0)\n",
"car.head()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "73fd19f5-2fb8-44dd-8957-928166a5435a",
"metadata": {},
"outputs": [],
"source": [
"# 범주형 자료 : SEXDSTN_FLAG_NM, AGRDE_FLAG_NM, RECPT_PLACE_NM\n",
"# 수치형 자료 : UTILIIZA_TIME, SETLE_PRICE"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "7c4b0b7c-897a-4a58-b951-ad46a33fadd6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# (1) 그래프\n",
"# i. 범주별 히스토그램\n",
"# seaborn.histplot(data = ,\n",
"# x = \"수치형자료\",\n",
"# hue = \"범주형자료\")\n",
"# plt.show()\n",
"\n",
"sns.histplot(data = car,\n",
" x = \"SETLE_PRICE\",\n",
" hue = \"SEXDSTN_FLAG_NM\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "c52d8f3b-ec52-41c0-9662-19932140e4fc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data = car,\n",
" x = \"SETLE_PRICE\",\n",
" hue = \"SEXDSTN_FLAG_NM\",\n",
" element = \"step\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "416af76c-a521-4f35-b229-1950095297ab",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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hm7oWrQkolTWlozIa0dOrz8vASSedxEknnZS2nK4iOghZo4OsUaoBr6trjgBYfQIbd7XnKjSl8k+aMf25pKuIDlL1rWHKCr0ABLxufAlJoMzvoV47hpXKSxdeeOFez3UV0UGquSNCkc8aERTwunC79q4J7NI+AaXUIKNJIEFbOErAa1WOqkp8lBd6ul4r9WsSUEoNPtocZAtFYxgDHpc1Q3jK2EqmjK3sej3gs3YXCyesJ6SUUgOd3s1srcEoAZ8LsZeJ6K5AhHJtElJKDTKaBGytoT1NQcmUFXqo1wljSuWd999/P+0y0cuXL+fhhx9O+1lbtmxh2bJlByq0/abNQbaWYJRAmmWiNQkolT2fWfAZtrdtP2CfN6JoBC/OfDFlme4bzMfjcV5++WXeeOMN3G43RxxxBA0NDVx11VW0trYSDAa57rrruPjii2lpaWHr1q1d7/3jH//II488AsCOHTu45ZZbuPzyy1m3bh2LFy9m8uTJB+xn2x+aBGytoSiF3tRJoNjvprE9kqWIlMpv29u28/A56X+zztSVz1+ZUbmXXnqp63H3pAAwd+5crrrqKs4991yi0Sg1NTWcd955+5S7+OKLufjiiwF47LHHCAaDzJgxgx07dnD++ef38ac48DQJ2FqDUQrT1ASKfW7tE1Aqz1VWVuJyWfeKgoICysrK8Pl8+5S7++67efbZZ6moqCAajfLNb36T5557jtraWhYvXpztsJPSJGDLpCZQpElAqbx300038bOf/YwlS5YQDAaZM2dO11LTicLhMHPmzKGmpqbr2DnnnEN9fb3WBPqjllD6mkCJJgGl8p7H4+G73/3uPsdramr2uuEfd9xxvP7667z77rsUFBQQCAR4/vnnWbp0KW+//XYWI05Nk4CtJRjB70k9WKrE72brjpYsRaSUyoVbb72163E8vs8eVwA8+eSTBIPBrjZ/gKVLl7Jo0SK+/e1vA3DuueeyePFiXnjhha4y8+fPB+javaw/0CRgaw1G8XtSfx0lOmtYqUHtj3/84167hPn9/h7LRSIRfvKTn3SN/gFoamrap4O4p2WltU+gn2ruiKRvDtLRQUplzYiiERmP6Mn089IZPnx4xp/3rW99i8svv7zr+eLFi6mtre1DZLmlScDWEoxyUHlhyjLFPk0CSmVLujH9uTZ37lz+8Ic/dD3vqSbQk6FDhzJ+/HgnQ+sVTQK2llCUw9LWBDw0doQxxiRdXkIpNfgk/sYP1tLS3ZeXztSkSZOYNGnSAYjqwHByo/mTROQ1EVkiIt8WkfEistB+Pjeh3B0i8qp9/Cin4kmnJRhJO0TU6y7AXSC0Jew4ppRSA5kjNQER8QA/AM4zxuy2j/0dmGWM2SAiT4jIFMALDDfGnC4ik4C5wAwnYkonk3kCYNUGdreFKfZpJUqpRFpD7h+MMb0q71RN4N+AT4BH7d/+TwL8xpgN9utPYm06/1ngUQBjzCpgiEPxpNUWiqXtGAZrc5nd7TpCSKlEfr+fhoaGXt+A1IFljKGhoSHpqKaeOPXr7DisG/rngFHAK8DyhNcbgCOBYUBdwvGoiBQYY/YanCsi1wDXABxyyCGOBJx5TUAnjCnV3ahRo9i8eTN1dXXpCytH+f1+Ro0alXF5p5JAFHjBGBMFNojILqAi4fUKrJt/Ybfj8e4JAMAYMw+YBzB58mRHftVoy2DGMFizhnWEkFJ783g8jB07NtdhqD5wqjloKVaTECIyHGgBvCIy0n79AmAhsAiYaZebCGx2KJ6UIrE40ZjZa2P5ZHT9IKXUYOJITcAY85aIrBWRJVi1gpuxEs4CEQkBTxtj1ojIWmCGiCzCShTXOhFPOu2hGH5vQUadWgGvJgGl1ODh2BAXY8z3ge93O3xytzJx4HqnYshUKBrD507fFARWn4B2DCulBgvdXhIIReN4XZl9FbqngFJqMNEkgFUT8LgzG99c7NOagFJq8NAkAAQjvagJ+N006eggpdQgoUkAqznIk2ESKPG5aezQJKCUGhw0CQChSCzjJFDsd9OkSUApNUhoEqB3HcOFHhehaJxwtOcdh5RSaiDRJIDVMex2ZdYxLCKU+t00dmjnsFJq4NMkgF0TyGC2cKcSv4cPtrfy0+fWOBiVUko5T5MAEIpk3jEM1jDRF9/bznMrtzkYlVJKOU+TAPY8gYLM10Ev9rt5/aMGmoNRB6NSSinnaRLAag5y97ImsG5nK63BqK6frpQa0DQJ0JkEMq8JBOx9B2LG0BHRrSaVUgOXJgEg2It5AmAtJ13kdVER8NCiTUJKqQFMkwDWshG9SQIlPjeHVAYo9rlpCerEMaXUwKVJAAhGY3h70Rx09MgyvvCpkQS8bu0cVkoNaJoE6N2yEQDDSv0cO7qcgNelzUFKqQFNkwC9nyfQqdDrolnXEVJKDWCO7SwmIiuBBvvpPGA5cD/gB143xnzLLncHcJodyzXGmNVOxZRMMNq7mkAnrQkopQY6x5IAsMMYc3bnExH5OzDLGLNBRJ4QkSmAFxhujDldRCYBc4EZDsbUo94uG9HJ73Fpx7BSakBzMgl0LbMpIm7Ab4zZYB96Emu/4UrgUQBjzCoRGeJgPElZQ0Qz7xjuVOhx0axJQCk1gDnSJyAiRcBhIvKaiDwOHMSepiHsxxXAMKAu4XhURPaJSUSuEZFlIrKsrq6u+8v7LdSLncUSBbwumju0OUgpNXA5kgSMMW3GmMOMMacBvwHuAcoTilRg3fyb7Med4saYfRbqN8bMM8ZMNsZMrqqqOuDxhqJxPH1oDir0urVjWCk1oDlVE3AlPK0DDOATkZH2sQuAhcAiYKb9nonAZifiSSe0Hx3DTdocpJQawJzqEzhcRB4Gwvaf67Ha/xeISAh42hizRkTWAjNEZBHQAlzrUDwphaPxPvUJ6OggpdRA50gSMMasBU7tdvhjrM7gxHJxrASRU73ZXjJRwKvLRiilBjadLEZnTUDnCSil8o8mASAc63sSaAtpElBKDVwZ3flEpKbb8087EUyuWKOD+tIn4KYtHCMa22dAk1JKDQgpk4BYfMBsEfGIiFdESoFfZic850VjcTDgLkjyVcSjsOy3Pb7kKhAqi7xsbQw6GKFSSjknXU3gFOAfwKeA5+0/TwK/czas7AnH4nhT1QJad8Cqv8K+0xcAGFHm55NdbQ5Fp5RSzko5OsgYswQ4Q0T+0xjzkyzFlFWhSJqJYi3bAQOxELgL93l5WImPDQ3tTBvnXIxKKeWUTIeIzhWRc4EhgAAYY+Y7FlUWpR0e2rzV+jvScxKoKvGzoV5rAkqpgSnTITHPAp8BioBC+8+gEIrG0iSBLdbf0Y4eXx5R6ufjulYHIlNKKedlWhPwG2NucjKQXAmmaw7qTAKRnjt/h5f62Lir3YHIlFLKeZnWBGpF5AhHI8mRtDWBlu3g9kMsWRLws3l3B/G4cShCpZRyTqY1gc8AXxWRznWcjTHmFIdiyqr2cCz5hjImBm11UDYKIj03B/k9Lop8bna0BDmobNC0kiml8kRGScAYc3L6UgPT7rYwpX5Pzy+21YO3GLxFEA0l/YyqYh/bmjQJKKUGnoySgIhc2v3YYBkdVN8WpsSf5Gtoq4PCcnB5k/YJAJQFPOxsTp4klFKqv8q0T6Aw4c/RwHTHIsqyXa1hipMlgWCTVQtweZOODgIoL/RQ16pJQCk18GTaHPRg4nMR+S9nwsm+upYgJb4kzUHBZvAUgcsD0eQ1gRK/m53NunSEUmrg6fXSmfZaQkc7EEtO1LeFKStMkgtDTeAptJJAiuag8oCX7U17Xt/dFuaOZ9470KEqpdQBl+kqoktF5HURWQq8BDzqbFjZU98aoiSxY3jl49C0yXrc0QiegN0nkKI5KOBhZ8ue5qBPdrXzt3e2OhSxUkodODo6qC1MaWFCEvj4VSgcAmWjrT6B4hHWHIGUfQJedrbsqQk0d0R0A3ql1ICQaU2gWkSeEJElIjJfRIZl+L5/ish0ERkvIgvt989NeP0OEXnVPn5UX3+I/bGrLUxpYsdwWz207rQed3UM+1LWBCoCHhpaw13PW4JRgtE4oWjMqbCVUuqAyLRP4EHgLmPMqcAvgPvTvUFEZgJl9tN7gVn2+6tFZIqITAOGG2NOx9pgfm7Pn+ScWNzQHIzuaQ6KBiHc2i0JBNJ2DJcVetjVFu6aNdxs7zvcpLUBpVQ/l2kS8BpjlgEYY5YD5akKi0gJcAnwR6wmJ78xZoP98pNYG85/FrtvwRizCmuF0mSfd42ILBORZXV1dcmK9Vpje5ginwtXgb2fQFuD/XdnEmi2JoulqQm4XQUEfC52tVu1gc6moKZ2TQJKqf4t0yRgRGQIgP23L035/wF+BMSBEqAh4bUGoAIYBiTe0aMi0mM8xph5xpjJxpjJVVVVGYac3q62MGWJ/QHtdVbzT3s9YCDcklFNAKAi4KXO7hzurAFoTUAp1d9lmgT+C3heRJ4CXgT+M1lBEbkY2GiMeds+1MjeNYcKrJt/k/24U9yYJNt3OaS+NUxZ4sigtnqoqLb+jgQBsUYGuXwph4iClQRe/aCOYCSmSUApNWCkHB0kIg8B1xtjlgInishQoAP4PrAoydu+CrSLyGPAJKAGGC8iI40xW4ALgDnA4cBMYJGITAQ2H4Cfp1d2tYUpKeyWBIqGwa6PrSWkvcXWcbc3bU3gMxOH8+hbG+kIW0mgQDQJKKX6v3RDRMcZY7ruZMaYegARmZzsDcaYczsfi8hs4A2sJqAFIhICnjbGrBGRtcAMEVkEtGB1DmfV0o/qGV7i33OgdSf4y6CwAho+Ap+dBFxea3vJFI4/pILmjggbGtpo6ogwtNinSUAp1e+lSwLePr4PAGPM7ISnJ3d7LQ5cn8nnOOGDHS387d1t3D3zmD0H23bCiGOsRLDrI6t/ANIuINepIuBlxaZGQpE4VSWaBJRS/V+6PoG19lDOLvZ4/ibnQsqOP725kc9MHL73MtJt9VYC8JfBx7XgL7eOu7wQCwOpN44ZUuRlR3OQ5mCEYSU+GtvDKcsrpVSupfuN/lbgKRF5CViB1Y5/EXChw3E5riUYYUhRt0FOHbvAXwrV02DYRKgYYx0vKIACl7WngNu/74fZKoq81LWGCHjcVJX42d2mNQGlVP+WsiZg9wHUACuBCcBWoMYYs8750JwVisbxuGTPgVjI+m3fE4DAEBg6zqoBdHL5Um4sA1DkdRGNGXa1h62agDYHKaX6ubRt+8aYKNYEr0ElGOm2rWT7LvCVgkjPb3D7INJuNRUlISIMLfayvSnEkCKv9gkopfq9Xi8lPVh0RLptMN++K+UNHk+htaREGkOKvBT5XRT73LqInFKq38vbJBCKxrvVBBrAV5L8Dd6AtYxEGuUBL8VeN0U+d9caQkop1V/lbxKIxPEk1gQ6dqVOAu5ARjWB8kIPRT43RT4XzcHoAYhUKaWck7dJYJ8+gbb6PZPDeuIpzLgmUOh1dTU1tYc1ESil+q+8TQKhaLxbn0ADeEuTv8FbCKH0SWBURSEjSv2ICOWFe+8zoJRS/U1GM38Ho1A0tndzUFs9DD0i+RvcAWt/gTSOGVXOMaPKASgLeGhoCzN6SGA/o1VKKWfkb00g0q1jOF2fgCeQUU0gUZnfQ31L6rkFSimVS3mbBMKxxOYgAx27rdnCyWQ4OihRaaGHhjZNAkqp/itvk0AoEsfjtieGhdutv1MsCWHVBFp6dY4Sn5t67RNQSvVjeZkEIjFr7xp3gf3jBxut2cKpJCaBYJO1ymgaJX5P125jSinVH+VlEthnolhHY+rhoWA1B4XtJLD+NfjXH9KepyygSUAp1b/lZRLYZ45AsHHP3gHJuP0Qi1h/mrfs2ZQ+hVK/m/pWTQJKqf5LkwBYncLeNDUBEatJKNwCTZut96RRVmgNEVVKqf7KkXkCIuLFWnm0BBCsfYeLgfsBP/C6MeZbdtk7gNPsWK4xxqx2IqZEoWgcX29rArCnX6B5K4SawMRBkufRskIPDVoTUEr1Y05NFosCXzHGtIvI14DLgGnALGPMBhF5QkSmYG1fOdwYc7qITALmAjMciqlLMNJtolj77sySgLfIqgF0NFh7DYRaUq48WuL30ByMEosbXAVJlqhWSqkccqQ5yBgTN8bY4y4Zh7Upjd8Ys8E+9iTWnsOfBR6137MKGOJEPN0F95kolkFzEFg3/C3LwWdvRt+eul/AVSAU+Vy6zaRSqt9yrE9ARL4lIuuAycA/gcQ7ZgNQAQwD6hKOR0X2bV8RkWtEZJmILKurq+v+cq+Fot32EghmmAQOOhbW/A2KhlqzizPoFxgS8LJ5d0ffg1VKKQc5lgSMMXONMeOA+4B7gPKElyuwbv5N9uNOcWNMvIfPmmeMmWyMmVxVVbXfse27ZEQTeFMsGdFp6OFQWA6FlVb5jl1p33LcIRUsWL6578EqpZSDHEkCIlIi0rVP40bABfhEZKR97AJgIbAImGm/ZyKQlbul1SeQ0EYfagJfBn0CUgDjpsPwI62aQ3v6JHDWhGE8tWILrSFdUlop1f841TE8AbhXREJAB/B1YCiwwD72tDFmjYisBWaIyCKgBbjWoXj2stcy0rEQxGOpl4xINHyi9XfLjrR9AgCVxT4mjChh4ZodnHfsyLTllVIqmxxJAsaYt4FTux1ej9UZnFguDlzvRAyp7DU6qKPR+q0+2QbzyfhLYNf6jIqOLC/kk4b29AWVUirL8mqy2LYmq4N2r+agjsbUS0gn4y3JqDkIYGixj427NAkopfqfvEkCje1hzv2fxYDVHNRVEwg1ZzZHoDt/WUYdwwBVJT42aRJQSvVDeZMEYnFDY3sYYwzBxE3mg83WTODe6hwiuu9gpn1UFfvY0qjDRJVS/U/eJAGAuIH2cIyOSLRbTaAPScDlsZJHsDFt0cpiHzuag8TipvfnUUopB+VVEgBoCUb3njEcbLL2D+4Lf7m1N3EaXncBpX4PO1uCfTuPUko5JO+SQGsosvfooGBT32oCAIVlGQ0TBRhW4tOZw0qpfifvkkBzMEpHJIa3c2vJYCN4+tAxDOAtzagmADC0xMfm3do5rJTqX/IuCbQGo3tPFgv2sU8ArLkCbZmtZVRZ5GXTLq0JKKX6l7xLAlafQAyPez+HiIK1mmiGSeCgskLe397ct/MopZRD8jAJWH0CXTWBUEvfhoiCNVcgwyQwpjLAmm0tfTuPUko5JO+SQGsoSmN7hGKfG0wMwm37kQRKM+4YHlleyJbGDoKRWN/OpZRSDsi7JNAcjFLXEqI84LUTQCEU9PFr8JdZE8ai6dv63a4CRpUXsna71gaUUv1H3iWB3W1hmjoilBV67E7hPvYHgDVhrOpI+ODFjIofUhlgzTbtF1BK9R95lwQ2NLRR4nfjKmD/OoU7VX8aVj9pLUedxqjyAKu3ahJQSvUfeZcEPq5rY0iRF5bPhyW/6PscgU7lo62Zwx+/krbopJGlPLdyGw2tof07p1JKHSB5lwS2NnZY/QHNW6xVQPe3JgBw2Jmw4o+w/lXY9VHSYmMqizjl8Er+/bF/8ebHmXUoK6WUk/IuCRiw+wN2w9FfgSOm7/+HDhkLxcPhrd/AmmdTFp15/GhGlPq57JG32N0W3v9zK6XUfnBqj+FyEXlMRGpF5DURGSsi40VkoYgsEZG5CWXvEJFX7eNHORFPd12dwv5S8GS4rWQ6x34Vjp4JjeshFoaNS3ss5nUX8MUTRjOyvFDXElJK5ZxTNYEAcLMxpga4C7gVuBeYZYw5FagWkSkiMg0Ybow5HWt/4blJPm//xfb81l0e8NgLxxUf2HMUD4emzbB1hdXfkEKVriWklOoHnNpjeGvC091ACPAbYzbYx57E2m+4EnjUfs8qERniRDwAhFrxEiGMhwq/GyLtfZ8kloy3CArc8HGtNRM52GTNJejBkCKv1gSUUjnnaJ+AiIzEqgX8HEjsCW0AKoBhQOK6C1ER2ScmEblGRJaJyLK6usyWaeiJnxAFAuXusJUA+jpJLJWSEfDJEmsOQfOWpMUqi3TfYaVU7jmWBETkc8APgKuBXUB5wssVWDf/Jvtxp7gx++7XaIyZZ4yZbIyZXFVV1feYgICngApXe982l89E0TDAwLCJVtNQElUlPjZpc5BSKsec6hg+Bvi8MeZaY0yDMaYD8Nk1A4ALgIXAImCm/Z6JQPK75gHyw5oKhha0HpihoT0pGgblh1g1gsZNSYtV6SYzSql+wJE+AWA6ME1Eau3nG4GbgQUiEgKeNsasEZG1wAwRWQS0YHUOO2qULwgdTfs/SSyZg46BIYdCy3aoX5u0WFWxj62NHRhjEBFnYlFKqTSc6hi+G7i7h5dO7lYuDlzvRAxJhVuho9G5moDbZ/2JR+GjhUmLFfnciEBTR8SavKaUUjmQd5PFCLVYScBT6Ox5ApXQXr/X0NTuRpT6WV/f5mwcSimVQv4lgXCrtfzzgZ4j0J3LDSUHQ/0HSYuMG17CG7p8hFIqh/IvCQRbrM3lnU4CABVjYPuqpC9POriM2rV9H/KqlFL7K/+SQLjF2hLSX+r8uSqqYfu7SV+eeFAp725poiOsu40ppXIj/5JAsBlatkHRUOfPVV5tjRBKstdAodfF2Moi3lyvTUJKqdzIvyTQ+Ik1esfpjmEAb6HVQdzwYdIiRx5UwtKPNAkopXIj/5JA02Z7Vm+WlFfDjuT9AhNGlGrnsFIqZ/IvCUB2moI6VYyBbcn7BcYNL2btjhbtF1BK5UR+JoHCyuydq6Ia6tbAvksiAeBzu6iuLOJfG3dnLyallLLlWRKwl2cozmJNwFdiDUfd/UnSIuNHlPDAqx/pxDGlVNblVxIQrOUistknAFaTUIp+gS986mCGlfj48oNLaWzXLSeVUtmTX0kAYOoNEHBu75oelY1OmQQCXjczTxjN5DEVzPnbe1kMTCmV7/IvCWQ7AYDVL7BzTdpiM08YxXMrtxGO9tx/oJRSB1r+JYFcCFRaC8m17kxdzOtmeKmfD3a0ZCkwpVS+0ySQDSJWv0Bd+trAoUOLWLWlKQtBKaWUJoHsGXIorH8tbbExlQFWbGp0Ph6llEKTQPaMPAF2vge7PkpZbOzQYt7VmoBSKks0CWSLywtjT4cVf0pZbExlgI/rWtnZHMxSYEqpfObURvNVIvJjEbnDfj5eRBaKyBIRmZtQ7g4RedU+fpQTsfQrIyfD9pUpO4j9HhfnHzeS8361hK2NuhG9UspZTtUEfg6EAI/9/F5gljHmVKBaRKaIyDRguDHmdKwN5uf2+EmDidsLBx8Ha59LWewLnxrJyYdWcsczOmdAKeUsR5KAMeZS4DUAEXEDfmPMBvvlJ7E2nP8s8KhdfhWQdAC/iFwjIstEZFld3QDfiWv0FFj7d9iyPGWxLxx7MMs+2c2busKoUspB2egTqAIS72QNQAUwDEi8o0dFpMd4jDHzjDGTjTGTq6qqnIs0G4qGwnFfg9d+BpveTFrM53Zx4Ymj+eHTq4nFTRYDVErlk2wkgUagPOF5BdbNv8l+3CluTJKlNgebijFWIlh0D7x6F7Ru77HYyYdWIiIsWL4pywEqpfKF40nAGNMB+ERkpH3oAmAhsAiYCSAiE4HNTsfSr5SPhpNvgGATrHupxyIiwjlHDee5lT0nCaWU2l/ZGiJ6M7BARGqBt4wxa4BnAa+ILAJ+BnwnS7H0H4UVMOIYqHs/aZFxw0pYsakRY/Y0Cf33i2vZ2NCejQiVUoOc26kPNsbUArX247exOoMTX48D1zt1/gGjbBSs/itg6NrvIMGQIi9edwErNjXy6FubuGTqGH6x8EOGlxby1cpD2LSrnQXLN/Efnxmf9dCVUgOfThbLNX8puDywfhGs+kuPRcYNK+Y7T77L397ZwoW/WUplkZc125oBePG9Hcxf+sleNQWllMqUJoH+oGwkLL4H3n0U4lHrWKgZq3YAhw4t5oMdrfzXuRM5qXoIF08Zw3t2Elj6cQO72yPUtYRyFLxSaiBzrDlI9cKQQ61lJVrrrH0HhoyFv14L026BkZM5YUwF7eEoh1UVc1hVMU0dEX73+nriccPb63cxqryQ97Y1M6zUn+ufRCk1wGhNoD8YPRUmzYSh42Dz27DijxANwXZrN7IRZX6+NHl0V/GyQg+uAmHJR/X4vS6OPaS8q2aglFK9oTWB/kDsDuGhR8Dbv7FGDR15HuxYmfQtYyqLmPO395h0cCmjKwK6B4FSqk80CfQn5YfAiVdbexLHwrDm/yAWsTqOu5k8poKdLSEuOH4k25uC/H3VthwErJQa6LQ5qD/p3IGsoAA8fiiqgl0f91j0rCOHc9FJh+BzuxhZUUgsbvjz2xuzHLBSaqDTJNCfVY6D956ic5RQMu6CAv79rCP4yXPv83Fda1ZCU0oNDpoE+rPDaqDhQ3jvb2mLjqwo5HPHHMTtuvy0UqoXNAn0Zy4vHHsxrPzz3vsTv/EANKzbp/g5R43gg+0t3PPCWsLR/FiLTym1fzQJ9HeBIXDcpdaNf8tya8XR95+FlU/sU9TjKuA/ZxzJ6x818Om7XubpFVtyELBSaiDR0UEDQelBcOxXrT0Ihk+CkcfB1hXQsQsK996Lp7LYxy2fHc+HO1v4/v+t5uhR5YwdWpSbuJVS/Z7WBAaKijEw6XzY/CYcciqMOBrWvWgtRf1xrTWU9LWfWc+Bw4eVcN6xB/PtBe9gjDVyqCMcA6A9HGX5J7u7niul8pfWBAaSqglQ81/gLYT4sfD+3yAShJWPw9i3YP2r1oSziV8A4JyJI1i0rp6bH3+Hv/5rC4Lw5RNHc8vj7/DPjbvxuV28fMvpuF0FGGMQ2XcVU6XU4KY1gYHGW2j9XX6IlQDWPA1HTIdPFsGEz8FHL8O7f4aPX6GgQPja1DH834ot/L9jD+ZPb23k/1Zs4d3NTdz9xU9R4nfz7MptvPpBHafc+TIPLbLmJHSuSKorkyo1+GlNYKASgYOOgaYtcOjpMPIE8ASsUUQf/B3CHTBsIhOHlnL/lN0UTTiObz6+itv/9h63fHY8XncBM44+iP/860qKfW7OO3Ykv3z5QxatqyceN8z90qe44IElzL9yCocPK04axtbGDsoDHgJevZSUGoj0f+5AduiZe5ae9tk36mO+bM003rYCnvsWeAKURTtg8yvceNq3GBavp6pgB3Aox44u59KTRnLijicoHHIO7imHUNcSYslH9Vz3h+UUiHDLE+/wl+tPwVWwb1PR/76+gR8/t4bzjx3JXTOPydqPrZQ6cPpFEhCRO4DTsOK5xhizOschDQwut/UnUeVh1t9jT7OWqG5vgOFHw8rHOeqTP1jDTAG+8D8UxCKctvF+CLfBS7OZdso34PhTqSrx8fCS9fz3l4/lN4s+5uqHlzCmqpS6tijnHzeSs44czicNbfz8xbXM/vxRzH3+fSYsKUGAI0aUUOxzM+ngMgq6JY5oLM5f/7WFGUcfRJGvX1x6SuW9nP9PFJFpwHBjzOkiMgmYC8zIxrlbw624pICoifHCJy8Sj8eYPGIyW1q34i1wU102lh1tOxk/5Ai8Li8t4RZawq0MLazE6/JmI8T9UzbK+gNw5BdgyS+sIaa+Inj8Mmt9opEnwqQvQssOeON+WPM0ny4awcSzZlAe8PIfkzp4/IXFNDQdwsETTuaWx1fw61Oa+cO2UXz20ABjK/1c+emxvLB6B0U+F08s30xLMErcGK48tZovTR7NO5ua+NNbn9DQGubjujYeXryefz97HNPGVeFzF7BxVzulhR4WrtnB1EMrGVNpDWmNxuLUt4YZUab7JCjlFMl1559dC3jZGPOK/fwNY8zUZOUnT55sli1b1uvz1O3YQs1/L2X6yDeJmzjb2rfv9XqFrxy/y8+29u34C/zETJSIieIr8BCKRyh2B2iN7tncfVTxSLa3bidKjHJvGdF4jDJvCZWFQwnHwjSGdtMUbsYYw4jAMEp95XTEgrRH2igQFwG3n+1t2yn3lVPmKycYCxKOhSj2llKQbpSOgdZICwUUEPAUgUA8HqMl3ELAHcDj7jlBeSJBmuIRjAjFHutGazrPZSAU2k0g1E5ZNEJJy57vZ/eQaip2baCu6gg27hD+Ej8NDxG+7XqMQgmxs/wghrTuxhPtoK7qCMobt7AhVMHz8ZPYRiUAJ5RuxRUJcbYs52XXibzTdjAdcQ/lrnYaYwHr38DVzm778RHe7awLD8cg1JR+yHuhg9gZKmK8ZysXuV7hnYIjeDZ4POG4C19BlHEljZR5w5R7QxS7o2xpLyIcFTa3Bqj0Bzm8vBXBsCNofb4nHuFToVW4SopoLRpKQ9hPc8TLIYEWDMKmtiJGxOup8IUJ+UpAIBhzsbm9mOH+dkrcEbyhFhY2jOW99hF8begySktdxHpY8bXzfcP8HZR6wqn/bROE4wVsaium0hek3Lvnfe1RN9vaCjlUtuH1u4h0DhZIoSXiYUcwwKhAK37XwBoa3BDy02T/27gL8nOwQjQuNEaL+N7XLqeipG/zfkRkuTFm8j7H+0ESeBD4pTFmlf18MXCavRF9Z5lrgGvsp+OBtX04z/CS4SNHxRMGRHXeanve4n2PxG9ISLecW+9E2lvxBJJ3vOZCpL0Vb6C462c17D2MLM6e7yvZ99b5nUZwIYCbfW88Qaxk5SO8179FiH2TWKy9CU+ghHi3AW1uYkRxZfaDOSDW3oQrUJaz8/ekP8YE/TOugRaTP7h5R3NjcHMfP3qMMaaq+8H+kATuBv5mjFlkP3/NGHOaA+dZ1lMWzLX+GJfGlLn+GFd/jAn6Z1waU/+YJ7AImAkgIhOBvmY5pZRSvZTzjmHgWWCGiCwCWoBrcxyPUkrljZwnAbvt//osnGpeFs7RF/0xLo0pc/0xrv4YE/TPuPI+ppz3CSillMqd/tAnoJRSKkc0CSilVB4bNElARO4QkVdFZImIHJVwvFhEHhWR10TkKREptY//PxFZJCJvishXchDXMSLygh3D4yLitY//VkReF5Fae/hsNmMaLSJb7XPX2qO1svJdpYjpoYR4/ikif7GPO/492eepEpEf25MaE4/n7LpKEVMur6lkMeXsmkoTV06uKxEpF5HH7M9/TUTGJryWm2vKGDPg/wDTgHn240nAcwmvfR/4qv34RuA7QBGwGPDZj/8F+LMc19GAz348F/iS/fhJoCxH39XRwH93K+/4d5Uqpm7l/gc4MRvfU8I55wM/AO7sdjyX11WymHJyTWUQU9avqXRx5eq6Ag4GDrYfnwv8KtfX1GCpCXwWeBTAWDOPE/dcPBPo3JD3SeBkYCqw0BgTMsa0AW8CE7IZlzFmpTEmZD/dDbTZj0uAZgdiSRsTUG7Hkigb31WqmAAQkTHAMGPM2/Yhp78n7HguBV7r4aWcXVfJYsrhNZXqeyonN9dUuriA7F9Xxpitxpit9tPEfyPI0TU1WJLAMKAu4XlURDp/Np8xJmI/bgAqeijfeTybcQEgIqcCRwHP24cMUGtX66dlOaYA8EW7SeZeEfH0UN6J7yrt9wTcDPwi4bnT31M6ubyuUsrBNZVKrq6pTOXkuhKRkcCtwL0Jh3NyTeV8nsAB0sTeX0zc7Fl7KC4iBfbzCqwvtAk4PKF85/GsxSUiglXd8wCXGmNiAMaYc+zXR2NNpDvQC/UnjckY8zzwvH0DngNcDWzA+e8q1b8fIuIHjjXG/HvnsSx8T+nk8rrqUQ6vqaRyeE2llavrSkQ+B3weuNoY05DwUk6uqcFSE0i19MSbwHn24y8CLwFvAdNFxCMiAax26PezHNd1wDZjzB2d/1ntcp2JeTcQ4cBLGlPnue2LsPPizMZ3lW7pkH/D+nfrkoXvKZ1cXlfJ5OqaSiqH11Qmsn5dicgxwOeNMdd2SwCQq2vKqQ6QbP7BSmYPYN1MngNGA3cBXmAo8HegFniIPR1nV9tfei1wRg7ieg543T5/LXCz/Z6X7OeLgHOyHNNFWJ1QrwL/m63vKlVM9uu/AM7s9h5Hv6du56rB7ljsD9dViphyck2liSkn11S6uHJ1XQHfBt5L+Dean+trSmcMK6VUHhsszUFKKaX6QJOAUkrlMU0CSimVxzQJKKVUHtMkoJRSA0CydZB6KDfDXv9oiYh8Ld3nDpbJYkopNdj9HPgQaxZ2j0RkKNaQ0jONMcFMPlSTgBq0RMSFNQb7OKz/OC8ChwATgXYghrWd6UOAHzgUawz3cuCXWGPLL0z4vBqscd0f24d+bIx5sYfz1mLVsguw/tNeZYyJikgz8E/7XG8YY26yy79hjJlqPz4UuBsYacdXa4z5XsJnxoEtxpiL9/f7UQOLMeZS+xqcDiAi47GuUw+wxhhzA/BV4APgWREJAl83xqxP9bmaBNRgNh2IGWPOAhARH/Ag1pIKibMua0SkmoSbvv28J38yxtyWwbk/a4wJishs4GKsiVLvGWNq7M//s4h8yhjzTucbRGQI8BhW0ng3Iea9PjODc6v88AtgljFmk4jcba91NA4IGmPOEpGT7DJfSPUh2iegBrP1wKdEpArA7FlhM5vewvqtvou9Zs1QYGe3slcCv+5MAJCzmNXAcBzwe7uWeCbWMtVRrJnjGGPeAqrSfYjWBNSgZYx5T0S+BTwgImuAH9kvzReRdqzfzG/o5cd+VUSm2o8vNcZsTFbQXjHzq8B99qGJIvImVlK4yBizrdtbxmHVVJJ5QUTiwMvGmNt7GbcafFYCM40xjXaNMYq1CuoM4BWxNmfamuoDQJOAGuSMMSuBmSIyHfgdEGLf5qDeyLQ56AWsBch+a4x5wz72njFmqojciFVFX9TtPRuBw7D6DXqizUEq0feAZ0QkhLWy6BVY+xCcLSKvYV3r16T7EE0CatASkRHALmNMGOuG+0NgbZZOn/SGbYz5lYgsFJGj7STV6ffAX0XkLWPMJwAiUmSszUSUwhhTi7WQHPYvF5/uoVjaG38iTQJqMDsK+Jk9KieGtc3gxexpDoLUTTpn2u2tAAuAVezdHPQnY8y8Psb2H9irWHYeMMZsFJEbgIfE2h84BjwD3GMX6WwOAivJhPt4bqW66CqiSimVx7QmoNR+SKgpdLrFGLM8F7Eo1RdaE1BKqTym8wSUUiqPaRJQSqk8pklAKaXymCYBpZTKY/8frWwbtvc/jGkAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data = car,\n",
" x = \"SETLE_PRICE\",\n",
" hue = \"SEXDSTN_FLAG_NM\",\n",
