feat: 10장 주식 데이터 조회 추가

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Ayuriel 2025-01-27 23:57:05 +09:00
parent 50c740501e
commit 18016bfdec

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example/10-stock-data.py Normal file
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import logging
import re
from io import BytesIO
import numpy as np
import pandas as pd
import requests as rq
from bs4 import BeautifulSoup
GEN_OTP_URL = 'http://data.krx.co.kr/comm/fileDn/GenerateOTP/generate.cmd'
DOWN_URL = 'http://data.krx.co.kr/comm/fileDn/download_csv/download.cmd'
# 최근 영업일을 가져옴
def get_latest_biz_day():
url = 'https://finance.naver.com/sise/sise_deposit.nhn'
data = rq.post(url)
data_html = BeautifulSoup(data.content, 'lxml')
parse_day = data_html.select_one('div.subtop_sise_graph2 > ul.subtop_chart_note > li > span.tah').text
biz_day = re.findall('[0-9]+', parse_day)
biz_day = ''.join(biz_day)
return biz_day
# 업종 분류 현황 가져옴
def get_stock_data(biz_day, mkt_id):
# logging.basicConfig(level=logging.DEBUG)
gen_otp_data = {
'locale': 'ko_KR',
'mktId': mkt_id, # STK: 코스피, KSQ: 코스닥
'trdDd': biz_day,
'money': '1',
'csvxls_isNo': 'false',
'name': 'fileDown',
'url': 'dbms/MDC/STAT/standard/MDCSTAT03901'
}
headers = {
'Referer': 'http://data.krx.co.kr/contents/MDC/MDI/mdiLoader/index.cmd?menuId=MDC0201050201',
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36'
}
otp = rq.post(url=GEN_OTP_URL, data=gen_otp_data, headers=headers, verify=False)
# # 요청 디버깅
# print("===== Request Details =====")
# print(f"Method: {otp.request.method}")
# print(f"URL: {otp.request.url}")
# print(f"Headers: {otp.request.headers}")
# print(f"Body: {otp.request.body}")
#
# # 응답 디버깅
# print("===== Response Details =====")
# print(f"Status Code: {otp.status_code}")
# print(f"Headers: {otp.headers}")
# print(f"Body: {otp.text}")
down_sector = rq.post(url=DOWN_URL, data={'code': otp.text}, headers=headers)
return pd.read_csv(BytesIO(down_sector.content), encoding='EUC-KR')
# 개별 지표 조회
def get_ind_stock_data(biz_day):
gen_otp_data = {
'locale': 'ko_KR',
'searchType': '1',
'mktId': 'ALL',
'trdDd': biz_day,
'csvxls_isNo': 'false',
'name': 'fileDown',
'url': 'dbms/MDC/STAT/standard/MDCSTAT03501'
}
headers = {
'Referer': 'http://data.krx.co.kr/contents/MDC/MDI/mdiLoader/index.cmd?menuId=MDC0201050201',
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36'
}
otp = rq.post(url=GEN_OTP_URL, data=gen_otp_data, headers=headers, verify=False)
down_ind_sector = rq.post(url=DOWN_URL, data={'code': otp.text}, headers=headers)
return pd.read_csv(BytesIO(down_ind_sector.content), encoding='EUC-KR')
def get_total_stock_data(biz_day):
# 업종 분류 현황(코스피, 코스닥)
sector_stk = get_stock_data(biz_day, 'stk')
sector_ksq = get_stock_data(biz_day, 'ksq')
# 각각 조회 후 합침
krx_sector = pd.concat([sector_stk, sector_ksq]).reset_index(drop=True)
krx_sector['종목명'] = krx_sector['종목명'].str.strip()
krx_sector['기준일'] = biz_day
# 개별 지표 조회
krx_ind = get_ind_stock_data(biz_day)
krx_ind['종목명'] = krx_ind['종목명'].str.strip()
krx_ind['기준일'] = biz_day
# 데이터 정리
# 종목, 개별 중 한군데만 있는 데이터 삭제(선박펀드, 광물펀드, 해외종목 등)
diff = list(set(krx_sector['종목명']).symmetric_difference(set(krx_ind['종목명'])))
kor_ticket = pd.merge(krx_sector, krx_ind, on=krx_sector.columns.intersection(krx_ind.columns).tolist(), how='outer')
# 일반적인 종목과 SPAC, 우선주, 리츠, 기타 주식을 구분
kor_ticket['종목구분'] = np.where(kor_ticket['종목명'].str.contains('스팩|제[0-9]+호'), '스팩',
np.where(kor_ticket['종목코드'].str[-1:] != '0', '우선주',
np.where(kor_ticket['종목명'].str.endswith('리츠'), '리츠',
np.where(kor_ticket['종목명'].isin(diff), '기타',
'보통주'
))))
kor_ticket = kor_ticket.reset_index(drop=True)
kor_ticket.columns = kor_ticket.columns.str.replace(' ', '')
kor_ticket = kor_ticket[['종목코드', '종목명', '시장구분', '종가',
'시가총액', '기준일', 'EPS', '선행EPS', 'BPS', '주당배당금', '종목구분']]
kor_ticket = kor_ticket.replace({np.nan: None})
kor_ticket['기준일'] = pd.to_datetime(kor_ticket['기준일'])
return kor_ticket
if __name__ == '__main__':
latest_biz_day = get_latest_biz_day()
data = get_total_stock_data(latest_biz_day)
print(data)