kquant API document (0.3.6)

sum_investor_stocks

전종목의 투자자 기간합산 정보를 반환하는 함수

  • 기간을 설정하지 않으면 당일 투자자 정보 출력

  • 당일 투자자 정보는 하루 두 번 (15:30 이후, 18:00 이후) 업데이트

  • API URL

    • /stock/m001/rank_invest_date
    • /stock/m003/rank_invest_date
sum_investor_stocks(
    start_date: 'DATE_IN'=None,
    end_date: 'DATE_IN'=None,
    market: 'str | None'=None,
) -> pd.DataFrame

  • start_date (DATE_IN): 집계 시작일 문자열. 생략하면 집계 종료일로부터 1년 전 날짜.

  • end_date (DATE_IN): 집계 종료일 문자열. 생략하면 함수를 호출한 시점의 날짜. :param str | None market: 시장구분 문자열. “유가증권”, “코스닥”. 생략하면(None) 두 시장의 합계. 디폴트는 None

  • 반환값 (pd.DataFrame): 주식 투자자 정보 데이터프레임. 컬럼은 아래의 표 참조

    필드명 의미 타입
    SYMBOL 단축코드 str
    START_DATE 기간시작일 str
    END_DATE 기간종료일 str
    VOLUME_BUY_ALL 매수 거래량 총합계 np.int64
    VOLUME_BUY_INS 매수 거래량 기관 합계 np.int64
    VOLUME_BUY_IND 매수 거래량 개인 합계 np.int64
    VOLUME_BUY_FOR 매수 거래량 외국인 합계 np.int64
    VOLUME_BUY_ETC 매수 거래량 기타법인 합계 np.int64
    VOLUME_BUY_INS_SEC 매수 거래량 기관 - 금융투자 np.int64
    VOLUME_BUY_INS_INS 매수 거래량 기관 - 보험 np.int64
    VOLUME_BUY_INS_ASM 매수 거래량 기관 - 투신 np.int64
    VOLUME_BUY_INS_BNK 매수 거래량 기관 - 은행 np.int64
    VOLUME_BUY_INS_OTH 매수 거래량 기관 - 기타금융 np.int64
    VOLUME_BUY_INS_PNS 매수 거래량 기관 - 연금 np.int64
    VOLUME_BUY_INS_PEF 매수 거래량 기관 - 사모펀드 np.int64
    VOLUME_BUY_INS_ETC 매수 거래량 기관 - 미분류 np.int64
    VOLUME_BUY_FOR_REG 매수 거래량 외인-등록 np.int64
    VOLUME_BUY_FOR_ETC 매수 거래량 외인-기타 np.int64
    VOLUME_SELL_ALL 매도 거래량 총합계 np.int64
    VOLUME_SELL_INS 매도 거래량 기관 합계 np.int64
    VOLUME_SELL_IND 매도 거래량 개인 합계 np.int64
    VOLUME_SELL_FOR 매도 거래량 외국인 합계 np.int64
    VOLUME_SELL_ETC 매도 거래량 기타법인 합계 np.int64
    VOLUME_SELL_INS_SEC 매도 거래량 기관 - 금융투자 np.int64
    VOLUME_SELL_INS_INS 매도 거래량 기관 - 보험 np.int64
    VOLUME_SELL_INS_ASM 매도 거래량 기관 - 투신 np.int64
    VOLUME_SELL_INS_BNK 매도 거래량 기관 - 은행 np.int64
    VOLUME_SELL_INS_OTH 매도 거래량 기관 - 기타금융 np.int64
    VOLUME_SELL_INS_PNS 매도 거래량 기관 - 연금 np.int64
    VOLUME_SELL_INS_PEF 매도 거래량 기관 - 사모펀드 np.int64
    VOLUME_SELL_INS_ETC 매도 거래량 기관 - 미분류 np.int64
    VOLUME_SELL_FOR_REG 매도 거래량 외인-등록 np.int64
    VOLUME_SELL_FOR_ETC 매도 거래량 외인-기타 np.int64
    VOLUME_NET_INS 순매수 거래량 기관 합계 np.int64
    VOLUME_NET_IND 순매수 거래량 개인 합계 np.int64
