{
"cells": [
{
"cell_type": "markdown",
"id": "c34ca8e2",
"metadata": {},
"source": [
"# Heart Failure Prediction EDA"
]
},
{
"cell_type": "markdown",
"id": "d1f300f2",
"metadata": {},
"source": [
"## 1. 문제 정의\n",
"- 데이터 세트에는 심장 질환 발생과 관련있는 11가지 features 존재\n",
"- 11가지 임상의 특징들을 통해 환자가 심장질환을 가질지 여부 예측하기\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "6373b617",
"metadata": {},
"source": [
"독립변수 : Age, Sex, ChestPainType, RestingBP, Cholesterol, FastingBS, RestingECG, MaxHR, ExerciseAngina, Oldpeak, ST_Slope"
]
},
{
"cell_type": "markdown",
"id": "3b91d42c",
"metadata": {},
"source": [
"종속변수 : HeartDisease"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "4262397b",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"%matplotlib inline\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"id": "0cc74ebe",
"metadata": {},
"source": [
"## 2. 데이터 불러오기"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e69fed95",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Age | \n",
" Sex | \n",
" ChestPainType | \n",
" RestingBP | \n",
" Cholesterol | \n",
" FastingBS | \n",
" RestingECG | \n",
" MaxHR | \n",
" ExerciseAngina | \n",
" Oldpeak | \n",
" ST_Slope | \n",
" HeartDisease | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 40 | \n",
" M | \n",
" ATA | \n",
" 140 | \n",
" 289 | \n",
" 0 | \n",
" Normal | \n",
" 172 | \n",
" N | \n",
" 0.0 | \n",
" Up | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" 49 | \n",
" F | \n",
" NAP | \n",
" 160 | \n",
" 180 | \n",
" 0 | \n",
" Normal | \n",
" 156 | \n",
" N | \n",
" 1.0 | \n",
" Flat | \n",
" 1 | \n",
"
\n",
" \n",
" 2 | \n",
" 37 | \n",
" M | \n",
" ATA | \n",
" 130 | \n",
" 283 | \n",
" 0 | \n",
" ST | \n",
" 98 | \n",
" N | \n",
" 0.0 | \n",
" Up | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" 48 | \n",
" F | \n",
" ASY | \n",
" 138 | \n",
" 214 | \n",
" 0 | \n",
" Normal | \n",
" 108 | \n",
" Y | \n",
" 1.5 | \n",
" Flat | \n",
" 1 | \n",
"
\n",
" \n",
" 4 | \n",
" 54 | \n",
" M | \n",
" NAP | \n",
" 150 | \n",
" 195 | \n",
" 0 | \n",
" Normal | \n",
" 122 | \n",
" N | \n",
" 0.0 | \n",
" Up | \n",
" 0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG MaxHR \n",
"0 40 M ATA 140 289 0 Normal 172 \\\n",
"1 49 F NAP 160 180 0 Normal 156 \n",
"2 37 M ATA 130 283 0 ST 98 \n",
"3 48 F ASY 138 214 0 Normal 108 \n",
"4 54 M NAP 150 195 0 Normal 122 \n",
"\n",
" ExerciseAngina Oldpeak ST_Slope HeartDisease \n",
"0 N 0.0 Up 0 \n",
"1 N 1.0 Flat 1 \n",
"2 N 0.0 Up 0 \n",
"3 Y 1.5 Flat 1 \n",
"4 N 0.0 Up 0 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df=pd.read_csv('heart.csv')\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "38fa53d4",
"metadata": {},
"source": [
"## 컬럼 살펴보기\n",
"- Age : 환자 나이\n",
"- Sex : 성별 (M = 남성, F = 여성)\n",
"- ChestPainType : 가슴 통증 유형\n",
" - TA: 일반 협심증, ATA: 비정형 협심증, NAP: 비혈관 통증, ASY: 무증상\n",
"- RestingBP : 휴식기 혈압( mm Hg 단위)\n",
"- Cholesterol : 혈청 콜레스테롤(mg/dl)\n",
" - 혈청 콜레스테롤은 혈액에 있는 총 콜레스테롤의 양을 나타냄\n",
"- FastingBS : 공복 혈당\n",
" - 1: 공복일 때 BS > 120 mg/dl, 0: 그렇지 않은 경우\n",
"- RestingECG : 휴식기 심전도 \n",
" - Normal: 정상, ST: ST-T파 이상(T파 반전 및/또는 ST 상승 또는 우울 0.05mV 이상), LVH: Estes 기준으로 추정되거나 확실한 좌실 비대를 보임\n",
"- MaxHR : 최대 심박수 \n",
" - 60에서 202 사이의 숫자 값\n",
"- ExerciseAngina : 운동성 협심증\n",
" - Y: 예, N: 아니오\n",
"- Oldpeak : ST 세그먼트 하강 정도 측정 수치\n",
" - ST 세그먼트(분절) -> 심전도 전기 그래프 중 일부 주기\n",
" - ST 세그먼트 하강 -> ST 세그먼트 수치가 기준선 아래로 낮아 일부 심장질환의 발견 징조가 될 수 있음\n",
"- ST_Slope : 피크 운동 ST 세그먼트의 기울기\n",
" - 기울기에 따라 심장질환의 발견 징조가 될 수 있음\n",
" - Up: 위로, Flat: 평평하게, Down: 아래로\n",
"- HeartDisease : 심장질환 여부\n",
" - 1: 심장질환 , 0: 정상"
]
},
{
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"
}
},
"cell_type": "markdown",
"id": "f3634db8",
"metadata": {},
"source": [
""
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "59ca0fc6",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "dd217d34",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(918, 12)\n",
"Age 0\n",
"Sex 0\n",
"ChestPainType 0\n",
"RestingBP 0\n",
"Cholesterol 0\n",
"FastingBS 0\n",
"RestingECG 0\n",
"MaxHR 0\n",
"ExerciseAngina 0\n",
"Oldpeak 0\n",
"ST_Slope 0\n",
"HeartDisease 0\n",
"dtype: int64\n"
]
}
],
"source": [
"print(df.shape)\n",
"print(df.isnull().sum())"
]
},
{
"cell_type": "markdown",
"id": "7a54c2ba",
"metadata": {},
"source": [
"- 918행과 12열로 구성\n",
"- 결측치 부재"
]
},
{
"cell_type": "markdown",
"id": "fb6d1ced",
"metadata": {},
"source": [
"## 3. 데이터 전처리 및 EDA"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "620eeb47",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Age | \n",
" Sex | \n",
" ChestPainType | \n",
" RestingBP | \n",
" Cholesterol | \n",
" FastingBS | \n",
" RestingECG | \n",
" MaxHR | \n",
" ExerciseAngina | \n",
" Oldpeak | \n",
" ST_Slope | \n",
" HeartDisease | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" 40 | \n",
" M | \n",
" ATA | \n",
" 140 | \n",
" 289 | \n",
" 0 | \n",
" Normal | \n",
" 172 | \n",
" N | \n",
" 0.0 | \n",
" Up | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" 49 | \n",
" F | \n",
" NAP | \n",
" 160 | \n",
" 180 | \n",
" 0 | \n",
" Normal | \n",
" 156 | \n",
" N | \n",
" 1.0 | \n",
" Flat | \n",
" 1 | \n",
"
\n",
" \n",
" 3 | \n",
" 37 | \n",
" M | \n",
" ATA | \n",
" 130 | \n",
" 283 | \n",
" 0 | \n",
" ST | \n",
" 98 | \n",
" N | \n",
" 0.0 | \n",
" Up | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" 48 | \n",
" F | \n",
" ASY | \n",
" 138 | \n",
" 214 | \n",
" 0 | \n",
" Normal | \n",
" 108 | \n",
" Y | \n",
" 1.5 | \n",
" Flat | \n",
" 1 | \n",
"
\n",
" \n",
" 5 | \n",
" 54 | \n",
" M | \n",
" NAP | \n",
" 150 | \n",
" 195 | \n",
" 0 | \n",
" Normal | \n",
" 122 | \n",
" N | \n",
" 0.0 | \n",
" Up | \n",
" 0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG MaxHR \n",
"1 40 M ATA 140 289 0 Normal 172 \\\n",
"2 49 F NAP 160 180 0 Normal 156 \n",
"3 37 M ATA 130 283 0 ST 98 \n",
"4 48 F ASY 138 214 0 Normal 108 \n",
"5 54 M NAP 150 195 0 Normal 122 \n",
"\n",
" ExerciseAngina Oldpeak ST_Slope HeartDisease \n",
"1 N 0.0 Up 0 \n",
"2 N 1.0 Flat 1 \n",
"3 N 0.0 Up 0 \n",
"4 Y 1.5 Flat 1 \n",
"5 N 0.0 Up 0 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# index를 1부터로 수정\n",
"df.reset_index(drop=True)\n",
"df.reset_index()\n",
"df.index += 1\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "ea0d5025",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 918 entries, 1 to 918\n",
"Data columns (total 12 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Age 918 non-null int64 \n",
" 1 Sex 918 non-null object \n",
" 2 ChestPainType 918 non-null object \n",
" 3 RestingBP 918 non-null int64 \n",
" 4 Cholesterol 918 non-null int64 \n",
" 5 FastingBS 918 non-null int64 \n",
" 6 RestingECG 918 non-null object \n",
" 7 MaxHR 918 non-null int64 \n",
" 8 ExerciseAngina 918 non-null object \n",
" 9 Oldpeak 918 non-null float64\n",
" 10 ST_Slope 918 non-null object \n",
" 11 HeartDisease 918 non-null int64 \n",
"dtypes: float64(1), int64(6), object(5)\n",
"memory usage: 86.2+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "markdown",
"id": "c057e820",
"metadata": {},
"source": [
"- 정수형 변수 -> 6개\n",
"- 실수형 변수 -> 1개\n",
"- 범주형 변수 -> 5개\n",
" - 범주형 변수가 많으며 추후에 연속형으로 변환 필요"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "45bd6a1c",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Age | \n",
" RestingBP | \n",
" Cholesterol | \n",
" FastingBS | \n",
" MaxHR | \n",
" Oldpeak | \n",
" HeartDisease | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 918.000000 | \n",
" 918.000000 | \n",
" 918.000000 | \n",
" 918.000000 | \n",
" 918.000000 | \n",
" 918.000000 | \n",
" 918.000000 | \n",
"
\n",
" \n",
" mean | \n",
" 53.510893 | \n",
" 132.396514 | \n",
" 198.799564 | \n",
" 0.233115 | \n",
" 136.809368 | \n",
" 0.887364 | \n",
" 0.553377 | \n",
"
\n",
" \n",
" std | \n",
" 9.432617 | \n",
" 18.514154 | \n",
" 109.384145 | \n",
" 0.423046 | \n",
" 25.460334 | \n",
" 1.066570 | \n",
" 0.497414 | \n",
"
\n",
" \n",
" min | \n",
" 28.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 60.000000 | \n",
" -2.600000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 25% | \n",
" 47.000000 | \n",
" 120.000000 | \n",
" 173.250000 | \n",
" 0.000000 | \n",
" 120.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 50% | \n",
" 54.000000 | \n",
" 130.000000 | \n",
" 223.000000 | \n",
" 0.000000 | \n",
" 138.000000 | \n",
" 0.600000 | \n",
" 1.000000 | \n",
"
\n",
" \n",
" 75% | \n",
" 60.000000 | \n",
" 140.000000 | \n",
" 267.000000 | \n",
" 0.000000 | \n",
" 156.000000 | \n",
" 1.500000 | \n",
" 1.000000 | \n",
"
\n",
" \n",
" max | \n",
" 77.000000 | \n",
" 200.000000 | \n",
" 603.000000 | \n",
" 1.000000 | \n",
" 202.000000 | \n",
" 6.200000 | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Age RestingBP Cholesterol FastingBS MaxHR \n",
"count 918.000000 918.000000 918.000000 918.000000 918.000000 \\\n",
"mean 53.510893 132.396514 198.799564 0.233115 136.809368 \n",
"std 9.432617 18.514154 109.384145 0.423046 25.460334 \n",
"min 28.000000 0.000000 0.000000 0.000000 60.000000 \n",
"25% 47.000000 120.000000 173.250000 0.000000 120.000000 \n",
"50% 54.000000 130.000000 223.000000 0.000000 138.000000 \n",
"75% 60.000000 140.000000 267.000000 0.000000 156.000000 \n",
"max 77.000000 200.000000 603.000000 1.000000 202.000000 \n",
"\n",
" Oldpeak HeartDisease \n",
"count 918.000000 918.000000 \n",
"mean 0.887364 0.553377 \n",
"std 1.066570 0.497414 \n",
"min -2.600000 0.000000 \n",
"25% 0.000000 0.000000 \n",
"50% 0.600000 1.000000 \n",
"75% 1.500000 1.000000 \n",
"max 6.200000 1.000000 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#연속형 변수들 기술통계량 확인\n",
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "fa68b7a5",
"metadata": {},
"outputs": [],
"source": [
"#범주형 변수와 연속형 변수 구분\n",
"cat_col = ['Sex','ChestPainType','RestingECG','ExerciseAngina','ST_Slope']\n",
"con_col = ['Age','RestingBP','Cholesterol','FastingBS','MaxHR','Oldpeak']"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "54ee85c2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sex\n",
"M 725\n",
"F 193\n",
"Name: count, dtype: int64\n",
"===========\n",
"ChestPainType\n",
"ASY 496\n",
"NAP 203\n",
"ATA 173\n",
"TA 46\n",
"Name: count, dtype: int64\n",
"===========\n",
"RestingECG\n",
"Normal 552\n",
"LVH 188\n",
"ST 178\n",
"Name: count, dtype: int64\n",
"===========\n",
"ExerciseAngina\n",
"N 547\n",
"Y 371\n",
"Name: count, dtype: int64\n",
"===========\n",
"ST_Slope\n",
"Flat 460\n",
"Up 395\n",
"Down 63\n",
"Name: count, dtype: int64\n",
"===========\n"
]
}
],
"source": [
"#범주형 변수들 살펴보기\n",
"for i in cat_col:\n",
" print(df[i].value_counts())\n",
" print('===========')\n"
]
},
{
"cell_type": "markdown",
"id": "8c3052da",
"metadata": {},
"source": [
"### 독립변수 탐색"
]
},
{
"cell_type": "markdown",
"id": "4d3f736d",
"metadata": {},
"source": [
"##### Sex"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "73f42b8d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sex\n",
"M 0.78976\n",
"F 0.21024\n",
"Name: proportion, dtype: float64\n"
]
}
],
"source": [
"#남성이 78.9%, 여성이 21%로 남성 비율이 압도적으로 많음을 확인\n",
"print(df['Sex'].value_counts(normalize=True))\n",
"df['Sex'] = df['Sex'].map({'M': 0, 'F': 1})#M -> 0, F ->1 과 같이 숫자형으로 변환"
]
},
{
"cell_type": "markdown",
"id": "8d5eaced",
"metadata": {},
"source": [
"##### Age"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "ee946e74",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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umzaE6HAbzowB7PDo16FYk96ZItJmhmHwwoFBZP87sTfhYcH5qyQ11sn/DI8DYENlGHVatEMsKDh/ukTEVKsLKlm3t4oIh92yE5wcq6n9o2ko3kmjYWPFznKz44gcQkUtIm322soCAKaPyCQ5JsLkNB0TZrdR8fmzAKzdU0lFbYPJiURaU1GLSJvUeJt4f80+AC4en21ymsCo37WajEg/fgO+3lZqdhyRVlTUItImH67bT02Djz4p0Uzom2x2nIAZkdSEzQbbS2rYU1FrdhyRFipqEWmTg6e9Lxqfjc1mMzlN4MSHw/Cs5mvB/7W1FEPXa4lFqKhF5JhtK64mb3cFYXYbF4zpZXacgDuhXzIRYXaKq71sKtSMZWINKmoROWYHj6ZPG9yDtPhIk9MEXnSEg3F9kgD4ZnsZTT6/yYlEVNQicowamvy8tWovABePD+5Lsn7I6OxEYp0OPN4m1u2tMjuOiIpaRI7Nkvwiymoa6BHn5LTBPcyO02kcYXaOPzBIbuWuChqadFQt5lJRi8gxee275tPeF4zthSNIZyI7VkMz40mICqeu0cf3BRVmx5FuLrR/2kQkIIrc9Xy5pQSAi8aFxrXTPyTMbmNivxQAVu2u1NSiYioVtYgc1Xur9+E3YExOIn1TY8yO0yUGpceSGhtBg89P3i4dVYt5VNQiclRvfd88iOwnIXhJ1pHYbDZO7J8KwOo9lXi8TSYnku5KRS0iP2hToZv8/W7Cw2ycMyLT7Dhdqk9KNJkJkfj8Biu1YIeYxGF2ABGxtrcPXJJ12uA0koJ8AY62aj6qTuEfq/ayYZ+b8X2SiY08tl+b+fn5AcuRmppKTk7oXhInP0xFLSJH5PMbvLO6uajPH9PT5DTm6JkYRVZiJPsq68nbXcGPjnJpmru8edDd7NmzA5YhKjqaTfn5KutuSkUtIkf07Y4yitxeEqLCOW1ImtlxTGGz2ZjQN4W3v9/Lun1VjOuTRIzzyL866zxuAKZfcweDR47t8L9f5NrOwodupbS0VEXdTamoReSIDs5ENn1kJk5HmMlpzJOdFEVmQiT7q+rJc1VwysCjT/iSktWbXgOHdUE6CXUaTCYih1XX4GPR+v0A/GR09zztfZDNZmuZrWzdnipqGzQCXLqOilpEDuufGwupafCRnRzFuN5JZscxXe/kaNLjnTT5DVa5Ks2OI92IilpEDuvgae+fHNczpNadbq//PKpeu6eSugbNViZdQ0UtIocorq7nX1ubRy93p0lOjqZvSgxpcU4afQar91SaHUe6CRW1iBzi/TX78RtwXHb3mTL0WNhstpaPAdbuqaRR61VLF1BRi8gh3v5+D9B9r53+If3TYkmICqe+0c/GfW6z40g3oKIWkVa2FlWzfq8bh93GOSOzzI5jOXabjdHZiQCsclXg9xvmBpKQp6IWkVYOLsBx6uA0krvZlKHHamhWPJHhdtz1TWwr8ZgdR0KcilpEWvj9Bu9+372nDD0W4WF2RvVKBCBvdwWGoaNq6TwqahFp8e3OMvZV1RMX6eD0bjpl6LEa2SuBMLuN4moveyvrzI4jIUxFLSIt3jlwND19RCaR4d13ytBjER3hYGhmPADf7a4wOY2EMhW1iABQ3+jj43WFgKYMPVZjchKxAbvLainzeM2OIyFKRS0iACzeWES1t4meiVGM75NsdpygkBgdQb8ezdeZr9lTZXIaCVUqahEB4O0Dp71/MrondrumDD1WBweVbSp0423StKISeJYuap/Px1133UXfvn2Jioqif//+/Pa3v201wtIwDO6++24yMzOJiopiypQpbN261cTUIsGnpNrL0i0HpwzVae+26JUURUpMBI0+QxOgSKew9HrUDz30EE8//TQvvvgiw4YN47vvvuPyyy8nISGBG264AYCHH36YJ598khdffJG+ffty1113MXXqVDZu3EhkZKTJ34FI13G5XJSWlrbruR9sqcHnNxiYHE5VwRZWFUBqaio5OTkBThl6bDYbI3sl8PnmEtbuqUIrUEugWbqov/nmG8477zymT58OQJ8+fXjllVdYsWIF0Hw0/fjjj3PnnXdy3nnnAfDSSy+Rnp7OO++8wyWXXGJadpGu5HK5GJKbS11tbbuen3HZ4zgzBvDtq08ydt6HAERFR7MpP19lfQyGZMTz9fYyKusaqURzo0tgWbqoTzzxRP785z+zZcsWBg0axJo1a/jqq6947LHHANi5cyeFhYVMmTKl5TkJCQlMmDCBZcuWqail2ygtLaWutpZZ8x4hPad/m57rbrCxuDAcGwaXXX4FziuvoMi1nYUP3UppaamK+hhEOOwMzYxndUEl+9BAPAksSxf1bbfdhtvtZsiQIYSFheHz+bj//vuZNWsWAIWFzZeSpKent3peenp6y7bD8Xq9eL3/vpTC7dbnShIa0nP602tg206+frWtFKigb2os/YcE19ze+fn5ltgHNE+AsrqgkgpicCRmBmSfImDxon799ddZuHAhL7/8MsOGDWP16tXcdNNNZGVlcdlll7V7v/Pnz+c3v/lNAJOKBCe/YbC5sBqA3AOTdwQDd3nzwLfZs2cHbJ8eT8fm7E6KjqB3SjS7y2qJGzM9QKlELF7Ut956K7fddlvLKewRI0awe/du5s+fz2WXXUZGRgYARUVFZGb++y/YoqIijjvuuCPu9/bbb+eWW25p+drtdpOdnd0534SIhe2pqMPjbcLpsNMnNdrsOMesztN8Fmz6NXcweOTYDu0rf8VSPn7xCerr6zuca1SvRHaX1RI7Ygo+Q2fqJDAsXdS1tbXY7a2vIAsLC8Pvb16svW/fvmRkZLBkyZKWYna73Sxfvpxrr732iPt1Op04nc5Oyy0SLDbtby6TQelxOOyWvlrzsFKyerf5VP9/K3JtD1Aa6JMSjZMGvJGxlPoaA7Zf6d4sXdTnnnsu999/Pzk5OQwbNozvv/+exx57jJ///OdA82URN910E/fddx8DBw5suTwrKyuLGTNmmBtexOIaff6WJRqHZMSZnCY02Gw20qnCRQ/2NwXPGQqxNksX9R/+8AfuuusurrvuOoqLi8nKyuKaa67h7rvvbnnMr371K2pqarj66quprKzkpJNOYtGiRbqGWuQothd7aPQZJESFk5mgn5dASaeS3f5kqnBSUdtAUrTW9JaOsXRRx8XF8fjjj/P4448f8TE2m417772Xe++9t+uCiYSA/AODyIZkxGGzacrQQHHSRN2OPKIHHM+GfW5OGpBqdiQJcsH3oZSIdJjH20RBefPkKME02jtYeNb+E4CN+9z4/MZRHi3yw1TUIt3Q5sJqDCAzIZKEqHCz44Scuu0rCcdHXaOPnaU1ZseRIKeiFulmDMMg/8Bobx1NdxK/jwxH8xmLDfu0/KV0jIpapJsp8Xgpq2kgzGZjYFqs2XFC1sGi3l1WS3W9LtWS9lNRi3QzGw4sxdivRwyR4WEmpwld0XYfvRKjMEDLX0qHqKhFupEmn79lytBhWTrt3dmG9Wx+jfMLqzEMDSqT9lFRi3Qj20o8eJv8xEU6yEnWhBydrX+PWMLDbFTVNbK/quNTlEr3pKIW6UYOnvYemhmva6e7QHiYnQEHxgFsOnAmQ6StVNQi3URlbQN7KuoAGKrT3l1mSEbza72lqJqmA+sUiLSFilqkm9h44JKsnORo4iN17XRX6ZUURYwzDG+Tn91ltWbHkSCkohbpBvyGQf5+DSIzg91mY3B686InB69fF2kLFbVIN7C7rBaPt4nIcDv9esSYHafbOXj6e1dpLfWNPpPTSLBpV1H369ePsrKyQ+6vrKykX79+HQ4lIoF1cHasIRnxQbnudLDrEeckNTYCn2GwtdhjdhwJMu36id21axc+36F/FXq9Xvbu3dvhUCISODXeppb5pnXa2zwHj6o36fS3tFGblrl87733Wv77k08+ISEhoeVrn8/HkiVL6NOnT8DCiUjHrd9Xhd9oXoAjNdZpdpxua3B6HF9tK2VfVT1VdY1aDEWOWZuKesaMGUDzGtCXXXZZq23h4eH06dOH3/3udwELJyId4/cbrN/bfAQ3slfCUR4tnSk20kF2chQF5XVsLqzm+L7JZkeSINGmovYfuAawb9++rFy5ktRULYguYmU7SmvweJuICg9rmXhDzDM4PY6C8jq2FKuo5di16zPqnTt3qqRFgsDaPZVA82fTGkRmvv49YrHboMzTQHlNg9lxJEi06Yj6Py1ZsoQlS5ZQXFzccqR90HPPPdfhYCLSMeU1DRRU1GEDRvTUaW8riAwPIyc5ml1ltWwtqmZCvxSzI0kQaNef2L/5zW8488wzWbJkCaWlpVRUVLS6iYj51u1tviSrb2oM8Rq4ZBmDDkx+skWXackxatcR9TPPPMMLL7zA//7v/wY6j4gEQKPP3zJlqAaRWUu/1BjCbDbKaxoo83hJ0Uh8OYp2HVE3NDRw4oknBjqLiATI5sJqGpr8JESFazlLi3GGh5GT0vz/REfVcizaVdRXXnklL7/8cqCziEgAGIbB6gODyEb2StBylhY0KL15BP7WomoMwzA5jVhdu05919fX8+c//5lPP/2UkSNHEh7e+vOvxx57LCDhRKTtXOW1lHkaCA+zMTRTM5FZUd/UGMLsNipqGyn1NNAjTqe/5cjaVdRr167luOOOA2D9+vWttumvdxFzrXJVAjAsK4HI8DBzw8hhOR1h9EmJZntJDVuLq1XU8oPaVdSff/55oHOISABUNthwlddiA0ZnJ5odR37AwLQ4tpfUsKXIw8R+KTrIkSPSDAgiIWRrdfOP9MC0WF2SZXEHT39X1TVSUu01O45YWLuOqE877bQf/Ovvs88+a3cgEWmfsLgUCmqai3pM76SA7DM/P99S+wklEQ57y+nvbSUe0uIjzY4kFtWuoj74+fRBjY2NrF69mvXr1x+yWIeIdI24MediYKNnYhTpHfyl7y4vAWD27NmBiNbC49HlSP9pQFos20tq2F5Sw4n9NS2zHF67ivr3v//9Ye//9a9/rR9EERPUNvqJGz0NgDE5iR3eX52nebKU6dfcweCRYzu8v/wVS/n4xSeor6/v8L5CSd+UGOy25uley2saSI6JMDuSWFC75/o+nNmzZ3P88cfz6KOPBnK3InIUn+6oxe6MIdZh0Dc1JmD7TcnqTa+Bwzq8nyLX9gCkCT3O8DCyk6LZXV7L9hIPyTFaUUsOFdDBZMuWLSMyUp+ziHSl+kYf72yuAWBQvE+jh4NM/wPLj24v0dlIObx2HVGff/75rb42DIP9+/fz3XffcddddwUkmIgcm4XLXVTW+2mqLKR3to7Igk2/1Bg+A4rcXtz1jcRHarS+tNauI+qEhIRWt+TkZE499VQ++ugj7rnnnkBnFJEjqG/08czS5tPKVctex66D6aAT43SQldB8JnJHSY3JacSK2nVE/fzzzwc6h4i0w8LlLkqqvaTFhLF7/WfAL8yOJO3QPy2WfVX1bC/2cJwmqpH/0qHBZHl5eS3XRw4bNozRo0cHJJSIHN1/Hk3PzI1lpb/J5ETSXv17xPKvraXsrayjtqGJ6IiAjvOVINeud0NxcTGXXHIJX3zxBYmJiQBUVlZy2mmn8eqrr9KjR49AZhRpN5fLRWlpaUD2lZqaSk5OTkD2FQgHj6Z7JUVxau8os+NIByREhdMjzklJtZedpTUMy9Ia4vJv7Srq66+/nurqajZs2EBubi4AGzdu5LLLLuOGG27glVdeCWhIkfZwuVwMyc2lrrY2IPuLio5mU36+Jcr6P4+m5542gPCwwPwxIubp3yOGkmov24o9KmpppV1FvWjRIj799NOWkgYYOnQoCxYs4MwzzwxYOJGOKC0tpa62llnzHiE9p3+H9lXk2s7Ch26ltLTUEkX9wje7Wo6mzx/Ti/VrVdTBbkCPWL7dUU5BeR3eJh9Oh1Y+k2btKmq/33/IGtQA4eHh+P3+DocSCaT0nP4BmbTDKsprGljw2TYAbp4yiAiH1tYJBckxESREhVNV14irrJaB6XFmRxKLaNdP+Omnn86NN97Ivn37Wu7bu3cvN998M5MnTw5YOBE51BOfbqHa28SwrHh+Mrqn2XEkQGw2G/16NM8qt6NUl2nJv7WrqJ966incbjd9+vShf//+9O/fn759++J2u/nDH/4Q6IwicsD2Eg8Ll7sAuGN6LnZdOB1S+h2Y/nVXaQ1+v2FyGrGKdp36zs7OZtWqVXz66ads2rQJgNzcXKZMmRLQcCLS2oMfb6LJbzAlN02rLYWgrIQonA479U1+9lfV0zNJo/mljUfUn332GUOHDsXtdmOz2TjjjDO4/vrruf766xk/fjzDhg3jX//6V2dlFenWvt1RxuKNRYTZbdw2bYjZcaQT2O22lkVVdpRq7m9p1qaifvzxx7nqqquIj48/ZFtCQgLXXHMNjz32WMDCiUgzv9/ggY+aJxf66fHZDEjTQKNQ1S9Vn1NLa20q6jVr1nDWWWcdcfuZZ55JXl5eh0OJSGuvrixg7Z4qYp0ObpoyyOw40olyUqKx26CytpGKmgaz44gFtKmoi4qKDntZ1kEOh4OSkpIOhxKRfyuurufBj5uPpn955iBSY50mJ5LO5HSE0SspGtBRtTRrU1H37NmT9evXH3H72rVryczM7HAoEfm3+z7Ix13fxIieCVw6sY/ZcaQLtJz+1hrVQhuL+uyzz+auu+6ivr7+kG11dXXcc889nHPOOQELJ9LdLd1Swntr9mG3wQM/GUGYLsfqFvoeuJ56f1U9Xp/JYcR0bbo868477+Stt95i0KBBzJ07l8GDBwOwadMmFixYgM/n44477uiUoCLdTX2jj7veaT6D9bMT+zKil+Z/7i7iI8PpEeukxOOlsE4zz3V3bSrq9PR0vvnmG6699lpuv/12DKP5gnybzcbUqVNZsGAB6enpnRJUpLt5cslWXOW1ZCZEcsuZGkDW3fTtEUOJx8s+FXW31+YJT3r37s1HH31ERUUF27ZtwzAMBg4cSFJSUmfkE+mWvndV8KcvdwDw6x8PI9ap9Ym7m36pMazYWU5RvQ3CjjyIV0Jfu3/6k5KSGD9+fCCzHNbevXuZN28eH3/8MbW1tQwYMIDnn3+ecePGAWAYBvfccw9/+ctfqKysZNKkSTz99NMMHDiw07NJ95Ofnx+wfR1pfesabxM3v7Yan9/g3FFZTB2WEbB/U4JHWpyTGGcYNV4fkb1Hmh1HTGTpP9MrKiqYNGkSp512Gh9//DE9evRg69atrY7eH374YZ588klefPFF+vbty1133cXUqVPZuHEjkZGRJqaXUOIub77scPbs2QHb55HWt/7tBxvZVVZLVkIk980YHrB/T4KLzWajX2os6/ZWET1ggtlxxESWLuqHHnqI7Oxsnn/++Zb7+vbt2/LfhmHw+OOPc+edd3LeeecB8NJLL5Gens4777zDJZdc0uWZJTTVedwATL/mDgaPHNvh/R1pfetPNhTy6soCbDb43UXHkRClU57dWb/UGNbtrSJqwISWMUHS/Vi6qN977z2mTp3KhRdeyNKlS+nZsyfXXXcdV111FQA7d+6ksLCw1WIgCQkJTJgwgWXLlh2xqL1eL16vt+Vrt9vdud+IhIyUrN6dtrZ1sbue2/6xFoCrT+nHxP4pnfLvSPDolRRFmM2AuBR2VDTR8T8RJRhZejjhjh07Wj5v/uSTT7j22mu54YYbePHFFwEoLCwEOGSkeXp6esu2w5k/fz4JCQktt+zs7M77JkSOQZPPz02vraaitpGhmfH88ozBZkcSC3CE2UmPbD6SXrnv0PkrpHuwdFH7/X7GjBnDAw88wOjRo7n66qu56qqreOaZZzq039tvv52qqqqWW0FBQYASi7TPgx9v4pvtZURHhPHkT48jwmHpH03pQllRfkBF3Z1Z+rdBZmYmQ4cObXVfbm4uLpcLgIyM5tGwRUVFrR5TVFTUsu1wnE4n8fHxrW4iZnl39V7++tVOAH534SitjCWtZET5Mfw+dlY2sa+yzuw4YgJLF/WkSZPYvHlzq/u2bNlC7969geaBZRkZGSxZsqRlu9vtZvny5UycOLFLs4q0x46KRn71ZvPn0nNO68+0EZorX1pzhoF33yYAlmwqNjmNmMHSRX3zzTfz7bff8sADD7Bt2zZefvll/vznPzNnzhyg+fKFm266ifvuu4/33nuPdevWcemll5KVlcWMGTPMDS9yFPaoeB76ugJvk59TB/fgFn0uLUdQt20FAJ9uLDrKIyUUWbqox48fz9tvv80rr7zC8OHD+e1vf8vjjz/OrFmzWh7zq1/9iuuvv56rr76a8ePH4/F4WLRoka6hFktr8kPaBfdQUuujT0o0T1wyWgtuyBHVblsOwLLtZdR4m0xOI13N0pdnAZxzzjk/uCKXzWbj3nvv5d577+3CVCLt5/MbLCt14MwaTGyEjb9eNk7XS8sPairbQ0ZsGIUeH//aWsJZw/URSXdi6SNqkVBjGAb/3FhIcb0df0M9d56crMFjckzGZzWfJfw0X59TdzcqapEuYhgGS7eUsKXIgw2DknceYFBKhNmxJEiMy3IC8PmmYnx+zVLWnaioRbqAYRh8ubWUNXuqABif4qN+5yqTU0kwyU2NIC7SQVlNA6sLKsyOI11IRS3SyfyGwZJNxawuqATgtME9yI7xmxtKgo7DbuO0wWmATn93NypqkU7k8xt8sqGQDfvc2IAzhqYzslei2bEkSE3OPVDUukyrW1FRi3SSRp+fj9btZ0uRB7sNpg3PYGimZsGT9jt1UBoOu42txR52l9WYHUe6iIpapBNU1zfyZt4edpTWEGa3cc7ILAama3S3dExCdDjj+yQDOv3dnaioRQKs0F3PaysLKK72EhUexvmje9I3NcbsWBIipgxtXi1wSb5Of3cXKmqRANpcWM2beXuoafCREhPBJeOzyUqMMjuWhJApBz6nXrGznKq6RpPTSFdQUYsEQKPPz6f5RSzaUIjPb9AnJZoLx/UiXjOOSYD1TolhQFosTf7m6/Il9KmoRTqo1OPl1ZUFbNjnBmB8nyTOHZWF0xFmcjIJVVNydfq7O1FRi7STYRis3VPJqysLKK9pICai+fPoE/unYrdpgQ3pPAdPf3++qZhGn67JD3WWX5RDxIrqG30syS9mW4kHgN4p0Zw5NJ3oCP1ISecbnZNEckwE5TUNfLergon9U8yOJJ1IR9QibbSvso6XV7jYVtJ8ffTJA1M5b1SWSlq6TNh/zFKm09+hT0UtcqxsdnY3xvLmqj1U1zeREBXOReOyGZOThE2nuqWLHTz9/Wl+EYahRTpCmQ4BRI5BAw7SLvotuxqbZxYbnB7HaUN6aMCYmObkQT2ICLOzq6yW7SU1DEiLNTuSdBIdUYscxa7SGr6nL1F9RmHHzxm56Uwdlq6SFlPFOh2ccOCz6U91+jukqahFjsBvGCzbXsa7a/bRiIOGoh2MjSxlaFa8TnWLJZyRq8+puwMVtchh1DX4eHf1PlbsKgcgk3L2/+2XRNubTE4m8m+nH7ieOm93BeU1DSankc6iohb5L0Xuel5Z6cJVXovDbmPqsHT6UwQ+Tdco1tIzMYqhmfH4jeZrqiU0qahF/sO2Yg9v5P17VPfF47MZkqGlKcW6Do7+XrJJp79DlYpa5IDVBZV8uG5/y1zdPz0+m9RYp9mxRH7Q5AOnv5duLsHb5DM5jXQGFbV0e4Zh8OXWkpYFDob3jOfckZqrW4LDiJ4JpMU5qWnwsXxHudlxpBPoOmrp1vx+g39uLGJzUTUAJ/ZPYVzvrpvAJD8/31L7keBjt9uYnJvGKysK+DS/iFMG9TA7kgSYilq6Lb/x75K22+CMoeld9nm0u7z56H327NkB3a/H4wno/iQ4TMlN55UVBSzJL+Y3PzZ0+WCIUVFLt+Q3DBb/R0lPG57ZpTM71Xmal8Scfs0dDB45tsP7y1+xlI9ffIL6+voO70uCz6QBqUSG29lbWUf+/mqGZmkAZChRUUu34zcMPs0vYlNhNTYbnDU8w7TpF1OyetNr4LAO76fItT0AaSRYRYaHcfLAHizeWMQnGwpV1CFGg8mkWzEMg6VbSsjf31zS04ZlMDAtzuxYIh02dVgGAJ9sKDQ5iQSailq6le8LKlm7pwqAqUMzGJiukpbQMCU3jTC7jU2F1ewuqzE7jgSQilq6jW3FHv61tRSAkwakMjhDJS2hIzE6ghP6JQM6qg41KmrpFgrd9S2/vEb0TGBMTqK5gUQ6wb9Pf2uWslCiopaQV9sE76/ZR5PfoHdKNKcO6qHLVyQknTm0uahXuSoodusKgFChopbQZnewvNRBbYOP1NgIzh6eid2ukpbQlJEQyXHZiRgG/HOjjqpDhYpaQlrSqT+jvMGO02HnnJFZRDj0lpfQptHfoUe/tSRkLdtTR/z4GQCcOTSdhKhwcwOJdIGpw5oX6Vi2vYyqWi3NGgpU1BKSdpXWsGBl82VYA+N89OthzoQmIl2tX49YBqXH0uQ3+GyzTn+HAhW1hBxvk4/rFq6ittGgfs8Ghidq6T/pXlpOf69XUYcCFbWEnMcWb2HjfjfxTjul7z2Mxo5Jd3OwqL/YUkxtQ5PJaaSjVNQSUlbuKufPX+4A4NpxCfiqy0xOJNL1hmXFk50cRX2jny82l5gdRzpIRS0ho8bbxC9fX4NhwMwxvZjQM9LsSCKmsNlsnD0iE4AP1+43OY10lIpaQsYDH+XjKq8lKyGSe3481Ow4IqY6Z0QWAEs2Fen0d5BTUUtIWLqlhIXLXQA8cuEo4iN1KZZ0b8N7xpOTHE19o5/PN+n0dzBTUUvQq65vZN6bawH42Yl9mDQg1eREIuZrdfp73T6T00hHqKgl6D36yWYK3fX0Tolm3llDzI4jYhnnjGwu6s82afR3MFNRS1D73lXBS9/uBuD+GSOIiggzOZGIdQzLiqd3SvPp7882FZsdR9pJRS1Bq9Hn5/a31mEYcP7onpw0UKe8Rf6TRn+HBhW1BK1nv9rJpsJqkqLDuWN6rtlxRCxp+oGi/nxzMTVenf4ORipqCUqusloe/3QLAP/v7FxSYp0mJxKxJp3+Dn4qagk6hmFw93vrqW/0M7FfCheM7WV2JBHLstlsLUfVOv0dnFTUEnQ+zS/mi80lhIfZuO8nw7HZNJm3yA85Z2Tz5CefbS7GXa+lL4ONilqCSn2jj99+sBGAK07qR38tXylyVLmZcQxMi6Whyc+i9YVmx5E2CqqifvDBB7HZbNx0000t99XX1zNnzhxSUlKIjY1l5syZFBVpabdQ9Zcvd+AqryU93sn1pw8wO45IULDZbJx3XPNR9bur95qcRtoqaIp65cqV/OlPf2LkyJGt7r/55pt5//33eeONN1i6dCn79u3j/PPPNymldKY9FbUs+GIb0DyALMbpMDmRSPA477ieAHyzvYxid73JaaQtgqKoPR4Ps2bN4i9/+QtJSUkt91dVVfHss8/y2GOPcfrppzN27Fief/55vvnmG7799lsTE0tneOCjfOob/RzfN5kfj8oyO45IUMlOjmZs7yQMA95boylFg0lQFPWcOXOYPn06U6ZMaXV/Xl4ejY2Nre4fMmQIOTk5LFu2rKtjSif6ZlspH60rxG6DX587TAPIRNphRsvpbxV1MLH8ucNXX32VVatWsXLlykO2FRYWEhERQWJiYqv709PTKSw88oAJr9eL1+tt+drtdgcsrwSe329w34f5AMw+oTdDs+JNTiQSnKaPzOI3729k3d4qtpd4NBgzSFj6iLqgoIAbb7yRhQsXEhkZGbD9zp8/n4SEhJZbdnZ2wPYtgffumr1s3O8mzungpimDzI4jErSSYyI4ZVAPAN79XoPKgoWlizovL4/i4mLGjBmDw+HA4XCwdOlSnnzySRwOB+np6TQ0NFBZWdnqeUVFRWRkZBxxv7fffjtVVVUtt4KCgk7+TqS96ht9PPpJ8wxk157Wn+SYCJMTiQS3g6O/31m9D8MwTE4jx8LSp74nT57MunXrWt13+eWXM2TIEObNm0d2djbh4eEsWbKEmTNnArB582ZcLhcTJ0484n6dTidOp6acDAYvfrOLvZV1ZCZE8vNJfc2OIxL0zhiaTnREGK7yWlYXVDI6J+noTxJTWbqo4+LiGD58eKv7YmJiSElJabn/iiuu4JZbbiE5OZn4+Hiuv/56Jk6cyAknnGBGZAmgipoGnvq8+XKsW84YRGS4lrAU6ajoCAdnDk3nndX7ePv7vSrqIGDpU9/H4ve//z3nnHMOM2fO5JRTTiEjI4O33nrL7FgSAE99vo3q+iaGZMRx/hjN5y0SKD858PP03pp9eJt8JqeRo7H0EfXhfPHFF62+joyMZMGCBSxYsMCcQNIpCspreWnZLgBuPzuXMLsuxxIJlJyIWlKi7JTVNvKXD7/lxOyoDu0vNTWVnJycAKWT/xZ0RS3dw8OfbKbRZ3DywFR+dGCUqoh0nMvlYtiwoTjHziThxIu59++LKXnzNx3aZ1R0NJvy81XWnURFLZazpqCS99fsw2aDeWcNMTuOSEgpLS2lrraWaSeOJQ+I7j+Oa594i6h2tkGRazsLH7qV0tJSFXUnUVGLpRiGwQMfNU9u8pPjejK8Z4LJiURCU5+cHPZVRbK/qp6qqEwG9kk2O5IcQdAPJpPQ8tmmYpbvLCfCYeeXUwebHUckpB2c5W/jfreuqbYwFbVYRpPPz4MfbwLg8kl96JnYsQEuIvLDBqXF4bDbqKhtpFAralmWilos4828PWwt9pAYHc51p2qtaZHOFuGwMzCteb7vjfu05oFVqajFEmobmnhscfNUodefPpCEqHCTE4l0DwdPf28p8tDo85ucRg5HRS2W8Nd/7aS42kt2chSzT9DIUZGu0jMxivhIBw0+P9uKPWbHkcNQUYvpSqq9/GnpdgBunToEp0NThYp0FZvN1nJUvX5vlclp5HBU1GK6J5ZsoabBx6heCZwzItPsOCLdzrCsBGw22FdVT5nHa3Yc+S8qajHV9hIPr6xoXmb0tmm52DVVqEiXi3U66JcaA8A6HVVbjiY8EVM9vGgTPr/B5CFpTOyfYnYcEcvKz8/v1P2M6JnA9pIa8gurmTQglfAwHcdZhYpaTLNyVzmfbCjCboPbpmmqUJHDcZeXADB79uyA7tfjaT1wLCc5mvhIB+76JrYWeVo+txbzqajFFP85VejF47MZmB5nciIRa6rzNF/fPP2aOxg8cmyH95e/Yikfv/gE9fWtJzix2WwM75nAN9vLWLe3SkVtISpqMcWi9YV876okKjyMm6cMMjuOiOWlZPWm18BhHd5PkWv7EbcNzYzn2x1lFLrrKan20iPO2eF/TzpORS0d4nK5KC0tbdNzGn0G937SfDrv3IFR7Nm2kT0HtmldWxHzxDgd9O8Ry9ZiD+v2VnH6kDSzIwkqaukAl8vFkNxc6mpr2/S8uDHnkHzGL/DVVPDoVRfySENdyzataytiruE9E9ha7GFzYTUnDUglwqFBZWZTUUu7HVzXdta8R0jP6X9Mz2n0w6J94TT4YVyvOC76/cKWbVrXVsR82UlRJEaFU1nXyKZCNyN7JZodqdtTUUuHpef0P+bPzr7ZXkqDv4Kk6HAmHTeAMF03LWIpNpuNUdmJLN1SwuqCSkb0TMBm08+pmXROQ7pMdX0jq1yVAEwakKqSFrGo3Mw4wsOal790lbftoy0JPBW1dJlvd5Tj8xtkJUS2zIIkItbjdIQxNLP58qw1ezRTmdlU1NIlSj1eNu5vvh70pIGpOpUmYnGjshMB2FlaQ2Vtg7lhujkVtXSJr7Y1X8I1IC2WzIQok9OIyNEkRUfQOyUagLU6qjaVilo6nau8lt1ltdhtMEnzeYsEjeMOjPjesM9NQ5Pf3DDdmIpaOpVhGC1H0yN6JpAYHWFyIhE5Vr1TokmMCqfB52dTodvsON2Wilo61eaiakqqvUSE2Tm+b7LZcUSkDQ5eqgWwuqASwzDMDdRNqail0zT5/HyzvQyAcX2SiI7QZfsiwSY3M46IMDsVtY3sLKsxO063pKKWTrNmTxXV9U3EOh0cd+CvchEJLk5HGCN6JgCwaneluWG6KRW1dIq6Bh8rdpUDMLFfihahFwlix2UnYrfB3so6Ct31R3+CBJR+e0qnWL6zjIYmPz1inQzJ1FrTIsEsNtLB4ANrxq/aXWFymu5HHxpKwFXUNrBub/N1lycNTMXexslN8vPzA5IjUPsRERjTO4n8wmq2FXuoqmskISrc7EjdhopaAu7rbaX4DeiTEk1OcvQxP89d3rxG9ezZswOax+PxBHR/It1RaqyT3snR7C6v5XtXBacO1lrVXUVFLQG1t6KO7SU12Gxw0oDUNj23ztN8neb0a+5g8MixHc6Sv2IpH7/4BPX1+kxNJBDG9E5id3ktG/a5mdAvhajwMLMjdQsqagkYwzD4cmvzUfHwrARSYp3t2k9KVu9jXjbzhxS5tnd4HyLyb9lJUfSIdVLi8bJuT5XmRugiGkwmAbO5qJriai/hYTYm6AdYJOTYbDbG9E4EmidAafRpWtGuoKKWgGg9uUkyMU6drBEJRYPS4kiICqeu0dcyaFQ6l4paAuL7gsqWyU1Ga3ITkZBlt9sY1zsJgFWuCnyaVbTTqailw7w++G5X87WVJ/bX5CYioW5IZhyxTgc1Xh+7Pfp572x6haXDNlaF0eDzkxbnZEiGJjcRCXUOu52xB46qN7vDwK7R351JRS0d4kjuxc4Df1GfNCAVWxsnNxGR4DQ8K56o8DBqfTZihv7I7DghTUUtHZJ06uUY2OibGkN2GyY3EZHg5gizt4wATzjhInx+fVjdWVTU0m6rC71ED5yADaPNk5uISPAb2TORcLtBeEovlu3RxEKdRUUt7dLo8/Pc6uaZxPrF+kmOiTA5kYh0tQiHnYFxPgBe21Cto+pOoqKWdvnbst3scTfhq61iaKLP7DgiYpIBcX58dW72Vvt4d/Ves+OEJBW1tFmZx8vvP90CQOWXfyNC7yKRbivcDu7l/wDgiSVbNVtZJ9CvWGmzR/+5her6JvomOvCs/afZcUTEZNWrPiDBaWd3WS3/yNtjdpyQo6KWNlm/t4pXV7oAuGJ0Ahj661mkuzMavczMjQXgySVb8Tbp47BAUlHLMTMMg9+8vwHDgHNHZTG0hwaQiUizM/tHkxEfyb6qel5dUWB2nJCiopZj9v7a/azcVUFkuJ3bpw0xO46IWEhEmI25pw8A4KnPt1HXoKPqQFFRyzGpbWhi/kf5AFx36gCyEqNMTiQiVnPRuGx6JUVRUu3lua93mh0nZKio5Zg8/cV29lfV0yspiqtP6Wd2HBGxoAiHnf87czDQ/DujzOM1OVFoUFHLUe0o8fCnpTsAuOPsXCLDNQG/iBzej0dlMaJnAh5vE08s2Wp2nJBg6aKeP38+48ePJy4ujrS0NGbMmMHmzZtbPaa+vp45c+aQkpJCbGwsM2fOpKioyKTEoccwDO56dz0NPj8/GtSDs4ZnmB1JRCzMbrfx/87OBWDhchfbSzwmJwp+li7qpUuXMmfOHL799lsWL15MY2MjZ555JjU1NS2Pufnmm3n//fd54403WLp0Kfv27eP88883MXVoeW/NPr7eVobTYefe84ZpdSwROaqJ/VOYkpuGz2/w4MebzI4T9BxmB/ghixYtavX1Cy+8QFpaGnl5eZxyyilUVVXx7LPP8vLLL3P66acD8Pzzz5Obm8u3337LCSecYEbskOGub+S+D5sHkM05bQC9U2JMTiQiweK2aUP4fHMJizcWsXxHGRP6pZgdKWhZ+oj6v1VVVQGQnJwMQF5eHo2NjUyZMqXlMUOGDCEnJ4dly5YdcT9erxe3293qJof63SebKan20i81hmt+pAFkInLsBqTFccn4bADu/ygfvxbsaLegKWq/389NN93EpEmTGD58OACFhYVERESQmJjY6rHp6ekUFhYecV/z588nISGh5Zadnd2Z0YPSuj1V/O3b3QD8dsZwnA4NIBORtrlpyiBiIsJYu6eKNzW1aLsFTVHPmTOH9evX8+qrr3Z4X7fffjtVVVUtt4ICzaLzn3x+gzveWYffaB7BOUlrTYtIO/SIc3LTlEEAPLhoE5W1DSYnCk5BUdRz587lgw8+4PPPP6dXr14t92dkZNDQ0EBlZWWrxxcVFZGRceTRyU6nk/j4+FY3+beXl+9m7Z4q4pwO7jwn1+w4IhLEfjapDwPTYimvaeDRf24++hPkEJYuasMwmDt3Lm+//TafffYZffv2bbV97NixhIeHs2TJkpb7Nm/ejMvlYuLEiV0dNySUVHt5+JPmH6b/mzqYtLhIkxOJSDALD7Nz73nNH1cuXO5i3Z4qkxMFH0sX9Zw5c/j73//Oyy+/TFxcHIWFhRQWFlJXVwdAQkICV1xxBbfccguff/45eXl5XH755UycOFEjvtvp1+9toLq+iRE9E5h9Qm+z44hICJjYP4UZx2VhGHDnu+s1sKyNLH151tNPPw3Aqaee2ur+559/np/97GcA/P73v8dutzNz5ky8Xi9Tp07lj3/8YxcnDR4ul4vS0tLDbvt2Tz0frqvAboOfDQ1nzervf3Bf+fn5nRFRRELQ/zs7l0/zi1lTUMlr3xXw0+NzzI4UNCxd1IZx9L+6IiMjWbBgAQsWLOiCRMHN5XIxJDeXutraQ7bZnTFkXvk0jthkKr5+jQse/Nsx79fj0cxDIvLD0uIjufmMQfz2g43M/yifyUPSSIvXR2vHwtJFLYFVWlpKXW0ts+Y9QnpO/1bb8srC2FUTRqzDYMbFPyHskp8cdX/5K5by8YtPUF9f31mRRSSEXDaxN+98v5d1e6v4f2+v4y+XjtNsh8dARd0Npef0p9fAYS1fu8pr2eXaC8C0UdnHvIRlkWt7p+QTkdDkCLPz6IWjOPcPX/FpfjFvf7+X88f0OvoTuzlLDyaTztfQ5GdJfvMiJqN6JWidaRHpVIMz4rhxykCgefBqkVtn5I5GRd3NfbWtFHd9E3GRDk7sr4lNRKTzXXNKP0b2SsBd38T/e2vdMY1H6s5U1N3Y7rIa1u1tvqbxjNx0Ihx6O4hI53OE2XnkglFEhNlZsqmYf6zaa3YkS9Nv5m6qvtHH4gOnvI/rlUh2crTJiUSkO/nPU+B3v7te61b/ABV1N/XF5hJqvD4So8M5cYCWnxORrveLH/XnhH7J1Db4mLNwFfWNPrMjWZKKuhvaU2tjc1E1NmDq0AzCw/Q2EJGuF2a38eQlo0mNjWBTYTW/fm+D2ZEsSb+hu5mwuBS+L2++Km9cnyQyEjThgIiYJy0+kscvHo3NBq+uLODt77Uc5n9TUXcjPr9B6jn/R4PfRlqckwl9dcpbRMx30sBUrj+9+fPqO95ez9aiapMTWYuKuht5M99DZM4IHDaDacMzCLNrRiARsYYbJw9kYr8Uaht8/PzFlZR5vGZHsgwVdTexfEcZb2xsHlU5OtlHYnSEyYlERP4tzG7jqf8ZTU