" element = \"poly\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "63971add-14bf-4c4d-9078-9e080fa9d7b3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# ii. 범주별 상자그림\n",
"# sns.boxplot(data = ,\n",
"# x = \"범주형 자료\",\n",
"# y = \"수치형 자료\")\n",
"# plt.show()\n",
"\n",
"sns.boxplot(data = car,\n",
" x = \"SEXDSTN_FLAG_NM\",\n",
" y = \"SETLE_PRICE\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "081d0d17-7df9-48cf-b8b2-9f840282e5ab",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# iii. 범주별 바이올린(Violin)\n",
"# sns.violinplot(data = ,\n",
"# x = \"범주형 자료\",\n",
"# y = \"수치형 자료\")\n",
"# plt.show()\n",
"\n",
"sns.violinplot(data = car,\n",
" x = \"SEXDSTN_FLAG_NM\",\n",
" y = \"SETLE_PRICE\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "6de3d29b-cfd9-4e8c-b95b-60ca19093539",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" count | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" SEXDSTN_FLAG_NM | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 남성 | \n",
" 16636.0 | \n",
" 146727.807165 | \n",
" 111401.303250 | \n",
" 100.0 | \n",
" 73500.0 | \n",
" 118300.0 | \n",
" 190025.0 | \n",
" 2043500.0 | \n",
"
\n",
" \n",
" 미입력 | \n",
" 75.0 | \n",
" 123708.000000 | \n",
" 107363.437785 | \n",
" 5000.0 | \n",
" 57700.0 | \n",
" 87700.0 | \n",
" 146000.0 | \n",
" 574200.0 | \n",
"
\n",
" \n",
" 여성 | \n",
" 8930.0 | \n",
" 136886.898096 | \n",
" 101203.669853 | \n",
" 100.0 | \n",
" 68100.0 | \n",
" 112000.0 | \n",
" 181675.0 | \n",
" 1206300.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" count mean std min 25% \\\n",
"SEXDSTN_FLAG_NM \n",
"남성 16636.0 146727.807165 111401.303250 100.0 73500.0 \n",
"미입력 75.0 123708.000000 107363.437785 5000.0 57700.0 \n",
"여성 8930.0 136886.898096 101203.669853 100.0 68100.0 \n",
"\n",
" 50% 75% max \n",
"SEXDSTN_FLAG_NM \n",
"남성 118300.0 190025.0 2043500.0 \n",
"미입력 87700.0 146000.0 574200.0 \n",
"여성 112000.0 181675.0 1206300.0 "
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# (2) 범주별 기술통계량\n",
"# 범주 = 집단 = 그룹\n",
"\n",
"# data.groupby(\"범주형 자료\").수치형자료.describe()\n",
"car.groupby(\"SEXDSTN_FLAG_NM\").SETLE_PRICE.describe()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "06d954c2-faf8-4d18-8751-1ce3ffe6ae08",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SEXDSTN_FLAG_NM\n",
"남성 146727.807165\n",
"미입력 123708.000000\n",
"여성 136886.898096\n",
"Name: SETLE_PRICE, dtype: float64"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"car.groupby(\"SEXDSTN_FLAG_NM\").SETLE_PRICE.mean()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "f0fb126a-b342-4dd5-91b1-d1c986fdcda6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SEXDSTN_FLAG_NM AGRDE_FLAG_NM\n",
"남성 10대 110609.090909\n",
" 20대 126360.439058\n",
" 30대 145303.572765\n",
" 40대 160960.557219\n",
" 50대 161240.563893\n",
" 60대 156714.814815\n",
" 70대 135725.000000\n",
" 80대 124700.000000\n",
"미입력 10대 101337.209302\n",
" 20대 182033.333333\n",
" 30대 179325.000000\n",
" 40대 134808.333333\n",
" 50대 120980.000000\n",
"여성 10대 136000.000000\n",
" 20대 121077.652546\n",
" 30대 136317.601683\n",
" 40대 148196.254209\n",
" 50대 148490.677134\n",
" 60대 174521.111111\n",
" 70대 214733.333333\n",
"Name: SETLE_PRICE, dtype: float64"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"car.groupby([\"SEXDSTN_FLAG_NM\", \"AGRDE_FLAG_NM\"]).SETLE_PRICE.mean()"
]
},
{
"cell_type": "markdown",
"id": "77350793-8cb8-4f3e-9c24-a517872433ef",
"metadata": {},
"source": [
"#### 5. 수치형 자료의 분석(2개의 열)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "0dd630e4-8692-4f7e-8b8c-17c6e292a40b",
"metadata": {},
"outputs": [],
"source": [
"# 수치형 자료 : 1개 : UTILIIZA_TIME : X\n",
"# 수치형 자료 : 1개 : SETLE_PRICE : Y"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "1706b137-db36-4421-809e-b203844ab576",
"metadata": {},
"outputs": [],
"source": [
"# 상관관계(Correlation)를 파악\n",
"# 상관관계 = 직선의 관계 = 선형의 관계\n",
"\n",
"# X가 증가할 때에 Y도 증가하는 경향을 보인다 : 양의 상관관계\n",
"# X가 증가할 때에 Y는 감소하는 경향을 보인다 : 음의 상관관계"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "bbff859e-7e91-4305-af9f-a565aaa8c613",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ROBbDrV8IYZBS+gkI/BqgASgK2UfbrohBPLPJ23MmREXu5KfbGZef3qsjeVSt+lOTzow0U1FrnUNHSlhPllKuDL7Ok1JWBl/fIqV8Vkp54TGc71MCJbD/CVwNvAd8BvxCCPErAj6GEcC2Y7uM04d4ZpMd1U1AQHiGOs16e1nf3vygqyio9unMstOqhPWJ0xEz0S9CXr8Y8vqGjp5ECPGwEMICPATMEkKsAsYDf5JSHgaeBz4E3gYWSim9HT326UY8s8nG/Y26ycjvP7EIsZ6G9qCfU9iXwsykXiFQ45nzTrW/jeLUoTN8BjGRUq6SUv4s+Hq+lNItpTwspbxUSnmBlPIWKaUr+PkzUsqzg9s/6KoxnQrEso/OmVTMa19UqkibHoSKglL0NjriMxgkhHiQgG8g9HVhl45MEZNQs8mO6iY27m/kpU8qqGoIRNdokTbHs1xWZo3Oo70oKGXKUPREOqIMbgp5vSLOa8VJRDObAPz45XVRyTbHE2mjkrs6F82c1xl/G4XiZHBUM5GU8r+x/gElJ2F8ihhoeQbVjU6emVlKQYYNOLGQuuMxa8TKd1AEUOGOit7GiYSWTgd+11kDUXSMWDP4h68eRW6alT6JCcdt2jlWs8bRVhKnu8mpN0dBKU5POiPPQHESiTWDn79swzHVYYklqI/VrNFeF7MBGYkxFcXwnGSqGk4f5aDCHRW9iY7kGfyN6CxjAQzvkhEp2uVEHZPxZvSXDMs+puSuo5WJiKUoZk0sZMnKXcofoVD0QDqyMvhZl49C0WFO1DF5LBnMmiLQ/BOhM/r2xhFPUWguhVi9kE93s1JXou6toiN0RBnMllL+pMtHougQJ1qe4Wgri1Czhtfr56PyWsoqjuCXgXpH86cMY0pJv6OOI5aiCK2WHnrOzq5trwRfGypKTNFROqIMxnf5KBQd5kQdkx1dWfj9krc2VTF/2QZdiMyZVMzDK7YytF8yhZlJcccRS1EsmDqcJqeHnFQrVQ3OsHO25384Fnu7EnzRdNa9VZz6dEQZlAgh/hqxTQBSStnhkhSKzuNEHJMdXVnsqW3RFQEEhMiS93dy8/mF+ow+3jg0hTXkRxPYerCRHdVNPPn+LuocbuZMKublsr3MnzJMP2dnJWgpwReNSn5TdJSOKINy4OddPRBF16OZUNLtZl6edS4eny9uOGo8IWI00CH/hMEgEALufHU9To+fnFQrN59fiNPrY/GMMYzOS9PP2VkJWkrwRaOS3xQdpSO1iZxSyopY/7p8dKchJ5rIFe/7kYXTrl36MYea3HFNTPEK4pUW9Dlm/0ROqpWZ5xTw3IflLFm5ixuf+5R3t1brY+usBC3V+yCa3pz8ppIaTy5H7YEshBgkpdwdY7tezro76O09kGM5OoETsnm3ZzPfU9tyTH1i3W4fa/fVsfeIA7vFxAsflTPz3IF8Y0QOJlPH6htqvWlvPr/wqP2YtftxIglaymcQm864tycb9bfsOuL1QO6Imehp4OLgQZ6UUs4Obn+RQBtLRRziRbZE/tALMmwsmjYSr8/P9oONpNstVDU4j9nm3Z7N/FhMKF6vn39tPMDdr2/SH8RF00Zw6fB+HVYE0DYr3Xaw8ajn7owErZ6Q9dsTo5l6Y/Kb8v+cfDqiDEL3CU00U+q5HY42S9e256RaubY0n1kvlYVF7WiVSI/F5t2ewI+0HeekWplRmofD7aO8pjlMaG2uatAVgXaMBW9sYmDfRDw+f4eFnCacc9NsLF0dvTLoCvNNdwo+NZvtPJT/5+TTkWmeXQhRLIQYAiQKIQYHX9u6eGy9mvYKv4X+0K8al8eS93dGRe1cNS4PCBeaR7OhZqdYKciw8cMLi5g9KfCvIMOmz5A123FOqpWbzi1g6epyvvd8WVTjFU0JhZJut3Cwwcn/dtfyxrr9vL+9ukM2XINBMDI3tdfarY8F1cPg+In8bWclK//PyaYjK4MtwF0hr38W8jouQohFwMTgOWZJKTcHtz9LW8/jFGCPlPIqIcRzwDDADXwmpfzpsVxIT6Ojs3QhiLmfEOFCsyOzzvx0Oz+aVBxm3rn/ihHkpdrYU9tCZrKFl2edg9Pj59t/+izuEjwn1Ra1irjp3ALu/Md6/bhzJxdTlJnEgL5Hn6X1BPPNyUDNZo+PWL/tJ28Yq3pfn2Q6ogwqgAellO5g68rngQHAgnhfEEJMALKllF8TQowAHgUuA5BS3hKy3xLgpeDbNOBSKWXDsV9Gz6O9kL7QWH9te+R+E4r6ctXYXF1o7j7UfFQb6t46R5R557fv78RsNIQljz02fXS7QqskJ4X7rxihH2tGaR5PrGxbvaTbLbR6fGw72IRfclTB3hPt6F2BNpuN/FsKRJQpTtFGrBXV7L9+yYq5E3j7FJ9A9CQ6ogwullL+Mvj6F7T1K/4XsDLOdy4B/gYgpdwkhOgTuYMQogDIklJ+HtyUDDS2NxAhxCxgFkB+fn4Hht59RCZ3aU7i6sZAIbdLhmXz9pwJHGlxUZyVFCasF18zhjMH9NF/+H6/ZGvV0Z2wsWamU0flRiWP7TzU1G7suclk4IrRuRRnJXGwwYkQgnS7havG5ZFgMlCclcSvVmztUNG5nm5H7yxF5fdLvqptZu7kYl1xaiuoH7+8jjqHu0ddd08i3orqYKNT73ut6Ho6ogxaAYQQfYHhUsqFwffGdr6TBdSEvPcKIQxSytC/+DzgiZD3ElglhHABi6SUayIPKqVcCiyFQGhpB8bebYSaRo60uNhf7wxzEmuCoTAziXF+ycjc1LgzoD21LTEFeEGGjaQEE5+W19Li9tI3KYGCDBsVta1AwLwzrF8yt0wIdChdtraSqgYnr5RV8uCVI7nrnxvjLsFNJgOj+6czuj98VdPMTecWhAm5UCd3e1EePTkqpDMV1Z7aFmb/9UvS7RZuPr+Q/HQb+xtaefHjtpakPeW6exoqMa5n0BFl8KUQ4iFgNPATACGEGUht5zsNQHrIe3+oIhBCWIExUsq52jYp5deDn/UH3gJGdfQiegqxZpnag/+t5+Lb6CMjYEI7mWWnBKqAvlJWyZxJxbqzuSDDxh2XDGHNzsNhQvr+K0bw2/d34vbKKDu/JsDrHG7G5ad1eAnul4SZiUJLUzz1wS6cHr++4omcYceb9R1pccXcPxZer5/NVQ1UNTjJSbVRkpNyTCGu8YhUVOl2C9sONmI1GxiQkXhMqwTtOqsanDz1wS5mTyriyfd3he2j/AexOdHii4rOoSPKYD4wBXhRSrk1uK0PcGc731lDoBPaGiHEcCAyOe1S4L3QDUIIk5TSC9QBng6Mq0fR3iyzI47FUEXi9UnufmMjbq9kRmkew/qlcE1pHis2VXHz+YUIAUOzk9lxqCksZNPp8XP365uinMQ5qVauGpeH0+vjF98YhtVsIL9PYlgv5fY41BR7/CIoJ61mAx6f1JPaQq891qyvIMPG/nqnriC1bm1npFnJiCiP4fX6eX39/iin+BWjc09YIYT+XbQsaU3ZHusqwW4xxZzd9qTZbk/13ZwuAQY9nY70QPZLKd8OUQRIKaullO+387W3AIsQYg3wGDBfCPFw0AENcAHwv4jvrBBCrALeoS16qdfQXljh0cokRJaK+P5LZdxwVgG3Tixk6epybvvLF/xhdTmXjszhtS8qeXZNeeB7MnYkUqvHh1/KmKUg7nx1PW7vsVnY4o1fysD/D105iiUrt8e89ljlEBZNGxnlx5i/bAOrth+OCnONlfNw9+ubWFdZf8JlCkKvK1aI77GEhbp9PuZMKtaP9+b6/SycWtJjwmkjf2OR97m70SYmmo9AKYKTT5e0vQyahG6L2Dw/5PO5EZ8hpbyoK8Zysmhv9n/WgIx2l8FfHY5WJI+/t4NZEwujIngWXj6cnFQbSRZjXEewQGCzGLGaDXGF3LHYrvPT7WHRRYHZ+UiaWt3cfH4hv1m5nWtL89lf79Lt46Ern8hZX7x7pYXZho4vVs6D0+Nn9c6aE+6apimqh1dsJT/ddkJhoRajkZfL9uorNylh2Rd7+cstZ9PY6sFuMZGdknBM4+tMerLvRtEzUD2QO4lQc4hmljEawGYO3OJIgZifbteX7BKpl6DQcHraOoPFMmH85toxDMlOjopemXfxYH788josJsH9V4xg7xFHXCE3ICOxQ2aDvXUOfhv0ESRbjZyRZmdvbQsFGYksXfMVVQ3OMB8CBJRSZpI1zPdx1oAMAJpaPcyZXIRftjm1Q5vfhArhyJwH7dg+f9u+xyvUDAbBJcOy8fj8lNc0n5BZx+3zcW1pftjf6OdThlJR64hy1HdHRJHKgVAcDaUMOon8dDtLZ5ayraqBRKuZRcu3kG4PWMX2HXEwLCeFgX0Tozp7pdstzCjN445LBlPd6OTPn+zVhaMmL2LN7n/88jqevGEsRgGPTh8NQGWdgz/9b4+uVH77/k4WzxgTsxREZpL1qJE0mo15T20zU0flkmw1kmw189MYTumqBidGQ9vxF18zhq9qm5n91y/DEolcHskdr4Y3vfnnF/u4eHgOz3+0R/++JoTT7CYWXl7CvW9ujjqnhtPjZ0d1k/532Fvn6LBdfG+dg/nLNpBut4Q56I/VrJORmBC1MnB4fDy0YluPmI2riB3F0VDKoBPw+yWrdh5iQ2UDuak2DjS0MjgriSkjcmI6JLUle7rdEjXj15q//OCCImxmQ8DsEydLeUNlA0tWBmbisaJXKmpbkciYJiqjIXbTek1QaQrr4RVbmTVxEM99WB4wCb0XO6rouQ/LmTw0i/MGZZCVbMUgYMoTa8L23VDZEOXwXrR8C0/eMI6D9Q5dCd5/xQjy0+34/ZKDDS4cLi9/mDmemiYXmckJ3PPGprBVlNVsYOP+Rh56Z2tUBvbRZuKhUUAvfVLB7AuLyExK4Ix0G3lpNvYeaaGq4eiKZUBGIvOnDAu7z0uuG6srB2hbBXXHbFxF7CiOhlIGncDeIy3srG7WBZ024126endMYasJoHh1iR6bPhqbxcAT7+1k1sRCzinsw7Nr4ptKQrdF7pNuT2Bcfp+oSI1Pv6pt12ygKaybzy9k0fItYTb9yO8YDbD4mjGMzG1rWPPx7sNh+47KTaE4KzmOUqtnTF4asycVIWVgRVNakM6WqqYw4TVnUjEvfrSHG88uYPF/dujbb79oMM9/tIerxuXp5ixNAIe26YxF5IzZIAQLQ1YhcycX8+LHFUdNGtNMTi/POoeqBid56TZ217TopbtDFX13zMZVxI7iaChl0AlUN7qi4vAXLd8SZkPXtofWJoonXLdVNzEgw86G/Y1s2N/IxOJzYvYUXrq6rc3EsrWVzLt4MO9uruKm8wppdXsZkGGnzuFi55YmclJtlOb30cMxj2Y20BRW5BhjfWfy0KwwRRB5/FG5KVx/VgG74ji8fX6oaXKFrWyqG11RK5cl7+9k7uRi+qVamTWxEL8EgwBr8JqSrUa+d95Aah1u/BKMAr533kCOtLjiKoNQ53gs5fzEyjZfSHsmHr9f8u7Wan3McyYXRa2Clry/k6UzS0/6bDwypPSsARlKCSiiUMqgE2hxe+POmEPRhK3mX2h0emIKx6HZyRgMgqduGIvZZKDV42N4TjJv/Sgwq/P4JEuCETya8LKYBMXZiaTa8vnpP9aTbrdEZQ0/eOVI+vexkZGYQH66vV2zQWjYpTbGZWsro+zqD189ipKc1Cjhol3jhsp6xhek8+t3tzF5WL+oqCRttjxjfP+wexDvnual2/lJ0GcRuv/N5xcysG8S5TXhK7S5k4uxmuMny4c6x+NFFGmrjPYcrpHROvHCfs1GcdL7K/TkciAnQk/Nm+itKGXQCRT0SYwp1EfnpenbtYcwP92uzyDT7ZaoaKB7v1nCo+9uo6K2VRdmdrORu1/fxPwpw5hS0g+AvHQbR1pcvDzrHBxuH8lWE0da3Cz812bdBBW5WrnrnxuZfWERT36wi8XXjNHrIx1qctIvxYrPD59+VUt2ipW8VJvuEF8wdTiLlm+hqsHJy2V7+f2N49h8oJFWj5/F/9mO2WiIcjyHzpKtZgMLp5bw9OpdpFrN/ObaMWypasTnh5fL9vKjScX89v2d+n1bfM2YuPdUu5ZQNIHt8/mjrvmJlTsZl59OJJog2VHdxOWjc1m2tpKrx+fFPKcW5dSewzVWtE6sY2WnnFwT0akaUtpRJacURsdRyqATGNg3kV/PGBMWJXP/FSOoa3Hy7LdLMQpBVrIVkxG+2FvHtoON3DKhkGVrK3nx4wruunQoBX0TaXF6MRgEqVYz0KoLs1kTC5k6KjfsIY4sX/H6uv14fH79oU8wGWIKzTPSbLpA0NpODshIjOq8FuqILciw8fS3xuPx+UkwGTAbBWv3HOGDHYeB6Jo7sQTQvcs36+aWe9/cwozSPEbnpXL1uFzy0+2My08Ps2UDUSuXOZOK2V/vCPpCAoXzhAiYgyYWZ3LE4Y55zQ63N2xbLEEyZ1IxKzZVRa18NJ/B0RyukWa3ZWsroxR9dzhsT9WQ0o4ouVN5VdQVKGXQCfj9kqwUC0/eMI4NlfX4/AEn6I1nF5CW6OOC4ixW7TzEzurmqGJvn39Vi9lo5P9eWts2i768hOleHwgoyEiksdVDRqKF7BQLja3usNh9LVfgrn9u5PFrRusCaWDf2DNrLfEp3W6hpslFdaMTu8XEwyu26gJ2aL/kMFNMRW0rt/55LbMmFuqJXvd+swSAD3YcjhIusQRQut3C0H7JzJ4UaGXxalkl516ToX9HE5JajaMBGYm6w7OitoUv99Xz0icVZCZZeOjKkRxsdIbdy8HZKQzNTop5zfl9wgVwLEGiRUW9XLaXpTNLMRsDCtxogLH5aUd1uEZG69Q53BRnJ7F89vnsq3N0W9LZqRpS2hEld6quiroKpQxOEL9f8tamKnaH2Ko1Fv8nkEWcmZQQM6xyyfs7+cPM8boi0Lbf++Zmnvt2KVUNzjAlsWjaCCrrndz5zKdhM51kq5F0u4Vml5d7v1nCwn9tps7h0vsP+2WgPMK1pfk0u3yMyk3h2rPy9dpFWkSO1WTgoRXbuGVCYcwHzR+SFLbwX5v5w8zxfLDjcJRwiazTozXH+UlIfsK8iweTkxpejiPWDE5bubQG/SK3TByESUQXzrvj1XWsmDshph9kYN9wZRBPkIzOS+WS4Vm0uHzYLSaOOFxkJCZ0yOEaGU2Uk2plWHYK720/1K0z01M1pLQjSq6zVkWni6lJKYPjpC0hq4XymmZMhthmGb8MtJGM51Csd3hibm9s9cbsQxxaokKb6Tw2fTQzSvN48oNd3HJ+IXddOhS7xRwVffTPL/ZRkjuYuRcN5od//SLsOJHlL9qznYeOPbJPw4CMRL1Oj2ZuiWyO4/T4WfyfHVw4JAs4+gwuNFP4p/9YH1dZHWx0dih8Mp4gsZqNXLv0kyjntuarOVoDn39vqQ4zFT589SgW/ye6ZtPJnJmeqiGlHVFyHV0VtSfsTydT04nXAT4NCS369b3ny/jD6nKKs5J0B6eGlkWck2rDKIj5eU5q7CJwKTZTu7Pz0G3lh1von25n6qhcHnh7K9VNbu5+fWOYEAqEug5iy4FG1lfWxzy2yRAYT6LFyIKpw8OiieZOLua1L9qKz1rNBvqn2Zh38RBmvVQWVvwsM6ktG/exGaMYnpMS83xaEbj2ZnAaWqZwqLKKvGe2YNTQ0QqexSqe9/DVo1jwRvg9W/L+Tt1Xc7SCdeU1zboi0L4/f9mGsCipWNd1MuiqInBH68ndlWhK7u05E/j7rLN5e86EKAEd6+8cqTCOVsDvdOprrVYGx0GsH8ivVmzVo25CncipNjNJFiPjCtKiHIq/njGGFrc3ymk5Z1Ixh5tdMWc1kc+x1WzA5Q0IGKMhvOBbKE6Pn52HmnH74s/8B2cncevEQh5asY10u4VZEwsZlJmE3WKk0emhzuEmJ9XKjNI8BmUmISHmzPetH03Qs3FvmVDIuP5pcWficOxL/lghrnMmFTPn718yf8owhuckx80a1maBWj9oh9uH3WKktsWlRxWFFtvT7uXRTAtf1bbEvOdZyeF+glPBXg89Y8Yc2Qck1udHWxUdbVV6qjrgY6GUwXEQ+QPJSbUydVQuCSYDj80YjSCQyfqrFVv1ENHF14zh0hH9GJWXSrPTR05qAslWM//efDCqpo0Wdx8p8OZdPJgEoyEsXHXB1OF6sta93ywJzpANMSNuzEaB2xfwH0QqrjmTinnona1MG5OL0xMoz6A5i28+v5DlG/bz1A1jqXN4ovIEtNpEEHhQaprbzDU1zS4aWj0x20Gm283AsS/5qxqcrNhUxdKZ4znY4MRmMfHM6t1U1LYy75V1YY7uUAEVS4DdN20ET32wU/87hV6PZhrTBHh75gSr2RhToeWk2cL+XqeCvR56j3P2aArjaMK+pzngu9J/oZTBcRBZoTSyvtCDV46gujEw04RgdvAr61g6szSs9eWj00djtxiZNXFQlGBesamKS0r6ce/lJeSkWbFbjGw72MQzawI1gowGKC3ogyQQuRKw4bv41VUjaXZ5uevSobS4fWEC+M5LhrB6exXXlubT4vSEKSBNAIZWStUUyZDsZF77QrI+jhM8slppVrJVfwgHZCSyZtehsKzhlAQjQ3JSqKp34vPXU5KTctQZXKjCSLdbuHRkDrNCnOtzJhVT0+wOu4ZIARVLgN3zxqawjm2htZY0n4GWH9LeTDjdbmbexYPDymTMnVxMU6uHFXMncLCx++z1XSFATnTG3FXd646Vown7nuSA7+rVmFIGHSDyYQrN3o0sYZBut4SVp9Bm701OD80uj16qenBWEpnJFlrdPp5atVMX8MP6pfDK53ujitxpJqdF00bg9Prpm2hhTP9AMtXbwXpHXr8Pn1/ws9fakstCBd9j727XwycfvHIkN79QFtMMFUvBzZlUjNcvYwqAyGqloQ+KwSCYUJTFvroWclNtNLo8NLZ6w6KktM5lHV3y1zS59EgobQyhQjzS0a0JqPb6KIS+H5mbwsuzzsHj8zNlRD89fLe9mfDQ7BTqHW5d4UmJXtPo7TkTOKewb0d/bp1KVwmQE5kxd2X3umPlaMK+Jzngu3o11mXKQAixCJgYPMcsKeXm4Pb+wKfAjuCuP5BSbhFCXAHcAViAxVLKl7tqbMdCvIdJy97dUd0U9kDEyvzV6hTNe2U9cyYVs6u6kW+MzqWmyYXdYuT6MwvIz7AhJaTaTNwysTBMUDs9ge5emrD7ydeHkGG36D/IARmJOFxemt2wfl8dTo8fp9cfU/ANzk5i/pRh7K93RJmhtPDSGaWxC+g9fu2YmAKgKCuZOZOLwmoUxVKgPj94/H69rHXotRVnJTG6f3SmcCjaaqMijn3eaEBPEgsdnyag4gmwUOUR8J1EF7Y72kzYZDJgEAa9imwo3Wlf7ioBciIz5njd6zryG+hsOiLsj2ZqOll0tf+iS5SBEGICkC2l/JoQYgTwKHBZ8OM04GUp5e0h+ycS6Kk8OTimD4UQb0gpT27YRQziPUxa9m6T0xsmYOI5b7XtL5ftZc7kwdy3fHNUM5Q5k4p55N97mTt5cLvHePTf2/nzzWfx8e7DZCVbqaxvQSBwuH2MzE0Ji56IFHypNjMGAUkJVlJtCTx+zRh21zQzun8ad78e6Lv848nFMc+flGDgdzeMY11lfVjuwq/f3cb8KcN0ReD1+vmovJayiiP4JXyyu4brzirg7tc3xQ0LPdTo4uPdh49qxvD7JUKImNd2flFf3dGtbQsVULEEmFYmI9b+oXRkJtwvtWfZl6HrBMiJzJjjda872OBkdP84X+ogx2MS6ynC/mh0tf+iq1YGlwB/A5BSbhJC9An5LI1A0/tQzgFWSildgEsI8SkwFFjXRePrMO09TAMyEmlsdYfNsLUQ0sg/2JDsQPat1WTgF//cyM3nF8acfc+dXKy3rIw3gw04UV386G9fBsMiR5JqswQqeFqMzJ1czN8/3xuztMLPX9uIxSS4Z2oJFYdb6J9hpzg7iT+uKeeGswp4/L0d7KtvjTp/QYaN6kZ31NK+b5KFuy4dRk6ajbV7j5CZlMD6ygY9DNRqNvDb68byo7+3rQZiXZvL6+f7z3x6VDPGntoWFv5rk27PnzoqF6MBRuelkZ2SQGlBH73eUqSA0gTYkB9NYOvBRnZUN/G3zyqYNiaXwdnJDOsXaEDUXjhqezPhyH1i5WCcbPNCZwiQeAL2WIWodpwUmynmmPqdYN2mnhDh1JV0tf+iq5RBFlAT8t4rhDAEeyPbgauFEF8HPgd+EmP/WiBqvSiEmAXMAsjPz++ioYcT72Hqm5jAmxsOUF7TzOvr9utVLxta3dx+0WAef6/Nkbho2gj21zt4c/1+fdYfbwWRl27nV+9sjRLkoVFDVrOBZKtJz+A9UO9k/rJAjPycyUW8WlbJVePyMBjgkemjcXl87Ktz6OaTa0vz9aQz7djnDspg+YYDPDJ9NAYBT39rPAv/tUmPsvnZlGHcHrJCSrdb2HvEgc8v2VfXyoPvbOXa0nxEjOzg0JpBy9ZWRt2fhZeXUFnv0Pdvz4xR3eikoraVFZuqohzvi68ZQ//0xKP6HgZlJTGwbyLDc1L0ZjyxBHWkEAwt7BfvO0Oyk/ndjeNItZnZX9caFjDQHYLpRAVIZwnYyO5+kdFlCy8vod7pxu+Xx31/ekuE0/HS1f6LrlIGDYQLc39QESCl/DfwbyGEAbgX+D6wBygK2T+dcOVA8LtLgaUApaWlJyXDJdbD9PDVo6h1uPR2ibdOLKTW4UYYBA++s52cVKseqZNoMZKUYGJfnYN7ppboYZ8Qe4YsCNQCeumTirBonxanRw93XDB1OH6/n5nnFOCXMkz4+iXUOdxhfRTmTC7Sbdk/vLAoakWyaPkW/jBzPD5JWEtLzfHd5PSx81Cz/p14DuaXy/byg68VRSm5yPIUVpMhrB+BxSTiOn01NMFsMRqYP2UIQ7KT+UFEFnVHHvxIAV+a34e9dQ69WqsmJPceaeGLvfUx+xfH62cQKjRj9TM4Wj+EPbUt1La4sBgNONy+Ton8OVEB0p6A7WgP7cjjVDU4efHjCmZNLKQ4KxkJPLt6NzsONevm1+PhdMgJ6EqTVlcpgzXAdGCNEGI4oKeuCiFMUkqvlNIvhKgNbv4M+IUQ4leAGRgBbOuisR0TWikErTZ/fkYiB+sdpNvNzJ1cjBCQYDaydHU5t0wo1AU9QFKCkRSrWZ9RW80GHpk+itsvGsxfP6uImv0vvLyEyrpAVc6qBmdYuOYj00czZ3IRo/LSaGp1sb/eGSV8c1KtZCVZ9PpE2nHHhJTSjrciaWr1xnR8PzJ9NAfqHYzMTeXhq0dit5iwmAzM/Xu4E1iL5rEnRJsAquod+kzwqnF5YX2Btev7xaXD+OGFRXpORFKCSfchaGW/H16xlZnnDOCJlTvj+x7aefBjzXLvv2IEv32/Lc/gyRvG4vZKth1sPCZh3tF+BrHGF9piNNKP1BmriRMRIPEE7JEWF9sONnV4xRB5HC2PJbJd64kI7p6WE9Db6Ko4rrcAixBiDfAYMF8I8bAQwgLMEEJ8KIT4LzAWeE5KeRh4HvgQeBtYKKX0xjn2SWdvnYMFb2zEIAQ//cd6HnxnO7NeWkuKzUxBn0R+GWyTuGxtJT+fMpSbzi3guQ/LaXL6uC9oxoDAQ/TTf2xAIJk6Klc34yycOowXvnsWT/93Fy98HFASoauH+68YAdLPqLw0DtY78CN4Y10ld1wyFHuCibmTixiVm8LMcwpocfv43apd3Hx+IT+7dAiPTB9NRW0LD1w5MuyYoVjNga5r6XYLP7ywiNmTAv/S7RYO1jsQCG5+oYz5yzbyk3+s53Czi3S7JewYWjRPZZ0j2FCm7VxnpNtJtpqYNbGQggx7TOGSYjezfMN+nnx/F39YXc5Hu2uZ98p6Lluyho/Ka5n3yjqmjsrlsXfbMp5jXUd7D36sWe7dr29i6qhc/f2GygbmvbKuXWEei3j9DDoyPm1cU0flRq3aurv0QWiTIw2r2YDZaDimMg3xjhMZyXUigrsj5ScU8emSlUHQJHRbxOb5wf//FvwX+Z1ngGe6Yjwax5t8U93ojHpQB2clkWG34AcenT6a/fUOXviogiaXV4/vjzcL75OYwOL32hyxD1w5kjqHm4raVoAwE9GQ7GTMRkGCycDj/9lBTbObGaV5fOe8QnYeauKVssqAWeiGsdQ0Ojkj3c5Pvj6UPolmDjY4dbNPQYaNx68Zw4H61qjs44WXl1DX4orqjHbXpUMZ2DeJ778UHua6aPkW5k4u5uEV2/XrspoDzXzuW76ZBVOHh5VubnB6eOqD3Vw1Lg9bnEzd3TXNzBjfn8feDfgSFv9nh54MVlZxJOp+xipJ8dCVI6ltcQGxnbUdyTMIVQLHMss8kX4G8VqMauPrajNHe89FPJ+Dw+07prHGOo62KoPOEdw9KSegN3LaJJ2diCMsO8Wq1/2BQHP3G84u4Mchx5o7uZjbJxeRbLPwk0uGMPyMFBqdXp68YSxL/7ubDfsbgcCP/mCjk5vPL6SP3UxxdjIbKusZlNnWf0AzEVnNAdu6zw/PfVjO/dNG0CfJjMlgYMuBJgDu/PpgWlxeWlxeGl0+fhmSzDXv4sF6kltFbSu3Bxvcv/bhV8yaWMiAjET6JiWQYjXS6vHz3ec/D3MQt7h9fB4UxKE4PX5yUm0UZNh088qCqcPx+v288N2zyEuz87/yGpweP1/uO8zwnBTdj5GTauW+b5ZwT4gZSysB8ePJxWHn0IS03WJkzuQiclNtzJ1cxCtlgfpBL30SsDvnpdmwWkzUNjm5/ZX1cf+2Hckz0KLBYimbUGEVKUDzUm1hLT3rHG7y0m0sn30+h1tc7QqmWC1GQ8fXlWaOoz0X8QTsntqWYxprrOPEamp0vIJb9Xk+cU4bZXAikQYDMhI5s6CP/uO/ZeIgfcatHevvn+9l1sRBYf4Bzal669eK4NMKdhxqZuHlJfzt0wpqmt3MnlSkR5sUZNh48MqRYQ7LuZOLGZSViN1sYnB2Eul2M3aLkTteXR8mhIuzkli3ryFmmejHrxnD5qpGvQCbEAF77atllTwyfRSHmlysrWjBGFGCW0ue0/wgkQ99+eFm7ps2gs/31DEkO5kH395KncPNy7POoba5nso6J4uWbyHdbuG2rxXqs+SqBidpiZawTN2XPglk6toTTGHnkDLgBzEIEdXXWMvutZmNwSzuXcyfMoycVCtVDc6Yf9uOzE5H5qXq+2jKJjLsNJYAffjqUby7ORCN1eryYk8w8cJH5TwyfcxRs4+1cT28IjqKrKvNHB15LmL5HI4nSinWcTrDGXqqh5SeLE4bZXAikQYGg+DcwgwevnoU85dtwO2NXiJfd2Y+1Y1ObplQCATMBJpT9d43N7N05ng+/aqOZWv3ctsFRXj9kl2HmhiclcSEwVkIARmJFuZ/fQiZKVaSEkw0OV00tnqZ87eQJKnLS/jh1wbx+MpdVDUEBO5j00fTx26JeX2NrR6eXROos/P+toMMzk5m3sWDKc5O4u7XN+pK5akbxoUJfa1t5rK1lTGL2r30SQUmg4Fn15Tz6PTRXD0+j9XbD7G/rhWfhEONTtLtFm46t4DDLW7sZhN/mDme+hY3yQlGbGZjVOG6qmB4aajAn1Gax18+bTObAfz98708fPVIGlu97Ktz8MePvuLa0nweXrGVq8bl8doXgdDaHdWB1VNoXHxHZqfAMVe6XPyf7cwKmSRo9+lIi6tDv68pJf0Y2i85rK+15jzvysYqx/tc9CSTzKkeUnqyOG2UwYlGGphMBr4xIodBmYkcbnaHHSsn1UqKzczfP29Lgrpn6nB+v2oX+X1s3DKhEIfLx2tfVDLznAJ99VCQYePWiUXcu3xzmFA0Gw0s/NcmFkwt4Sf/CA+f1BTLTecW8PCKgDPVJyX9+wSqY0ZWKs1KTeDm8wvxS8kPLxzML9/chNsrmVGax+wLiznU5OTPn+zVbf2a0C8Mmq2qGpw0OT0xZ/Jev58FU4frq4KFl5fwx/+Vc3ZhJkYD3H9FCYeb3WGRTYumjcAgBEVZSWHhpXnpNhxOD3/41jiKspL1dpNenx+ryRgVxur2+dl6sAkhYOqoXL3QXrLVGBX2Gmn26Mjs9FgrXU4dlavfO+1vteT9nfz55rOPKXbe45OYjQKTMRBuu2rnIb18x4nMeOP5BU7kuegpmbunQ0jpyeC0UQbxlrX56faonsKxHjS/X/Lu1moqaluisntnlOaxdPXuqLDABVOHc6TFzbNryrn/ihH8+ppR/Py1tgYqU0fl6ooAAj/gJ1bu5Pc3jmPG+P5siNOEprrRRYrNTE6qlTqHmx3VzSz+z34eumokTa0eDre48ctAjsPhJjfPfdhmYvn5lKF4/FKPyrGaAzWJnv9ojy70B2cnk2oz6m0zfX5JVnIC97+1NUyo17W4aGz16OWrn/7vrrBEsLsuHUKz2xe2WlrwxibmTi5mSL+A6cUnJfuOOHjs3e3c+rUihuYkU5AR7IvcN4nPv6qNman9wnfPwmgIOHxf+6JSz8HIT7cz79VwE15H4vuPZeYdS4CG+pRC/1ard9ZwqMnVrgCPZebQTIzXnZmv+32Od8Ybz6x1RpqVzKSEHlOV83hRIaWdw2mjDGIta/NSbby1qSqsdIL2kGQkJoQJBm0pev8VI6KSwnJTbTHDAhct38LsCwN5AHe/HmhZOWviIF7+bC8b9jfqpphQnB4/rR4fuek2dtfEdtJlpyQw66VAg3qryajPiptaPbS4fbp9fc7kIj1qSTu2w+OL8i08/t4OfnPNGL6qbWHJyl08feNYapo8Yf6L+6aNYN5FxTS6fBhEwKmbnGBnf72T+VOG0OL2MSQ7We9znJNqJdFq5i+fBVZLqVYjj1w9is0HGik5I4WK2mYONrn1+kZur+TeNzfz8vfPoSCj7X7UNLti3qPDzS78MrD6uXViIX/86CuuOzMf33HE9x+rrTk/3c7SmaV67aU31+9nfH56zL+Vz89RBXgsM4dmYnxiZXiJ8OOZ8cY6/vxlG/TCh0/eMJa3fjSBmubeGYHTk8pM92ZOq7aXoe3/BmQk8smeI2GtFLWHZNX2w3z3+c/4cNdhvaVfbUsgtr5vkiUsKezJ93dxoKEVW4TZ6IcXFnHLhEIKMhLJSbXi9ARaVi5avoVbLygiJ9XKwL6JMWOvvX7Yc7iFN9fvj5lz4HB5cXr85KbawhrLpCcmRGUjRwrGuL4Fpwez0cBdlw7BnmDSFQEEIosq6xyk2gK5Ba+WVXLHq+vZeKCJR98NhJcuW1vJzkNtFVyvGte2Wlq+YT9eP3z/pTJ+tWIb33+pDKvFxI6D9Vxbms/LZXu5alweTk+gj3EomUkJMe9Rn0SLnpPg8Pi467LhvPhxBbsONbUb3x/aqnHj/vp2Y+VjtXXUVoizXipjycpdPLumnHkXDyE90Rz1t5ozKdAqVBPg8Wgv5NXp8TO0XzKjclOirqWjHO34s//6JULQ6W0xTxYdaYGpODqnzcoAwk0CdotRj18Pxenxk2w1cm1pflhdmYeuHMnCy4eRbDVx37QR3PNGW57AoEw7SVaLbrOPV6pBBoVzs9PDjycXI6WfOy8ZEmaymTOpmAP1Dl4pq+TWiYW4vD4enT6aVreX7BQrf/n0Ky4f3R+r2cD+hlZdEQC0ur1R1xM5W021m2POYG0WE/f8azOPTR/NoSZXmGKLvB7NrKQJE2326pdt59Ns+doMN3LVdPfrm3jyhnEsWr5Z7xI3Z3IRBoOgvKZZn50mmA1RGdX3frOEmuZWPWPZ6fEBgSipV8oqo6KytFlirJIR8VYRAzISY64ahmQnx5xlvzzrHN7fdpA/zBzP2oo6fH7COqa1J8Ajy3VofxOty9rOQ01cf1YBli/28r3zBx3zjPdoIbWngn29p/gvejOnjTKIJQhChZeG1WzgjDR7VOjoz/+5kaduGMdnX9Wxcmvgoa9ucJIZ7HH7yzc3M2dSMU6vL6aNe/E1Y1i0fAtWs4HK+laWrNzFI1ePYEBfO0tnjqe+1cP2g8289EkFV4/Pw2ISOL1+Hn8vvFzF+UVZVNU7uP+KETg9PgoybFx3Zj790+2YTCIsDj8y8akgw4bH549Khpp38WAq6xw4PX62VTdRckaKfl8im/doZqW5k4tpdvn0bUKEJ4IBR+3JvKGyXne4l5yRzPrKBtZXNrBpfwMj81K5oDgLh8uH0QCPTR9Ni9tLosWEx+fF4yPMF3LfN0foPpRx+WkxC8qV1zRHlYwoyAiY+LRIpTfX76dfipWN++vZdrCRWyYU6mG5815Zx+9uHBfzWhxuH9edVcA9b2yKWVKiPQHu9vli9nR+uWyvHrlV53Dz55vPZlx++jHPeGOZUbTjar95ZV9XnDbKIFbtGM0ME/kQ7jkcu3nK+sp6BvVNZNLQfvzlk6/4zv8rBCnYV+fg8tG5rNhUxY1nF8T87q5DzdQ53HrIZE6qleLsZLYdbObeNzdzy4RCXbhp4ZyRM9B739zM7781jp0Hm8hLt3GosZU7LxlCVYOTO0NCGuddPJg//W8PFpNgWE4K918xggSTkYwkM997vox0u0X3dxgEDOmXzM+WbdRni25Pm3CKJ8j797HzwFtbgbYS3RDo3/zCd8+ivtWDzRyY7RdnJce1pxf0sVHQ1876fQ1RuQT9Uqx8ua8+zPSlfXfWxMKwe3PPvzbx2PTRWC0G8tLs7K1zhCWTQbS5ZPX2Q/x48mC+qm3R/Q93XTaMzQeauOPVaMFZ1eAkMUbtJavZgN1i1BPONH+S0UBYw594ZCQm6H2wE0wGBvQN1L+645KhPPT21mBrSCutHl9YQb2OKoVQf1l1oxOPT7LgjY36quVYq5h2Zairovs4bZRBpCBYtjZghvFJyWPTR5NqMwOSu9/YxOWjc2ObUsxGMlOsHGlxc+PZA9lV3cyD72wLExp1rdFhpzNK8yjKSgzUH1oVcATOPKeAVndAwIcqgEXLt1DV4KS8pjmmEN68vxGjQYCEFFsCW6saYyab/fb6sRxqcnHrn9syku/7ZokemRJa1fSpG8ZyTWkefewWnl5dzl2XDdOF07j+aTHvhQF0YTJnUjGPvbuNm84tIDfdxvp9dXy8u5ZLR+WwdHU56XYL90wdrtdpCp35ThuTi9loACnDoo6eWLmTEbmptMQpe+CPEPROj58dh5oYlZfKu1urYzqFI80ll47M4WCjM0wJLZg6nKWrd8d05j73YTnZybGjb9w+v55XkZdux+HycrjFhcfnP6qwHJCRyPwpw8KOOXdycZgiuOncAr7/4vGXww41o/j9kj9956xjzg9QyV2nNkJGTp96CaWlpbKsrKzD+5fXNHPZkjVhQvqWCQN59N/hIZYD+yay53AziVZzWKLVQ1eOoKbZHdXw/MWP2xy4VrOB2RcWYTQI/v75XmaM70+/VCv7jjj0GkILpg6nsdXDEyt38tiM0cz+65d68/mBfe1YzUYq6xzkptn1yBwNq9nA0pnjqW1285uVO7jpnAEMzEzki731ALo5A+C314+N+f3Hpo/mgaCQCR3zkx/s0n0B3z6vgHS7hYX/2syPLypGSqISxMYPSGdvrYODDU7+8uleXTFox4psaDMqN4XbLihi68FGfH5YvmE/syYOosnp4W+fBZTCkpW7wmbi900rYdP+Bv4QFNbafbKZDYzKS2VLVSPNLh/L1gbu7R9mjqfV7cXrg8q6VnLTbeyvd9Dq9jGxOJM0u4XK+hbWVgQ6tZ01IJ1ZwfIdofcoNHpHY87kIob2S2FKST/8fhnSzN1KSU4qlfUOPtx1mCanN+xePXL1KKaOOuOowlKbcR9qcpKRmMDWg4389B8bdJNmaAVVbZwnUu75eIh8hrprHIoTQwixVkpZGrn9tFkZRNpNZ5Tm6YoA2mzhmjBfuno3j04fzc5DTfj8kJRg5uf/DA/TjBX2V5CRiJQ+fjRpMHe/3ubE1AScljGcbreQmWShIMMWZWOeO7mYZ1bvjrLta13Q/vLpHlKtZlLtZn7wly+izlHncJNoMcacUe841MRN5xbo5Rw0BaBd/6PTR7O/zkH/dCtLrh2LwQBOrz8sQSzRYmTu39ZR5wh0eQs9vtMbmCGH9mDOSbUyYXAWFUdaOH9QXw40OJk2Jpcn39+lH8NgaDvGkvd3MmtiIQMzEvH5JXddOhSnxxeloOdMKubN9fu56dwC7GYjv125g6vH5Ycl8c2ZVMzr6/aTlWLln1/s47qzCsJCb2PdI2NEjJ3VbGBicSbj8gMtOmKtPIqzkjjU5Ioqe/3TZRsYkZvaoSzkwswkBmQksnF/PbVNLv70nTOpd3hITDDyanBFFzrOk+30VcldpzanjTIItZseaXFR5/DENT/85eMKHrxyBF4pGZCRyBMrdzC0X3LM/UMrXmqRH6Pz0vhpROMVzdTw1Ae7kMCM0jxaPT7umVrCfcs36zZ8m9mAUcD3Jw7CYjLw068PISvFyo7qJuxmI3e+up5bv1ZEXrpNNxuEnmPWxEJsZiMGQ2znuM+PnthWVlHP8x/t0We4V43Lw+EKVA4/3OLRZ6YFGTZ+NmUYXr+fyrpWfv/fcl0whV6X1WzAajIw85wCPcRTi67SWlR+VdvCgfpWXi2rDDvGI9NHh93Xoswk6lrdZCUn0BBMpFv8XrRjXovF//WM0Xz7vMKw1VDoPlpvhtDAgHgBBKND+j9oCgVkTCe00xMIR/3t9WPjlr2ubuyYsGwv+UxT4KErupPt9FXJXac2p40ygIBCGJCRyLaDTWw/2BhbEPRPZWTuCBxuH+l2M/npVn40qVgXblG2c9H2OjRCI57isJoNVNY5GNg3kQ2VjaTZzDFXBlqJhzmTijEZBDazkadXB4TwvW9u5tHpo2Oeozgrib5JCdQ2u3nu26U8/p/tlFU0hI3P6fHT7PLx3IcBe/78KUNIsYXPuudOLo6qeKpVUI2coWrXNWdSsd72cnBWEgumDqe6MdCEJ/IaQ52yTo+fPYfb6uBbzQb217cy5+/rdBNJvGY2moN768EmDCJQWvyWiYP0YnHPrN6tJ/e1urxh5Tps5kBGttZsR4vYqmtxhnWZe7lsL1NG9APiz46tZiNJcXpX2y3GDv0+j5Z8NmtioW5K646kKpXcdWpzWikDaHvg0u2WsFo82uy3ttlNRW2LbuNfOnM8e484sFuMLJo2ggUh+QV3XjKEYTmBRvdazZ6qBmfcGadBwLyLB1OYmYjfDz6/n6zkBB58Z2tc89OS93fyp++cyZB+STw2YxTVjS6qGlrJSIzOFygtSMXtk3opai3k8ooxXqoa3WFx76k2E3d/YxhNTi+tMbKSY5nA/JKYJpRh/ZL1qpuXj84l3W5hyogclq7ezQ++VhQzOztyRWE2Cv14WmVXiN9fQHPMa2WtrWYjiQlGrj+7IKxY3MLLS+iXGkhc65eaENWzYd7Fg3ny+rGsq2xAykBJjcUzxmA1m2lxeUm0mjhrYIku8EJnx9pqymgIdLUb0NceZdq785IheHzhyiMeR0sOG9s/jb/POrvbsoR7UnE6RefTZcpACLEImBg8xywp5ebg9lEEup/ZgCrgW1JKtxDiOWAY4AY+k1L+tCvGpT1wWgG2m88vJNlqJDmiPeWcScWs2FTFvrpW3Q5ckGFj6czxfLanDinB4/Pz2VdHeHZNuHPvzfX7eeDKkfwiJPFp0bQRFPa1s7/BySufV3DTuYWUnJGK0+MLm61CwBGsvXZ6/GysrMfrJ2xmvWjaCO66dKgezVSQYeMHFxRH9QW+51+bWDqzlPvfbotEuevSoRiEIM1moabJhSmifLX23UgT2NDsZKwWQ5QJ5f63tmIxCX5yyVDsFiMG0TbWffWB7OxY15hgMuirkLx0O0uuH8PeWgdP/3cXU0flsmF/IzazgYIMG1ZT4Jor6xx8sO0Ql47MiWqo3i/Fwm1/CW/Hee+bm3lmZilzJxdjMhrilvnWWi/mpFopP9wSpvTvv2KEXmwutNx06Gpn6epy5k4u5p2NVWFhu35/oJlRR2gvOcxqNlCQkdjttnmV3HXq0iXKQAgxAciWUn5NCDECeBS4LPixBC6XUrqEEI8C04BXgTTgUillQ1eMCcDrDZ9haqaSm88v5Dcx7NGajTlUkPn8Uhf+sycV6a0uax1uPVa9ODsJj0+GOV1b3V48fsmHO6qZPCyHW14s4+bzC0m1GqNmqwumDifJYmT2pKJAElSMJLgFb2xi9oVFPDp9NNurmxicncy6OIXtWlxe7rp0KAlmIw0ONzaLiVtCwhQfD7YKPJoJ7NF3tzHznAHMu6iYNLuFgoxEfvxywJF816VD2VPbQr9UK2P7p+kmps2V9dw2KeCUjxWRZDa29SaYNbGQRIuJVKuZof0CK67SAWlkJiWENcP5/Y3juO0v0dVcn/7W+JjXX9/q4cWPK7jrsmExP290evT3M0rzdEWgfX7365sozkpidP90fXacm2bl2qWftLuaAnjyhrEdNqPESw57uWyvMscoupyuWhlcQrC1pZRykxCij/aBlHJjyH51gGYsTgYau2g8+P2StzZV8dLHX/H4NWPYejBQKO6uS4fS6Iwu4+D0+PH7ZZQDtLbFzW+uHcND7wQSrrRM4dBY9QevHMmKTfuZOrp/WKOT7yQWcuW4fN2MIwS4fVJvk6mdd9HyLXpc+8KpJRyoa405PlPQZmMQ0OryxjVPbT3YSE6qjfw+NowZidz0p8/CzverFVujehbcftFgBmUmMmdyUVhphcfe3a5nU9/9jWHMKM2jtCCdHdXN+nWEht1eOb4/rqCgjBScT14/Nqwkgl/CXz+rYNbEQfwkqIT/36AMXRFo+325L7bSa3J6Y16/UUCdI+CMjvV5osWkvx7UNynmsQ82OBndP/DeYBBx2z5GrqaG9Us57uQwu8WIx+dnyoh+yhyj6HK6ShlkATUh771CCEOwNzIAQoj/B5QADwc3SWCVEMIFLJJSrok8qBBiFjALID8//5gGtKe2hcX/2c61pflh5qD7rxhByRmpMcsSmIyCGaV5YQ7QdLuFGaV5zLt4CH0SzZw5IJ3/C4lVd3r83PXPjfzuhnG6ycZqNrBwagmpdiM1TeFVON0+f1yh4vT4uXd5wFkcS4gVZSUxO3iOuZOLYmZUL5g6XA/h/OO3z6SmJboKaEVtq16+Oj/dzsFGJ89/tIcZpXksWdlmPtFqARkETChKJzMpAZ+UJJiMfPZVTZSwnzu5GKOAFldsZdvqCU/okrKtL4CmhKsbo8cbT+lVN7ZG1TH6ZbDHwsNXj+K5D3excGpJWOjpvd8swWYx8PDVI8nvY6fFFVuh9EsNj5iJZ9IJXU0tvmYMA/se22xemWEU3UVXKYMGID3kvV9TBEIIAcwHzMBNUkofgJTy68HP+wNvAaMiDyqlXAoshUDS2bEMKFZTe80E8Mdvl3Lr14r0bGBNeC8r28c3Rp+hfy9WEbpAjaBoQRdqstGE+p++cyaZyW0RJ8vWVnLfN0vi2om171bVO6KE/D1Th7MopBfCK2WVzJ5UxNLVu/VSCEP7pfD0ql169M/++lbyM+wxz1dyRipNTi8Pr9hKqtXMvd8sIcVmIjfNRlKCiWSrkc0Hmmhx+9hb28KZAzP1FYYmVD1e+GDHYX3cOak2zCYDJiFiOn8BbplQSEqCMdDv4d0dzCgNVC/VaiItnTk+arxvrt8ftZLRMoefvnEcL373LA63uMhODvSufmT6GGpbXLy75TAHG9wsnjEaj1+SYDRQ0+zihyHNY35x2TB+eXkJvwz5Ldx/xQhKclLD/sbxImuG5yRz3qAM5VxV9Dq6ShmsAaYDa4QQw4HKkM9uBaqklC+EfkEIYZJSegmYjjx0Mtkp1rAy0xpOj58Gp1dXBNq2e5dvZu7kYuwWI/l9bGECKnS/w02uuPH8keeprGtF4NernlY1OKlqaI2KQIksIlacnYzbJ/nNNWPw+P3Ut3hodnqoqG3Vj685xKeNySU3zcb++la9tIV2nIIMOy1uT1jjdk3Y2S0G7n59Kzf/v4Gk2s3BlVRbtvXCy0v4++d7qahtjdknYeG/NvOHmePZVt2sR9hYzQaSE4z87LWNujLTSjaEXu/9V4wgOcGIxSQYcUYqVrNBXxn96cOvomb7152Zz8uf7Q1z1LY4Pdxx8RCG9EuNK4CtZgMb9jfyg2DW9y8uG8YDb4dHcj3w9lbmf31IoJex28vAjETG5adjMoWHUbUXWTOgr5rVK3ofXaUM3gIuE0KsAZqA/xNCPAwsAC4H0oQQ3w3u+y8p5WJghRDCBBiBuzp7QPnp9rBqnBpWs4GkBFOUkki3W8hMTmDeK+v1pvCRRdtyUq3YzMYoYb5o2gie/GBn2PECtmkjrV5wu7w8M7OUBqcHgxD8PugjSDAZKM5K4lcrtuohoA9dNTJoD/eQbrfw7IdfcdnIM+jfJzHqWv722V5u+1oRv1u1ixvOKqDO4dbPPXdyMTuqm3jqg91YTII/fGs8Nc0uEkzGYO9hycKpJbi8fhITjMxftjFcOb65WXeOxkuuamz1xFw5hTYDGtovOSox7O7XN/Gba8bwk0uGkmAS/GzKUOocgRpP2krjj985k3qHm4paB3azkR2Hmtmwv1G/330SzaTazHEVQeRMXrs3sa6j1uHh3uVbsZoDpRYiFYFGPJOOKuam6I10iTIImoRui9g8P/j/ZcRASnlRV4xFo+KIQy8zrQmrggwbC6aW0Or2hZV+hkBUiTZ7Xr39EAumDudQozNMAF81Lo+HVmwj3W4JK13x9oYDUb2NF04tweH2UNPs4e+fB3wQTq+P0oJ06hxunvpgFzmpVm6dWMi0Mbn4JaQkGPH4JD9/LdzHkZFkpsnpYeHU4dwbYir54dcGcUa6jdsvGkK/1AS9M5mU6BE7sy8s4i+f7mVLSIG7ggwbt36tSPdxzJlc1G64K8S22WcnW/nJP8KbBe074sBqbmsGNHtS7BIQjU4PPw1WTn346pEYBLop6IMdhxnZP41XywI9pP/40Ve6KWxMXhrNLjc+P+2GcMaaycs4vgdt+/FE8JyqxdyUgjv1OW2SziqOtJBqNTOwbyKPTh9N3yQzB+pdugM2NAKmzuGmf7o9aPe26glU152ZH2arTrUadVPF3iMtZNgtejZrk8vDc98u5UC9kwSzkRc/KueHFxZz9xtb9GYvt0woZG9tCwsvL+HeNzfrykUTTj+8MNocc/frm/j9jeNIsVpAuvndDeNYV1lP30QLfkRYyOicScV68bqcVCs3n19I/z527rl8OL8KSXSbOio3zExmt0SHu86d3FaDKLJPgtVs4IErR9LiiS7x8UpZZZhZyihiC+Bkq1m/xvnLNnLz+YW89kWlLvTPLOjDG+v2IwTB0hgSowCvlNQ7vAzuZzuq4I6cyfv9Msru//DVo8hNs3L1uNzjEnixsoiPp29xT+JUVXCKcE4bZZBht3D92QV6JFGsZu1ajZstVU3UNgd8AaF+godXbCcn1cqsiYUM6puIxy91Ya05dR++eiTJCWZ2HWrCZAz0OvBLOLswk8PN7rBIIa2MdopN8KfvlOL2SvLTSzjc4uLfmw6Sn26LOYv+cl89Zw/sw/56F3//fCdTR+UysG8S338pulaRJlQjzTc/nzKUJpcXp9fPkOxkPS8AwBsj3FWLDoJAmGa/VCtzJxfT4vbpeRSuGOUY6hxujjS7eOqGcdQ73CRZzbryC1U0Wgaydj4hCCu1/afvBpz8T/93F987b2BYXke/lMCK4FgFU1dk1Na2uPQJArRVku3NxdxORQWniOa0UQZeKXUBpDVrX/xetNPWaBAMykzkjFQr918xgr1HHGHCrarBGeh9e9N4Zv8tPNv1vpD8gHumDqfe4WVYTgoVtS00u3w0tnqwmtt65FY1OFn2RSW3XjCI8sOOsOiYhZeX0BDRG0H7nsVowOuX5KXbuXx0LsvWVjI4O3Z8vNFAlOM73W7B4fGF5QUsmDqcJqeHFz6qCKs4GnqsARl25l08mAF9E/n1u9vCHNhWs4Enrhsbs1nQ8g1VXDDUR26ajY37G/hkdw2PXzOG3TXNFGYm8fSqXWSeNyDsWKGV1QO5AoJ73ww49UWErPb4JKbjFOCdGcrp90sO1DvDOrBpSWO9uZibqlZ6ehDbM3YKEvqDvmpcni54oW0WPaM0DySYjQbKKurITE5gYnFfXYBDwGl816VD4jZd0Wb99y3fws7qJm5/eR2ZyVZGnpHMwL6JPHRlCYnBOkdzJxdx5dhcBCJqPPe+uRm3T0Y1Wb/3myUMy0lmbUUd26ubeHP9fmZPKiIn1Ro2Tgi0dDy/qC+Ds5O4ZUIhOcFY+avG5UUlgS1avgWH28d3zhvAqNxU5kwu0o+rndtkCNQQ2nWoKUwRaMeobwnUP3p0+mhmTyri5vMLWbGpKmhmK2f+so08u6acSUP78asVW2kNzjAvGJqF1WTUz7No2giWb9ivv58zqVhPDCzMTKLF7WPp6nKefH8Xf1hdTovbhy+y2003sKe2hfnLNkT9rhZNG9mrs4e1nIpQrGZVrfRU47RRBplJCfoPOl4rx0GZSZhNgp2HmnB6/dzzxib2HWnlkemjsJoNesepZreP8prmmA9IaH5AvxQr6XYLv/jnRvxScO/yzXj8gcY3i/+zAwlkp9pocsYup+30trVQnD2piGdmlgYcxX/9MrA6WVPOtaX5LF29m8ZWD/MuHqyPqSDDxm1fK+KmP37G3L+v49k15dx8/kByUq1xrz83zcZfP6tg04EG/fgzzymgIMPG3MnFVDW0MrZ/KuML0mMqi5pmF1UNTrZXN/HsmnKe+mAXEwZnxSxSpyX4OT1+8vsEch+e/tY43p4zgaKsRGaM789j00cxa2IhL31SgckQyFUwh5S10I73xMqduL3drwzizaDNRtGrbetaJFbopESVxzj1OG2UQZPLEzXLDsVqNpBiM3Hf8i34/IHY9Z9NGcZfPt2Dw+nhdzeM456pw3F6fJgMBl4pq4w63oKpw3nti0r9/d46B1eNCyRRbT3YyIzx/bnnjU3cddnwYIJYOT/4yxfsr2+Nq1g0u/mza8oxGIgK+Vzy/k7uvGQoCaZAW85ZEwtZ8I1h/OqqURxoaNVXBE6Pn8fe3c7N5w/QnbiR59tf38q1pfl6yWXt+HdcMpQXP67gwXe24XD7+b+X1kYpiweuHMmra/cBgaQwLZkunuIJdrrEajaQkWShvKaZnFQrhZlJpNosPPnBLn79nx34/HD1+DwMBsE9U4dzxOGOebxWj++4fxudRbwZdHZK755Ba76Vt+dM4O+zzubtOROU8/gU5LTxGZgMBr2vb1KCMSqDddG0ETz1/s6ouvsPXDkCKdHDLgsybNw/bSTLvtiHEPDo9NE43F6OtLhpcXrC+gK/9EkFV4/Pw2oOCOoh2cncMqEQm9kQZhZ6pSw6OmfRtBHUtbiYPakIo4D8DLte+z8Up8fP9upALf+lq8sZnJXE9WcVhJWxDu0dkJtmDzgELx4cllQW2iUtstHMjuom3bkcmVkdyBIu5fUv9nHHJUNxur1kp1p5/sOvWHLdWNw+f0y/x9B+KTwcrIm0r9ZBZooVKSXlNc1UNzp5ZmYpd7+xUS9x/eQNYxnYN5GGoN8l8njpdnOX/XY6yqlc71+VyTj1OW2UQUaShR9cUKRnspYWpPK7G8exbl89Pj/UtbiYPKwfrZ7wCKOKWodehC4n1cq1pfk8sXJ7VPmK+6aNwICfp24IdLwyGwXfPa8AgF9cNoxWjy8sjj/SKf3ixxX8/lvjaWp1k5mcgMcnEQKMBg8+vx8pISnBREGGLcpxKyX4CTiG7/j6kKhaSaH1f2wWox4VtXjGaLYcbArrxQBENZrRTF/xMqs3VNbz2roq3t5czZxJxTz+3k6qGpxsq27mp1OGREUPLZo2AqMB7p82gvKaFv740VfcNrGQiiOtzF/2aVSYZ5/EBAZkJOL3S97dUh2lyO7+xjAyEi2d/ZM5ZlS9f0Vv5rRRBg6Xj9+t2sXN5xcyOCuR9EQLZRV1+CW89kUl3z6vgBSbOSwRa8HU4TjcXm6ZUMiytZV6VM7sC4uiylfc88amsNLKWrMcn5T0TbKwYV89t0woZPX2QxRnJccMwTQZoN7hYX+9M6pW/+FmF799fye3Tizi6dW7qKhtDZvRf/u8Am46t4CNlQ1xzTLzLh6MxRQQTFUNTrYcbIrqxWA1G/D620p9a7kX7WVWj+6fxm+vH8vOQ01hSqXO4aZvooUjwWS3zKQE7AkmKuscLP7PDn48uZg/fvQVN55dQF5GIre8EB4aO3/ZhrBm6waD4JLh2XxecYTHpo+mxeXliMMdSILqISUgesIMWiWIKY6H00YZHGpyMb5/GhOKMzjU5KLR6WXjvnpG9k9j3sWDSbGamfvyl2ErgMi68l6/xOnxk5mUEDND93Czm0enj6bO4cJoMEQ1y/lkdw3Xn1XAY+9uiwrBvP+KEWza30irxxfVVP3eNzcza2Ih15bm8/TqXbo5xm4x8cDbgdIVWm5AvAqn5xZm4PH52VXdrG9/c/3+qKJst180GItR8Pi1ozkYko09tF8Kr36+l1kTB0U1pa843Ex9q5f8PnauKc3Tu8Q9eOVI+vexYTWHl7fQxtQvzcqj00eTlZwQ1wQWGb5oMhk4e2AGe2pbONTk5MzkPkrYhdCbEsSU0upZnDbKYFCmnZaiTL7zp8/DzBWtbi8VRxxhCV43np2v+xe0XrmmYBVQq9lAn6ToYmtzJxdzuNnFEyt38vg1Y3RFANHNcpyetighLbt2a1UDHp+MW/fHL9uaz+8Klr0YmGHXa+xopbD31zu4/aLBPP7ejrCxVTW0kmw189z/vgK0Wf9g/fM+dgs5aVYWvLGJitpWfnbpEFo9Pvwy4OhdtHwLdQ43N08YyOPXjKHV4+NAfSvvbzvIDWcP4P632/oIP3jlSMblp5HfJ/Bwm0zNPHTlSH4e0vntwStH0tjqIi8tPdgASMRUYu2FL8ruDyDqcfSWBLHepLROF04bZdDk9HFPRAerBW9s4rHpoznU7CYtMdAY/oxUKwlmY1T/guw+dr463MJ93xxOqs0UM7zx8WvGcMuEQnbXNMeOeHG31fUPza594roxNLp8DO2XzM7qprj1cjRzj+Z8ve7MfF1haaanZpePlASj3mUttC7Rk9ePZeqoXIwGGJufTnKCoLbFS/90Oy3Bsc2ZPJhf/HMjL3xUEaXwHrhyJB5fIDLq1eDsP9Rhql3nXf/cyAvfPQu/DBQI9PkgPdHM0pnjqXN4SLebqW9x8eDbO/jFN4Zx56uBRjaRTvRYzle/X/LOpoPc8WqbEPn1jDFcOqL3CJHIGXF+up29dY5OmSH3lgSx3qK0TidOG2VwuDm8SYrWzNzj9zMqNwWA/n3smI0GpF/G7V/w1A1jqWmKHd64uaqRZ9eUx20jabeYYm63WYwkWoyYDII+MYTi7RcN5vmP9mA1GxjTP43ffbCT275WRILZwM9f26j7KDSb/uwLi3nwnQ1R96DV4+PsgekYDYKDDa3UOwz85ZM9XDAkm5xUK8lWE9kpFn7/rfF8ubcOgLmTizkjzUa/FCsenxeAswf2oaCPnbx0G/vidGFbs+swz64p54ErR5JsNVHX7CTFloDT48NiTKCh1af3NNBKYbz4cQWzJhYytn8aBRmJMYVieU2zrgi0c93x6jqGZJ9PUXbysf0ouoHIGXFBho0fTSoOKyl+IjPkeE13elqCWG9RWqcTp40yyEhKoLQglZvOK0T6/Xj8MuwB1MoGXHdmPv1SAnH5sfoXtLr9EKfYmjZ7/9WKrTxw5Uh+EWIWmTOpmBc+Ko+qzf/I9FHsrXXwxMpA4bo31+/nujPz+fWM0Uhg3xEHz3+0hzqHm/uvGEmTw8X3zh/EHz/czfcnFvHS987iQIOT3TXNvL3hAD+fMoxkW2yls+1gM899WK5f648nD+YHFxRR0+zmUJMrUMrba2DnwSaykxNIsprZXdPMr97ZRp3DzaJpI0hOEBgMJg41uTAbBU3O2KGe2r34xT83BjqeGQQL31wXs5/BPVOHk5GUwFeHm2l2+Ui2muKWhd5xqIlHp49mf72DZpdPr/1TfriFwsykMAHaE23SkTPiqaNy9d8hnPgMubeEt/YWpXU6cdooA5/fx8xzB7DrUBO5qTYONLTqM9LQ8MsnVu7ksRmj4yZMtbi81LW6221IU1HbSoJR8Jtrx9Dq9pGVkkCzy4sQ/chKSeCJa8dS3+omJ9WK1+fnp+9ux+kJFK6beU5BWETTLy8vYcHUYaTbLbh9PqwmE/UON985r5Cn3t/JBUOzwhzOH+w4HMiFiGhgo60unB4/L5ft5Y5LhrLrUBNnD+jDq2V7ufHsAfRLtbJy2yH8Evql2XX/BgRWUvvqHAzrl4LZKFi59SCXDO9HRnJC3JUMtGUYP/Lvbdx8fiH56dH3/r7lW5g1sRCrycgnu2soLUjn492HdQHu9fp5a1NVmM9hzqRi3ly/X+9PbTIIVmw+qM+o27NJA92mJCJnxPGS8o60uPT9j2WMPTm8NVQ556Rae4XSOp04bZRBgtHEgfrGsMb1oclYTk9bXaHKOkfM/gUQCJf82+d7+d55A5k1sVDvKhYaUqmZfiqPtPL06nLqHG6WXDuWoTkpuL1eNlc14ZfQ4HCTk9bmuK5qcOqO5cHZSRiE4KkPdvLzS4dT1eikj91MRW0zT63azdRRuUwckkVuanRl04ragLP4T985ky0HGmlweki3mbjx7HxMRkGy1awLeq3eUYvLQ7PLy/CcFBJMBlwevx4xFdp0Z0ltIAnsvm+WkJNq5fsvrWVwVlKgM5jLS6LVxJHmgCD74YVFGA3QJ9HMzHMG8FhQ6UXe+3S7heKsZCpqW7jjkqFsrKzHT8Df0b+PnT6JFn6zckeUQ/7R6aPZdaiJRdNGAJJ5f11H6rdLMRkM2MyGmDbpIT+awPbqpi5xXHZkJRJvRhz6viDDxv56J9967rPjGmNPCG+F8PuRlWzlq9pmZoe0GH3yhrG89aMJ1DT3LKV1utJl5SiEEIuEEP8VQvxPCFESsj1JCPE3IcRqIcTrQoiU4PYrhBBrhBCfCiGu7ezxNLu9UU7fJe/v5KpxAbu1Ztqwmg043D4G9U3krIF9uP+KEWElJzJTEpg7eTB//OgrfP6AQM/vkxjWVey+b5awo7qZp1eX64rGjyQryUJWkpXSgnQGZtgZmZcWVskUAgrhuQ/L2VHdzE/+sZ5JQ/txoKGV2X/9ku+9UIYQBm4JJpA9+f4uDjTELmWxobKB7z7/OUlWE5W1LdQ6PDz5wS6anL6oongL/7WZ3HQ7N79Qxq1//oLb/vIFPimZM7mY5z4sZ/F/dnD7K+u4tjRfL21xz782gxCk2y1MGZHDT/+xnvmvbeTOV9djMhq4dWJgjEtW7mLdvgZdEUTee63e00/+sZ7H3t3Bd5//HInAbjbyxMqdget+/nP93BpOTyDz+g+ry6msayXBZCTdbuHj8iN8+0+fseNQbCf+3iOxHZd7alvw+wMZ0B/vPkx5TTP+Yyh+p61ELluyhuuf+ZTLlqxhxeaDUceIrPPz5vr9Ub+xRdNGRhW808bYW4i8H9/47Rp2VjeTbg8kBzo9fmb/9UuEgHMK+0aZ+BQnny5RBkKICUC2lPJrwP8Bj4Z8fDvwppRyIvAf4DYhRCJwJ3ARMAn4mRCiU42HjnaqjGoz1eUb9jN3cjGDs5MxGMFiMvBZeQ0vfu8sllw3ht9eN5ZWt4+/frqH+75ZwogzUhh2RirFmYksnTmepTPH88dvl/LUql08vGJ72ErBYjKwp9bBkpU7sZqNVBxxsPeIgyc/2M2CqcPDhMGcScW89kWlLjT7JLY9QAve2ERNiDNcK2UR7/sL/7WZ6Wfm64ownlniy33hZSa2VzdFJdaFKk+nJ9CKc0ZptF/lvuVbqA2pIdTHbol772eURldQffy9HRxuccc9t3adml/ivuVbqGlyc9O5BSRajDg9bR3WQtGc+LHGUt3o7JAwj0e86JhIAR5Z5+dP3zmLK0bnhtX9MRtFXOdqbyHW/XhiZfjfsLdd06lOV60MLgH+BiCl3AT0CflsEvBq8PUy4FzgHGCllNIlpWwBPgWGduaAQquWaljNBkoL0nls+mgG9LVz/xUjSbWZePTf22ho8TLnb+t4ZW0V6/bV4/X7MRigKDORuRcNocXlI81upt7hpt7p4c+ffEWdw80dr27g2tL8MOG8YOpwKo846JuUwMj+aew42Ehh3yTsFhN1DjdNTg83n1/Ib68fy83nF4aZnJweP/UOjz5mpyeQc6ChReH87sZxLLl+TMzvR0ZSxboPkWUm4uU7aEl2VrOBilqH3hEucr/QMdoTTDHPeeaAdHLTYjfwiZTBTk8grFb7rqbwtM9aXIGVn1bK+pWyyiglu/iaMWSnxP4d2C3GDgnzeLQXHROJZsbRZsQmkyHs/alQMjre/YhsndqbrulUp6t8BllATch7rxDCEOyNnCCl1KRbLZAeY39texhCiFnALID8/PxjGlBumiHKqXr/FSMwGiSpNjN+6efRFdvYcaiZBVOH89v3d+pF50bkpvLz1zZQUdvKI1ePREqY/9rGqHNcPro/dQ63bvcXIlD9NCc1gWaXj1aPh/w+dvbUOsjwSzxeP3MnF9Pq9vHch+X85toxemMUDavZgCHkCQq8Dz9vncMdUE42c8zva4pQc1JHZj8vmDqcpat3hx0zXntKzZS2YOpwnnx/F986Jz/mfqFj3F/viHIyz51cjM/n1/swtPd9bVtRVjKPzRjF3iOOKB+Ntlpyev1t98Tp4eVZ59Dq8ek2aSCm41JL2gtFE+Ydsb13ZnRMb4kIao9498MQMpnobdd0qtNVyqCBcGHuDyoCAH+IYkgnoAQagKKQ/bXtYUgplwJLAUpLS48p/3RfvY/zByXz4nfPorrJRXZyAjnpRspr3KzaWsVZhZlcUtKPWy9I4uEVW/XaP3MnF3OowcGCbwzH45NkJFn4oqIu5g+9qt6hC1qt2uYDV47EZBA0Otw0tQpy02389v2dfO+8gdgTTPiDvXwXTB3Os2t2R5WHWDRtBM99uFs/x73fLMHtbasEqs2Sn1m9m1smDowKXb3vmyOwmYWelVzV4OTlsr38/lvj2by/gVaPn5c/iy4z0cduicpkXjB1OFnJCcyaWEj/dBt1Djd//mRvlHK5/aLB2MwGfYx/+2wvd1w8WE+EMwjITbOCgG1VjTGjkUK/r537QL0DA+jn1u5JaB6GpqzmTi6mMCuJkblpUbboWNE2e2pbTkiYd6YA78kRQR0l3v0YnpPMeYMyeuU1neoI2QU5/UKIy4GLpJRzhRDDgbullDcEP/s18KGU8p9CiNsACfwDeAO4ADADK4BJUkpvvHOUlpbKsrKyDo+pudXJ25tquOdfm2LGuj86fRQZiRYanV68Pkn54Ra8fj9ZyQlkp1jx+SXPrtnNDy4swuOVVBxxhFXOvP+KEThcXp7731d6lu/ovDSq6gM9kK1mA26fJDfdSl2LlydW7uC6M/MZ2z8Vp1fS2OrGZDDQ1OqmIDOJ2mY3WckJmI3Q4vZT5/BgFILfr9pFg9PDz6YM42BDKwP6JvHLNwMlJAoybDx+7Wg83kAtpqzkBITwYzIYqW91YzUHwlJTrGaSrUYqalv5adBRWVqQym0XFLO1qpHCzIBCdHslM0rzyE+3U9PsIi/dRmKCEYfLz7K1+zirMIMnVrZlaef3sZNkMYGA4qwkWlxeDjQ46ZuUAPjw+gWHm9yk2swYjZKzCvpSWe9g84FGtlc3YTIYKOybiMVsIDfVisPto9kVyJA2GQVVDU4SLUaqm1zsOtRMZlICe+scejb0w1ePIiPRjNloJDslQS+H0RE6ozyCFj3TWwV4Z6PuR89ECLFWSlkatb2LlIEBeAoYATQRcCLPBhYAKcBLgA3YBfxQSukSQnwfuAVoBe6VUn7Q3jmOVRlAQCFsOdhCdaOLvDQrfgkHGpxkJyfQJ9FIncNHo9OD3WKi2eklMcFIv5CKmHtqWzjS4iLJasTnl9S1eGlyeslKTsBiEjS5vPj90Or2kW430+D0YDEZsZoFfgkWg4HCLDt7alpxeLw0tvpITDCSl27mUKMvsGJJScBokDg9EovJQL3DQ7rdQqvHg9loDI7LhMvro0+iBbNBcLjFg8sTeC+lxBG0ofdNtCAMfrw+gclgoM7hJtlq1gUlwFeHW9h7pAW7xUS/1AS8PqhzuDAbDbQ4vZhNBupbPaTZzFiMBupb3dgsJlpc3kBZaQmHmpyYjQaanG76JCZQkpOKyRRu825PMByr0ND2P9ISGKfD7euUfAElvBSnAydVGZwMjkcZKBQKxelOPGVw2rS9VCgUCkV8lDJQKBQKhVIGCoVCoVDKQKFQKBQoZaBQKBQKenE0kRCiBqjo7nGE0Bc43N2DiENPHhuo8Z0IPXlsoMZ3InTV2AqklJmRG3utMuhpCCHKYoVr9QR68thAje9E6MljAzW+E+Fkj02ZiRQKhUKhlIFCoVAolDLoTJZ29wDaoSePDdT4ToSePDZQ4zsRTurYlM9AoVAoFGploFAoFAqlDBQKhUKBUgbHjRBioxBiVfDfDUKIIUKIlUKI/wkhHj36ETp9PJlCiAeEEIuC72OORwixSAjx3+D2km4c30whxJbg/Xu3O8cnhEgTQvw9OJbVQoiBPen+xRlfj7h/QgiLEOLN4Dj+K4TI7WH3Ltb4esS9ixjnF0KIKd1676SU6t9x/APei3j/DjAg+PpV4OyTPJ4XgXuAX8UbDzABWBrcNgJ4uxvH9yNgWsQ+3TI+4AzgjODrbxDoxdFj7l+c8fWI+0dgQmkPvv4WcFcPu3exxtcj7l3IuacDu4Ep3Xnv1Mrg+NH7IwohTIBVSrknuGkZcO7JHIyU8iZg9VHGcwnwt+D+m4A+3TG+IGlAXcRu3TI+KeUBKeWB4Ns6wEUPun8xxtdCD7l/Ukq/lNIRfFsMbKRn3btY40ujB9w7ACFEMjAT+AuBNsTddu+UMjgOhBCJwKDgkv0VIAeoDdmllvAe0CebTGKPJ4vw3tLeYFe67sAEPCKEWCOEmBXc1q3jE0LkAncCv6YH3r+Q8f2GHnT/hBA/EULsBEqBL+hh9y5ifO/Tg+4dsAS4n8DkMpluvHemzj7g6YCUsgUYBCCEuBhYTGC2oZFO+B/vZFNP7PHYCFdSfimln25ASrkQWCiEsANvCCH+BzR01/iEEFOBy4HvAw562P0LHZ+UshboMfdPSvko8KgQ4lLiPwvddu8ixveUlPI79IB7J4S4EdgrpfxcCPENuvm5VSuD40AIYQx5WwNIICE4cwO4Clh50gcWRErZGmc8awjYJxFCDAcqu2eEuikLAj2vmwjcw24ZnxBiFHC5lPL/pJS1Pe3+RY4vuK1H3D8hRLIQQmsUvRcw0rPuXeT4knrKvQNuAIYLIf4ePPd8oKS77p1aGRwfRUKIPwLu4L/bgAzgH0IIF/AvKeXW7hwgMC9yPEKI7cBlQog1BB6C/+vG8T0khDiLwG/wn1LKLUKIbd00vinABCHEquD7vfSs+xdrfNU95P4NBX4TvE+twGwC1TZ7yr2LNb4e8duTUn5Dey2E+CXwCQHTULfcO5WBrFAoFAplJlIoFAqFUgYKhUKhQCkDhUKhUKCUgUKhUChQykChUCgUKGWgUCgUCpQyUJyiCCEGBJN5Qrc9L4R4L1itsj5YTmSVCFRUXSWEsAb3+yTesYQQ3xFC3CqEyBdtVWtXCSG2CyFeD/nOuOA5ktsZ47MdGIsMZs6Gfs8mhKgWQlwQfL8q5Pt/OaEbpzhtUUlnitON2VLKbcEErilSSidAW5Jqx5BS7gUuCH7XDCwHZoXs8n3gD8CNwNNxjnFL8PvtjWUngUSpd0K2fReojjjcJdr3FYrjQa0MFIoT517gd1LKQwDBmjcFwH3AdSd47CPAfiHEmOCxjcDVwL9P8LgKRRhKGSgUJ4AQ4jwgQ0r5Rsjma4BXgwUNdwghxp/gaX4N3B58PR14A/BF7PNu0Ex0zwmeS3GaosxEilMVB5AUsc0ONHbWCYQQSQRWBVdFfDQTcAkhphGoQjmLE6gnI6XcLoSwCiHygFuAK4AFEbspM5HihFDKQHFKIqU8FHT85kkpK4UQGcAAoKoTT/MocK+UsknbIIQYRqAs8XdDtn0khEiSUjafwLl+Q6Bb3P+klC3H6uNQKI6GUgaKU5nZBCpAOgk0D7lddqwy4/CQCqEfAs9G7iCEmEKgBPGwEMH8FYEOWq9G7P46cD3wzDGOX0dK+bEQwgv8Ns4u7wohtBr3l0gp3cd7LsXpiapaqlAoFAq1MlAoTgbBaKDfRGyeLKWMdAQrFN2CWhkoFAqFQoWWKhQKhUIpA4VCoVCglIFCoVAoUMpAoVAoFMD/BzQXCK2GTD87AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# (1) 그래프 \n",
"# i. 산점도(Scatter Plot) : 상관관계를 시각화\n",
"# sns.scatterplot(x = data.X, y = data.Y)\n",
"# plt.show()\n",
"\n",
"sns.scatterplot(x = car.UTILIIZA_TIME,\n",
" y = car.SETLE_PRICE)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "f26caa23-93bc-4b46-80bb-51a180775c64",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" carat | \n",
" cut | \n",
" color | \n",
" clarity | \n",
" depth | \n",
" table | \n",
" price | \n",
" x | \n",
" y | \n",
" z | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.23 | \n",
" Ideal | \n",
" E | \n",
" SI2 | \n",
" 61.5 | \n",
" 55.0 | \n",
" 326 | \n",
" 3.95 | \n",
" 3.98 | \n",
" 2.43 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.21 | \n",
" Premium | \n",
" E | \n",
" SI1 | \n",
" 59.8 | \n",
" 61.0 | \n",
" 326 | \n",
" 3.89 | \n",
" 3.84 | \n",
" 2.31 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.23 | \n",
" Good | \n",
" E | \n",
" VS1 | \n",
" 56.9 | \n",
" 65.0 | \n",
" 327 | \n",
" 4.05 | \n",
" 4.07 | \n",
" 2.31 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.29 | \n",
" Premium | \n",
" I | \n",
" VS2 | \n",
" 62.4 | \n",
" 58.0 | \n",
" 334 | \n",
" 4.20 | \n",
" 4.23 | \n",
" 2.63 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.31 | \n",
" Good | \n",
" J | \n",
" SI2 | \n",
" 63.3 | \n",
" 58.0 | \n",
" 335 | \n",
" 4.34 | \n",
" 4.35 | \n",
" 2.75 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" carat cut color clarity depth table price x y z\n",
"0 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 2.43\n",
"1 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 2.31\n",
"2 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 2.31\n",
"3 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 2.63\n",
"4 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 2.75"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# ii. 산점행렬도(SPM : Scatter Plot Matrix)\n",
"# 예제 데이터 : diamonds\n",
"# 수치형 자료 : 7개 : carat, depth, table, price, x, y, z\n",
"\n",
"diamonds = sns.load_dataset(\"diamonds\")\n",