    VOLUME_NET_FOR 순매수 거래량 외국인 합계 np.int64
    VOLUME_NET_ETC 순매수 거래량 기타법인 합계 np.int64
    VOLUME_NET_INS_SEC 순매수 거래량 기관 - 금융투자 np.int64
    VOLUME_NET_INS_INS 순매수 거래량 기관 - 보험 np.int64
    VOLUME_NET_INS_ASM 순매수 거래량 기관 - 투신 np.int64
    VOLUME_NET_INS_BNK 순매수 거래량 기관 - 은행 np.int64
    VOLUME_NET_INS_OTH 순매수 거래량 기관 - 기타금융 np.int64
    VOLUME_NET_INS_PNS 순매수 거래량 기관 - 연금 np.int64
    VOLUME_NET_INS_PEF 순매수 거래량 기관 - 사모펀드 np.int64
    VOLUME_NET_INS_ETC 순매수 거래량 기관 - 미분류 np.int64
    VOLUME_NET_FOR_REG 순매수 거래량 외인-등록 np.int64
    VOLUME_NET_FOR_ETC 순매수 거래량 외인-기타 np.int64
    AMOUNT_BUY_ALL 매수 거래대금 총합계 np.int64
    AMOUNT_BUY_INS 매수 거래대금 기관 합계 np.int64
    AMOUNT_BUY_IND 매수 거래대금 개인 합계 np.int64
    AMOUNT_BUY_FOR 매수 거래대금 외국인 합계 np.int64
    AMOUNT_BUY_ETC 매수 거래대금 기타법인 합계 np.int64
    AMOUNT_BUY_INS_SEC 매수 거래대금 기관 - 금융투자 np.int64
    AMOUNT_BUY_INS_INS 매수 거래대금 기관 - 보험 np.int64
    AMOUNT_BUY_INS_ASM 매수 거래대금 기관 - 투신 np.int64
    AMOUNT_BUY_INS_BNK 매수 거래대금 기관 - 은행 np.int64
    AMOUNT_BUY_INS_OTH 매수 거래대금 기관 - 기타금융 np.int64
    AMOUNT_BUY_INS_PNS 매수 거래대금 기관 - 연금 np.int64
    AMOUNT_BUY_INS_PEF 매수 거래대금 기관 - 사모펀드 np.int64
    AMOUNT_BUY_INS_ETC 매수 거래대금 기관 - 미분류 np.int64
    AMOUNT_BUY_FOR_REG 매수 거래대금 외인-등록 np.int64
    AMOUNT_BUY_FOR_ETC 매수 거래대금 외인-기타 np.int64
    AMOUNT_SELL_ALL 매도 거래대금 총합계 np.int64
    AMOUNT_SELL_INS 매도 거래대금 기관 합계 np.int64
    AMOUNT_SELL_IND 매도 거래대금 개인 합계 np.int64
    AMOUNT_SELL_FOR 매도 거래대금 외국인 합계 np.int64
    AMOUNT_SELL_ETC 매도 거래대금 기타법인 합계 np.int64
    AMOUNT_SELL_INS_SEC 매도 거래대금 기관 - 금융투자 np.int64
    AMOUNT_SELL_INS_INS 매도 거래대금 기관 - 보험 np.int64
    AMOUNT_SELL_INS_ASM 매도 거래대금 기관 - 투신 np.int64
    AMOUNT_SELL_INS_BNK 매도 거래대금 기관 - 은행 np.int64
    AMOUNT_SELL_INS_OTH 매도 거래대금 기관 - 기타금융 np.int64
    AMOUNT_SELL_INS_PNS 매도 거래대금 기관 - 연금 np.int64
    AMOUNT_SELL_INS_PEF 매도 거래대금 기관 - 사모펀드 np.int64
    AMOUNT_SELL_INS_ETC 매도 거래대금 기관 - 미분류 np.int64
    AMOUNT_SELL_FOR_REG 매도 거래대금 외인-등록 np.int64
    AMOUNT_SELL_FOR_ETC 매도 거래대금 외인-기타 np.int64
    AMOUNT_NET_INS 순매수 거래대금 기관 합계 np.int64
    AMOUNT_NET_IND 순매수 거래대금 개인 합계 np.int64
    AMOUNT_NET_FOR 순매수 거래대금 외국인 합계 np.int64
    AMOUNT_NET_ETC 순매수 거래대금 기타법인 합계 np.int64
    AMOUNT_NET_INS_SEC 순매수 거래대금 기관 - 금융투자 np.int64