5yNAXldVz10ncaXHaAirobqKxt4KbXVuM3wLPuU3Ji/GZHEhE5REqsk+d+Np74SAerXJX83xtrtCQmKuqQ5/cb/N8ba9hfVU9WXBjli58xO5KIyBENSIvlmf8di8Nu44O1+3ls8RazI5lORR3invp8G5/mFxPhsHPLCUkYjZpXV0Ss7cT+qcw/fwTQ/Dvs2a92mpzIXCrqEPb5pmJ+/2nzX6P3zxhOv6RwkxOJiBybC8dlc9OBmct++8FGXlq2y9xAJlJRh6jdZTXc+Or3GAbMPiGHC8dlmx1JRKRNbpw8kOtO7Q/A3e9u4O/f7jY5kTm0HnUIqmvwcc3f8nDXNzE6J5G7zxl29CeJiHRAfn5+wPbl9XpxOp0ATO5hsG9wDO9sruHOd9azt6CAM/of+9oEqamp5OTkBCybGVTUIcbvN7jl9dVsKqwmNTaCp2eN1apYItJp3OUlAMyePTuAe7UBrUd7J51+JfHjZ/B0XhUP/O5x3Mv/cUx7ioqOZlN+flCXtYo6xDy0aBMfry8kIszOH2eN1RShItKp6jxuAKZfcweDR47t8P7yVyzl4xefOGR/hgHrK31sqQ4j6dTLGXfOpYxK8mH7gXmbilzbWfjQrZSWlqqoxRoWLt/Nn77cAcDDF4zk+L7JJicSke4iJas3vQZ2/GO2Itf2I+4vG8hwVfDl1lK2e8IgKp6zhmXgCPGFhUL7u+tGlm4p4e53m1eeuXnKIGaM7mlyIhGRwBudk9Q8BbLNxvaSGv6xai8eb5PZsTqVijoErN9bxZyFq/D5Dc4f05MbJg8wO5KISKcZlB7HjNFZOB12Ct31vLLCxb7KOrNjdRoVdZDbWlTNpc+twONt4oR+yTx4/khsP/ShjYhICOiVFM0l47NJiYmgtsHHP1btYd2eKgwj9KYcVVEHMVdZLbOfXU55TQMjeyXwl0vHaYS3iHQbidERXDQum4FpsfgN+GxzMf/cWERDU2itZ6Df6kGqsKqeWc9+S5Hby+D0OF68/HjiIjXzmIh0LxEOO9OGZzBpQAo2YFNhNS+vcFHkDp3pklXUQaiwqp7/+eu3FJTX0Sclmr9dcTxJMVq2UkS6J5vNxrjeyVwwthdxkQ6q6hp5/bsCNrvtNF+THdx0eZbFuVwuSktLW74u8jTx66XlFNX4SI22c9sJMezZtpE9x7CvQM4cJCJiNVmJUfzP8Tks2VTMtmIP6ysdpF30G8rrgntdaxW1hblcLobk5lJXWwuAI7kX6ZfchyMulcaKfax++k6m3VPc5v16PJ5ARxURsYTI8DDOHp7Bhn1uvthcRFTfMdzyz1IeTSzkzGEZZsdrFxW1hZWWllJXW8useY/gzBjAV8UOvH4bceF+Th6eStT8tq0tfXDGn/r60PnsRkTkv9lsNob3TMBetYcP1+zFndaXq/+WxwVje3H3uUOJD7LxPCrqIGD0GMC/Spw0+P2kxTmZcVxPoiLC2ryfgzP+iIh0B/HhsP+lm7nxL4t5d0sNb+btYdn2Mh65cCQn9k81O94x02Ayi4sdfTZflzho8PnplRjF+WPaV9IiIt2Sr4lLR8Xz+jUTyUmOZm9lHf/zl+X85v0N1DcGx2fXKmqL8vkNnvveTcqZ1wE2cjPjmDG6J06HSlpEpK3G90nm4xtP5n8mNC/O8fzXu5j+5L9YU1BpbrBjoFPfFlTm8XLTa6v519YaAIYlNDE5N10zjomItMN/XvFyQW/oF5HEgpVVbC+p4Sd//JoLcmO5YGgsDvvRf8easb61itpi8naXM2fh9xS664kIg71vPciQ629RSYuItNEPrZVtj4wl+czriMk9hdc3evjbku8p/fB3NJX98MWuZqxvraK2CMMweO7rXcz/KJ8mv0G/HjFcPyaK8x/4CrjF7HgiIkHnWNbKLqhp4vuKMMgcSPaVTzM80ceAOP9h17k2a31rFbUFFLvr+dU/1vLF5ua//qaPzOShmSPZsmGtyclERILfD62V3QsY4W3i0/widpfVsrbSQTlRnDE0nfgoa1zGpcFkJvtw7X7OfPxLvthcQoTDzm9+PIynfjqaWKf+hhIR6QqxTgfnjcri9MFphIfZ2FNZx8LlLtbvs8ZqXGoDk5R5vNz7wUbeXb0PgOE94/n9RccxMD3O5GQiIt2PzWZjRK8EspOj+OfGIvZX1bMkv3kq0slD0kxd9EhFHWD/PTf3f/MbBp/trOOltW48DQZ2G8zMjeXCodFU793Kqr3/fqzm5hYR6VqJ0RFcMLYXq12VfLOjjN1ltfz9WxcnD0olwaSDaxV1AP333Nz/LTwlm+Spc4jMHg5AQ9EOyj55ikf3b+HRH9iv5uYWEek6dpuNMb2T6Jsawz83FlHobj66To90EBaX0uV5VNQB9J9zc6fn9G+53+uD/KowdnjsGNgIsxkMTfAxILsX9vEPHnF/mptbRMQ8STERXDiuF9+7Klm2o4yiejtZV/yRVfvrGdOFOVTUnSA9pz+9Bg7D5zdYu6eS5TvL8Tb5AeiXGsOPBvU4ptGEmptbRMRcdpuNsQeOrj9ctZNSr41e8V1bnSrqTmAYkL/fzfKd5VTVNQKQEhvBKQN7kJMcbXI6ERFpq+SYCE5Nb+KpZ+aR9r9vdum/raIOIL9hED14Eov3h1NdUARAVHgYJ/ZPYWhWPHbNLiYiErRsNmgs2dnl/66KOoB+t6ySHjNup7oJnA47Y3sncVx2IuFhulxdRETaR0UdQMf3jOTr7eUM6+HkR6P7aaUrERHpMB3qBdBJ2ZHs/dOVDE30qaRFRCQgVNQBFGa34a9zmx1DRERCiIpaRETEwlTUIiIiFhYyRb1gwQL69OlDZGQkEyZMYMWKFWZHEhER6bCQKOrXXnuNW265hXvuuYdVq1YxatQopk6dSnFxsdnRREREOiQkivqxxx7jqquu4vLLL2fo0KE888wzREdH89xzz5kdTUREpEOCvqgbGhrIy8tjypQpLffZ7XamTJnCsmXLTEwmIiLScUE/4UlpaSk+n4/09PRW96enp7Np06bDPsfr9eL1elu+rqqqAsDt7tilVQeXo9yzdQPeusMvddkWBxflKNy1he0xHZ8jXPuzxr60P2vtz8rZtD9r/b8t2dM8fajH4+lwXxwUFxeH7WjTSxtBbu/evQZgfPPNN63uv/XWW43jjz/+sM+55557DEA33XTTTTfdTL1VVVUdteeC/og6NTWVsLAwioqKWt1fVFRERkbGYZ9z++23c8stt7R87ff7KS8vJyUl5eh/2XQit9tNdnY2BQUFxMfHm5YjmOg1azu9Zm2j16vt9Jodu7i4uKM+JuiLOiIigrFjx7JkyRJmzJgBNBfvkiVLmDt37mGf43Q6cTqdre5LTEzs5KTHLj4+Xm/uNtJr1nZ6zdpGr1fb6TULjKAvaoBbbrmFyy67jHHjxnH88cfz+OOPU1NTw+WXX252NBERkQ4JiaK++OKLKSkp4e6776awsJDjjjuORYsWHTLATEREJNiERFEDzJ0794inuoOF0+nknnvuOeS0vByZXrO202vWNnq92k6vWWDZDMMwzA4hIiIihxf0E56IiIiEMhW1iIiIhamoRURELExF3cWefvppRo4c2XJ94cSJE/n4449bttfX1zNnzhxSUlKIjY1l5syZh0zm0t09+OCD2Gw2brrpppb79Lq19utf/xqbzdbqNmTIkJbter0Ob+/evcyePZuUlBSioqIYMWIE3333Xct2wzC4++67yczMJCoqiilTprB161YTE5urT58+h7zPbDYbc+bMAfQ+CxQVdRfr1asXDz74IHl5eXz33XecfvrpnHfeeWzYsAGAm2++mffff5833niDpUuXsm/fPs4//3yTU1vHypUr+dOf/sTIkSNb3a/X7VDDhg1j//79LbevvvqqZZter0NVVFQwadIkwsPD+fjjj9m4cSO/+93vSEpKannMww8/zJNPPskzzzzD8uXLiYmJYerUqdTX15uY3DwrV65s9R5bvHgxABdeeCGg91nAdHy2bemopKQk469//atRWVlphIeHG2+88UbLtvz8fAMwli1bZmJCa6iurjYGDhxoLF682PjRj35k3HjjjYZhGHrdDuOee+4xRo0addhter0Ob968ecZJJ510xO1+v9/IyMgwHnnkkZb7KisrDafTabzyyitdEdHybrzxRqN///6G3+/X+yyAdERtIp/Px6uvvkpNTQ0TJ04kLy+PxsbGVkt2DhkyhJycHC3ZCcyZM4fp06e3en0AvW5HsHXrVrKysujXrx+zZs3C5XIBer2O5L333mPcuHFceOGFpKWlMXr0aP7yl7+0bN+5cyeFhYWtXreEhAQmTJjQrV+3gxoaGvj73//Oz3/+c2w2m95nAaSiNsG6deuIjY3F6XTyi1/8grfffpuhQ4dSWFhIRETEIfOOp6enU1hYaE5Yi3j11VdZtWoV8+fPP2SbXrdDTZgwgRdeeIFFixbx9NNPs3PnTk4++WSqq6v1eh3Bjh07ePrppxk4cCCffPIJ1157LTfccAMvvvgiQMtrc7gldbvz63bQO++8Q2VlJT/72c8A/VwGUsjMTBZMBg8ezOrVq6mqquLNN9/ksssuY+nSpWbHsqyCggJuvPFGFi9eTGRkpNlxgsK0adNa/nvkyJFMmDCB3r178/rrrxMVFWViMuvy+/2MGzeOBx54AIDRo0ezfv16nnnmGS677DKT01nfs88+y7Rp08jKyjI7SsjREbUJIiIiGDBgAGPHjmX+/PmMGjWKJ554goyMDBoaGqisrGz1+B9asrM7yMvLo7i4mDFjxuBwOHA4HCxdupQnn3wSh8NBenq6XrejSExMZNCgQWzbtk3vsyPIzMxk6NChre7Lzc1t+cjg4GvTliV1u4vdu3fz6aefcuWVV7bcp/dZ4KioLcDv9+P1ehk7dizh4eEsWbKkZdvmzZtxuVxMnDjRxITmmjx5MuvWrWP16tUtt3HjxjFr1qyW/9br9sM8Hg/bt28nMzNT77MjmDRpEps3b25135YtW+jduzcAffv2JSMjo9Xr5na7Wb58ebd+3QCef/550tLSmD59est9ep8FkNmj2bqb2267zVi6dKmxc+dOY+3atcZtt91m2Gw245///KdhGIbxi1/8wsjJyTE+++wz47vvvjMmTpxoTJw40eTU1vOfo74NQ6/bf/vlL39pfPHFF8bOnTuNr7/+2pgyZYqRmppqFBcXG4ah1+twVqxYYTgcDuP+++83tm7daixcuNCIjo42/v73v7c85sEHHzQSExONd99911i7dq1x3nnnGX379jXq6upMTG4un89n5OTkGPPmzTtkm95ngaGi7mI///nPjd69exsRERFGjx49jMmTJ7eUtGEYRl1dnXHdddcZSUlJRnR0tPGTn/zE2L9/v4mJrem/i1qvW2sXX3yxkZmZaURERBg9e/Y0Lr74YmPbtm0t2/V6Hd77779vDB8+3HA6ncaQIUOMP//5z622+/1+46677jLS09MNp9NpTJ482di8ebNJaa3hk08+MYDDvg56nwWGVs8SERGxMH1GLSIiYmEqahEREQtTUYuIiFiYilpERMTCVNQiIiIWpqIWERGxMBW1iIiIhamoRURELExFLSIiYmEqahE5xLJlywgLC2u1yIKImENTiIrIIa688kpiY2N59tln2bx5s9YYFjGRjqhFpBWPx8Nrr73Gtddey/Tp03nhhRdabX/vvfcYOHAgkZGRnHbaabz44ovYbLZW6w5/9dVXnHzyyURFRZGdnc0NN9xATU1N134jIiFCRS0irbz++usMGTKEwYMHM3v2bJ577jkOnnjbuXMnF1xwATNmzGDNmjVcc8013HHHHa2ev337ds466yxmzpzJ2rVree211/jqq6+YO3euGd+OSNDTqW8RaWXSpElcdNFF3HjjjTQ1NZGZmckbb7zBqaeeym233caHH37IunXrWh5/5513cv/991NRUUFiYiJXXnklYWFh/OlPf2p5zFdffcWPfvQjampqiIyMNOPbEglaOqIWkRabN29mxYoV/PSnPwXA4XBw8cUX8+yzz7ZsHz9+fKvnHH/88a2+XrNmDS+88AKxsbEtt6lTp+L3+9m5c2fXfCMiIcRhdgARsY5nn32WpqamVoPHDMPA6XTy1FNPHdM+PB4P11xzDTfccMMh23JycgKWVaS7UFGLCABNTU289NJL/O53v+PMM89stW3GjBm88sorDB48mI8++qjVtpUrV7b6esyYMWzcuJEBAwZ0emaR7kCfUYsIAO+88w4XX3wxxcXFJCQktNo2b948PvvsM15//XUGDx7MzTffzBVXXMHq1av55S9/yZ49e6isrCQhIYG1a9dywgkn8POf/5wrr7ySmJgYNm7cyOLFi4/5qFxE/k2fUYsI0Hzae8qUKYeUNMDMmTP57rvvqK6u5s033+Stt95i5MiRPP300y2jvp1OJwAjR45k6dKlbNmyhZNPPpnRo0dz991361pskXbSEbWIdMj999/PM888Q0FBgdlRREKSPqMWkTb54x//yPjx40lJSeHrr7/mkUce0TXSIp1IRS0ibbJ161buu+8+ysvLycnJ4Ze//CW333672bFEQpZOfYuIiFiYBpOJiIhYmIpaRETEwlTUIiIiFqaiFhERsTAVtYiIiIWpqEVERCxMRS0iImJhKmoRERELU1GLiIhY2P8H5yw7OkNb5bMAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(df['Age'], kde=True)\n",
"#50 ~60세의 중년이 가장 많음을 확인\n",
"#30세 이하는 매우 적음"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "46a0a2ce",
"metadata": {},
"outputs": [],
"source": [
"#10을 기준으로 나이대 구분하는 새로운 컬럼 추가\n",
"def age_sep(a):\n",
" if a<30:\n",
" return '<30'\n",
" elif a>=30 and a<40:\n",
" return '30-40'\n",
" elif a>=40 and a<50:\n",
" return '40-50'\n",
" elif a>=50 and a<60:\n",
" return '50-60'\n",
" elif a>=60 and a<70:\n",
" return '60-70'\n",
" else:\n",
" return '>=70'\n",
"\n",
"#30세 미만은 0, 30이상 40미만 1, 40이상 50미만 2, 50이상 60미만 3, 60이상 70미만 4, 70이상 5 \n",
"df['Age_group'] = df['Age'].apply(age_sep)\n",
"df['Age_group'] = df['Age_group'].map({'<30': 0,\n",
" '30-40': 1,\n",
" '40-50': 2,\n",
" '50-60': 3,\n",
" '60-70': 4,\n",
" '>=70': 5})"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "63f7fa6e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Sex | \n",
" Age | \n",
" Age_group | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" 0 | \n",
" 40 | \n",
" 2 | \n",
"
\n",
" \n",
" 2 | \n",
" 1 | \n",
" 49 | \n",
" 2 | \n",
"
\n",
" \n",
" 3 | \n",
" 0 | \n",
" 37 | \n",
" 1 | \n",
"
\n",
" \n",
" 4 | \n",
" 1 | \n",
" 48 | \n",
" 2 | \n",
"
\n",
" \n",
" 5 | \n",
" 0 | \n",
" 54 | \n",
" 3 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Sex Age Age_group\n",
"1 0 40 2\n",
"2 1 49 2\n",
"3 0 37 1\n",
"4 1 48 2\n",
"5 0 54 3"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[['Sex','Age','Age_group']].head()"
]
},
{
"cell_type": "markdown",
"id": "f96bed7d",
"metadata": {},
"source": [
"##### ChestPainType"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "0732ee06",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#ASY무증상의 빈도가 가장 높고 TA 일반협심증의 빈도가 가장 낮음\n",
"sns.countplot(x = 'ChestPainType', data=df)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1374f35f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" HeartDisease | \n",
"
\n",
" \n",
" ChestPainType | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" ASY | \n",
" 0.790323 | \n",
"
\n",
" \n",
" TA | \n",
" 0.434783 | \n",
"
\n",
" \n",
" NAP | \n",
" 0.354680 | \n",
"
\n",
" \n",
" ATA | \n",
" 0.138728 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" HeartDisease\n",
"ChestPainType \n",
"ASY 0.790323\n",
"TA 0.434783\n",
"NAP 0.354680\n",
"ATA 0.138728"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#종속변수와의 관계를 보면\n",
"#ASY(무증상), TA(일반협심증), NAP(비혈관통증), ATA(비정형 협심증) 순으로 많다\n",
"# 즉, 심장질환 보유자 중 흉통의 증상이 무증상인 환자 비율이 가장 많음을 알 수 있음\n",
"#또한 단순 빈도로는 TA가 낮았으나 심장질환 보유여부를 고려해서 보면 2순위를 차지함\n",
"df[['ChestPainType', 'HeartDisease']].groupby(['ChestPainType'], as_index=True).mean().sort_values(by='HeartDisease', ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "ab16f2db",
"metadata": {},
"outputs": [],
"source": [
"#ATA - 0, NAP - 1 ASY - 2 TA - 3으로 값 변환\n",
"df['ChestPainType'] = df['ChestPainType'].map({'ATA': 0,'NAP': 1,'ASY': 2, 'TA': 3})"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "e7f6a529",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1 0\n",
"2 1\n",
"3 0\n",
"4 2\n",
"5 1\n",
"Name: ChestPainType, dtype: int64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['ChestPainType'].head()"
]
},
{
"cell_type": "markdown",
"id": "4874c7f0",
"metadata": {},
"source": [
"##### RestingBP "
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "417ac648",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAggAAAGwCAYAAADMjZ3mAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAgc0lEQVR4nO3de3CU5f2/8fduAkmAhAgJOZgEARGV0xdBMlQqUQImoxWUsTRECdQjBaVGkYkth2orFC1MPQwwUwRbEFs7gi2KDhHRIohIREVrJAwSLacWDYlCQpK9f3847I/lA+TAwm7i9ZphJtl99tn7zr3P7pXdDetxzjkBAACcwBvqAQAAgPBDIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgRDb3gj6fT3v37lVsbKw8Hk8wxwQAAM4R55yqqqqUmpoqr/f0zxM0OxD27t2r9PT05l4cAACE0Jdffqm0tLTTnt/sQIiNjfVfQVxcXHN3AwAAzqPKykqlp6f7H8dPp9mBcPxlhbi4OAIBAIAWpqG3B/AmRQAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMCJDPQAAOFvOOVVXV5+T/dbU1EiSoqKi5PF4gn4dkhQdHX3O9g00F4EAoMWrrq5Wbm5uqIfRbGvXrlVMTEyohwEE4CUGAABg8AwCgFbl2//Lk/MG6a6tvlaxH74gSarq/zMpok1w9ivJ46tTh+0rg7Y/INgIBACtivNGBvWB3C+iTVD364K2J+Dc4CUGAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAARmSoBwAgOJxzqq6uliRFR0fL4/GEeERA43H7DT88gwC0EtXV1crNzVVubq7/jhZoKbj9hh8CAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgBF2gbBp0yaNHTtWmzZtCvVQgKDgNg00z5IlS3TttddqyZIl/tMaczzNnj1bWVlZmj17tiTpmmuuUVZWlq655poGr7Opx+vJYwzW8T5lyhRlZWVpypQpZ7WfsxFWgVBdXa358+frwIEDmj9/vqqrq0M9JOCscJsGmqeiokIrVqyQz+fTihUrVFFR0ajj6cCBA9qwYYMkacOGDfrLX/4i55wkyTmnf/zjH6e9zqYeryeP8fjlzvZ4Ly8v144dOyRJO3bsUHl5ebP2c7bCKhBWrFihQ4cOSZIOHTqk559/PsQjAs4Ot2mgeWbMmCGfzydJ8vl8mjlzZqOOp5N/4z7x2QdJmj9//mmvs6nH68ljvPfee4NyvN9zzz1n/P58iQzJtZ7CV199peeffz6g9J5//nmNHDlSaWlpIR4d0HTn+zZ9/Hok/eCeqQiY7wk/h7D2A16vUznxZ1BSUqKPP/444PyPPvpIO3bsOOPx9Nprr+m///1vg9d16623avny5QGnNfV4ff/9980YDx486P+6ucf7ypUrdeTIkYDTjhw5opUrVyovL6/R+wkGj3ONO5pqampUU1Pj/76yslLp6ek6fPiw4uLizmoQzjk99NBDKikpUX19vf/0iIgIXXHFFZo3b548Hs9ZXQdwPoXiNv3NN9/opptuCuo+W6Kq/j+T2rYLzs7qaxVb8pfv93vFbVJEm+DsV5KOHVHshy8Eb3+tSGxsrKqqqhrc7sTjyefzaeTIkQHH25msWbNGHTp0kNT049Xn82n06NGqrKxs9Pgac7zX1dUpOzv7tOcXFxcrMvLsf6+vrKxUx44dG3z8bvRLDHPmzFHHjh39/9LT0896kMeVl5dr69atZmHr6+u1devWkL3+AjQXt2mg+RoTB1Lg8bRmzZpGx4EkTZw40f91U4/XLVu2NBgHZ7r86fz5z38+q/ODrdEpUlRUpMLCQv/3x59BCIaMjAxdeeWVp6y3gQMHKiMjIyjXA5wvobhNR0VF+b9etWqVoqOjg34d4aq6uvr/P3viDZtXTs/shHH+0NbrVE5cw6Y8g3D8eEpLS9OTTz7Z6EhYunSp/+umHq+ZmZmKi4tr1DMITTnex48ff8YIGD9+fKP2EyyNPpKioqIC7oCCyePxaOrUqSooKDjl6by8gJYmFLfpE/cZHR2tmJiYoF9Hi9BS7i9Yr9MqKirSww8/bE73er3+NwVKgcdTRESEpk2bprlz5za4/4yMDP/LCyfup7HHq9fr1cyZM/Xggw+e8XqaerxHRkbq7rvv1uLFi815kyZNCsrLC00RNn/FkJaWpnHjxvl/kB6PR+PGjdOFF14Y4pEBzcNtGmieAQMGqG/fvgGn9evXT/n5+Wc8nnJycpSYmNjg/k/1W3pTj9dBgwaZMXbp0uWsj/e8vDy1axf4Hpp27dpp7NixTdpPMIRNIEhSfn6+OnfuLElKSEjQuHHjQjwi4Oxwmwaa59FHH5XX+/1DlNfr1SOPPNKo4+npp58O+P72228P+P7El8pP1tTj9eQxPvXUU0E53hctWnTG78+XsAqE6OhoFRYWKikpSffff/8P/jU5tHzcpoHmiY+PV35+vrxer/Lz8xUfH9+o4ykpKUlZWVmSpKysLN12220Bv9XfeOONp73Oph6vJ48xKSkpKMd7RkaG+vTpI0nq06dPyN6H1+g/czxZY/9MAsD5cfToUeXm5kqS1q5d+4N6TfvEuQf1zxHP5Z85nrDvH9p6ncoP+fZ7vgX9zxwBAMAPB4EAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAiQz0AAMERHR2ttWvX+r8GWhJuv+GHQABaCY/Ho5iYmFAPA2gWbr/hh5cYAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGJGhHgAABJPHVycXrJ3V15766yDw+OqCuj8g2AgEAK1Kh+0rz8l+Yz984ZzsFwhXvMQAAAAMnkEA0OJFR0dr7dq1Qd+vc041NTWSpKioKHk8nqBfh/T9+IFwQyAAaPE8Ho9iYmLOyb7btWt3TvYLhDteYgAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgEEgAAAAg0AAAAAGgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQAAAAAaBAAAADAIBAAAYBAIAADAIBAAAYBAIAADAIBAAAIBBIAAAAINAAAAARmRzL+ickyRVVlYGbTAAAODcOv64ffxx/HSaHQhVVVWSpPT09ObuAgAAhEhVVZU6dux42vM9rqGEOA2fz6e9e/cqNjZWHo+n2QM8WWVlpdLT0/Xll18qLi4uaPsNJ619jsyv5Wvtc2zt85Na/xyZX/M551RVVaXU1FR5vad/p0Gzn0Hwer1KS0tr7sUbFBcX1yoX/UStfY7Mr+Vr7XNs7fOTWv8cmV/znOmZg+N4kyIAADAIBAAAYIRdIERFRWnWrFmKiooK9VDOmdY+R+bX8rX2Obb2+Umtf47M79xr9psUAQBA6xV2zyAAAIDQIxAAAIBBIAAAAINAAAAARtgFwjPPPKOLLrpI0dHRyszM1HvvvRfqITXLnDlzdOWVVyo2NlZdunTR6NGjVVpaGrBNVlaWPB5PwL977rknRCNumtmzZ5uxX3rppf7zq6urNXnyZHXu3FkdOnTQmDFjdODAgRCOuOkuuugiM0ePx6PJkydLannr9/bbb+snP/mJUlNT5fF4tHr16oDznXOaOXOmUlJSFBMTo+zsbO3cuTNgm6+//lr5+fmKi4tTfHy8br/9dn377bfncRZndqY51tbWavr06erbt6/at2+v1NRUjR8/Xnv37g3Yx6nWfe7cued5JqfW0BpOmDDBjD0nJydgm3Bew4bmd6rj0ePx6PHHH/dvE87r15jHhcbcd5aXl+v6669Xu3bt1KVLF02bNk11dXVBH29YBcJf//pXFRYWatasWSopKVH//v113XXX6eDBg6EeWpO99dZbmjx5st59912tW7dOtbW1GjlypL777ruA7e68807t27fP/2/evHkhGnHT9e7dO2DsGzdu9J93//3365///KdefPFFvfXWW9q7d69uvvnmEI626bZu3Rowv3Xr1kmSbrnlFv82LWn9vvvuO/Xv31/PPPPMKc+fN2+ennzySS1atEhbtmxR+/btdd1116m6utq/TX5+vj755BOtW7dOa9as0dtvv6277rrrfE2hQWea45EjR1RSUqIZM2aopKREL730kkpLS3XjjTeabR955JGAdb333nvPx/Ab1NAaSlJOTk7A2FeuXBlwfjivYUPzO3Fe+/bt07PPPiuPx6MxY8YEbBeu69eYx4WG7jvr6+t1/fXX69ixY9q0aZOee+45LVu2TDNnzgz+gF0YGTx4sJs8ebL/+/r6epeamurmzJkTwlEFx8GDB50k99Zbb/lPGzZsmJs6dWroBnUWZs2a5fr373/K8yoqKlybNm3ciy++6D/t3//+t5PkNm/efJ5GGHxTp051PXr0cD6fzznXstdPklu1apX/e5/P55KTk93jjz/uP62iosJFRUW5lStXOuec+/TTT50kt3XrVv82a9eudR6Px/3nP/85b2NvrJPneCrvvfeek+T27NnjP61r165uwYIF53ZwQXCq+RUUFLhRo0ad9jItaQ0bs36jRo1y1157bcBpLWX9nLOPC42573z11Ved1+t1+/fv92+zcOFCFxcX52pqaoI6vrB5BuHYsWPatm2bsrOz/ad5vV5lZ2dr8+bNIRxZcBw+fFiS1KlTp4DTV6xYoYSEBPXp00dFRUU6cuRIKIbXLDt37lRqaqq6d++u/Px8lZeXS5K2bdum2tragLW89NJLlZGR0WLX8tixY1q+fLl+/vOfB3w4WUtevxPt3r1b+/fvD1izjh07KjMz079mmzdvVnx8vAYNGuTfJjs7W16vV1u2bDnvYw6Gw4cPy+PxKD4+PuD0uXPnqnPnzhowYIAef/zxc/L07bmyYcMGdenSRb169dKkSZN06NAh/3mtaQ0PHDigV155Rbfffrs5r6Ws38mPC42579y8ebP69u2rpKQk/zbXXXedKisr9cknnwR1fM3+sKZg+9///qf6+vqASUtSUlKSPvvssxCNKjh8Pp9++ctf6qqrrlKfPn38p48bN05du3ZVamqqPvroI02fPl2lpaV66aWXQjjaxsnMzNSyZcvUq1cv7du3T7/5zW/04x//WDt27ND+/fvVtm1bc6eblJSk/fv3h2bAZ2n16tWqqKjQhAkT/Ke15PU72fF1OdXxd/y8/fv3q0uXLgHnR0ZGqlOnTi1yXaurqzV9+nTl5eUFfBjOfffdpyuuuEKdOnXSpk2bVFRUpH379mn+/PkhHG3j5OTk6Oabb1a3bt20a9cuPfzww8rNzdXmzZsVERHRqtbwueeeU2xsrHnpsqWs36keFxpz37l///5THqfHzwumsAmE1mzy5MnasWNHwGv0kgJe9+vbt69SUlI0fPhw7dq1Sz169Djfw2yS3Nxc/9f9+vVTZmamunbtqr/97W+KiYkJ4cjOjSVLlig3N1epqan+01ry+v3Q1dbW6qc//amcc1q4cGHAeYWFhf6v+/Xrp7Zt2+ruu+/WnDlzwv6/9f3Zz37m/7pv377q16+fevTooQ0bNmj48OEhHFnwPfvss8rPz1d0dHTA6S1l/U73uBBOwuYlhoSEBEVERJh3ax44cEDJyckhGtXZmzJlitasWaM333yzwY/HzszMlCSVlZWdj6EFVXx8vC655BKVlZUpOTlZx44dU0VFRcA2LXUt9+zZo+LiYt1xxx1n3K4lr9/xdTnT8ZecnGzeMFxXV6evv/66Ra3r8TjYs2eP1q1b1+BH6WZmZqqurk5ffPHF+RlgEHXv3l0JCQn+22RrWcN//etfKi0tbfCYlMJz/U73uNCY+87k5ORTHqfHzwumsAmEtm3bauDAgXrjjTf8p/l8Pr3xxhsaMmRICEfWPM45TZkyRatWrdL69evVrVu3Bi+zfft2SVJKSso5Hl3wffvtt9q1a5dSUlI0cOBAtWnTJmAtS0tLVV5e3iLXcunSperSpYuuv/76M27XktevW7duSk5ODlizyspKbdmyxb9mQ4YMUUVFhbZt2+bfZv369fL5fP44CnfH42Dnzp0qLi5W586dG7zM9u3b5fV6zVPzLcFXX32lQ4cO+W+TrWENpe+f0Rs4cKD69+/f4LbhtH4NPS405r5zyJAh+vjjjwNC73joXn755UEfcNh44YUXXFRUlFu2bJn79NNP3V133eXi4+MD3q3ZUkyaNMl17NjRbdiwwe3bt8//78iRI84558rKytwjjzzi3n//fbd792738ssvu+7du7urr746xCNvnAceeMBt2LDB7d69273zzjsuOzvbJSQkuIMHDzrnnLvnnntcRkaGW79+vXv//ffdkCFD3JAhQ0I86qarr693GRkZbvr06QGnt8T1q6qqch988IH74IMPnCQ3f/5898EHH/jfwT937lwXHx/vXn75ZffRRx+5UaNGuW7durmjR4/695GTk+MGDBjgtmzZ4jZu3Oh69uzp8vLyQjUl40xzPHbsmLvxxhtdWlqa2759e8Bxefzd35s2bXILFixw27dvd7t27XLLly93iYmJbvz48SGe2ffONL+qqir34IMPus2bN7vdu3e74uJid8UVV7iePXu66upq/z7CeQ0buo0659zhw4ddu3bt3MKFC83lw339GnpccK7h+866ujrXp08fN3LkSLd9+3b32muvucTERFdUVBT08YZVIDjn3FNPPeUyMjJc27Zt3eDBg927774b6iE1i6RT/lu6dKlzzrny8nJ39dVXu06dOrmoqCh38cUXu2nTprnDhw+HduCNNHbsWJeSkuLatm3rLrzwQjd27FhXVlbmP//o0aPuF7/4hbvgggtcu3bt3E033eT27dsXwhE3z+uvv+4kudLS0oDTW+L6vfnmm6e8TRYUFDjnvv9TxxkzZrikpCQXFRXlhg8fbuZ96NAhl5eX5zp06ODi4uLcxIkTXVVVVQhmc2pnmuPu3btPe1y++eabzjnntm3b5jIzM13Hjh1ddHS0u+yyy9xjjz0W8AAbSmea35EjR9zIkSNdYmKia9Omjevatau78847zS9Y4byGDd1GnXNu8eLFLiYmxlVUVJjLh/v6NfS44Fzj7ju/+OILl5ub62JiYlxCQoJ74IEHXG1tbdDHy8c9AwAAI2zegwAAAMIHgQAAAAwCAQAAGAQCAAAwCAQAAGAQCAAAwCAQAACAQSAAAACDQACgCRMmaPTo0aEeBoAwQiAAYWbChAnyeDzyeDxq06aNunXrpoceekjV1dVnve8vvvhCHo/H/8FSx/3xj3/UsmXLznr/Jzs+D4/Ho8jISGVkZKiwsFA1NTX+bZYtW+bfxuv1Ki0tTRMnTjSfOgjg/IoM9QAAWDk5OVq6dKlqa2u1bds2FRQUyOPx6Pe///05ub6OHTuek/1K338aZk5Ojmpra/Xhhx9q4sSJat++vR599FH/NnFxcSotLZXP5/Nvs3fvXr3++uvnbFwAzoxnEIAwFBUVpeTkZKWnp2v06NHKzs7WunXrJH3/Mehz5sxRt27dFBMTo/79++vvf/+7/7LffPON8vPzlZiYqJiYGPXs2VNLly6VJP/Hyw4YMEAej0dZWVmS7EsMWVlZuu+++/TQQw+pU6dOSk5O1uzZswPG+Nlnn2no0KGKjo7W5ZdfruLiYnk8Hq1evTpgu/j4eP9cbrjhBo0aNUolJSUB23g8HiUnJys1NVW5ubm67777VFxcrKNHjwbhpwmgOXgGAQhzO3bs0KZNm9S1a1dJ0pw5c7R8+XItWrRIPXv21Ntvv61bb71ViYmJGjZsmGbMmKFPP/1Ua9euVUJCgsrKyvwPtO+9954GDx6s4uJi9e7dW23btj3t9T733HMqLCzUli1btHnzZk2YMEFXXXWVRowYofr6eo0ePVoZGRnasmWLqqqq9MADDzQ4l88//1zr16/XhAkTzrhdTEyMfD6f6urqGv+DAhBUBAIQhtasWaMOHTqorq5ONTU18nq9evrpp1VTU6PHHntMxcXFGjJkiCSpe/fu2rhxoxYvXqxhw4apvLxcAwYM0KBBgyRJF110kX+/iYmJkqTOnTsrOTn5jGPo16+fZs2aJUnq2bOnnn76ab3xxhsaMWKE1q1bp127dmnDhg3+/fzud7/TiBEjzH7y8vIUERHhn8sNN9ygoqKi017vzp07tWjRIg0aNEixsbGN/6EBCCoCAQhD11xzjRYuXKjvvvtOCxYsUGRkpMaMGaNPPvlER44cMQ/Ex44d04ABAyRJkyZN0pgxY1RSUqKRI0dq9OjR+tGPftTkMfTr1y/g+5SUFP8bB0tLS5Wenh4QGYMHDz7lfhYsWKDs7GzV19errKxMhYWFuu222/TCCy/4tzl8+LA6dOggn8+n6upqDR06VH/605+aPGYAwUMgAGGoffv2uvjiiyVJzz77rPr3768lS5aoT58+kqRXXnlFF154YcBloqKiJEm5ubnas2ePXn31Va1bt07Dhw/X5MmT9cQTTzRpDG3atAn43uPxyOfzNXkuycnJ/rn06tVLVVVVysvL029/+1v/6bGxsSopKZHX61VKSopiYmKafD0AgotAAMKc1+vVww8/rMLCQn3++eeKiopSeXm5hg0bdtrLJCYmqqCgQAUFBfrxj3+sadOm6YknnvC/56C+vv6sxtSrVy99+eWXOnDggJKSkiRJW7dubdRlIyIiJCngDYher9cfCwDCA4EAtAC33HKLpk2bpsWLF+vBBx/U/fffL5/Pp6FDh+rw4cN65513FBcXp4KCAs2cOVMDBw5U7969VVNTozVr1uiyyy6TJHXp0kUxMTF67bXXlJaWpujo6Gb9ieOIESPUo0cPFRQUaN68eaqqqtKvf/1rSd8/03CiiooK7d+/Xz6fTzt37tQjjzyiSy65xD8mAOGJP3MEWoDIyEhNmTJF8+bNU1FRkWbMmKE5c+bosssuU05Ojl555RX/nzC2bdtWRUVF6tevn66++mpFRET4X++PjIzUk08+qcWLFys1NVWjRo1q1ngiIiK0evVqffvtt7ryyit1xx136Fe/+pUkKTo6OmDbiRMnKiUlRWlpacrLy1Pv3r21du1aRUby+wkQzjzOORfqQQBo+d555x0NHTpUZWVl6tGjR6iHA+AsEQgAmmXVqlXq0KGDevbsqbKyMk2dOlUXXHCBNm7cGOqhAQgCnuMD0CxVVVWaPn26ysvLlZCQoOzsbP3hD38I9bAABAnPIAAAAIM3KQIAAINAAAAABoEAAAAMAgEAABgEAgAAMAgEAABgEAgAAMAgEAAAgPH/AJ1gKFG9S75eAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(x = 'RestingBP', data=df)\n",
"plt.show()\n",
"sns.boxplot(x = 'RestingBP', data=df)\n",
"plt.show"
]
},
{
"cell_type": "markdown",
"id": "f785fe18",
"metadata": {},
"source": [
"- 대개 110 ~140 사이에 많이 분포\n",
"- 박스플롯을 보면 0의 값을 가지는 값 하나 존재 -> 이상치로 판단하여 제거"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "5aed1408",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"80"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = df[df['RestingBP']>0]\n",
"df['RestingBP'].min()"
]
},
{
"cell_type": "markdown",
"id": "2989c78c",
"metadata": {},
"source": [
"##### Cholesterol"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "58838355",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 917.000000\n",
"mean 199.016358\n",
"std 109.246330\n",
"min 0.000000\n",
"25% 174.000000\n",
"50% 223.000000\n",
"75% 267.000000\n",
"max 603.000000\n",
"Name: Cholesterol, dtype: float64"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Cholesterol'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "e0fd8b2d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(x = 'Cholesterol', data=df)\n",
"#0과 600대 값 둘다 이상치로 볼 수 없는 범위 내 있다고 판단 -> 제거 x"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "35792428",
"metadata": {},
"outputs": [],
"source": [
"#100단위로 콜레스테롤 범위 구분하여 새 컬럼 형성\n",
"def chol_sep(ch):\n",
" if ch>=0 and ch<100:\n",
" return '0-100'\n",
" elif ch>=100 and ch<200:\n",
" return '100-200'\n",
" elif ch>=200 and ch<300:\n",
" return '200-300'\n",
" elif ch>=300 and ch<400:\n",
" return '300-400'\n",
" elif ch>=400 and ch<500:\n",
" return '400-500'\n",
" elif ch>=500 and ch<600:\n",
" return '500-600'\n",
" else:\n",
" return '>=600'\n",
"\n",
"df['chol_group'] = df['Cholesterol'].apply(chol_sep)\n",
"df['chol_group'] = df['chol_group'].map({\n",
" '0-100':0,\n",
" '100-200':1,\n",
" '200-300':2,\n",
" '300-400':3,\n",
" '400-500':4,\n",
" '500-600':5,\n",
" '>=600':6\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "058d4cd1",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Cholesterol | \n",
" chol_group | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" 289 | \n",
" 2 | \n",
"
\n",
" \n",
" 2 | \n",
" 180 | \n",
" 1 | \n",
"
\n",
" \n",
" 3 | \n",
" 283 | \n",
" 2 | \n",
"
\n",
" \n",
" 4 | \n",
" 214 | \n",
" 2 | \n",
"
\n",
" \n",
" 5 | \n",
" 195 | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Cholesterol chol_group\n",
"1 289 2\n",
"2 180 1\n",
"3 283 2\n",
"4 214 2\n",
"5 195 1"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[['Cholesterol','chol_group']].head()"
]
},
{
"cell_type": "markdown",
"id": "b4c9cb26",
"metadata": {},
"source": [
"##### FastingBS"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "2a9e286b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(3,3))\n",
"sns.countplot(x = 'FastingBS', hue='HeartDisease',data=df)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "6373c045",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" HeartDisease | \n",
"
\n",
" \n",
" FastingBS | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" 0.794393 | \n",
"
\n",
" \n",
" 0 | \n",
" 0.479374 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" HeartDisease\n",
"FastingBS \n",
"1 0.794393\n",
"0 0.479374"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[['FastingBS', 'HeartDisease']].groupby(['FastingBS'], as_index=True).mean().sort_values(by='HeartDisease', ascending=False)"
]
},
{
"cell_type": "markdown",
"id": "c3a560da",
"metadata": {},
"source": [
"공복혈당이 높은 환자 중 심장질환 보유자 비율이 높음 -> 높은 공복혈당은 주의할 요인"
]
},
{
"cell_type": "markdown",
"id": "a8cc5bca",
"metadata": {},
"source": [
"##### RestingECG"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "928e6eb9",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" HeartDisease | \n",
"
\n",
" \n",
" RestingECG | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" ST | \n",
" 0.657303 | \n",
"
\n",
" \n",
" LVH | \n",
" 0.563830 | \n",
"
\n",
" \n",
" Normal | \n",
" 0.515426 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" HeartDisease\n",
"RestingECG \n",
"ST 0.657303\n",
"LVH 0.563830\n",
"Normal 0.515426"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#ST(ST-T파 이상), LVH(좌실비대), Normal(정상)순\n",
"#즉 심장질환 보유자 중 휴식기 심전도가 ST-T파에 이상인 환자 비율이 높음을 알 수 있음(각 증상별 큰차이를 보이지는 않음)\n",
"df[['RestingECG', 'HeartDisease']].groupby(['RestingECG'], as_index=True).mean().sort_values(by='HeartDisease', ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "be258a97",
"metadata": {},
"outputs": [],
"source": [
"#Normal 0, ST 1, LVH 2로 값 변환\n",
"df['RestingECG'] = df['RestingECG'].map({'Normal': 0,'ST':1,'LVH': 2})"
]
},
{
"cell_type": "markdown",
"id": "23c87f29",
"metadata": {},
"source": [
"##### MaxHR"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "cc256505",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(x = 'MaxHR', data=df, bins=16)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "24873f38",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "999fd205",
"metadata": {},
"source": [
"##### ExerciseAngina"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "a9296376",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(3,3))\n",
"sns.countplot(x = 'ExerciseAngina', data=df)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "7d830c24",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" HeartDisease | \n",
"
\n",
" \n",
" ExerciseAngina | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" Y | \n",
" 0.851752 | \n",
"
\n",
" \n",
" N | \n",
" 0.349817 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" HeartDisease\n",
"ExerciseAngina \n",
"Y 0.851752\n",
"N 0.349817"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#심장질환 보유자 중 운동성 협심증 보유자가 많음\n",
"df[['ExerciseAngina', 'HeartDisease']].groupby(['ExerciseAngina'], as_index=True).mean().sort_values(by='HeartDisease', ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "2b8a64ee",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1 0\n",
"2 0\n",
"3 0\n",
"4 1\n",
"5 0\n",
"Name: ExerciseAngina, dtype: int64"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#운동성 협심증 미보유자 0, 보유자 1로 값변환\n",
"df['ExerciseAngina'] = df['ExerciseAngina'].map({\n",
" 'N':0,\n",
" 'Y':1\n",
"})\n",
"df['ExerciseAngina'].head()"
]
},
{
"cell_type": "markdown",
"id": "443cc9d5",
"metadata": {},
"source": [
"##### Oldpeak"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "cac816fc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 917.000000\n",
"mean 0.886696\n",
"std 1.066960\n",
"min -2.600000\n",
"25% 0.000000\n",
"50% 0.600000\n",
"75% 1.500000\n",
"max 6.200000\n",
"Name: Oldpeak, dtype: float64"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Oldpeak'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "a4c47ea6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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9AQDAM4wJ6aSkJB08eFA7duxwWz516lTXn3v27KmIiAiNGDFCx44dU5cuXWq1rdTUVKWkpLjmHQ6HoqKialc4AAB1xIjT3cnJyVq/fr0++ugjtWvX7mf7Dho0SJKUl5cnSbJarSooKHDrc3n+atexAwICZLFY3CYAAEzj1ZB2Op1KTk7WunXrtHXrVnXq1OkXx+zbt0+SFBERIUmy2Ww6cOCACgsLXX02b94si8WimJiYOqkbAID64NXT3UlJScrIyNC7776rVq1aua4hBwUFqXnz5jp27JgyMjI0evRohYaGav/+/Zo5c6aGDBmiXr16SZJiY2MVExOjCRMmaNGiRbLb7ZozZ46SkpIUEBDgzd0DAOC6ePVIetmyZSopKdHQoUMVERHhmt58801Jkr+/v7Zs2aLY2FhFR0frkUceUWJiot5//33XOvz8/LR+/Xr5+fnJZrPpgQce0MSJE92eqwYAoCHy6pG00+n82faoqChlZWX94no6dOigDz74wFNlAQBgBCNuHAMAAFcipAEAMBQhDQCAoQhpAAAMRUgDAGAoQhoAAEMR0gAAGIqQBgDAUIQ0AACGIqQBADAUIQ0AgKEIaQAADEVIAwBgKEIaAABDEdIAABiKkAYAwFCENAAAhiKkAQAwFCENAIChCGkAAAxFSAMAYChCGgAAQxHSAAAYipAGAMBQhDQAAIYipAEAMFStQrpz5846e/bsFcvPnTunzp07X3dRAACgliH9zTffqLKy8orl5eXlOnXq1HUXBQAApCY16fzee++5/rxx40YFBQW55isrK5WZmamOHTt6rDgAAG5kNQrpsWPHSpJ8fHw0adIkt7amTZuqY8eO+utf/+qx4gAAuJHVKKSrqqokSZ06ddKePXvUpk2bOikKAADUMKQvO378uKfrAAAAP1GrkJakzMxMZWZmqrCw0HWEfdlrr7123YUBAHCjq1VIz5s3T/Pnz1f//v0VEREhHx8fT9cFAMANr1YhvXz5cq1evVoTJkzwdD0AAOD/qdVz0hUVFbrttts8XQsAAPiRWoX0H/7wB2VkZHi6FgAA8CO1Ot194cIFrVixQlu2bFGvXr3UtGlTt/YXXnjBI8UBAHAjq1VI79+/X3369JEkHTx40K2Nm8gAAPCMWoX0Rx995Ok6AADAT/CpSgAADFWrI+lhw4b97GntrVu31rogAADwg1odSffp00e9e/d2TTExMaqoqNBnn32mnj17XvN60tLSNGDAALVq1UphYWEaO3ascnNz3fpcuHBBSUlJCg0NVWBgoBITE1VQUODW58SJE0pISFCLFi0UFhamWbNm6dKlS7XZNQAAjFGrI+nFixdXu/ypp55SaWnpNa8nKytLSUlJGjBggC5duqTHH39csbGxOnz4sFq2bClJmjlzpv75z3/qrbfeUlBQkJKTkzVu3Dh98sknkn74RGZCQoKsVqt27typ06dPa+LEiWratKkWLFhQm90DAMAIPk6n0+mpleXl5WngwIEqKiqq1fgzZ84oLCxMWVlZGjJkiEpKStS2bVtlZGToP/7jPyRJR44cUffu3ZWdna3Bgwfrww8/1F133aX8/HyFh4dL+uGNaLNnz9aZM2fk7+//i9t1OBwKCgpSSUmJLBZLrWqH+Q4dOqQePXpo1Nw3FBTZ+ZrGlOR/rQ3zHtDBgwd1yy231HGFAODOozeOZWdnq1mzZrUeX1JSIkkKCQmRJOXk5OjixYsaOXKkq090dLTat2+v7Oxs1zZ79uzpCmhJiouLk8Ph0KFDh6rdTnl5uRwOh9sEAIBpanW6e9y4cW7zTqdTp0+f1t69e/XEE0/UqpCqqirNmDFDt99+u3r06CFJstvt8vf3V3BwsFvf8PBw2e12V58fB/Tl9stt1UlLS9O8efNqVScAAPWlViEdFBTkNu/r66tu3bpp/vz5io2NrVUhSUlJOnjwoHbs2FGr8TWRmpqqlJQU17zD4VBUVFSdbxcAgJqoVUivWrXKo0UkJydr/fr12r59u9q1a+dabrVaVVFRoXPnzrkdTRcUFMhqtbr6fPrpp27ru3z39+U+PxUQEKCAgACP7gMAAJ52Xdekc3Jy9MYbb+iNN97Q559/XuPxTqdTycnJWrdunbZu3apOnTq5tffr109NmzZVZmama1lubq5OnDghm80mSbLZbDpw4IAKCwtdfTZv3iyLxaKYmJha7hkAAN5XqyPpwsJC3Xfffdq2bZvrCPfcuXMaNmyY1q5dq7Zt217TepKSkpSRkaF3331XrVq1cl1DDgoKUvPmzRUUFKTJkycrJSVFISEhslgsmj59umw2mwYPHixJio2NVUxMjCZMmKBFixbJbrdrzpw5SkpK4mgZANCg1epIevr06Tp//rwOHTqkoqIiFRUV6eDBg3I4HPrzn/98zetZtmyZSkpKNHToUEVERLimN99809Vn8eLFuuuuu5SYmKghQ4bIarXq7bffdrX7+flp/fr18vPzk81m0wMPPKCJEydq/vz5tdk1AACMUasj6Q0bNmjLli3q3r27a1lMTIzS09NrdOPYtTyi3axZM6Wnpys9Pf2qfTp06KAPPvjgmrcLAEBDUKsj6aqqqiu+IS1JTZs2VVVV1XUXBQAAahnSw4cP18MPP6z8/HzXslOnTmnmzJkaMWKEx4oDAOBGVquQfumll+RwONSxY0d16dJFXbp0UadOneRwOLR06VJP1wgAwA2pVteko6Ki9Nlnn2nLli06cuSIJKl79+5ur+8EAADXp0ZH0lu3blVMTIwcDod8fHx05513avr06Zo+fboGDBigW265RR9//HFd1QoAwA2lRiG9ZMkSTZkypdovRQUFBemPf/yjXnjhBY8VBwDAjaxGIf3FF19o1KhRV22PjY1VTk7OdRcFAABqGNIFBQXVPnp1WZMmTXTmzJnrLgoAANQwpH/1q1/p4MGDV23fv3+/IiIirrsoAABQw5AePXq0nnjiCV24cOGKtu+//15z587VXXfd5bHiAAC4kdXoEaw5c+bo7bffVteuXZWcnKxu3bpJko4cOaL09HRVVlbqL3/5S50UCgDAjaZGIR0eHq6dO3dq2rRpSk1Ndb1728fHR3FxcUpPT1d4eHidFAoAwI2mxi8zufwxi+LiYuXl5cnpdOrmm29W69at66I+AABuWLV645gktW7dWgMGDPBkLQAA4Edq9e5uAABQ9whpAAAMRUgDAGAoQhoAAEMR0gAAGIqQBgDAUIQ0AACGIqQBADAUIQ0AgKEIaQAADEVIAwBgKEIaAABDEdIAABiKkAYAwFCENAAAhiKkAQAwFCENAIChCGkAAAxFSAMAYChCGgAAQxHSAAAYipAGAMBQhDQAAIYipAEAMBQhDQCAoQhpAAAMRUgDAGAor4b09u3bNWbMGEVGRsrHx0fvvPOOW/vvf/97+fj4uE2jRo1y61NUVKTx48fLYrEoODhYkydPVmlpaT3uBQAAdcOrIV1WVqbevXsrPT39qn1GjRql06dPu6a///3vbu3jx4/XoUOHtHnzZq1fv17bt2/X1KlT67p0AADqXBNvbjw+Pl7x8fE/2ycgIEBWq7Xati+//FIbNmzQnj171L9/f0nS0qVLNXr0aD3//POKjIz0eM0AANQX469Jb9u2TWFhYerWrZumTZums2fPutqys7MVHBzsCmhJGjlypHx9fbV7925vlAsAgMd49Uj6l4waNUrjxo1Tp06ddOzYMT3++OOKj49Xdna2/Pz8ZLfbFRYW5jamSZMmCgkJkd1uv+p6y8vLVV5e7pp3OBx1tg8AANSW0SF93333uf7cs2dP9erVS126dNG2bds0YsSIWq83LS1N8+bN80SJAADUGeNPd/9Y586d1aZNG+Xl5UmSrFarCgsL3fpcunRJRUVFV72OLUmpqakqKSlxTSdPnqzTugEAqI0GFdLffvutzp49q4iICEmSzWbTuXPnlJOT4+qzdetWVVVVadCgQVddT0BAgCwWi9sEAIBpvHq6u7S01HVULEnHjx/Xvn37FBISopCQEM2bN0+JiYmyWq06duyYHn30Ud10002Ki4uTJHXv3l2jRo3SlClTtHz5cl28eFHJycm67777uLMbANDgefVIeu/everbt6/69u0rSUpJSVHfvn315JNPys/PT/v379dvfvMbde3aVZMnT1a/fv308ccfKyAgwLWONWvWKDo6WiNGjNDo0aN1xx13aMWKFd7aJQAAPMarR9JDhw6V0+m8avvGjRt/cR0hISHKyMjwZFkAABihQV2TBgDgRkJIAwBgKEIaAABDEdIAABiKkAYAwFCENAAAhiKkAQAwFCENAIChCGkAAAxFSAMAYChCGgAAQxHSAAAYipAGAMBQhDQAAIYipAEAMBQhDQCAoQhpAAAMRUgDAGAoQhoAAEMR0gAAGIqQBgDAUIQ0AACGIqQBADAUIQ0AgKEIaQAADEVIAwBgKEIaAABDEdIAABiKkAYAwFCENAAAhiKkAQAwFCENAIChCGkAAAxFSAMAYChCGgAAQxHSAAAYipAGAMBQhDQAAIYipAEAMFQTbxcA4Af5+fkqLi6u0ZjWrVsrMjKyjioC4G2ENGCA/Px8de0WrbLS8zUa1zKwlb7KPUJQA40UIQ0YoLi4WGWl53XHtIUKDGt3TWNKC7/VjmWPqbi4mJAGGimvXpPevn27xowZo8jISPn4+Oidd95xa3c6nXryyScVERGh5s2ba+TIkTp69Khbn6KiIo0fP14Wi0XBwcGaPHmySktL63EvAM8JDGunoMjO1zRda5gDaLi8GtJlZWXq3bu30tPTq21ftGiRXnzxRS1fvly7d+9Wy5YtFRcXpwsXLrj6jB8/XocOHdLmzZu1fv16bd++XVOnTq2vXQAAoM549XR3fHy84uPjq21zOp1asmSJ5syZo7vvvluS9N///d8KDw/XO++8o/vuu09ffvmlNmzYoD179qh///6SpKVLl2r06NF6/vnnOQUIAGjQjH0E6/jx47Lb7Ro5cqRrWVBQkAYNGqTs7GxJUnZ2toKDg10BLUkjR46Ur6+vdu/efdV1l5eXy+FwuE0AAJjG2JC22+2SpPDwcLfl4eHhrja73a6wsDC39iZNmigkJMTVpzppaWkKCgpyTVFRUR6uHgCA62dsSNel1NRUlZSUuKaTJ096uyQAAK5gbEhbrVZJUkFBgdvygoICV5vValVhYaFb+6VLl1RUVOTqU52AgABZLBa3CQAA0xgb0p06dZLValVmZqZrmcPh0O7du2Wz2SRJNptN586dU05OjqvP1q1bVVVVpUGDBtV7zQAAeJJX7+4uLS1VXl6ea/748ePat2+fQkJC1L59e82YMUPPPPOMbr75ZnXq1ElPPPGEIiMjNXbsWElS9+7dNWrUKE2ZMkXLly/XxYsXlZycrPvuu487uwEADZ5XQ3rv3r0aNmyYaz4lJUWSNGnSJK1evVqPPvqoysrKNHXqVJ07d0533HGHNmzYoGbNmrnGrFmzRsnJyRoxYoR8fX2VmJioF198sd73BQAAT/NqSA8dOlROp/Oq7T4+Ppo/f77mz59/1T4hISHKyMioi/IAAPAqY69JAwBwoyOkAQAwFCENAIChCGkAAAxFSAMAYChCGgAAQxHSAAAYyqvPSQOof/n5+SouLq7RmNatW/MWP8ALCGngBpKfn6+u3aJVVnq+RuNaBrbSV7lHCGqgnhHSwA2kuLhYZaXndce0hQoMa3dNY0oLv9WOZY+puLiYkAbqGSEN3IACw9opKLJznW6D0+rA9SOkAXgcp9UBzyCkAXgcp9UBzyCkAdSZ+jitDjRmPCcNAIChCGkAAAxFSAMAYChCGgAAQxHSAAAYipAGAMBQhDQAAIYipAEAMBQhDQCAoQhpAAAMRUgDAGAoQhoAAEMR0gAAGIqQBgDAUIQ0AACGIqQBADAUIQ0AgKEIaQAADEVIAwBgKEIaAABDEdIAABiKkAYAwFCENAAAhiKkAQAwFCENAIChCGkAAAxFSAMAYChCGgAAQxkd0k899ZR8fHzcpujoaFf7hQsXlJSUpNDQUAUGBioxMVEFBQVerBgAAM8xOqQl6ZZbbtHp06dd044dO1xtM2fO1Pvvv6+33npLWVlZys/P17hx47xYLQAAntPE2wX8kiZNmshqtV6xvKSkRCtXrlRGRoaGDx8uSVq1apW6d++uXbt2afDgwfVdKgAAHmX8kfTRo0cVGRmpzp07a/z48Tpx4oQkKScnRxcvXtTIkSNdfaOjo9W+fXtlZ2f/7DrLy8vlcDjcJgAATGN0SA8aNEirV6/Whg0btGzZMh0/flz/9m//pvPnz8tut8vf31/BwcFuY8LDw2W32392vWlpaQoKCnJNUVFRdbgXAADUjtGnu+Pj411/7tWrlwYNGqQOHTroH//4h5o3b17r9aampiolJcU173A4CGoAgHGMPpL+qeDgYHXt2lV5eXmyWq2qqKjQuXPn3PoUFBRUew37xwICAmSxWNwmAABM06BCurS0VMeOHVNERIT69eunpk2bKjMz09Wem5urEydOyGazebFKAAA8w+jT3f/1X/+lMWPGqEOHDsrPz9fcuXPl5+en+++/X0FBQZo8ebJSUlIUEhIii8Wi6dOny2azcWc3AKBRMDqkv/32W91///06e/as2rZtqzvuuEO7du1S27ZtJUmLFy+Wr6+vEhMTVV5erri4OL388sterhqNUV5eXo36t27dWpGRkXVUDYAbhdEhvXbt2p9tb9asmdLT05Wenl5PFeFGc+F8seTjo7Fjx9ZoXMvAVvoq9whBDeC6GB3SgLdd/L5McjrV/6F5ahPV5ZrGlBZ+qx3LHlNxcTEhDeC6ENLANWjZ5lcKiuzs7TIA3GAa1N3dAADcSDiSBupITW42q+mNad7YDoD6R0gDHlbbm80k6WLFReO2A8B7CGnAw2pzs1nBkRx9/uZiXaqsNG47ALyHkAbqSE1uNjtf+K3x2wFQ/7hxDAAAQxHSAAAYipAGAMBQhDQAAIYipAEAMBQhDQCAoXgEC8A1aUxvNsvPz1dxcXGNxvD5UXgDIQ3gZzW2N5vl5+era7dolZWer9E4Pj8KbyCkAfysxvZms+LiYpWVntcd0xYqMKzdNY3h86PwFkIawDVpbG82Cwxrx+dHYTxuHAMAwFCENAAAhiKkAQAwFCENAIChCGkAAAzF3d0AjFLTF6HwkhE0ZoQ0ACPU9qUpvGQEjRkhDcAItXlpCi8ZQWNHSAMwSk1emgI0dtw4BgCAoQhpAAAMRUgDAGAoQhoAAENx4xiABq8mz1bX9DlswJsIaQANVm2frZakixUXPV8Q4GGENIAGqzbPVhccydHnby7WpcrKOq4OuH6ENIAGrybPVp8v/LaOqwE8hxvHAAAwFEfSAGCQ/Px8FRcX12gMHxlpvAhpADBEfn6+unaLVlnp+RqN4yMjjRchDQB1pKZHxXl5eSorPa87pi1UYFi7axrDR0YaN0IaAOpAbY+KJSkgOJyPjEASIQ0A16ymL02p6VExj4fhpwhpAPgF1/PSlJocFfN4GH6q0YR0enq6nnvuOdntdvXu3VtLly7VwIEDvV3WDYm7U9HY8NIUeEujCOk333xTKSkpWr58uQYNGqQlS5YoLi5Oubm5CgsL83Z5N5TaXodr3qKl/rn+/Rr98yLYUd94aQrqW6MI6RdeeEFTpkzRgw8+KElavny5/vnPf+q1117TY4895uXqbizFxcU1vg539vhh7fk/aRo+fHiNtsVjJ8D/V9MPh/A/uQ1Dgw/piooK5eTkKDU11bXM19dXI0eOVHZ2dr3XU5tTveXl5QoICKjRmNr8B1YftV3+iyIwrF3NjjhqeCqRx06AH9T2enl9nb2qr8tfJv/dez0afEj/61//UmVlpcLDw92Wh4eH68iRI9WOKS8vV3l5uWu+pKREkuRwOK6rltOnT+vWfv31XVlpDUf6SHLWaETz5i30j3+8qbZt215T/zNnzuje396n778rq/PaJOnM8SO6VP7dNfU9X3BCklRZceGax1yquCBJ2r9/v0pLr+33/vrrryVJ577Nq3FtjvxjaupbxRjGGDem6JsvJadTXeMfVFDYtYWH4/Rx5W7KqPHZq/r6e8fkv99atAzUZzl7FRERUcNtVa9Vq1by8fG5egdnA3fq1CmnJOfOnTvdls+aNcs5cODAasfMnTvXqR/+yTAxMTExMXltKikp+dmMa/BH0m3atJGfn58KCgrclhcUFMhqtVY7JjU1VSkpKa75qqoqFRUVKTQ09Of/j8YQDodDUVFROnnypCwWi7fLaTT4XT2P37Ru8LvWDW/8rq1atfrZ9gYf0v7+/urXr58yMzNd12SqqqqUmZmp5OTkascEBARccR0iODi4jiv1PIvFwn+gdYDf1fP4TesGv2vdMOl3bfAhLUkpKSmaNGmS+vfvr4EDB2rJkiUqKytz3e0NAEBD1ChC+re//a3OnDmjJ598Una7XX369NGGDRuuuJkMAICGpFGEtCQlJydf9fR2YxMQEKC5c+fW+NEB/Dx+V8/jN60b/K51w8Tf1cfpdDq9XQQAALiSr7cLAAAA1SOkAQAwFCENAIChCGkAAAxFSDdg33zzjSZPnqxOnTqpefPm6tKli+bOnauKigpvl9bgpKenq2PHjmrWrJkGDRqkTz/91NslNWhpaWkaMGCAWrVqpbCwMI0dO1a5ubneLqtRWbhwoXx8fDRjxgxvl9LgnTp1Sg888IBCQ0PVvHlz9ezZU3v37vV2WZII6QbtyJEjqqqq0iuvvKJDhw5p8eLFWr58uR5//HFvl9agXP4e+dy5c/XZZ5+pd+/eiouLU2FhobdLa7CysrKUlJSkXbt2afPmzbp48aJiY2NVVlbTDyCgOnv27NErr7yiXr16ebuUBq+4uFi33367mjZtqg8//FCHDx/WX//6V7Vu3drbpUniEaxG57nnntOyZctcX3zCLxs0aJAGDBigl156SdIPr5WNiorS9OnT+R65h5w5c0ZhYWHKysrSkCFDvF1Og1ZaWqpbb71VL7/8sp555hn16dNHS5Ys8XZZDdZjjz2mTz75RB9//LG3S6kWR9KNTElJiUJCQrxdRoNx+XvkI0eOdC3z5vfIG6vLn4Pl383rl5SUpISEBLd/Z1F77733nvr376977rlHYWFh6tu3r1599VVvl+VCSDcieXl5Wrp0qf74xz96u5QG4+e+R263271UVeNSVVWlGTNm6Pbbb1ePHj28XU6DtnbtWn322WdKS0vzdimNxtdff61ly5bp5ptv1saNGzVt2jT9+c9/1uuvv+7t0iQR0kZ67LHH5OPj87PTkSNH3MacOnVKo0aN0j333KMpU6Z4qXLgSklJSTp48KDWrl3r7VIatJMnT+rhhx/WmjVr1KxZM2+X02hUVVXp1ltv1YIFC9S3b19NnTpVU6ZM0fLly71dmqRG9O7uxuSRRx7R73//+5/t07lzZ9ef8/PzNWzYMN12221asWJFHVfXuNTme+S4dsnJyVq/fr22b9+udu3aebucBi0nJ0eFhYW69dZbXcsqKyu1fft2vfTSSyovL5efn58XK2yYIiIiFBMT47ase/fu+t///V8vVeSOkDZQ27Zt1bZt22vqe+rUKQ0bNkz9+vXTqlWr5OvLyZGaqM33yPHLnE6npk+frnXr1mnbtm3q1KmTt0tq8EaMGKEDBw64LXvwwQcVHR2t2bNnE9C1dPvtt1/xeOBXX32lDh06eKkid4R0A3bq1CkNHTpUHTp00PPPP68zZ8642jgKvHZ8j9zzkpKSlJGRoXfffVetWrVyXd8PCgpS8+bNvVxdw9SqVasrrum3bNlSoaGhXOu/DjNnztRtt92mBQsW6N5779Wnn36qFStWmHNW0okGa9WqVU5J1U6omaVLlzrbt2/v9Pf3dw4cONC5a9cub5fUoF3t38tVq1Z5u7RG5de//rXz4Ycf9nYZDd7777/v7NGjhzMgIMAZHR3tXLFihbdLcuE5aQAADMUFTAAADEVIAwBgKEIaAABDEdIAABiKkAYAwFCENAAAhiKkAQAwFCEN3MA6duz4i98i9vHx0TvvvFMv9Vz2zTffyMfHR/v27avX7QKmIaSBRurkyZN66KGHFBkZKX9/f3Xo0EEPP/ywzp496+3SAFwjQhpohL7++mv1799fR48e1d///nfl5eVp+fLlyszMlM1mU1FRkbdLBHANCGmgEUpKSpK/v782bdqkX//612rfvr3i4+O1ZcsWnTp1Sn/5y1+qHXf06FENGTJEzZo1U0xMjDZv3uzWfvk09Nq1a3XbbbepWbNm6tGjh7Kystz6HTx4UPHx8QoMDFR4eLgmTJigf/3rX672DRs26I477lBwcLBCQ0N111136dixY1fdn8rKSj300EOKjo7WiRMnruOXARoWQhpoZIqKirRx40b953/+5xVfnLJarRo/frzefPNN/fS1/VVVVRo3bpz8/f21e/duLV++XLNnz652G7NmzdIjjzyizz//XDabTWPGjHGdRj937pyGDx+uvn37au/evdqwYYMKCgp07733usaXlZUpJSVFe/fuVWZmpnx9ffXv//7vqqqqumJb5eXluueee7Rv3z59/PHHat++/fX+RECDwacqgUbm6NGjcjqd6t69e7Xt3bt3V3FxsdunTSVpy5YtOnLkiDZu3KjIyEhJ0oIFCxQfH3/FOpKTk5WYmChJWrZsmTZs2KCVK1fq0Ucf1UsvvaS+fftqwYIFrv6vvfaaoqKi9NVXX6lr166usT9ub9u2rQ4fPuz22cXS0lIlJCSovLxcH330kYKCgmr3owANFEfSQCNV0w/cffnll4qKinIFtCTZbLZq+/54eZMmTdS/f399+eWXkqQvvvhCH330kQIDA11TdHS0JLlOaR89elT333+/OnfuLIvFoo4dO0rSFaey77//fpWVlWnTpk0ENG5IhDTQyNx0003y8fFxheZPffnll2rdurXatm1bJ9svLS3VmDFjtG/fPrfp8vVuSRozZoyKior06quvavfu3dq9e7ckqaKiwm1do0eP1v79+5WdnV0ntQKmI6SBRiY0NFR33nmnXn75ZX3//fdubXa7XWvWrNFvf/tb+fj4uLV1795dJ0+e1OnTp13Ldu3aVe02frz80qVLysnJcZ1ev/XWW3Xo0CF17NhRN910k9vUsmVLnT17Vrm5uZozZ45GjBjhOv1enWnTpmnhwoX6zW9+c8XNacCNgJAGGqGXXnpJ5eXliouL0/bt23Xy5Elt2LBBd955p371q1/p2WefvWLMyJEj1bVrV02aNElffPGFPv7446veBZ6enq5169bpyJEjSkpKUnFxsR566CFJP9xZXlRUpPvvv1979uzRsWPHtHHjRj344IOqrKxU69atFRoaqhUrVigvL09bt25VSkrKVfdl+vTpeuaZZ3TXXXdpx44dnvmBgAaCkAYaoZtvvll79+5V586dde+996pLly6aOnWqhg0bpuzsbIWEhFwxxtfXV+vWrdP333+vgQMH6g9/+EO1YS5JCxcu1MKFC9W7d2/t2LFD7733ntq0aSNJioyM1CeffKLKykrFxsaqZ8+emjFjhoKDg+Xr6ytfX1+tXbtWOTk56tGjh2bOnKnnnnvuZ/dnxowZmjdvnkaPHq2dO3de/w8ENBA+zpreXQLghvXNN9+oU6dO+vzzz9WnTx9vlwM0ehxJAwBgKEIaAABDcbobAABDcSQNAIChCGkAAAxFSAMAYChCGgAAQxHSAAAYipAGAMBQhDQAAIYipAEAMBQhDQCAof4v4pkCf0+/6bgAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.displot(x = 'Oldpeak', data=df)\n",
"plt.show()\n",
"sns.boxplot(x = 'Oldpeak', data=df)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "bc90253f",
"metadata": {},
"source": [
"값의 분포가 고르지 않으며 이상치라 보기 힘든 값 여럿 존재 -> 범주 구분 필요"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "dd07e992",
"metadata": {},
"outputs": [],
"source": [
"def op_sep(p):\n",
" if p<-2:\n",
" return 0\n",
" elif p>=-2 and p<0:\n",
" return 1\n",
" elif p>=0 and p<2:\n",
" return 2\n",
" elif p>=2 and p<4:\n",
" return 3\n",
" elif p>=4 and p<6:\n",
" return 4\n",
" else:\n",
" return 5\n",
"df['op_group'] = df['Oldpeak'].apply(op_sep)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "254d9174",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Oldpeak | \n",
" op_group | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" 0.0 | \n",
" 2 | \n",
"
\n",
" \n",
" 2 | \n",
" 1.0 | \n",
" 2 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.0 | \n",
" 2 | \n",
"
\n",
" \n",
" 4 | \n",
" 1.5 | \n",
" 2 | \n",
"
\n",
" \n",
" 5 | \n",
" 0.0 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Oldpeak op_group\n",
"1 0.0 2\n",
"2 1.0 2\n",
"3 0.0 2\n",
"4 1.5 2\n",
"5 0.0 2"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[['Oldpeak','op_group']].head()"
]
},
{
"cell_type": "markdown",
"id": "272d288c",
"metadata": {},
"source": [
"##### ST_Slope"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "04590a57",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6,4))\n",
"sns.countplot(x = 'ST_Slope', data=df)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "68dfd012",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" HeartDisease | \n",
"
\n",
" \n",
" ST_Slope | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" Flat | \n",
" 0.827887 | \n",
"
\n",
" \n",
" Down | \n",
" 0.777778 | \n",
"
\n",
" \n",
" Up | \n",
" 0.197468 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" HeartDisease\n",
"ST_Slope \n",
"Flat 0.827887\n",
"Down 0.777778\n",
"Up 0.197468"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Flat,Down,Up 순\n",
"# 심장질환 보유자 중 ST 세그먼트 기울기가 평평한 환자 비율이 많음\n",
"df[['ST_Slope', 'HeartDisease']].groupby(['ST_Slope'], as_index=True).mean().sort_values(by='HeartDisease', ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "de907f65",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1 0\n",
"2 1\n",
"3 0\n",
"4 1\n",
"5 0\n",
"Name: ST_Slope, dtype: int64"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#up 0 ,flat 1, down 2로 값 변환\n",
"df['ST_Slope'] = df['ST_Slope'].map({\n",
" 'Up':0,\n",
" 'Flat':1,\n",
" 'Down':2\n",
"})\n",
"df['ST_Slope'].head()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "be9dd4b0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Age | \n",
" Sex | \n",
" ChestPainType | \n",
" RestingBP | \n",
" Cholesterol | \n",
" FastingBS | \n",
" RestingECG | \n",
" MaxHR | \n",
" ExerciseAngina | \n",
" Oldpeak | \n",
" ST_Slope | \n",
" HeartDisease | \n",
" Age_group | \n",
" chol_group | \n",
" op_group | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" 40 | \n",
" 0 | \n",
" 0 | \n",
" 140 | \n",
" 289 | \n",
" 0 | \n",
" 0 | \n",
" 172 | \n",
" 0 | \n",
" 0.0 | \n",
" 0 | \n",
" 0 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
"
\n",
" \n",
" 2 | \n",
" 49 | \n",
" 1 | \n",
" 1 | \n",
" 160 | \n",
" 180 | \n",
" 0 | \n",
" 0 | \n",
" 156 | \n",
" 0 | \n",
" 1.0 | \n",
" 1 | \n",
" 1 | \n",
" 2 | \n",
" 1 | \n",
" 2 | \n",
"
\n",
" \n",
" 3 | \n",
" 37 | \n",
" 0 | \n",
" 0 | \n",
" 130 | \n",
" 283 | \n",
" 0 | \n",
" 1 | \n",
" 98 | \n",
" 0 | \n",
" 0.0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 2 | \n",
" 2 | \n",
"
\n",
" \n",
" 4 | \n",
" 48 | \n",
" 1 | \n",
" 2 | \n",
" 138 | \n",
" 214 | \n",
" 0 | \n",
" 0 | \n",
" 108 | \n",
" 1 | \n",
" 1.5 | \n",
" 1 | \n",
" 1 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
"
\n",
" \n",
" 5 | \n",
" 54 | \n",
" 0 | \n",
" 1 | \n",
" 150 | \n",
" 195 | \n",
" 0 | \n",
" 0 | \n",
" 122 | \n",
" 0 | \n",
" 0.0 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" 1 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Age Sex ChestPainType RestingBP Cholesterol FastingBS RestingECG \n",
"1 40 0 0 140 289 0 0 \\\n",
"2 49 1 1 160 180 0 0 \n",
"3 37 0 0 130 283 0 1 \n",
"4 48 1 2 138 214 0 0 \n",
"5 54 0 1 150 195 0 0 \n",
"\n",
" MaxHR ExerciseAngina Oldpeak ST_Slope HeartDisease Age_group \n",
"1 172 0 0.0 0 0 2 \\\n",
"2 156 0 1.0 1 1 2 \n",
"3 98 0 0.0 0 0 1 \n",
"4 108 1 1.5 1 1 2 \n",
"5 122 0 0.0 0 0 3 \n",
"\n",
" chol_group op_group \n",
"1 2 2 \n",
"2 1 2 \n",
"3 2 2 \n",
"4 2 2 \n",
"5 1 2 "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#최종 전처리 결과 확인\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "b83854c2",
"metadata": {},
"source": [
"### 종속변수 탐색"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "8f521e68",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"심장질환 보유자 비율: 44.66%\n",
"심장질환 미보유자 비율: 55.34%\n"
]
},
{
"data": {