"diamonds.head()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "6d671f77-0bcb-4578-aa92-9e9c0f70cab2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" carat | \n",
" depth | \n",
" table | \n",
" price | \n",
" x | \n",
" y | \n",
" z | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.23 | \n",
" 61.5 | \n",
" 55.0 | \n",
" 326 | \n",
" 3.95 | \n",
" 3.98 | \n",
" 2.43 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.21 | \n",
" 59.8 | \n",
" 61.0 | \n",
" 326 | \n",
" 3.89 | \n",
" 3.84 | \n",
" 2.31 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.23 | \n",
" 56.9 | \n",
" 65.0 | \n",
" 327 | \n",
" 4.05 | \n",
" 4.07 | \n",
" 2.31 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.29 | \n",
" 62.4 | \n",
" 58.0 | \n",
" 334 | \n",
" 4.20 | \n",
" 4.23 | \n",
" 2.63 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.31 | \n",
" 63.3 | \n",
" 58.0 | \n",
" 335 | \n",
" 4.34 | \n",
" 4.35 | \n",
" 2.75 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" carat depth table price x y z\n",
"0 0.23 61.5 55.0 326 3.95 3.98 2.43\n",
"1 0.21 59.8 61.0 326 3.89 3.84 2.31\n",
"2 0.23 56.9 65.0 327 4.05 4.07 2.31\n",
"3 0.29 62.4 58.0 334 4.20 4.23 2.63\n",
"4 0.31 63.3 58.0 335 4.34 4.35 2.75"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# data slicing : 필요없는 열을 삭제하기\n",
"# data.drop([\"v1\", \"v2\", ..., \"vk\"], axis = )\n",
"\n",
"# cut, color, clarity를 삭제,\n",
"# 열\n",
"diamonds2 = diamonds.drop([\"cut\", \"color\", \"clarity\"], axis = 1)\n",
"diamonds2.head()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "d0cd8fe2-e243-42c6-bd48-cdaf95789ea4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" carat | \n",
" depth | \n",
" table | \n",
" price | \n",
" x | \n",
" y | \n",
" z | \n",
"
\n",
" \n",
" \n",
" \n",
" 2029 | \n",
" 0.70 | \n",
" 61.2 | \n",
" 56.0 | \n",
" 3105 | \n",
" 5.75 | \n",
" 5.68 | \n",
" 3.50 | \n",
"
\n",
" \n",
" 46770 | \n",
" 0.66 | \n",
" 60.6 | \n",
" 58.0 | \n",
" 1802 | \n",
" 5.69 | \n",
" 5.63 | \n",
" 3.43 | \n",
"
\n",
" \n",
" 48534 | \n",
" 0.54 | \n",
" 61.6 | \n",
" 54.0 | \n",
" 1987 | \n",
" 5.24 | \n",
" 5.25 | \n",
" 3.23 | \n",
"
\n",
" \n",
" 19074 | \n",
" 1.54 | \n",
" 60.7 | \n",
" 56.0 | \n",
" 7848 | \n",
" 7.51 | \n",
" 7.46 | \n",
" 4.54 | \n",
"
\n",
" \n",
" 10816 | \n",
" 1.05 | \n",
" 62.7 | \n",
" 54.0 | \n",
" 4866 | \n",
" 6.50 | \n",
" 6.54 | \n",
" 4.09 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" carat depth table price x y z\n",
"2029 0.70 61.2 56.0 3105 5.75 5.68 3.50\n",
"46770 0.66 60.6 58.0 1802 5.69 5.63 3.43\n",
"48534 0.54 61.6 54.0 1987 5.24 5.25 3.23\n",
"19074 1.54 60.7 56.0 7848 7.51 7.46 4.54\n",
"10816 1.05 62.7 54.0 4866 6.50 6.54 4.09"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# sampling : 표본 추출\n",
"# data.sample(frac = 비율)\n",
"# 비율 : 0 ~ 1\n",
"# 비율 : 0.05 : 5%\n",
"diamonds3 = diamonds2.sample(frac = 0.05)\n",
"diamonds3.head()"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "dd538da4-cad7-4742-a8a2-0e839a2df1b3",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 산점행렬도\n",
"# sns.pairplot(data)\n",
"# plt.show()\n",
"sns.pairplot(diamonds3)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "cc0f924e-9bfb-48d8-955f-c460d240e2e9",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" UTILIIZA_TIME | \n",
" SETLE_PRICE | \n",
"
\n",
" \n",
" \n",
" \n",
" UTILIIZA_TIME | \n",
" 1.000000 | \n",
" 0.493041 | \n",
"
\n",
" \n",
" SETLE_PRICE | \n",
" 0.493041 | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" UTILIIZA_TIME SETLE_PRICE\n",
"UTILIIZA_TIME 1.000000 0.493041\n",
"SETLE_PRICE 0.493041 1.000000"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# (2) 상관계수(Coefficient of Correlation) : 상관관계를 수치화\n",
"# r : -1 ~ 1 사이의 값을 가짐\n",
"# |r| : 1에 가까우면 매우 강한(높은) 상관관계가 있다.\n",
"# |r| : 0에 가까우면 상관관계가 없다.\n",
"\n",
"# 상관계수를 구하는 방법 : Pearson, Spearman, Kendall\n",
"\n",
"\n",
"# 참고 : 통계학의 거장\n",
"# (1) Karl Pearson\n",
"# (2) R. A. Fisher\n",
"\n",
"# data(DataFrame) slicing : data.loc[행, 열]\n",
"car2 = car.loc[: , [\"UTILIIZA_TIME\", \"SETLE_PRICE\"]]\n",
"car2.head()\n",
"\n",
"# 상관계수\n",
"# data.corr(method = \"pearson\")\n",
"car2.corr(method = \"pearson\")"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "40adaed6-2094-4ef0-bc30-157163832e5c",
"metadata": {},
"outputs": [],
"source": [
"# 상관계수 해석의 일반적인 가이드\n",
"\n",
"# 상관계수의 절대값\n",
"# 0.0 이상 ~ 0.2 미만 : 상관관계가 없다.\n",
"# 0.2 이상 ~ 0.4 미만 : 낮은(약한) 상관관계가 있다.\n",
"# 0.4 이상 ~ 0.6 미만 : 보통의 상관관계가 있다.\n",
"# 0.6 이상 ~ 0.8 미만 : 높은(강한) 상관관계가 있다.\n",
"# 0.8 이상 ~ 1.0 이하 : 매우 높은(강한) 상관관계가 있다.\n",
"\n",
"# 렌트카 이용시간과 이용금액의 상관계수 : 0.493\n",
"# 렌크가 이용시간과 이용금액 간에는 보통의 양의 상관관계가 있는 것 같다."
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "ad5557b5-4adb-45d2-9b33-092e907ea787",
"metadata": {},
"outputs": [
{
"data": {
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" | \n",
" UTILIIZA_TIME | \n",
" SETLE_PRICE | \n",
"
\n",
" \n",
" \n",
" \n",
" 4 | \n",
" 72 | \n",
" 171900 | \n",
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\n",
" \n",
" 11 | \n",
" 72 | \n",
" 192900 | \n",
"
\n",
" \n",
" 15 | \n",
" 24 | \n",
" 53900 | \n",
"
\n",
" \n",
" 18 | \n",
" 74 | \n",
" 183700 | \n",
"
\n",
" \n",
" 23 | \n",
" 68 | \n",
" 102500 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 25618 | \n",
" 108 | \n",
" 157000 | \n",
"
\n",
" \n",
" 25620 | \n",
" 51 | \n",
" 70000 | \n",
"
\n",
" \n",
" 25625 | \n",
" 48 | \n",
" 142300 | \n",
"
\n",
" \n",
" 25628 | \n",
" 49 | \n",
" 167300 | \n",
"
\n",
" \n",
" 25629 | \n",
" 52 | \n",
" 46600 | \n",
"
\n",
" \n",
"
\n",
"
8930 rows × 2 columns
\n",
"
"
],
"text/plain": [
" UTILIIZA_TIME SETLE_PRICE\n",
"4 72 171900\n",
"11 72 192900\n",
"15 24 53900\n",
"18 74 183700\n",
"23 68 102500\n",
"... ... ...\n",
"25618 108 157000\n",
"25620 51 70000\n",
"25625 48 142300\n",
"25628 49 167300\n",
"25629 52 46600\n",
"\n",
"[8930 rows x 2 columns]"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 참고\n",
"# 여자의 이용시간, 이용금액 데이터 추출\n",
"car.loc[car.SEXDSTN_FLAG_NM == \"여성\" , [\"UTILIIZA_TIME\", \"SETLE_PRICE\"]]"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "736035dd-7ba8-44be-bad6-528040e31a14",
"metadata": {},
"outputs": [
{
"data": {
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" carat | \n",
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" 0.028 | \n",
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"
\n",
" \n",
" price | \n",
" 0.922 | \n",
" -0.011 | \n",
" 0.127 | \n",
" 1.000 | \n",
" 0.884 | \n",
" 0.865 | \n",
" 0.861 | \n",
"
\n",
" \n",
" x | \n",
" 0.975 | \n",
" -0.025 | \n",
" 0.195 | \n",
" 0.884 | \n",
" 1.000 | \n",
" 0.975 | \n",
" 0.971 | \n",
"
\n",
" \n",
" y | \n",
" 0.952 | \n",
" -0.029 | \n",
" 0.184 | \n",
" 0.865 | \n",
" 0.975 | \n",
" 1.000 | \n",
" 0.952 | \n",
"
\n",
" \n",
" z | \n",
" 0.953 | \n",
" 0.095 | \n",
" 0.151 | \n",
" 0.861 | \n",
" 0.971 | \n",
" 0.952 | \n",
" 1.000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" carat depth table price x y z\n",
"carat 1.000 0.028 0.182 0.922 0.975 0.952 0.953\n",
"depth 0.028 1.000 -0.296 -0.011 -0.025 -0.029 0.095\n",
"table 0.182 -0.296 1.000 0.127 0.195 0.184 0.151\n",
"price 0.922 -0.011 0.127 1.000 0.884 0.865 0.861\n",
"x 0.975 -0.025 0.195 0.884 1.000 0.975 0.971\n",
"y 0.952 -0.029 0.184 0.865 0.975 1.000 0.952\n",
"z 0.953 0.095 0.151 0.861 0.971 0.952 1.000"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 상관계수 행렬\n",
"# data.corr(method = \"pearson\")\n",
"round(diamonds2.corr(method = \"pearson\"), ndigits = 3)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "13e4b07c-0808-4eaa-adcc-0038d56e109c",
"metadata": {},
"outputs": [],
"source": [
"# 참고 : 소수점\n",
"# (1) 백분율 : 첫째 자리\n",
"# (2) 평균, 표준편차, 표준오차 : 둘째 자리\n",
"# (3) 검정통계량, 상관계수, 회귀계수, 결정계수, 변동계수, 유의확률 : 셋째 자리"
]
},
{
"cell_type": "markdown",
"id": "ce9b33fa-ec44-425c-b6ee-ef89bec18d8e",
"metadata": {},
"source": [
"#### 6. EDA 보고서 기능"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "544ac614-ca33-45fb-97bc-8f060916dc38",
"metadata": {},
"outputs": [],
"source": [
"# pandas-profiling : 패키지"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}