    AMOUNT_NET_INS_INS 순매수 거래대금 기관 - 보험 np.int64
    AMOUNT_NET_INS_ASM 순매수 거래대금 기관 - 투신 np.int64
    AMOUNT_NET_INS_BNK 순매수 거래대금 기관 - 은행 np.int64
    AMOUNT_NET_INS_OTH 순매수 거래대금 기관 - 기타금융 np.int64
    AMOUNT_NET_INS_PNS 순매수 거래대금 기관 - 연금 np.int64
    AMOUNT_NET_INS_PEF 순매수 거래대금 기관 - 사모펀드 np.int64
    AMOUNT_NET_INS_ETC 순매수 거래대금 기관 - 미분류 np.int64
    AMOUNT_NET_FOR_REG 순매수 거래대금 외인-등록 np.int64
    AMOUNT_NET_FOR_ETC 순매수 거래대금 외인-기타 np.int64
예제 코드
import kquant as kq
kq.sum_investor_stocks("2024-01-02", "2024-01-05", "유가증권")
SYMBOL START_DATE END_DATE VOLUME_BUY_ALL VOLUME_BUY_INS VOLUME_BUY_IND VOLUME_BUY_FOR VOLUME_BUY_ETC VOLUME_BUY_INS_SEC VOLUME_BUY_INS_INS VOLUME_BUY_INS_ASM VOLUME_BUY_INS_BNK VOLUME_BUY_INS_OTH VOLUME_BUY_INS_PNS VOLUME_BUY_INS_PEF VOLUME_BUY_INS_ETC VOLUME_BUY_FOR_REG VOLUME_BUY_FOR_ETC VOLUME_SELL_ALL VOLUME_SELL_INS VOLUME_SELL_IND VOLUME_SELL_FOR VOLUME_SELL_ETC VOLUME_SELL_INS_SEC VOLUME_SELL_INS_INS VOLUME_SELL_INS_ASM VOLUME_SELL_INS_BNK VOLUME_SELL_INS_OTH VOLUME_SELL_INS_PNS VOLUME_SELL_INS_PEF VOLUME_SELL_INS_ETC VOLUME_SELL_FOR_REG VOLUME_SELL_FOR_ETC VOLUME_NET_INS VOLUME_NET_IND VOLUME_NET_FOR VOLUME_NET_ETC VOLUME_NET_INS_SEC VOLUME_NET_INS_INS VOLUME_NET_INS_ASM VOLUME_NET_INS_BNK VOLUME_NET_INS_OTH VOLUME_NET_INS_PNS VOLUME_NET_INS_PEF VOLUME_NET_INS_ETC VOLUME_NET_FOR_REG VOLUME_NET_FOR_ETC AMOUNT_BUY_ALL AMOUNT_BUY_INS AMOUNT_BUY_IND AMOUNT_BUY_FOR AMOUNT_BUY_ETC AMOUNT_BUY_INS_SEC AMOUNT_BUY_INS_INS AMOUNT_BUY_INS_ASM AMOUNT_BUY_INS_BNK AMOUNT_BUY_INS_OTH AMOUNT_BUY_INS_PNS AMOUNT_BUY_INS_PEF AMOUNT_BUY_INS_ETC AMOUNT_BUY_FOR_REG AMOUNT_BUY_FOR_ETC AMOUNT_SELL_ALL AMOUNT_SELL_INS AMOUNT_SELL_IND AMOUNT_SELL_FOR AMOUNT_SELL_ETC AMOUNT_SELL_INS_SEC AMOUNT_SELL_INS_INS AMOUNT_SELL_INS_ASM AMOUNT_SELL_INS_BNK AMOUNT_SELL_INS_OTH AMOUNT_SELL_INS_PNS AMOUNT_SELL_INS_PEF AMOUNT_SELL_INS_ETC AMOUNT_SELL_FOR_REG AMOUNT_SELL_FOR_ETC AMOUNT_NET_INS AMOUNT_NET_IND AMOUNT_NET_FOR AMOUNT_NET_ETC AMOUNT_NET_INS_SEC AMOUNT_NET_INS_INS AMOUNT_NET_INS_ASM AMOUNT_NET_INS_BNK AMOUNT_NET_INS_OTH AMOUNT_NET_INS_PNS AMOUNT_NET_INS_PEF AMOUNT_NET_INS_ETC AMOUNT_NET_FOR_REG AMOUNT_NET_FOR_ETC