"image/png": 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ET0FBQbcHAwAACIYuxc66des0e/ZsXXnllXK5XLLZbP51NpuN2AEAACGjS7HzyCOP6NFHH9WiRYuCPQ8AAEBQdel7dj799FPdddddwZ4FAAAg6LoUO3fddZe2b98e7FkAAACCrkuXsa699lo9+OCD2rdvn4YOHao+ffoErJ83b15QhgMAAOiuLsXOs88+q9jYWJWUlKikpCRgnc1mI3YAAEDI6FLsVFZWBnsOAACAHtGle3YAAAAuFV06s/O9733vC9c/99xzXRoGAAAg2LoUO59++mnA85aWFn3wwQeqq6vr9BeEAgAAWKVLsfPyyy93WNbW1qbZs2fry1/+creHAgAACJag3bMTFhamvLw8rVy5Mli7BAAA6Lag3qB8/PhxnT9/Ppi7BAAA6JYuXcbKy8sLeO7z+XTy5Em99tprysnJCcpgAAAAwdCl2Pnv//7vgOdhYWFKTEzUz372s3/4SS0AAIDe1KXY2bVrV7DnAAAA6BFdip12p06dUkVFhSTp+uuvV2JiYlCGAgAACJYu3aDc2Nio733vexowYIDGjRuncePGKTk5WbNmzdJnn30W7BkBAAC6rEuxk5eXp5KSEr366quqq6tTXV2dXnnlFZWUlOiHP/xhsGcEAADosi5dxvrDH/6g3//+9/rGN77hXzZp0iRFR0fr7rvv1tNPPx2s+QAAALqlS2d2PvvsMzmdzg7Lk5KSuIwFAABCSpdix+12a8mSJTp37px/2d/+9jc9/PDDcrvdQRsOAACgu7p0GevJJ5/UhAkTdNVVV2n48OGSpEOHDikqKkrbt28P6oAAAADd0aXYGTp0qI4dO6YNGzbo6NGjkqRp06Zp+vTpio6ODuqAAAAA3dGl2CksLJTT6dR9990XsPy5557TqVOntGjRoqAMBwAA0F1dumfnmWee0eDBgzssv+GGG7R27dpuDwUAABAsXYodj8ejAQMGdFiemJiokydPdnsoAACAYOlS7KSkpOjtt9/usPztt99WcnJyt4cCAAAIli7ds3Pfffdp/vz5amlpUXp6uiSpuLhYP/7xj/kGZQAAEFK6FDsLFy7U6dOn9e///u9qbm6WJPXt21eLFi1Sfn5+UAcEAADoji7Fjs1m02OPPaYHH3xQH374oaKjo/WVr3xFUVFRwZ4PAACgW7oUO+1iY2N10003BWsWAACAoOvSDcoAAACXCmIHAAAYjdgBAABGI3YAAIDRiB0AAGA0YgcAABiN2AEAAEYjdgAAgNGIHQAAYDRiBwAAGI3YAQAARiN2AACA0YgdAABgNGIHAAAYjdgBAABGI3YAAIDRiB0AAGA0YgcAABiN2AEAAEYjdgAAgNGIHQAAYDRLY6ewsFA33XST+vfvr6SkJE2ZMkUVFRUB25w7d065ublKSEhQbGyssrOzVVNTE7BNVVWVsrKy1K9fPyUlJWnhwoU6f/58bx4KAAAIUZbGTklJiXJzc7Vv3z7t2LFDLS0tGj9+vBobG/3bLFiwQK+++qo2bdqkkpISnThxQnfccYd/fWtrq7KystTc3Ky9e/fqhRde0Pr161VQUGDFIQEAgBBj8/l8PquHaHfq1CklJSWppKRE48aNU319vRITE7Vx40bdeeedkqSjR49qyJAhKi0t1dixY7V161bdfvvtOnHihJxOpyRp7dq1WrRokU6dOqXIyMgO79PU1KSmpib/c6/Xq5SUFNXX18tut/fIsRUVNf7jjYDL0KRJMVaP0G2NRUVWjwCEpJhJk3p0/16vVw6H4x/+/A6pe3bq6+slSfHx8ZKksrIytbS0KCMjw7/N4MGDlZqaqtLSUklSaWmphg4d6g8dScrMzJTX69Xhw4c7fZ/CwkI5HA7/IyUlpacOCQAAWCxkYqetrU3z58/X17/+dd14442SJI/Ho8jISMXFxQVs63Q65fF4/Nv8fei0r29f15n8/HzV19f7H9XV1UE+GgAAECoirB6gXW5urj744AO99dZbPf5eUVFRioqK6vH3AQAA1guJMztz5szRli1btGvXLl111VX+5S6XS83NzaqrqwvYvqamRi6Xy7/N//90Vvvz9m0AAMDly9LY8fl8mjNnjl5++WXt3LlTV199dcD6UaNGqU+fPiouLvYvq6ioUFVVldxutyTJ7XarvLxctbW1/m127Nghu92utLS03jkQAAAQsiy9jJWbm6uNGzfqlVdeUf/+/f332DgcDkVHR8vhcGjWrFnKy8tTfHy87Ha75s6dK7fbrbFjx0qSxo8fr7S0NM2YMUMrVqyQx+PR4sWLlZuby6UqAABgbew8/fTTkqRvfOMbAcuff/553XvvvZKklStXKiwsTNnZ2WpqalJmZqbWrFnj3zY8PFxbtmzR7Nmz5Xa7FRMTo5ycHC1durS3DgMAAIQwS2PnYr7ip2/fvlq9erVWr159wW0GDhyoIr7nAgAAdCIkblAGAADoKcQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMJqlsbNnzx5NnjxZycnJstls2rx5c8B6n8+ngoICDRgwQNHR0crIyNCxY8cCtjlz5oymT58uu92uuLg4zZo1Sw0NDb14FAAAIJRZGjuNjY0aPny4Vq9e3en6FStWaNWqVVq7dq3eeecdxcTEKDMzU+fOnfNvM336dB0+fFg7duzQli1btGfPHt1///29dQgAACDERVj55hMnTtTEiRM7Xefz+fTkk09q8eLF+ta3viVJ+tWvfiWn06nNmzfrnnvu0Ycffqht27Zp//79Gj16tCTpqaee0qRJk/TTn/5UycnJne67qalJTU1N/uderzfIRwYAAEJFyN6zU1lZKY/Ho4yMDP8yh8OhMWPGqLS0VJJUWlqquLg4f+hIUkZGhsLCwvTOO+9ccN+FhYVyOBz+R0pKSs8dCAAAsFTIxo7H45EkOZ3OgOVOp9O/zuPxKCkpKWB9RESE4uPj/dt0Jj8/X/X19f5HdXV1kKcHAAChwtLLWFaJiopSVFSU1WMAAIBeELJndlwulySppqYmYHlNTY1/ncvlUm1tbcD68+fP68yZM/5tAADA5S1kY+fqq6+Wy+VScXGxf5nX69U777wjt9stSXK73aqrq1NZWZl/m507d6qtrU1jxozp9ZkBAEDosfQyVkNDgz766CP/88rKSh08eFDx8fFKTU3V/Pnz9cgjj+grX/mKrr76aj344INKTk7WlClTJElDhgzRhAkTdN9992nt2rVqaWnRnDlzdM8991zwk1gAAODyYmnsHDhwQLfeeqv/eV5eniQpJydH69ev149//GM1Njbq/vvvV11dnW6++WZt27ZNffv29b9mw4YNmjNnjm677TaFhYUpOztbq1at6vVjAQAAocnm8/l8Vg9hNa/XK4fDofr6etnt9h55j6Kixh7ZL3CpmzQpxuoRuq2xqMjqEYCQFDNpUo/u/2J/fofsPTsAAADBQOwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaMQOAAAwGrEDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxkTO6tXr9agQYPUt29fjRkzRu+++67VIwEAgBBgROy89NJLysvL05IlS/Tee+9p+PDhyszMVG1trdWjAQAAixkRO0888YTuu+8+zZw5U2lpaVq7dq369eun5557zurRAACAxSKsHqC7mpubVVZWpvz8fP+ysLAwZWRkqLS0tNPXNDU1qampyf+8vr5ekuT1entszs8+a+yxfQOXMq+31eoRuq3xs8+sHgEISa09+HNV+r+f2z6f7wu3u+Rj55NPPlFra6ucTmfAcqfTqaNHj3b6msLCQj388MMdlqekpPTIjAAAoOecPXtWDofjgusv+djpivz8fOXl5fmft7W16cyZM0pISJDNZrNwMvQGr9erlJQUVVdXy263Wz0OgCDi3/flxefz6ezZs0pOTv7C7S752LnyyisVHh6umpqagOU1NTVyuVydviYqKkpRUVEBy+Li4npqRIQou93O/wwBQ/Hv+/LxRWd02l3yNyhHRkZq1KhRKi4u9i9ra2tTcXGx3G63hZMBAIBQcMmf2ZGkvLw85eTkaPTo0fra176mJ598Uo2NjZo5c6bVowEAAIsZETtTp07VqVOnVFBQII/HoxEjRmjbtm0dbloGpM8vYy5ZsqTDpUwAlz7+faMzNt8/+rwWAADAJeySv2cHAADgixA7AADAaMQOAAAwGrEDAACMRuzgsrJ69WoNGjRIffv21ZgxY/Tuu+9aPRKAINizZ48mT56s5ORk2Ww2bd682eqREEKIHVw2XnrpJeXl5WnJkiV67733NHz4cGVmZqq2ttbq0QB0U2Njo4YPH67Vq1dbPQpCEB89x2VjzJgxuummm/SLX/xC0ufftJ2SkqK5c+fqJz/5icXTAQgWm82ml19+WVOmTLF6FIQIzuzgstDc3KyysjJlZGT4l4WFhSkjI0OlpaUWTgYA6GnEDi4Ln3zyiVpbWzt8q7bT6ZTH47FoKgBAbyB2AACA0YgdXBauvPJKhYeHq6amJmB5TU2NXC6XRVMBAHoDsYPLQmRkpEaNGqXi4mL/sra2NhUXF8vtdls4GQCgpxnxW8+Bi5GXl6ecnByNHj1aX/va1/Tkk0+qsbFRM2fOtHo0AN3U0NCgjz76yP+8srJSBw8eVHx8vFJTUy2cDKGAj57jsvKLX/xCjz/+uDwej0aMGKFVq1ZpzJgxVo8FoJt2796tW2+9tcPynJwcrV+/vvcHQkghdgAAgNG4ZwcAABiN2AEAAEYjdgAAgNGIHQAAYDRiBwAAGI3YAQAARiN2AACA0YgdAABgNGIHwGVj9+7dstlsqqurs3oUAL2I2AFw0e69915NmTKlw/LeioiHHnpII0aM6LB80KBBstlsstlsio6O1qBBg3T33Xdr586dAdv9y7/8i06ePCmHw9GjcwIILcQOgJDn8/l0/vz5L9xm6dKlOnnypCoqKvSrX/1KcXFxysjI0KOPPurfJjIyUi6XSzabradHBhBCiB0AQffWW2/plltuUXR0tFJSUjRv3jw1Njb61//617/W6NGj1b9/f7lcLn3nO99RbW2tf337maKtW7dq1KhRioqK0m9+8xs9/PDDOnTokP8szt//gsf2faWmpmrcuHF69tln9eCDD6qgoEAVFRUB+20/A/WXv/xFkydP1hVXXKGYmBjdcMMNKioq8u/zgw8+0MSJExUbGyun06kZM2bok08+8a/ftm2bbr75ZsXFxSkhIUG33367jh8/7l/f3NysOXPmaMCAAerbt68GDhyowsJC//q6ujp9//vfV2Jioux2u9LT03Xo0KGg/XcA8DliB0BQHT9+XBMmTFB2drbef/99vfTSS3rrrbc0Z84c/zYtLS1atmyZDh06pM2bN+vjjz/Wvffe22FfP/nJT7R8+XJ9+OGH+uY3v6kf/vCHuuGGG3Ty5EmdPHlSU6dO/cJZfvCDH8jn8+mVV17pdH1ubq6ampq0Z88elZeX67HHHlNsbKykz0MkPT1dX/3qV3XgwAFt27ZNNTU1uvvuu/2vb2xsVF5eng4cOKDi4mKFhYXp29/+ttra2iRJq1at0p/+9Cf97ne/U0VFhTZs2KBBgwb5X3/XXXeptrZWW7duVVlZmUaOHKnbbrtNZ86cudi/bgAXwwcAFyknJ8cXHh7ui4mJCXj07dvXJ8n36aef+mbNmuW7//77A1735ptv+sLCwnx/+9vfOt3v/v37fZJ8Z8+e9fl8Pt+uXbt8knybN28O2G7JkiW+4cOHd3j9wIEDfStXrux0306n0zd79uyA/X766ac+n8/nGzp0qO+hhx7q9HXLli3zjR8/PmBZdXW1T5KvoqKi09ecOnXKJ8lXXl7u8/l8vrlz5/rS09N9bW1tHbZ98803fXa73Xfu3LmA5V/+8pd9zzzzTKf7B9A1nNkB8E+59dZbdfDgwYDHf/3Xf/nXHzp0SOvXr1dsbKz/kZmZqba2NlVWVkqSysrKNHnyZKWmpqp///7613/9V0lSVVVVwHuNHj262/P6fL4L3qMzb948PfLII/r617+uJUuW6P333w84jl27dgUcx+DBgyXJf6nq2LFjmjZtmq655hrZ7Xb/WZv247j33nt18OBBXX/99Zo3b562b98esP+GhgYlJCQEvEdlZWXApTAA3Rdh9QAALi0xMTG69tprA5b99a9/9f+5oaFB//Zv/6Z58+Z1eG1qaqoaGxuVmZmpzMxMbdiwQYmJiaqqqlJmZqaam5s7vFd3nD59WqdOndLVV1/d6frvf//7yszM1Guvvabt27ersLBQP/vZzzR37lw1NDRo8uTJeuyxxzq8bsCAAZKkyZMna+DAgVq3bp2Sk5PV1tamG2+80X8cI0eOVGVlpbZu3ao33nhDd999tzIyMvT73/9eDQ0NGjBggHbv3t1h/3Fxcd06bgCBiB0AQTVy5EgdOXKkQxC1Ky8v1+nTp7V8+XKlpKRIkg4cOHBR+46MjFRra+tFz/Lzn/9cYWFhnX5cvl1KSooeeOABPfDAA8rPz9e6des0d+5cjRw5Un/4wx80aNAgRUR0/F/l6dOnVVFRoXXr1umWW26R9PmN2f+f3W7X1KlTNXXqVN15552aMGGCzpw5o5EjR8rj8SgiIiLgPh4AwcdlLABBtWjRIu3du1dz5szRwYMHdezYMb3yyiv+G5RTU1MVGRmpp556Sv/zP/+jP/3pT1q2bNlF7XvQoEGqrKzUwYMH9cknn6ipqcm/7uzZs/J4PKqurtaePXt0//3365FHHtGjjz56wfCaP3++Xn/9dVVWVuq9997Trl27NGTIEEmf37x85swZTZs2Tfv379fx48f1+uuva+bMmWptbdUVV1yhhIQEPfvss/roo4+0c+dO5eXlBez/iSee0G9/+1sdPXpUf/7zn7Vp0ya5XC7/x+LdbremTJmi7du36+OPP9bevXv1H//xHxcdfwAuDrEDIKiGDRumkpIS/fnPf9Ytt9yir371qyooKFBycrIkKTExUevXr9emTZuUlpam5cuX66c//elF7Ts7O1sTJkzQrbfeqsTERP32t7/1rysoKNCAAQN07bXXasaMGaqvr1dxcbEWLVp0wf21trYqNzdXQ4YM0YQJE3TddddpzZo1kqTk5GS9/fbbam1t1fjx4zV06FDNnz9fcXFxCgsLU1hYmF588UWVlZXpxhtv1IIFC/T4448H7L9///5asWKFRo8erZtuukkff/yxioqKFBYWJpvNpqKiIo0bN04zZ87Uddddp3vuuUd/+ctf5HQ6/9m/dgBfwObz+XxWDwEAANBTOLMDAACMRuwAAACjETsAAMBoxA4AADAasQMAAIxG7AAAAKMROwAAwGjEDgAAMBqxAwAAjEbsAAAAoxE7AADAaP8Lkxd5Uvp7SykAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#종속변수 확인 --> 심장질환 보유자가 11% 가량 더 많음\n",
"\n",
"noDisease = len(df[df.HeartDisease == 0])\n",
"haveDisease = len(df[df.HeartDisease == 1])\n",
"print(\"심장질환 보유자 비율: {:.2f}%\".format((noDisease / (len(df.HeartDisease))*100)))\n",
"print(\"심장질환 미보유자 비율: {:.2f}%\".format((haveDisease / (len(df.HeartDisease))*100)))\n",
"sns.countplot(x=\"HeartDisease\", data=df, palette=\"bwr\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "92cb2391",
"metadata": {},
"source": [
"### 히트맵으로 상관관계 분석"
]
},
{
"cell_type": "code",
"execution_count": 143,
"id": "82316471",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(18,15))\n",
"sns.heatmap(df.corr(), annot=True,cmap='BrBG', square=True,fmt='.2f',annot_kws={\"size\":15})\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "6c775e60",
"metadata": {},
"outputs": [],
"source": [
"#양의 상관관계, 음의 상관관계 히트맵 분리\n",
"#둘다 상관관계 0.2 기준\n",
"df_corr = df.corr()\n",
"mask = np.zeros_like(df_corr)\n",
"mask[np.triu_indices_from(mask)] = True\n",
"\n",
"df_corr_pos = df_corr[df_corr>=0.2]\n",
"df_corr_neg = df_corr[(df_corr <= -0.2) & (df_corr <= 1.0)| (df_corr == 1.0)]"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "79b3cca0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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nyy23TO/evbPjjjumZcuW6dev38r8KpapcePG6d+/fxo0aLDEa7Vv3z4//elPs9tuu2XXXXdNly5dcs0111QcP/TQQ3PjjTdm+PDh6dy5c3bYYYeMGDFimZ9fqkp/GXFhkmSPg36d9TpuXrG/QeO1ctBJVyRJHr7z2ko9Crba8cf5nzuez8lXLx4edNm2T47+nz+mpLRWRvzPUUICAAAAAIAqVFi0It2IWSV23nnndOrUKVdccUWl/WeffXbuvffeTJw48Tup46Duq+5zRPsPuji9//uozJ83Ny89/UjKv5qVTlvvlPqN1sxrEx/PBUfvlnnlcyrGb7f7gfnlWTfmw/ffygn9Olbsb7hm81z658mpXVYnH09/Jy8//chSr/nHy0/JzM8/rrTvmAvvSJOmX6++qFu/UVpvsEnmls/J1Neeqxjz9z8Pz9//NHxV3XpuHl++yuYCAAAAgNXVRhecU90lVIvXTj6ruktYppXuUcDy+/TTTzNu3LiMGzeu0iqB1cGtl5yQ159/Ir1+dng6dPlBSmutkRnvvpH7br4oY/5wRRbMX/anoJKkrE691C6rkyRp2qJNtt/joKWOveeG8xYLCtbbqGuar9Ou0r7aZXXSvvP/b/78wj/+upx3BQAAAACw+hMUfIe22GKLfPrpp7ngggvSsWPHZZ/wPTP+4bsz/uG7l2vsY6N/n8dG/36x/R998PZKrXT499UJAAAAAEDNoZlxzSUo+A699dZb33j87LPPztlnn/2d1AIAAAAAAMkqamYMAAAAAAB8PwkKAAAAAACgiAkKAAAAAACgiOlRAAAAAABAlSspFKq7BJbCigIAAAAAAChiggIAAAAAAChiggIAAAAAAChiggIAAAAAAChimhkDAAAAAFDlSkq8t15TeTIAAAAAAFDEBAUAAAAAAFDEBAUAAAAAAFDE9CgAAAAAAKDK6VFQc3kyAAAAAABQxAQFAAAAAABQxAQFAAAAAABQxAQFAAAAAABQxDQzBgAAAACgymlmXHN5MgAAAAAAUMQEBQAAAAAAUMQEBQAAAAAAUMQEBQAAAAAAUMQ0MwYAAAAAoMppZlxzeTIAAAAAAFDEBAUAAAAAAFDEBAUAAAAAAFDEBAUAAAAAAFDENDMGAAAAAKDKaWZcc3kyAAAAAABQxAQFAAAAAABQxAQFAAAAAABQxAQFAAAAAABQxDQzBgAAAACgymlmXHMJCorYzePLq7sEAAAAAACqmaCgiJ27R73qLmG1cMZ9s6u7BAAAAACAb81aDwAAAAAAKGJWFAAAAAAAUOVK9SiosTwZAAAAAAAoYoICAAAAAAAoYoICAAAAAACoQa6++uq0a9cuderUSY8ePTJ+/PhvHH/ZZZelY8eOqVu3btq0aZPjjz8+c+bMWe7rCQoAAAAAAKCGuP322zNo0KCcddZZmTBhQrp27ZrevXtnxowZSxz/hz/8IaecckrOOuusvPLKKxk2bFhuv/32nHrqqct9Tc2MAQAAAACocpoZL59LLrkkhx12WA455JAkyXXXXZfRo0fnpptuyimnnLLY+CeeeCI9e/bMfvvtlyRp165d9t133zz11FPLfU1PBgAAAAAAqkh5eXm++OKLSlt5efkSx86dOzfPPvtsevXqVbGvpKQkvXr1ypNPPrnEc7bddts8++yzFZ8neuONN3L//fdnt912W+4aBQUAAAAAAFBFhg4dmsaNG1fahg4dusSxH330URYsWJAWLVpU2t+iRYtMmzZtiefst99++c1vfpPtttsua6yxRjbccMPsuOOOK/TpIUEBAAAAAABUkcGDB+fzzz+vtA0ePHiVzT9u3LgMGTIk11xzTSZMmJBRo0Zl9OjROffcc5d7Dj0KAAAAAACgipSVlaWsrGy5xjZr1iylpaWZPn16pf3Tp09Py5Ytl3jOGWeckQMPPDCHHnpokqRz586ZNWtWfvnLX+a0005LyXL0hhAUAAAAAABQ5TQzXrbatWtnq622ytixY9OvX78kycKFCzN27NgcddRRSzxn9uzZi4UBpaWlSZJFixYt13UFBQAAAAAAUEMMGjQoBx98cLp165bu3bvnsssuy6xZs3LIIYckSQ466KC0bt26os9B3759c8kll2SLLbZIjx49Mnny5Jxxxhnp27dvRWCwLIICAAAAAACoIfbZZ598+OGHOfPMMzNt2rRsvvnmGTNmTEWD46lTp1ZaQXD66aenUCjk9NNPz3vvvZfmzZunb9++Of/885f7moVFy7v2gNXOuXvUq+4SVgtn3De7uksAAAAAgBpvh5uuqe4SqsXff35kdZewTD4KBQAAAAAARcynhwAAAAAAqHKaGddcngwAAAAAABQxQQEAAAAAABQxQQEAAAAAABQxQQEAAAAAABQxzYwBAAAAAKhypaXeW6+pPBkAAAAAAChiggIAAAAAAChiggIAAAAAAChiehQAAAAAAFDlSku8t15TeTIAAAAAAFDEBAUAAAAAAFDEBAUAAAAAAFDE9Chgldmk50/SbY9fpcX6nVNaq3Y+/WBKXhh3e56698osXDB/uedpuUHXbLjVLll/853SvO2mqdtwrcydMzMfvv1yXnr0rkwYM2yZ87Xt1DPddv9l2my6beo1bpa5s7/M5x++k7dffCxjh5+2QvUAAAAAAKzOBAWsErsedmF67HlUFsyfl7eeH5e5X81Ku647pNch52ej7rvl1jP6Zv7cOcucp1BSmsOueDJJUj77y7z/+rOZ9dmMNGrWOutu3CNtO/VMl//aL7ee+eOUz/r8m2uZNzfvvfZ0pr74WOo2appmbTbOD/odnXG3/EZQAAAAAADfMc2May5BASut4w/6pseeR6V89pe5eXDvTJsyMUlSt1HTHHj+/WnbqWd2PODMPHzTqcs13/uvT8gTd12c154anQXz51bsX3u9TtnvN39O645bZ9dDL8hfLj98sXN32O/09NjzqLzz8pO556IB+fzDdyodb9Vhq+UKLAAAAAAAioUI51sYMGBA+vXrV91l1Bg99/51kuSJuy6uCAmS5KsvPs4D1x6XJNl6j8NTVq/RMudatHBBhh2/XV55/J5KIUGSzHj7pYwdflqSpNP2P0tJaeWcq2nrDum5968z89Pp+eM5P10sJEiSD15/NosWLliR2wMAAAAAWK1974OCAQMGpFAopFAoZI011sj666+fk046KXPmrPxb42+99VYKhUImTpxYaf/ll1+eESNGrPT8/+lf91EoFFKrVq20bds2gwYNSnl5ecWYESNGVIwpKSnJuuuum0MOOSQzZsxY5fUsj4ZN10nrjbolSV78++2LHX/n5Sfz+Yx3Uqt2nbTv1nulrzftjeeSJGvUqZd6jZpVOrbVboeltNYa+eeDw5f6WSIAAAAAACpbLT491KdPnwwfPjzz5s3Ls88+m4MPPjiFQiEXXHBBlVyvcePGVTJvkgwfPjx9+vTJvHnz8txzz+WQQw5J/fr1c+6551aMadSoUSZNmpSFCxdWjHn//ffz4IMPVlldS9Nyg65JktlffJzPpr+9xDEfTJ6Qxmu3ScsNu+alR+9cqeuttU77JMn8eeX56stPKh3bcMteSZK3X3wsZfUbp9P2P8va7TbLokUL8+HbL+eVJ+7NV198vFLXBwAAAABY3XzvVxQkSVlZWVq2bJk2bdqkX79+6dWrVx566KEkycKFCzN06NCsv/76qVu3brp27Zq77rqr4txPP/00+++/f5o3b566deumQ4cOGT58eJJk/fXXT5JsscUWKRQK2XHHHZMs/umhHXfcMcccc0xOOumkrLXWWmnZsmXOPvvsSjW++uqr2W677VKnTp1suummefjhh1MoFHLvvfdWGtekSZOKe9ljjz2y5557ZsKECZXGFAqFtGzZMuuss05+9KMf5ZhjjsnDDz+cr776ahX8NldMkxbrJUm++PDdpY75/KN3/29su5W+3jb9j0+SvD7+gUqfJiqptUaatt6o4jpHXjcxux91Zbbe41fp3veI7H7UlTn6xpfT6Yc/W+kaAAAAAIAVV1pSUpTb98FqsaLg37344ot54oknst56X/8Be+jQobnlllty3XXXpUOHDnn00UdzwAEHpHnz5tlhhx1yxhln5OWXX84DDzyQZs2aZfLkyRV/cB8/fny6d++ehx9+OJ06dUrt2rWXet2RI0dm0KBBeeqpp/Lkk09mwIAB6dmzZ3bZZZcsWLAg/fr1S9u2bfPUU0/lyy+/zAknnLDMe3nttdfyt7/9LQMGDPjGcXXr1s3ChQszf/785f9FrSK16zZMksydM2upY+Z99fWxsnoNV+paP9zvtLTZ5Acpn/1l/jbyjErH6jZYK4X/+4/uR4dfko/efTV3X3Bgpk2ZmIZrtcq2Pzsxm+9yYPqdcFO++Pj9vPPSEytVCwAAAADA6mK1CAruu+++NGjQIPPnz095eXlKSkpy1VVXpby8PEOGDMnDDz+cbbbZJkmywQYb5LHHHsv111+fHXbYIVOnTs0WW2yRbt2+/s5+u3btKuZt3rx5kqRp06Zp2bLlN9bQpUuXnHXWWUmSDh065KqrrsrYsWOzyy675KGHHsqUKVMybty4innOP//87LLLLovNs++++6a0tLTiXvbYY48MHjx4qdd9/fXXc91116Vbt25p2HDl/hBfk3X5r/3yw/8enIULFuQvlx+eT96fUul4oVCo+Pe8uV/lltP2yOwvPkqSfPze6/nL5b9K/TXXToduvbPDfqflltN2/07rBwAAAACoqVaLoGCnnXbKtddem1mzZuXSSy9NrVq10r9//7z00kuZPXv2Yn+Qnzt3brbYYoskyRFHHJH+/ftnwoQJ2XXXXdOvX79su+22K1xDly5dKv3cqlWrigbDkyZNSps2bSqFDd27d1/iPJdeeml69eqVBQsWZPLkyRk0aFAOPPDA3HbbbRVjPv/88zRo0CALFy7MnDlzst122+XGG29cam3l5eWVGiInX3+uaVWY+9WXSZLadeovdcwadb8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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#positive 상관관계 0.2 이상\n",
"plt.figure(figsize=(20, 16))\n",
"\n",
"sns.heatmap(df_corr_pos, annot=True, mask=mask,cmap='BrBG', linewidths=.6, fmt='.2f', annot_kws={'size':16})\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "2b062fcc",
"metadata": {},
"source": [
"<양의 상관관계 분석 결과>\n",
"- 'ST_Slope' : 0.56, 'ExerciseAnina' : 0.5,'ChestPainType' : 0.45, 'Oldpeak' : 0.4 , 순으로 큰 양의 상관관계를 가짐\n",
"- 1. ST segement의 기울기가 down인 환자일수록 심장질환 보유자가 많다.\n",
"- 2. 운동성 협심증을 가진 환자일수록 심장질환 보유자가 많다.\n",
"- 3. 흉통유형이 TA 일반협심증인 환자일수록 심장질환 보유자가 많다.\n",
"- 4. ST 세그먼트 하강 정도가 큰 환자일수록 심장질환 보유자가 많다."
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "73bfb94f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ChQopXrx4ypMnj+143rx5FRISYlQ8U5k2bZp+++23KIfOenh4aMKECbpw4YI6depkQDrz+O+sFqvVqg4dOmjw4MF2xRy8mkuXLqlLly4UHt5Qnjx5tH//fnl5ealo0aIaNWqUEiRIoGnTpsnb29voeKby7bffqnPnzpo0aZIKFSok6enw6a5du2r06NEGpzOXpEmT6sKFC8qYMaPWrFmjoUOHSnr67yftbd5M6tSpKSw6kI+Pj3bv3m10DNNr0qSJihQpwr+VgElRfECskDFjRs2cOVMjRoywW585c6btrpYbN25wt3kMjRkzRv/73/+UKlUq3b9/X2XLllVISIiKFy8uf39/o+OZxuTJk3Xq1CllypTJNiQsODhYLi4uun79uqZOnWp77p49e4yKGeuFh4crfvz4tsfx4sWTs7Oz7bGTk5PoABhzQ4cO1ZdffqkhQ4aoYMGCSpw4sd1xDw8Pg5KZx+PHj+3uxE+QIEGk9ygXL2Lmp59+emEx9osvvtDgwYMpPrzE84OkO3furHr16nFx9w1UqVJFQUFBnMM31LdvX1ubycGDB+ujjz5S6dKllTx5ci1evNjgdObSokUL3bt3T0WLFlW8eE9/DX/y5InixYunVq1aqVWrVrbnssvpxerWratGjRope/bsunHjhm037d69e+1ucEH0Dhw4YPfYarUqJCREI0aMUL58+YwJZWLPdx14dj4HDhyo7NmzG5Tq/bFz5065uroaHQPAa6L4gFhh9OjR+uSTT7R69WoVLlxY0tM7gY4ePaply5ZJknbv3m0bKoYX8/T0VEBAgLZt26YDBw4oLCxMBQsWpHfnK6pTp47REd4ba9eutW3vjoiI0Pr163Xo0CFJsg2oRcxUr15d0tMdTv9t02K1WmWxWLhoHkNHjhyx7bixWq06duyYbTv3P//8Y2Q0Uzl58uQLB3vmzZtXJ0+efIeJgKdq1Kihnj176siRI/Lz87MrMEqKcrcOIqtSpYrtz9myZdOxY8d08+bNGLcKw//57w4nvJlx48YpS5YsunDhgkaNGiU3NzdJUkhIiDp27GhwOnPIly+fLBZLpBuAihUrplmzZhmUyrySJEkS6d9Eq9WqjBkzatGiRQalMp/n21M9K+IEBQXReQAwMQZOI9Y4d+6cpkyZohMnTkh6ukWxffv2CgsLs2uHgejt3LlTN27c0EcffWRbmzt3rgYMGKB79+6pTp06+v777+m9jXfKycnppc/honnMbd68+YXHy5Yt+46SmJeTk1OUv3BLsq3znowZd3d3bdq0SQULFozy+N9//60PP/xQd+7cecfJzM3d3V379+/nrv038KKfPfz/+9WdOnVKp0+fVpkyZZQwYULbv5MAzOn8+fN2j52cnJQyZUruLn9Nz38+f3Y+s2XLZtvphJdr2bKl3eNn57F8+fKqXLmyQakAvCmKD4iVbt++rYULF2rWrFkKCgriF8QYqlatmj788EP17t1bknTw4EEVLFhQzZs3V65cufTtt9+qffv2GjhwoLFBTaJ58+Zq3bq1ypQpY3QUAA70/C/c0cmcOfNbTmJ+xYoV08cff2z7ufO84cOH69dff9WuXbvecTJzo/iA2OLGjRuqX7++Nm7cKIvFopMnT8rb21utWrVS0qRJNWbMGKMjmkp4eLhWrFiho0ePSpJy586tWrVq2bWjRMwdOXJEwcHBevTokd06O5sAAIg9KMEiVtmyZYtmzpypZcuWKV26dKpbt64mTpxodCzT2Ldvn4YMGWJ7vGjRIhUpUkTTp0+X9HS2xoABAyg+xNC///6rihUrKnPmzGrZsqWaN2+u9OnTGx0L0NatWzV16lSdOXNGP//8s9KnT6/58+fLy8vLNkgZ0aOo4DitWrVS9+7dlTt3brtdd5K0cuVK+fv7a+zYsQalM4/u3bvbPX706JH8/f1t7eqe4VziXevWrZvix4+v4OBg5cqVy7beoEEDde/eneLDKzh16pSqV6+uS5cuycfHR9LTAm3GjBn1xx9/KGvWrAYnNI8zZ87o448/1sGDB+12Mj7bjcONazGzefNmjR492lYM8/X1Vc+ePVW6dGmDk5nT6dOnNX78eLvz2bVrV/6//Rr+/vtvuyJt/vz5DU4E4E1QfIDhrly5ojlz5mjmzJm6ffu26tevr4cPH2rFihXy9fU1Op6p3Lp1S6lTp7Y93rx5s20AmyQVLlxYFy5cMCKaKa1YsULXr1/X/Pnzbe2rKlasqNatW6t27dqR+kfjxX777bco1y0Wi1xdXZUtWzZ5eXm941Tms2zZMjVt2lSNGzfWnj179PDhQ0lPi2XDhg3TqlWrDE5oHs8PW3zm2XsyU6ZMtKl7iXbt2mnLli2qVauWcubMabugduzYMZ04cUL169dXu3btDE4Z++3du9fucYkSJXTmzBm7NVrcvNyECRPUrl07ubq6asKECS98bpcuXd5RKnNbt26d1q5dqwwZMtitZ8+ePca7yPBUly5dlDVrVu3atUvJkiWT9HRnSZMmTdSlSxf98ccfBic0j65du8rLy0vr16+Xl5eXAgMDdePGJgjffQAAQRxJREFUDfXo0UOjR482Op4p/Pjjj2rZsqXq1q1r+/dw+/btqlChgubMmaNGjRoZnNBc1q5dq1q1ailfvnwqWbKkpKfnM3fu3Fq5cqUqVapkcEJzuHbtmj799FNt2rRJSZIkkfR0PmC5cuW0aNEipUyZ0tiAAF4LbZdgqJo1a2rLli2qUaOGGjdurKpVq8rZ2Vnx48fX/v37KT68osyZM2v+/PkqU6aMHj16pCRJkmjlypW2QdMHDx5U2bJldfPmTYOTmtOePXs0e/ZszZgxQ25ubmrSpIk6duyo7NmzGx3NFKLrs//fHvulSpXSihUrlDRpUoNSxn758+dXt27d1KxZM7vWLHv37lW1atVsQ5Txcs/ek9GJHz++GjRooKlTp9ID+SWWLFmiBQsW6OTJk7JarcqRI4caNWqk+vXrGx0NcYiXl5eCgoKUPHnyFxazLRZLpOIOoubu7q49e/Yoe/bsdj9zgoKCVKVKFd24ccPoiKaROHFi7dq1S35+fnbr+/fvV8mSJRUWFmZQMvNJkSKFNmzYoLx588rT01OBgYHy8fHRhg0b1KNHj0gFXUSWK1cutWvXTt26dbNbHzt2rKZPn2676xwxkz9/flWpUkUjRoywW//qq6+0bt067dmzx6Bk5tKgQQOdOXNG8+bNs+22O3LkiJo3b65s2bJp4cKFBicE8DpePgUUeItWr16t1q1ba9CgQapRowb9Tt9Q9erV9dVXX2nr1q36+uuvlShRIrttswcOHGDb52sKCQlRQECAAgIC5OzsrOrVq+vgwYPy9fXVuHHjjI5nCgEBASpcuLACAgL077//6t9//1VAQICKFi2q33//XVu2bNGNGzf05ZdfGh01Vjt+/HiUc0g8PT0VGhr67gOZ2PLly5U9e3ZNmzZN+/bt0759+zRt2jT5+PhowYIFmjlzpjZs2KC+ffsaHTXWq1+/vlasWKHDhw/ryJEjWrFiBYWH1/DgwYNoj4WEhLzDJOZ09uxZJU+e3Pbn6L4oPMRc6dKlNW/ePNtji8WiiIgIjRo1SuXKlTMwmfm4uLjozp07kdbDwsKUIEECAxKZV3h4uNzd3SU9LURcvnxZ0tMbsY4fP25kNNM4c+aMatasGWm9Vq1aOnv2rAGJzO3o0aNq3bp1pPVWrVrpyJEjBiQypzVr1uiHH36wa/Pn6+urSZMmafXq1QYmA/AmKD7AUNu2bdOdO3dUsGBBFS1aVBMnTtQ///xjdCzTGjJkiOLFi6eyZctq+vTpmj59ut0vM7NmzVLlypUNTGgOwcHBslqtevz4sZYtW6aPPvpImTNn1s8//6wvvvhCly9f1ty5c/Xnn39qyZIlGjx4sNGRTaFr164aO3asKlSoIHd3d7m7u6tChQr69ttv1bNnT5UsWVLjx49XQECA0VFjtTRp0ujUqVOR1rdt28Zw2lfk7++v7777Tq1bt5afn5/8/PzUunVrjRs3TmPGjFHjxo31/fffa/ny5UZHjbWWLFliN+jz4sWLioiIsD2+d++eRo0aZUQ0UypQoID27dsXaX3ZsmXKmzfvuw+EOG/UqFGaNm2aqlWrpkePHqlXr17KkyePtmzZopEjRxodz1Q++ugjtWvXTn/99ZesVqusVqt27dqlzz77jAHJryhPnjzav3+/JKlo0aIaNWqUtm/frsGDB/NZKIYyZsyo9evXR1r/888/lTFjRgMSmVvKlCmj/Pm9b98+pUqV6t0HMqmIiIgoWxvHjx/f7vMlAHNh5gMMVaxYMRUrVkzjx4/X4sWLNWvWLHXv3l0REREKCAhQxowZbXe14OVSpEihLVu26N9//5Wbm1uknSQ///yz3NzcDEpnHl5eXgoJCZGvr68iIiLUsGFDBQYGKl++fJGeW65cOVs/SrzY6dOn5eHhEWndw8PDdhdq9uzZKUC+RNu2bdW1a1fNmjVLFotFly9f1s6dO/Xll1+qX79+RsczlYMHD0Y5fDpz5sw6ePCgJClfvnzccf4CDRs2VEhIiO0Xa19fX+3bt8928efOnTv6+uuv1atXLyNjmsaHH36oYsWKadCgQerdu7fu3r2rTp06acmSJfL39zc6nqk8P8T7mf/OGapdu7at9z6ilidPHp04cUITJ06Uu7u7wsLCVLduXXXq1Elp06Y1Op6pTJgwQc2bN1fx4sVtF9eePHmiWrVq6bvvvjM4nbn07dtXd+/elSQNHjxYH330kUqXLq3kyZNr8eLFBqczhx49eqhLly7at2+fSpQoIenpjII5c+bwfnwNbdu2Vbt27XTmzBm78zly5Mhofx4hsvLly6tr165auHCh0qVLJ0m6dOmSunXrZmslDcB8mPmAWOf48eOaOXOm5s+fr9DQUFWqVCnaQbXA2+Dk5KQrV65o7dq1+uSTT+j17iClSpWSu7u75s2bZxsWdv36dTVr1kx3797Vli1b9Oeff6pTp05smX8Bq9WqYcOGafjw4bp3756kp60cvvzySw0ZMsTgdOaSP39+ffDBB5o2bZptl9jjx4/Vtm1b7d+/X3v37tX27dvVpEkTWhBE49m/l8+KD//tCS9JV69eVbp06RQeHm5kTFP5448/1KZNG2XLlk0hISFyc3PTjz/+qDx58hgdzVTKlSunPXv2KDw83DYI/cSJE3J2dlbOnDl1/PhxWSwWbdu2jRljeKdOnjypY8eOSXradz9btmwGJ3o/3Lx5U0mTJn3hLCfYW758ucaMGWOb75ArVy717NlTtWvXNjiZ+VitVo0fP15jxoyxtQFLly6devbsqS5duvC+jKELFy6oVq1aOnz4sG0HzoULF5QnTx799ttvypAhg8EJAbwOig+ItcLDw7Vy5UrNmjWL4gPeKScnJ129etV2gRyOcfz4cdWuXVtnz561+zDp7e2tX3/9VTly5NCKFSt0584dNW3a1OC0sd+jR4906tQphYWFydfXl11Nr2HHjh2qVauWnJycbC1tDh48qPDwcP3+++8qVqyY5s+frytXrqhnz54Gp42dKD44XkREhDp37qzJkycrXrx4WrlypapUqWJ0LNMZP368tm7dqtmzZ9t23f37779q06aNSpUqpbZt26pRo0a6f/++1q5da3Da2O3WrVuaOXOm7QKlr6+vWrZsya4RGO7UqVM6ffq0ypQpo4QJE8pqtXKRNwaePHmiYcOGqVWrVlzMdYAnT55owYIFqlKlilKnTm2b7UIHh9djtVr1559/2hVpK1asaHAqAG+C4gMAPMfJyUnt2rVTokSJXvi8sWPHvqNE74+IiAitW7dOJ06ckCT5+PioUqVKcnJiBFFMtWrVSt99912kX2ju3r2rzp07a9asWQYlM6c7d+7op59+sntPNmrUiF8YY4jig2OdPn1ajRo10pUrVzRjxgxt3rxZ3377rbp27Sp/f/8o+yAjaunTp1dAQECkXQ2HDx9W5cqVdenSJe3Zs0eVK1em3d8LbNmyRTVr1pSnp6cKFSokSfr7778VGhqqlStXqkyZMgYnjN1epd0Knytj7saNG6pfv742btwoi8WikydPytvbW61atVLSpEk1ZswYoyPGem5ubjp06JCyZMlidJT3QqJEiXT06NEo23kiZh4/fqyECRNq37597PYE3jPMfACAKBw8eNBuWPfzuKvq9Tg5Oalq1aqqWrWq0VFMa+7cuRoxYkSki+P379/XvHnzKD68Ind3d3322WdGxzC1tWvXytPTU9LTAuP69et16NAhSVJoaKiBycwnX758qlGjhtauXaskSZKoUqVKql69upo1a6aAgADt3bvX6Iim8e+//+ratWuRig/Xr1/X7du3JUlJkiSxG5iOyDp16qQGDRpo8uTJtlli4eHh6tixozp16mSbj4OoxfT/s3yufDXdunVT/PjxFRwcrFy5ctnWGzRooO7du1N8iIEKFSpo8+bNFB8cpEiRItq7dy/FhzcQP358ZcqUiRtWgPcQxQcAiMLy5cttd/LCcdavX6/169fr2rVrioiIsDvGRfMXu337tqxWq6xWq+7cuWM3iyQ8PFyrVq3iPfsaTp48qY0bN0b5nuzfv79BqcylefPmdo/bt29v95iLajH3ww8/RGo7V6JECe3du1dffPGFMaFMqnbt2mrVqpXGjBmjwoULS5J2796tL7/8UnXq1JEkBQYGKkeOHAamjP1OnTqlpUuX2goPkuTs7Kzu3btr3rx5BiYzh40bNxod4b20bt06rV27NlLLoOzZs+v8+fMGpTKXatWq6auvvtLBgwdVsGBBJU6c2O54rVq1DEpmTh07dlSPHj108eLFKM/ns/aeeLE+ffrom2++0fz582ntB7xHaLsEAM9xdnZWSEgIF3IdbNCgQRo8eLAKFSqktGnTRroguXz5coOSmYOTk9MLL+JaLBYNGjRIffr0eYepzG369Onq0KGDUqRIoTRp0tidX4vFoj179hiYDsCbCAsLU7du3TRv3jw9efJEkhQvXjw1b95c48aNU+LEibVv3z5JT3ecIGolS5ZUz549bQWbZ1asWKERI0Zo165dxgR7D5w/f153795Vzpw5aT/5itzd3bVnzx5lz57drt1fUFCQqlSpohs3bhgdMdZ70XvOYrFw9/kriup8WiwW2xwSzmfM5M+fX6dOndLjx4+VOXPmSEUcPpsD5kTxAQCe83wPczhG2rRpNWrUKIZJv6bNmzfLarWqfPnyWrZsmd3dQAkSJFDmzJmVLl06AxOaT+bMmdWxY0f17t3b6CiAnSNHjig4ONiuJZDFYlHNmjUNTGVOYWFhOnPmjCTJ29tbbm5uBicyl8WLF6tXr17q3LmzihUrJknatWuXJk2apBEjRti1vOHO3qjNmjVLoaGhdvMf2rVrp5kzZ0p6Omto7dq1ypgxo1ERTad69eoqWLCghgwZInd3dx04cECZM2fWp59+qoiICC1dutToiIhjXrbjhnZMMTNo0KAXHh8wYMA7SgLAkSg+AMBz5s6dq08//VQuLi5GR3mvJE+eXIGBgcqaNavRUUzt/PnzypQpE61sHMDDw0P79u2zDUfG6/vtt9+iXLdYLHJ1dVW2bNnk5eX1jlOZz5kzZ/Txxx/r4MGDtjsmpf9rXcWdk3jXXnZHPnf2vlyxYsXUvn17tWzZUpK0Zs0a1axZU3PmzFGuXLn0+eefy9fXVzNmzDA4qXkcOnRIFSpUUIECBbRhwwbVqlVLhw8f1s2bN7V9+3Y+awIAEItQfACAF6AfvOP07t1bbm5u6tevn9FRTG3NmjVyc3NTqVKlJEmTJk3S9OnT5evrq0mTJilp0qQGJzSP1q1bq3DhwgycdoBnbcGe/1j53wuTpUqV0ooVK3iPvkDNmjXl7OysGTNmyMvLS4GBgbpx44Z69Oih0aNHq3Tp0kZHNI27d+9qxIgR0c4ZerYbAi/2Kv3zubM3asmTJ9emTZvk5+cnSerQoYOuX79uuzt/06ZNatmypc6ePWtkTNP5999/NXHiRO3fv19hYWEqUKCAOnXqpLRp0xodzRQmTJgQ5fp/bxooU6aM3bwXRI+bMAAgehQfACAa9IN3rK5du2revHnKmzev8ubNq/jx49sdHzt2rEHJzMXPz08jR45U9erVdfDgQRUqVEg9evTQxo0blTNnTs2ePdvoiKYxfPhwjR07VjVq1JCfn1+k92SXLl0MSmY+69evV58+feTv768iRYpIejrMt1+/furbt688PT3Vvn17FS1a1NZqBJGlSJFCGzZsUN68eeXp6anAwED5+Phow4YN6tGjh/bu3Wt0RNNo2LChNm/erKZNm0Y5Z6hr164GJUNckyhRIh09etRWnPnggw/UunVr28+Y4OBg+fj46P79+0bGRBzj5eWl69ev6969e7abAm7duqVEiRLJzc1N165dk7e3tzZu3EhLsBjgJgzHSJo0aZS7u/9bxGnRooVtJxkAc6D4AADRoB+8Y5UrVy7aYxaLRRs2bHiHaczLzc1Nhw4dUpYsWTRw4EAdOnRIS5cu1Z49e1S9enVduXLF6Iim8aI70CwWC3dGv4I8efJo2rRpKlGihN369u3b1a5dOx0+fFh//vmnWrVqpeDgYINSxn5JkybVnj175OXlpaxZs2rGjBkqV66cTp8+LT8/P927d8/oiKaRJEkS/fHHHypZsqTRUUwnujt4o1KrVq23mOT9kCtXLvn7+6tu3br6559/lCZNGv31118qWLCgpKeF2lq1avHz+xWwC/TNLVy4UNOmTdOMGTNsbapOnTql9u3bq127dipZsqQ+/fRTpUmThhkaMcBNGI4xbtw4+fv7q1q1anbncc2aNerWrZvOnj2r+fPn6/vvv1fbtm0NTgsgpuIZHQAAYqtbt27pk08+MTrGe2Pjxo1GR3gvJEiQwHYB8s8//1SzZs0kScmSJdPt27eNjGY6tLhwnNOnT8vDwyPSuoeHh62Ikz17dv3zzz/vOpqp5MmTR/v375eXl5eKFi2qUaNGKUGCBJo2bRqzSV5R0qRJlSxZMqNjmFKdOnXsHj9/N+9/70plzsPLNW/eXJ06ddLhw4e1YcMG5cyZ01Z4kKQdO3YoT548BiY0n549e2rkyJGSpIMHD6p79+62XaDdu3dnF2gM9O3bV8uWLbObj5EtWzaNHj1a9erV05kzZzRq1CjVq1fPwJTm0bVr10g3YVSoUEGurq62mzDGjx+vVq1aGZgy9tu2bZuGDh0aqSXq1KlTtW7dOi1btkx58+bVhAkTKD4AJvLiCWIAEId98sknWrdundExADulSpVS9+7dNWTIEAUGBqpGjRqSpBMnTihDhgwGp0NcVbBgQfXs2VPXr1+3rV2/fl29evVS4cKFJT2doUPrhhfr27evbTbBoEGDdPbsWZUuXVqrVq3Sd999Z3A6cxkyZIj69+/PbpHXEBERYftat26d8uXLp9WrVys0NFShoaFatWqVChQooDVr1hgd1RR69eqltm3b6pdffpGrq6t+/vlnu+Pbt29Xw4YNDUpnTmfPnpWvr68kadmyZapZs6aGDRumSZMmafXq1QanM4eQkBA9efIk0vqTJ09su3DSpUunO3fuvOtopsRNGI6xdu1aVaxYMdJ6hQoVtHbtWklS9erV2Z0MmAw7HwAgGtmyZVO/fv20a9cu+sG/prp162rOnDny8PBQ3bp1X/jcX3755R2lMreJEyeqY8eOWrp0qSZPnqz06dNLklavXq2qVasanC72e1a4SZw4sbp37/7C5zKHJOZmzpyp2rVrK0OGDLYCw4ULF+Tt7a1ff/1VkhQWFqa+ffsaGTPWq1Kliu3P2bNn17Fjx3Tz5s1oeyAjemPGjNHp06eVOnVqZcmSJdLPcOY2xcwXX3yhKVOm2NrbSE/fp4kSJVK7du109OhRA9OZg5OTkwYPHqzBgwdHefz5YsTChQtVq1YtJU6c+F3EMyV2gb65cuXKqX379poxY4by588vSdq7d686dOig8uXLS3q6q4QhyTHz7CaMefPmKWXKlJK4CeN1JEuWTCtXrlS3bt3s1leuXGnbzXj37l25u7sbEQ/Aa6L4AADRmDZtmtzc3LR582Zt3rzZ7pjFYqH4EAOenp62C2YeHh5cPHOATJky6ffff4+0Pm7cOAPSmM/evXv1+PFj25/hGD4+Pjpy5IjWrVunEydO2NYqVaokJ6enG22fb+WC/xPTNgyzZs16y0neH7zfHOP06dNKkiRJpHVPT0+dO3funeeJC571hafVWvSe7QItWbKkAgMDtXjxYknsAn0VM2fOVNOmTVWwYEFbcfbJkyeqUKGCbSaBm5ubxowZY2RM0+AmDMfo16+fOnTooI0bN9pmPuzevVurVq3SlClTJEkBAQEqW7askTEBvCIGTgMAYDKnT5/W7Nmzdfr0aX333XdKlSqVVq9erUyZMil37txGxwPwipycnJQ5c2blz59fL/povnz58neY6v0VHh4uZ2dno2OYQpkyZeTq6qr58+crderUkqSrV6+qWbNmevDgQaSbM/Dm3N3dtX//fooPLxAcHKyOHTvqwoUL6tKli1q3bi1J6tatm8LDwzVhwgSDE5rH8ePHdfz4cUlPbxrw8fExOJF5PWtVF91NGIiZ7du3a+LEiXbvy86dO9vN0wBgLhQfAADvRPny5fXLL79EuoPy9u3bqlOnjjZs2GBMMJPZvHmzqlWrppIlS2rLli06evSovL29NWLECAUFBWnp0qVGRzSNVq1a6bvvvou0dfvu3bvq3Lkzd5m/ovXr12v9+vW6du2abW7BM5zLF+vUqZMWLlyozJkzq2XLlmrSpAnDkt+CEydOaObMmZo3b55CQkKMjmMKp06d0scff6wTJ07Y3c2bPXt2rVixQtmyZTM44fuH4gNiEw8PD+3bt4/3o4P4+flp1apVtF96QyNGjNBnn30W5c48ALEPxQcA+A/6wb89Tk5OunLlilKlSmW3fu3aNaVPn97WCgcvVrx4cX3yySfq3r273QWKwMBA1a1bVxcvXjQ6omk4OzsrJCQk0nvyn3/+UZo0aaIcxIioDRo0SIMHD1ahQoWUNm3aSC3WuGP/5R4+fKhffvlFs2bN0o4dO1SjRg21bt1alStXpmXdG7h3754WL16sWbNmaefOnSpUqJDq1aunnj17Gh3NNKxWqwICAnTs2DFJUq5cuVSxYkXel28JxYeo3b592zbQ92VzHaIa/IvXw/vRsTifjkFRDDAXZj4AwH/EtB88v3DH3IEDB2x/PnLkiK5cuWJ7HB4erjVr1tiGJuPlDh48qAULFkRaT5Uqlf755x8DEpnP7du3ZbVaZbVadefOHbm6utqOhYeHa9WqVZEKEnixKVOmaM6cOWratKnRUUzLxcVFDRs2VMOGDXX+/HnNmTNHHTt21JMnT3T48GG5ubkZHdFUdu3apRkzZujnn39WpkyZdPToUW3cuFGlS5c2OprpWCwWVa5cWZUrVzY6CuKwpEmT2m4YSJIkSZSfxa1WqywWi8LDww1ICOBd4R5qwFwoPgDAf2zcuDHKP+P15cuXTxaLRRaLReXLl490PGHChPr+++8NSGZOSZIkUUhIiLy8vOzW9+7dSxEnhp5dtLBYLMqRI0ek4xaLRYMGDTIgmXk9evSIXrwO5OTkJIvFIqvVykW0VzRmzBjNmjVL//77rxo2bKgtW7bogw8+UPz48ZU8eXKj45nCq/TL79Kly1tMAvyfDRs22NrR8RkdAADzoPgAAHirzp49K6vVamsNlDJlStuxBAkSKFWqVAz+fAWffvqpevfurZ9//lkWi0URERHavn27vvzySzVr1szoeKawceNGWa1WlS9fXsuWLbPrrZ8gQQJlzpxZ6dKlMzCh+bRp00YLFixQv379jI5iWv9tu7Rt2zZ99NFHmjhxoqpWrcqwylfQu3dv9e7dW4MHD+Zny2saN25cjJ5nsVgoPsTAli1bVKJECcWLF7NfvTNnzqz48eO/5VTmU7Zs2Sj/DAAAYjeKDwDwAkFBQVqyZImCg4P16NEju2O//PKLQanMJXPmzJIUaQAtXs+wYcPUqVMnZcyYUeHh4fL19VV4eLgaNWqkvn37Gh3PFJ5dtDh79qwyZcpEGzUHePDggaZNm6Y///xTefPmjXThjBk5L9axY0ctWrRIGTNmVKtWrbRw4UKlSJHC6FimNGTIEM2ePVvz589Xw4YN1bRpU+XJk8foWKZy9uzZSGvXr1+XxWLhffkaypUrF+V8oegcOnToLScyv5MnT+rXX3/VuXPnZLFY5O3trdq1a9P//S3gMxIA4E0xcBoAorFo0SI1a9ZMVapU0bp161S5cmWdOHFCV69e1ccff6zZs2cbHdFU5s6dqxQpUqhGjRqSpF69emnatGny9fXVwoULbUUKxExwcLAOHTqksLAw5c+fX9mzZzc6kumsWbNGbm5uKlWqlCRp0qRJmj59unx9fTVp0iQlTZrU4ITmUa5cuWiPWSwWbdiw4R2mMR8nJydlypRJ+fPnf+GFHoreMbd582bNmjVLS5cuVbZs2XT48GFt3rxZJUuWNDqaaYSGhqpPnz5avHixbt26Jelp3/1PP/1U/v7+8vT0NDihOTg5OenKlSvMEnKQ4cOHq3///oqIiFCqVKlktVp1/fp1OTs7a9iwYfryyy+NjvheYUCyY3E+HYPzCJgLxQcAiEbevHnVvn17derUyfYBx8vLS+3bt1fatGnpCf+KfHx8NHnyZJUvX147d+5UhQoVNH78eP3++++KFy8eF9Xwzvn5+WnkyJGqXr26Dh48qEKFCqlHjx7auHGjcubMSYER70yLFi1idHcp78lXd+fOHS1YsECzZs3S33//rSJFiuh///ufunfvbnS0WO3mzZsqXry4Ll26pMaNGytXrlySpCNHjmjBggXKmDGjduzYQZE2BpycnHT16lW7tpN4PRs3blTFihXVr18/de3a1fb+u3nzpsaPH69hw4Zpw4YNKlOmjMFJzePRo0c6e/assmbNGmVrsG3btqlw4cJycXExIN37Z8GCBapdu7YSJ05sdBRTq169umbOnKm0adMaHQVADFB8AIBoJE6cWIcPH1aWLFmUPHlybdq0SX5+fjp69KjKly+vkJAQoyOaSqJEiXTs2DFlypRJvXv3VkhIiObNm6fDhw/rww8/1PXr142OGGu9ykUy2tvEnJubmw4dOqQsWbJo4MCBOnTokJYuXao9e/aoevXqunLlitERATjQwYMHNXPmTC1YsEDXrl0zOk6s9sUXX2j9+vX6888/lTp1artjV65cUeXKlVWhQoUYz4eIy5ycnFStWrWXXrzlJoyXa9CggZIkSaKpU6dGebxdu3a6c+eOFi5c+I6Tmc+9e/fUuXNnzZ07V5J04sQJeXt7q3PnzkqfPr2++uorgxPGfhMmTIjxc5mPE3Ph4eFavny5jh49KknKlSuX6tSpE+O5OQBiH/7fCwDRSJo0qe7cuSNJSp8+vQ4dOiQ/Pz+Fhobq3r17BqczHzc3N924cUOZMmXSunXrbBfUXV1ddf/+fYPTxW579+6N0fPoy/tqEiRIYPv/8p9//