0 000020 20240102 20240105 648,329 33,102 321,250 252,183 41,794 15,671 0 16,857 0 0 93 481 0 251,635 548 648,329 16,093 512,011 117,120 3,105 13,397 1,717 15 0 0 0 964 0 115,684 1,436 17,009 -190,761 135,063 38,689 2,274 -1,717 16,842 0 0 93 -483 0 135,951 -888 6,791,181,000 346,439,000 3,370,168,000 2,635,734,000 438,840,000 164,087,000 0 176,320,000 0 0 977,000 5,055,000 0 2,630,066,000 5,668,000 6,791,181,000 168,496,000 5,360,329,000 1,229,897,000 32,459,000 140,277,000 17,986,000 158,000 0 0 0 10,075,000 0 1,214,857,000 15,040,000 177,943,000 -1,990,161,000 1,405,837,000 406,381,000 23,810,000 -17,986,000 176,162,000 0 0 977,000 -5,020,000 0 1,415,209,000 -9,372,000
1 000040 20240102 20240105 1,172,125 3 1,027,571 132,636 11,915 3 0 0 0 0 0 0 0 125,722 6,914 1,172,125 341 946,492 204,149 21,143 171 0 42 0 0 0 128 0 198,268 5,881 -338 81,079 -71,513 -9,228 -168 0 -42 0 0 0 -128 0 -72,546 1,033 428,516,000 1,000 375,824,000 48,301,000 4,390,000 1,000 0 0 0 0 0 0 0 45,768,000 2,533,000 428,513,000 120,000 345,449,000 75,113,000 7,831,000 60,000 0 15,000 0 0 0 45,000 0 72,967,000 2,146,000 -119,000 30,375,000 -26,812,000 -3,441,000 -59,000 0 -15,000 0 0 0 -45,000 0 -27,199,000 387,000
2 000050 20240102 20240105 17,893 4,049 11,560 784 1,500 3,922 0 17 0 0 92 18 0 784 0 17,893 5,370 11,697 826 0 4,346 0 10 0 0 0 1,014 0 826 0 -1,321 -137 -42 1,500 -424 0 7 0 0 92 -996 0 -42 0 158,684,000 36,145,000 102,335,000 6,913,000 13,291,000 35,020,000 0 150,000 0 0 817,000 158,000 0 6,913,000 0 158,686,000 47,399,000 103,930,000 7,357,000 0 38,397,000 0 88,000 0 0 0 8,914,000 0 7,357,000 0 -11,254,000 -1,595,000 -444,000 13,291,000 -3,377,000 0 62,000 0 0 817,000 -8,756,000 0 -444,000 0
3 000070 20240102 20240105 60,282 2,836 43,807 5,729 7,910 1,446 679 297 0 300 13 101 0 5,671 58 60,282 21,937 19,634 18,711 0 3,388 333 17,252 0 0 888 76 0 18,711 0 -19,101 24,173 -12,982 7,910 -1,942 346 -16,955 0 300 -875 25 0 -13,040 58 4,059,081,000 191,870,000 2,948,115,000 384,974,000 534,122,000 97,419,000 45,768,000 20,309,000 0 20,640,000 869,000 6,865,000 0 381,067,000 3,907,000 4,059,081,000 1,480,218,000 1,319,729,000 1,259,134,000 0 228,202,000 22,387,000 1,164,809,000 0 0 59,729,000 5,091,000 0 1,259,134,000 0 -1,288,348,000 1,628,386,000 -874,160,000 534,122,000 -130,783,000 23,381,000 -1,144,500,000 0 20,640,000 -58,860,000 1,774,000 0 -878,067,000 3,907,000