mkb2J0sWTLdvn3byGimULduXc2ZM0ceHh6qW7fuC5/LRTUY6cGDB3J1dZWfn5/Gjx+vb7/91uhIsd6KFSs0derUSIUHSUqTJo1GjRqlzz77jOJDDLm7uythwoRGxzC9wMBAzZ8/P9rjTZs2tf0sx4t9/fXX2r9/vzZt2qSqVava1itWrKiBAwdSfIiBmP77Z7FYKD7E0OHDh1WrVi1duXJFPj4+kqSRI0cqZcqUWrlyJTOcAJOi+AAA0ShTpowCAgLk5+enTz75RF27dtWGDRsUEBCgChUqGB3PdCpVqqQ2bdoof/78OnHihKpXry5Jtt0liN7GjRuNjvBeKlWqlLp3766SJUsqMDBQixcvlvT07r8MGTIYnC728/T0tBW8PDw8KH4hVomIiJC/v7+mTJmiq1ev2u7q7d+/v7JkyaJWrVoZHTFWCwkJUe7cuaM9nidPHnaHvYIJEyYw88EBrl69+sLPjF5eXrwvY2jFihVavHixihUrZvfzO3fu3Dp9+rSByczj7NmzRkd477Rp00a5c+dWUFCQra3arVu31KJFC7Vr1047duwwOCGA10HxAQCiMXHiRD148ECS1KdPH8WPH187duxQvXr11LdvX4PTmc+kSZPUt29fXbhwQcuWLVPy5MklSX///bcaNmxocDpzunjxoiRxofw1TZw4UR07dtTSpUs1efJkpU+fXpK0evVqu7sAEbX/zh+YM2eOcUGAKAwdOlRz587VqFGj1LZtW9t67ty5NX78eIoPL5EiRQqdO3cu2p8vZ8+eVbJkyd5xKnOiMOs4Dx48UIIECaI9Hj9+fD169OgdJjKv69evR1kQu3v3Lu/ZN/Sssznn8dXt27fPrvAgPe1G4O/vr8KFCxuYDMCbYOYDAETh3LlzCggI0KNHj1S2bFm2eCLWiIiI0NChQzVmzBiFhYVJetrOoUePHurTp4+cnJwMToi4qHz58vrll1+UJEkSu/Xbt2+rTp062rBhgzHBEGdly5ZNU6dOVYUKFeTu7q79+/fL29tbx44dU/HixXXr1i2jI8ZqrVq10unTpxUQEBDpYu/Dhw9VpUoVeXt7a9asWQYlNA8nJydduXKFnQ8O4OTkpKFDh8rNzS3K43fu3FH//v0VHh7+jpOZT5kyZfTJJ5+oc+fOcnd314EDB+Tl5aXOnTvr5MmTWrNmjdERTWfevHn69ttvdfLkSUlSjhw51LNnTzVt2tTgZObxwQcfaNy4cSpfvrzd+oYNG9S1a1cdPHjQoGQA3gQ7HwDgORs3btRHH31km0MQL148zZo1S02aNDE4mflt3bpVU6dO1ZkzZ/Tzzz8rffr0mj9/vry8vFSqVCmj45lCnz59NHPmTI0YMUIlS5aUJG3btk0DBw7UgwcP5O/vb3BCc3rw4EGkuyU9PDwMSmM+mzZtivJu0wcPHmjr1q0GJEJcd+nSJWXLli3SekREhB4/fmxAInMZPHiwChUqpOzZs6tTp07KmTOnrFarjh49qh9++EEPHz58Ye99/J+hQ4cqMDBQH330kW1t3rx5GjBggO7evas6dero+++/f+lAakiZMmXS9OnTX/ocvNywYcNUrVo1HTlyRE+ePNF3332nI0eOaMeOHdq8ebPR8Uxn7Nix6tevnz7//HO7z+efffaZ/vnnH3Xr1s3ghOYwfPhwdenSRQMHDlSxYsUkSbt27dLgwYM1cuRIu5lsfE4HzIOdDwDwnFKlSilFihSaPHmyXF1d1bdvXy1fvlyXL182OpqpLVu2TE2bNlXjxo01f/58HTlyRN7e3po4caJWrVqlVatWGR3RFNKlS6cpU6aoVq1aduu//vqrOnbsqEuXLhmUzHzu3r2r3r17a8mSJbpx40ak49w5+XIHDhyQJOXLl08bNmywa8MSHh6uNWvWaOrUqTp37pxBCRFXFSxYUN26dVOTJk3sdj4MHjxYAQEBFMVi4OzZs+rYsaPWrVtn10akUqVKmjhxYpTFHURWtWpVlStXTr1795YkHTx4UAUKFFCLFi2UK1cuffvtt2rfvr0GDhxobFDEOadPn9aIESO0f/9+hYWFqUCBAurdu7f8/PyMjmY6Xl5eGjRoUKSB53PnztXAgQOZDxFD/93B/axt1fNtrKxWqywWC5/TAROh+AAAz0mSJIl27NghX19fSdK9e/fk4eGhq1ev2uYU4NXlz59f3bp1U7NmzewuBO3du1fVqlVjQGAMubq66sCBA8qRI4fd+vHjx5UvXz7bjh28XKdOnbRx40YNGTJETZs21aRJk3Tp0iVNnTpVI0aMUOPGjY2OGOs5OTlF+uXwvxImTKjvv/+e/vp453799Vc1b95cX3/9tQYPHqxBgwbp+PHjmjdvnn7//XdVqlTJ6IimcevWLVsbkWzZsjHr4RWlTZtWK1euVKFChSQ93cG4efNmbdu2TZL0888/a8CAATpy5IiRMU1l3rx5atCgQaTdIo8ePdKiRYsiXQAG3jZXV1cdOnQoUlH25MmT8vPzs80RxIu9yq6bsmXLvsUkAByJ4gMAPCeq3rz/vViO15MoUSIdOXJEWbJksTufZ86cka+vLx/KY6ho0aIqWrSoJkyYYLfeuXNn7d69W7t27TIomflkypRJ8+bN04cffigPDw/t2bNH2bJl0/z587Vw4UJ248TA+fPnZbVa5e3trcDAQKVMmdJ2LEGCBEqVKpWcnZ0NTIi4bOvWrRo8eLDdXb39+/dX5cqVjY6GOMTV1VUnT55UxowZJT3dYVutWjX16dNH0tM5Y35+frpz546RMU3F2dlZISEhkeZo3LhxQ6lSpeKO6Bj4b/ua/7JYLHJxcXnhYG9ElidPHjVq1EjffPON3frQoUO1ePFiZhW8gtDQUM2cOVNHjx6VJPn6+qp169by9PQ0OBmA18XMBwCIwtq1a+0+4ERERGj9+vU6dOiQbe35tjd4sTRp0ujUqVPKkiWL3fq2bdso6ryCUaNGqUaNGvrzzz9VvHhxSdLOnTt14cIFLpa/ops3b9reex4eHrp586akpxeGOnToYGQ008icObOkp/9GArFN6dKlFRAQYHQMxHGpU6fW2bNnlTFjRj169Eh79uzRoEGDbMfv3Lmj+PHjG5jQfJ61XXnexYsXuUAZQ0mSJInyHD6TIUMGtWjRQgMGDLBrhYOoDRo0SA0aNNCWLVtsMx+2b9+u9evXa8mSJQanM4+goCBVrVpVrq6uKlKkiCRp3LhxGjZsmNatW6cCBQoYnBDA66D4AABRaN68eaS19u3b2/5Mn8lX17ZtW3Xt2lWzZs2SxWLR5cuXtXPnTvXo0UP9+/c3Op5plC1bVidOnNCkSZN07NgxSVLdunXVsWNHpUuXzuB05uLt7a2zZ88qU6ZMypkzp5YsWaIiRYpo5cqVSpIkidHxTGXu3LlKkSKFatSoIUnq1auXpk2bJl9fXy1cuNBWpADelQsXLshisShDhgySpMDAQC1YsEC+vr5q166dwekQl1SvXl1fffWVRo4cqRUrVihRokQqXbq07fiBAweUNWtWAxOaR/78+WWxWGSxWFShQgXFi/d/lzPCw8N19uxZVa1a1cCE5jFnzhz16dNHLVq0sF3kDQwM1Ny5c9W3b19dv35do0ePlouLS6S7+RFZvXr19Ndff2ncuHFasWKFJClXrlwKDAxU/vz5jQ1nIt26dVPNmjU1ffp02/+/nzx5ojZt2uiLL77Qli1bDE4I4HXQdgkA8E5YrVYNGzZMw4cP17179yRJLi4u6tmzp77++mslTJjQ4ISIK86cOaMsWbLou+++k7Ozs7p06aI///xTNWvWlNVq1ePHjzV27Fh17drV6Kim4ePjo8mTJ6t8+fLauXOnKlSooPHjx+v3339XvHjx9MsvvxgdEXFM6dKl1a5dOzVt2lRXrlxRjhw5lCdPHp08eVKdO3em6I135p9//lHdunW1bds2ubm5ae7cufr4449txytUqKBixYrJ39/fwJTm8GzHyKBBg9SjRw+5ubnZjiVIkEBZsmRRvXr1aBkUAxUqVFD79u1Vv359u/UlS5Zo6tSpWr9+vebPny9/f3/bzS7A25YwYULt3btXOXPmtFs/cuSIChUqZPsdEoC5UHwAgGhs2bJFJUqUsLurSnp6Z9X27dtVpkwZg5KZ26NHj3Tq1CmFhYXJ19dXU6dO1bfffsvA6VcQGhqqwMBAXbt2LVK7G4YsvtzzvaIbNGigCRMm6MGDB/r777+VLVs25c2b1+CU5pIoUSIdO3ZMmTJlUu/evRUSEqJ58+bp8OHD+vDDD3X9+nWjIyKOSZo0qXbt2iUfHx9NmDBBixcv1vbt27Vu3Tp99tlnOnPmjNEREcf8+++/cnNzizQH5+bNm3Jzc+OCeQyFh4frxx9/VOXKlZU2bVqj45hWwoQJdeDAAWXPnt1u/eTJk/rggw907949nT17Vrlz5+aCbwxFRETo1KlTUX4+5/fGmEmdOrXmz58faTbT2rVr1axZM129etWgZADeBG2XACAa5cqVi3KYXWhoqMqVK0fbpRh6+PChBg4cqICAANtOhzp16mj27Nn6+OOP5ezsrG7duhkd0zRWrlypxo0bKywsTB4eHnb9ei0WC8WHGHj+votVq1Zp+PDh8vb2pj3Qa3Jzc9ONGzeUKVMmrVu3Tt27d5f0dNDq/fv3DU6HuOjx48dycXGRJP3555+2OU05c+ZUSEiIkdEQR0U3iyBZsmTvOIm5OTs7q3379rZhtHg9GTNm1MyZMzVixAi79ZkzZ9qGo9+4cUNJkyY1Ip7p7Nq1S40aNdL58+cjfc6kXW/MNWjQQK1bt9bo0aNVokQJSU9nZ/Ts2VMNGzY0OB2A10XxAQCiEd0wuxs3bihx4sQGJDKn/v37a+rUqapYsaJ27NihTz75RC1bttSuXbs0ZswYffLJJ5HuAkT0evTooVatWmnYsGFKlCiR0XEASVKlSpXUpk0b5c+fXydOnFD16tUlSYcPH440ZB54F3Lnzq0pU6aoRo0aCggI0JAhQyRJly9fVvLkyQ1OB+BN5MmTR2fOnJGXl5fRUUxr9OjR+uSTT7R69WoVLlxY0tNhv0ePHtWyZcskSbt371aDBg2MjGkan332mQoVKqQ//vhDadOmfeEwb0Rv9OjRtpupnjx5IkmKHz++OnToEKlQBsA8aLsEAM+pW7euJOnXX39V1apVbXdOSk+3eh84cEA+Pj5as2aNURFNxdvbW+PHj1etWrV06NAh5c2bVy1atNDMmTP5YP4aEidOrIMHD8rb29voKKbl7OysK1euKGXKlJIkd3d3HThwgIsYbyA0NFR9+/bVhQsX1KFDB9vAzwEDBihBggTq06ePwQkR12zatEkff/yxbt++rebNm2vWrFmSpG+++UbHjh1jDglgYmvWrNHXX3+tIUOGqGDBgpFuCvLw8DAombmcO3dOU6ZM0YkTJyQ9nd/Uvn17hYWFKU+ePAanM5fEiRNr//79ypYtm9FR3gv37t3T6dOnJUlZs2blhivA5Cg+AMBzWrZsKUmaO3eu6tevbzcI+dkwu7Zt2ypFihRGRTSVBAkS6OzZs0qfPr2kpz1mAwMD5efnZ3Ayc6pbt64+/fTTSAMCEXNOTk6qVq2arbC4cuVKlS9fPtLFCy5OAuYWHh6u27dv27UNOXfunBIlShSppSIA83BycrL9+b83sjzbtUyLm1d3+/ZtLVy4ULNmzVJQUBDn8BWVL19evXr1st18AQD4P7RdAoDnzJ49W5KUJUsWffnll7RYekPh4eF2QxTjxYsnNzc3AxOZz2+//Wb7c40aNdSzZ08dOXJEfn5+ih8/vt1zn/U1R/SaN29u97hJkyYGJXm/bN26VVOnTtWZM2f0888/K3369Jo/f768vLxUqlQpo+MhDnJ2do7Ur5w2YID5bdy40egI740tW7Zo5syZWrZsmdKlS6e6detq4sSJRscyhQMHDtj+3LlzZ/Xo0UNXrlyJ8vN53rx533U8AIg12PkAANG4f/++rFarbZvn+fPntXz5cvn6+qpy5coGpzMP7jJ/c/+9w+9FuNsPRlm2bJmaNm2qxo0ba/78+Tpy5Ii8vb01ceJErVq1SqtWrTI6IuKAAgUKaP369UqaNKny58//wtZ+e/bseYfJACD2uHLliubMmaOZM2fq9u3bql+/vqZMmaL9+/fL19fX6Him4eTkJIvFEmnA9DPPjvH5HEBcx84HAIhG7dq1VbduXX322WcKDQ1VkSJFlCBBAv3zzz8aO3asOnToYHREU+Au8zcXERFhdATghYYOHaopU6aoWbNmWrRokW29ZMmSGjp0qIHJEJfUrl3bVuiuU6eOsWEAvHX37t1TcHCwHj16ZLfOXebRq1mzprZs2aIaNWpo/Pjxqlq1qpydnTVlyhSjo5nO2bNnjY4AAKbAzgcAiEaKFCm0efNm5c6dWzNmzND333+vvXv3atmyZerfv7+OHj1qdETEIRs2bNDnn3+uXbt2RRqk+O+//6pEiRKaMmWKSpcubVBCxGWJEiXSkSNHlCVLFrm7u2v//v3y9vbWmTNn5OvrqwcPHhgdEQDwnrh+/bpatmyp1atXR3mcu8yjFy9ePHXp0kUdOnRQ9uzZbevx48dn58MbGD58uFKnTq1WrVrZrc+aNUvXr19X7969DUoGAMaLWR8HAIiD7t27J3d3d0nSunXrVLduXTk5OalYsWI6f/68wekQ14wfP15t27aNVHiQJE9PT7Vv315jx441IBkgpUmTRqdOnYq0vm3bNnl7exuQCHHd7t279ddff0Va/+uvvxQUFGRAIgCO8sUXXyg0NFR//fWXEiZMqDVr1mju3LnKnj273ZwsRLZt2zbduXNHBQsWVNGiRTVx4kT9888/RscyvalTpypnzpyR1nPnzs2uEgBxHsUHAIhGtmzZtGLFCl24cEFr1661zXm4du1alBeAgbdp//79qlq1arTHK1eurL///vsdJgL+T9u2bdW1a1f99ddfslgsunz5sn766Sf16NGDFnUwRKdOnXThwoVI65cuXVKnTp0MSATAUTZs2KCxY8eqUKFCcnJyUubMmdWkSRONGjVKw4cPNzperFasWDFNnz5dISEhat++vRYtWqR06dIpIiJCAQEBunPnjtERTenKlStKmzZtpPWUKVMqJCTEgEQAEHtQfACAaPTv319ffvmlsmTJoiJFiqh48eKSnu6CyJ8/v8HpENdcvXpV8ePHj/Z4vHjxdP369XeYCPg/X331lRo1aqQKFSooLCxMZcqUUZs2bdShQwe1adPG6HiIg44cOaICBQpEWs+fP7+OHDliQCIAjnL37l2lSpVKkpQ0aVLb5x8/Pz+GycdQ4sSJ1apVK23btk0HDx5Ujx49NGLECKVKlUq1atUyOp7pZMyYUdu3b4+0vn37dqVLl86ARAAQe1B8AIBo/O9//1NwcLCCgoK0du1a23qFChU0btw4A5MhLkqfPr0OHToU7fEDBw5EeccV8C5YLBb16dNHN2/e1KFDh7Rr1y5dv35dnp6e8vLyMjoe4iAXFxddvXo10npISIjixYtnQCIAjuLj46Pjx49Lkj744ANNnTpVly5d0pQpU/gs9Bp8fHw0atQoXbx4UQsXLjQ6jim1bdtWX3zxhWbPnq3z58/r/PnzmjVrlrp166a2bdsaHQ8ADMXAaQB4iVOnTun06dMqU6aMEiZMKKvVKovFYnQsxDGdO3fWpk2btHv3brm6utodu3//vooUKaJy5cppwoQJBiVEXPTw4UMNHDhQAQEBcnFxUc+ePVWnTh3Nnj1bffv2lbOzszp16sSgRbxzDRs2VEhIiH799Vd5enpKkkJDQ1WnTh2lSpVKS5YsMTghgNf1448/6smTJ2rRooX+/vtvVa1aVTdv3lSCBAk0Z84cNWjQwOiIiGOsVqu++uorTZgwQY8ePZIkubq6qnfv3urfv7/B6QDAWBQfACAaN27cUP369bVx40ZZLBadPHlS3t7eatWqlZImTaoxY8YYHRFxyNWrV1WgQAE5Ozvr888/l4+PjyTp2LFjmjRpksLDw7Vnzx6lTp3a4KSIS3r37q2pU6eqYsWK2rFjh65fv66WLVtq165d+uabb/TJJ5/I2dnZ6JiIgy5evKiyZcvqxo0btlaJ+/btU+rUqRUQEKCMGTManBCAo9y7d0/Hjh1TpkyZlCJFCqPjIA4LCwvT0aNHlTBhQmXPnl0uLi5GRwIAw1F8AIBoNGvWTNeuXdOMGTOUK1cu7d+/X97e3lq7dq26d++uw4cPGx0Rccz58+fVoUMHrV27Vs9+fFssFlWpUkWTJk2ivQ3eOW9vb40fP161atXSoUOHlDdvXrVo0UIzZ85khxgMd/fuXf3000/av3+/EiZMqLx586phw4YvnJ8DwDwePXqks2fPKmvWrLRTAwAglqL4AADRSJMmjdauXasPPvhA7u7utuLDmTNnlDdvXoWFhRkdEXHUrVu3dOrUKVmtVmXPnl1JkyY1OhLiqAQJEujs2bNKnz69JClhwoQKDAyUn5+fwckQlz1+/Fg5c+bU77//rly5chkdB4CD3bt3T507d9bcuXMlSSdOnJC3t7c6d+6s9OnT66uvvjI4IQAAeIaB0wAQjbt37ypRokSR1m/evMkWWhgqadKkKly4sIoUKULhAYYKDw9XggQJbI/jxYsnNzc3AxMBUvz48fXgwQOjYwB4S77++mvt379fmzZtspuDVbFiRS1evNjAZAAA4HnsTQSAaJQuXVrz5s3TkCFDJD1tbxMREaFRo0apXLlyBqcDAONZrVa1aNHCVpB98OCBPvvsMyVOnNjueb/88osR8RCHderUSSNHjtSMGTNoxwK8Z1asWKHFixerWLFidi3+cufOrdOnTxuYDAAAPI9P4gAQjVGjRqlChQoKCgrSo0eP1KtXLx0+fFg3b97U9u3bjY4HAIZr3ry53eMmTZoYlASwt3v3bq1fv17r1q2Tn58fBTHgPXL9+nWlSpUq0vrdu3eZNwQAQCxD8QEAopEnTx6dOHFCEydOlLu7u8LCwlS3bl116tRJadOmNToeABhu9uzZRkcAopQkSRLVq1fP6BgA3oJChQrpjz/+UOfOnSXJVnCYMWOGihcvbmQ0AADwHAZOAwAAAAAAU9i2bZuqVaumJk2aaM6cOWrfvr2OHDmiHTt2aPPmzSpYsKDREQEAwP9H8QEAXiA0NFSBgYG6du2aIiIi7I41a9bMoFQAAOBlnjx5ok2bNun06dNq1KiR3N3ddfnyZXl4eDAYHTC506dPa8SIEdq/f7/CwsJUoEAB9e7dW35+fkZHAwAA/0HxAQCisXLlSjVu3FhhYWHy8PCw6yFrsVh08+ZNA9MBAIDonD9/XlWrVlVwcLAePnyoEydOyNvbW127dtXDhw81ZcoUoyMCeEW3b9+O0fM8PDzechIAABBTFB8AIBo5cuRQ9erVNWzYMCVKlMjoOAAAIIbq1Kkjd3d3zZw5U8mTJ9f+/fvl7e2tTZs2qW3btjp58qTREQG8IicnpxcOlLZarbJYLAoPD3+HqQAAwIswcBoAonHp0iV16dKFwgMAACazdetW7dixQwkSJLBbz5Iliy5dumRQKgBvYuPGjbY/W61WVa9eXTNmzFD69OkNTAUAAF6E4gMARKNKlSoKCgqSt7e30VEAAMAriIiIiPLu54sXL8rd3d2ARADeVNmyZe0eOzs7q1ixYnxWBwAgFqP4AAD/8dtvv9n+XKNGDfXs2VNHjhyRn5+f4sePb/fcWrVqvet4AAAgBipXrqzx48dr2rRpkp7OagoLC9OAAQNUvXp1g9MBAAAAcQMzHwDgP5ycnGL0PPrJAgAQe128eFFVqlSR1WrVyZMnVahQIZ08eVIpUqTQli1blCpVKqMjAnhD7u7utnkuAAAgdqL4AAAAAOC98+TJEy1evFj79+9XWFiYChQooMaNGythwoRGRwPgAO7u7jpw4IC8vLyMjgIAAKJB8QEAnrNhwwZ9/vnn2rVrlzw8POyO/fvvvypRooSmTJmi0qVLG5QQAAC8yPXr15UyZcoojx08eFB+fn7vOBGAN1W3bl27xytXrlT58uWVOHFiu/VffvnlXcYCAAAvELP+IgAQh4wfP15t27aNVHiQJE9PT7Vv315jx441IBkAAIgJPz8//fHHH5HWR48erSJFihiQCMCb8vT0tPtq0qSJ0qVLF2kdAADEHux8AIDnZM6cWWvWrFGuXLmiPH7s2DFVrlxZwcHB7zgZAACIiVGjRql///5q2bKlxo4dq5s3b6pZs2Y6ePCgpk6dqo8//tjoiAAAAMB7j50PAPCcq1evKn78+NEejxcvnq5fv/4OEwEAgFfRq1cv7dy5U1u3blXevHmVN29eubi46MCBAxQeAAAAgHeE4gMAPCd9+vQ6dOhQtMcPHDigtGnTvsNEAADgVWXLlk158uTRuXPndPv2bTVo0EBp0qQxOhYAAAAQZ1B8AIDnVK9eXf369dODBw8iHbt//74GDBigjz76yIBkAAAgJrZv3668efPq5MmTOnDggCZPnqzOnTurQYMGunXrltHxAAAAgDiBmQ8A8JyrV6+qQIECcnZ21ueffy4fHx9JT2c9TJo0SeHh4dqzZ49Sp05tcFIAABAVFxcXdevWTUOGDLG1Ujx9+rSaNGmiCxcu6OLFiwYnBAAAAN5/FB8AIArnz59Xhw4dtHbtWj37Z9JisahKlSqaNGmSvLy8DE4IAACis3nzZpUtWzbSekREhPz9/dWvXz8DUgEAAABxC8UHAHiBW7du6dSpU7JarcqePbuSJk1qdCQAABCN6tWra+HChfL09JQkjRgxQp999pmSJEkiSbpx44ZKly6tI0eOGJgSAAAAiBsoPgAAAAB4Lzg7OyskJESpUqWSJHl4eGjfvn3y9vaW9LS1Yrp06RQeHm5kTAAAACBOYOA0AAAAgPfC8/dVcZ8VAAAAYByKDwAAAAAAAAAAwKEoPgAAAAB4L1gsFlkslkhrAAAAAN69eEYHAAAAAABHsFqtatGihVxcXCRJDx480GeffabEiRNLkh4+fGhkPAAAACBOYeA0AAAAgPdCy5YtY/S82bNnv+UkAAAAACg+AAAAAAAAAAAAh2LmAwAAAAAAAAAAcCiKDwAAAAAAAAAAwKEoPgAAAAAAAAAAAIei+AAAAAAAAAAAAByK4gMAAAAAAAAAAHAoig8AAAAAAAAAAMChKD4AAAAAAAAAAACH+n9XaS7PmAilWwAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Negative 상관관계 -0.2 이하\n",
"plt.figure(figsize=(20, 16))\n",
"\n",
"sns.heatmap(df_corr_neg, annot=True, mask=mask,cmap='BrBG', linewidths=.6, fmt='.2f', annot_kws={'size':16})\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "65885370",
"metadata": {},
"source": [
"<음의 상관 관계 분석 결과>\n",
"- 'MaxHR' : -0.4, 'Sex' : -0.31, 'Cholesterol' : -0.23 순으로 큰 음의 상관관계를 가짐\n",
"- 1. 최대심박수가 낮은 환자일수록 심장질환 보유자가 많다.\n",
"- 2. 남성 환자일수록 심장질환 보유자가 많다.\n",
"- 3. 콜레스테롤 수치가 낮은 환자일수록 심장질환 보유자가 많다."
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "433f2097",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" HeartDisease | \n",
"
\n",
" \n",
" \n",
" \n",
" HeartDisease | \n",
" 1.000000 | \n",
"
\n",
" \n",
" ST_Slope | \n",
" 0.558541 | \n",
"
\n",
" \n",
" ExerciseAngina | \n",
" 0.495490 | \n",
"
\n",
" \n",
" ChestPainType | \n",
" 0.459810 | \n",
"
\n",
" \n",
" Oldpeak | \n",
" 0.403638 | \n",
"
\n",
" \n",
" Age | \n",
" 0.282012 | \n",
"
\n",
" \n",
" op_group | \n",
" 0.274446 | \n",
"
\n",
" \n",
" Age_group | \n",
" 0.268165 | \n",
"
\n",
" \n",
" FastingBS | \n",
" 0.267994 | \n",
"
\n",
" \n",
" RestingBP | \n",
" 0.117990 | \n",
"
\n",
" \n",
" RestingECG | \n",
" 0.061791 | \n",
"
\n",
" \n",
" chol_group | \n",
" -0.198737 | \n",
"
\n",
" \n",
" Cholesterol | \n",
" -0.231479 | \n",
"
\n",
" \n",
" Sex | \n",
" -0.305118 | \n",
"
\n",
" \n",
" MaxHR | \n",
" -0.401410 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" HeartDisease\n",
"HeartDisease 1.000000\n",
"ST_Slope 0.558541\n",
"ExerciseAngina 0.495490\n",
"ChestPainType 0.459810\n",
"Oldpeak 0.403638\n",
"Age 0.282012\n",
"op_group 0.274446\n",
"Age_group 0.268165\n",
"FastingBS 0.267994\n",
"RestingBP 0.117990\n",
"RestingECG 0.061791\n",
"chol_group -0.198737\n",
"Cholesterol -0.231479\n",
"Sex -0.305118\n",
"MaxHR -0.401410"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#최종으로 상관계수 높은 변수 확인\n",
"df_corr.sort_values(by='HeartDisease', ascending=False)[['HeartDisease']]"
]
},
{
"cell_type": "markdown",
"id": "72f58400",
"metadata": {},
"source": [
"### 결론"
]
},
{
"cell_type": "markdown",
"id": "cd128baf",
"metadata": {},
"source": [
"전처리랑 EDA까지 진행한 결과, 종속변수가 0과 1의 발병여부를 나타내므로 추후 로지스틱 회귀분석을 통해 11가지 특징들로 심장질환 발병 여부를 예측할 수 있을 것입니다."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3addc46b",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.10.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}