4 000075 20240102 20240105 684 10 673 0 1 10 0 0 0 0 0 0 0 0 0 684 0 684 0 0 0 0 0 0 0 0 0 0 0 0 10 -11 0 1 10 0 0 0 0 0 0 0 0 0 36,164,000 535,000 35,577,000 0 52,000 535,000 0 0 0 0 0 0 0 0 0 36,165,000 0 36,165,000 0 0 0 0 0 0 0 0 0 0 0 0 535,000 -588,000 0 52,000 535,000 0 0 0 0 0 0 0 0 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
2,136 760006 20240102 20240105 82 36 46 0 0 36 0 0 0 0 0 0 0 0 0 82 46 36 0 0 46 0 0 0 0 0 0 0 0 0 -10 10 0 0 -10 0 0 0 0 0 0 0 0 0 800,000 349,000 451,000 0 0 349,000 0 0 0 0 0 0 0 0 0 800,000 451,000 349,000 0 0 451,000 0 0 0 0 0 0 0 0 0 -102,000 102,000 0 0 -102,000 0 0 0 0 0 0 0 0 0
2,137 760007 20240102 20240105 9 4 5 0 0 4 0 0 0 0 0 0 0 0 0 9 5 4 0 0 5 0 0 0 0 0 0 0 0 0 -1 1 0 0 -1 0 0 0 0 0 0 0 0 0 91,000 40,000 51,000 0 0 40,000 0 0 0 0 0 0 0 0 0 91,000 51,000 40,000 0 0 51,000 0 0 0 0 0 0 0 0 0 -11,000 11,000 0 0 -11,000 0 0 0 0 0 0 0 0 0
2,138 760008 20240102 20240105 9 4 5 0 0 4 0 0 0 0 0 0 0 0 0 9 5 4 0 0 5 0 0 0 0 0 0 0 0 0 -1 1 0 0 -1 0 0 0 0 0 0 0 0 0 86,000 38,000 48,000 0 0 38,000 0 0 0 0 0 0 0 0 0 86,000 48,000 38,000 0 0 48,000 0 0 0 0 0 0 0 0 0 -10,000 10,000 0 0 -10,000 0 0 0 0 0 0 0 0 0
2,139 900140 20240102 20240105 9,919,674 6,826 8,347,642 1,433,150 132,056 0 0 0 0 0 6,826 0 0 1,392,061 41,089 9,919,674 6,826 8,712,085 1,175,849 24,914 0 0 0 0 0 6,826 0 0 1,127,525 48,324 0 -364,443 257,301 107,142 0 0 0 0 0 0 0 0 264,536 -7,235 27,499,754,000 17,952,000 23,152,173,000 3,955,754,000 373,875,000 0 0 0 0 0 17,952,000 0 0 3,843,604,000 112,150,000 27,499,754,000 19,556,000 24,115,390,000 3,293,992,000 70,816,000 0 0 0 0 0 19,556,000 0 0 3,160,702,000 133,290,000 -1,604,000 -963,217,000 661,762,000 303,059,000 0 0 0 0 0 -1,604,000 0 0 682,902,000 -21,140,000
2,140 950210 20240102 20240105 198,111 9,801 169,945 18,365 0 9,801 0 0 0 0 0 0 0 17,961 404 198,111 10,162 152,738 34,957 254 10,162 0 0 0 0 0 0 0 34,957 0 -361 17,207 -16,592 -254 -361 0 0 0 0 0 0 0 -16,996 404 1,932,368,000 95,053,000 1,657,990,000 179,325,000 0 95,053,000 0 0 0 0 0 0 0 175,317,000 4,008,000 1,932,369,000 98,509,000 1,491,499,000 339,821,000 2,540,000 98,509,000 0 0 0 0 0 0 0 339,821,000 0 -3,456,000 166,491,000 -160,496,000 -2,540,000 -3,456,000 0 0 0 0 0 0 0 -164,504,000 4,008,000

2141 rows × 91 columns

kq.sum_investor_stocks("2024-01-02", "2024-01-05", "코스닥")
SYMBOL START_DATE END_DATE VOLUME_BUY_ALL VOLUME_BUY_INS VOLUME_BUY_IND VOLUME_BUY_FOR VOLUME_BUY_ETC VOLUME_BUY_INS_SEC VOLUME_BUY_INS_INS VOLUME_BUY_INS_ASM VOLUME_BUY_INS_BNK VOLUME_BUY_INS_OTH VOLUME_BUY_INS_PNS VOLUME_BUY_INS_PEF VOLUME_BUY_INS_ETC VOLUME_BUY_FOR_REG VOLUME_BUY_FOR_ETC VOLUME_SELL_ALL VOLUME_SELL_INS VOLUME_SELL_IND VOLUME_SELL_FOR VOLUME_SELL_ETC VOLUME_SELL_INS_SEC VOLUME_SELL_INS_INS VOLUME_SELL_INS_ASM VOLUME_SELL_INS_BNK VOLUME_SELL_INS_OTH VOLUME_SELL_INS_PNS VOLUME_SELL_INS_PEF VOLUME_SELL_INS_ETC VOLUME_SELL_FOR_REG VOLUME_SELL_FOR_ETC VOLUME_NET_INS VOLUME_NET_IND VOLUME_NET_FOR VOLUME_NET_ETC VOLUME_NET_INS_SEC VOLUME_NET_INS_INS VOLUME_NET_INS_ASM VOLUME_NET_INS_BNK VOLUME_NET_INS_OTH VOLUME_NET_INS_PNS VOLUME_NET_INS_PEF VOLUME_NET_INS_ETC VOLUME_NET_FOR_REG VOLUME_NET_FOR_ETC AMOUNT_BUY_ALL AMOUNT_BUY_INS AMOUNT_BUY_IND AMOUNT_BUY_FOR AMOUNT_BUY_ETC AMOUNT_BUY_INS_SEC AMOUNT_BUY_INS_INS AMOUNT_BUY_INS_ASM AMOUNT_BUY_INS_BNK AMOUNT_BUY_INS_OTH AMOUNT_BUY_INS_PNS AMOUNT_BUY_INS_PEF AMOUNT_BUY_INS_ETC AMOUNT_BUY_FOR_REG AMOUNT_BUY_FOR_ETC AMOUNT_SELL_ALL AMOUNT_SELL_INS AMOUNT_SELL_IND AMOUNT_SELL_FOR AMOUNT_SELL_ETC AMOUNT_SELL_INS_SEC AMOUNT_SELL_INS_INS AMOUNT_SELL_INS_ASM AMOUNT_SELL_INS_BNK AMOUNT_SELL_INS_OTH AMOUNT_SELL_INS_PNS AMOUNT_SELL_INS_PEF AMOUNT_SELL_INS_ETC AMOUNT_SELL_FOR_REG AMOUNT_SELL_FOR_ETC AMOUNT_NET_INS AMOUNT_NET_IND AMOUNT_NET_FOR AMOUNT_NET_ETC AMOUNT_NET_INS_SEC AMOUNT_NET_INS_INS AMOUNT_NET_INS_ASM AMOUNT_NET_INS_BNK AMOUNT_NET_INS_OTH AMOUNT_NET_INS_PNS AMOUNT_NET_INS_PEF AMOUNT_NET_INS_ETC AMOUNT_NET_FOR_REG AMOUNT_NET_FOR_ETC
0 000250 20240102 20240105 1,640,768 61,063 1,259,843 297,051 22,811 33,448 4,720 12,199 0 53 4,026 6,617 0 293,798 3,253 1,640,768 98,936 1,250,193 272,364 19,275 72,701 505 9,896 0 2 0 15,832 0 268,894 3,470 -37,873 9,650 24,687 3,536 -39,253 4,215 2,303 0 51 4,026 -9,215 0 24,904 -217 126,378,888,000 4,681,349,000 97,037,132,000 22,897,739,000 1,762,668,000 2,565,779,000 365,390,000 938,144,000 0 3,953,000 307,805,000 500,278,000 0 22,645,101,000 252,638,000 126,378,890,000 7,595,718,000 96,347,314,000 20,974,795,000 1,461,063,000 5,600,226,000 37,742,000 747,625,000 0 149,000 0 1,209,976,000 0 20,711,925,000 262,870,000 -2,914,369,000 689,818,000 1,922,944,000 301,605,000 -3,034,447,000 327,648,000 190,519,000 0 3,804,000 307,805,000 -709,698,000 0 1,933,176,000 -10,232,000
1 000440 20240102 20240105 4,721,545 1,757 4,260,089 455,849 3,850 1,757 0 0 0 0 0 0 0 444,756 11,093 4,721,545 1,759 4,229,896 486,187 3,703 1,759 0 0 0 0 0 0 0 474,098 12,089 -2 30,193 -30,338 147 -2 0 0 0 0 0 0 0 -29,342 -996 94,194,200,000 35,130,000 85,123,362,000 8,957,101,000 78,607,000 35,130,000 0 0 0 0 0 0 0 8,734,128,000 222,973,000 94,194,198,000 34,905,000 84,502,925,000 9,578,247,000 78,121,000 34,905,000 0 0 0 0 0 0 0 9,338,684,000 239,563,000 225,000 620,437,000 -621,146,000 486,000 225,000 0 0 0 0 0 0 0 -604,556,000 -16,590,000
2 001000 20240102 20240105 78,119 0 74,833 3,286 0 0 0 0 0 0 0 0 0 3,053 233 78,119 0 74,945 3,174 0 0 0 0 0 0 0 0 0 3,053 121 0 -112 112 0 0 0 0 0 0 0 0 0 0 112 128,687,000 0 123,265,000 5,422,000 0 0 0 0 0 0 0 0 0 5,039,000 383,000 128,687,000 0 123,445,000 5,242,000 0 0 0 0 0 0 0 0 0 5,044,000 198,000 0 -180,000 180,000 0 0 0 0 0 0 0 0 0 -5,000 185,000
3 001540 20240102 20240105 1,728,666 146,291 1,348,867 219,600 13,908 146,291 0 0 0 0 0 0 0 216,093 3,507 1,728,666 146,290 1,377,949 200,933 3,494 146,290 0 0 0 0 0 0 0 197,110 3,823 1 -29,082 18,667 10,414 1 0 0 0 0 0 0 0 18,983 -316 16,959,621,000 1,433,564,000 13,237,313,000 2,151,377,000 137,367,000 1,433,564,000 0 0 0 0 0 0 0 2,116,926,000 34,451,000 16,959,621,000 1,433,611,000 13,520,242,000 1,971,054,000 34,714,000 1,433,611,000 0 0 0 0 0 0 0 1,933,688,000 37,366,000 -47,000 -282,929,000 180,323,000 102,653,000 -47,000 0 0 0 0 0 0 0 183,238,000 -2,915,000
4 001810 20240102 20240105 48,013 0 44,796 2,536 681 0 0 0 0 0 0 0 0 2,536 0 48,013 0 46,971 1,042 0 0 0 0 0 0 0 0 0 1,036 6 0 -2,175 1,494 681 0 0 0 0 0 0 0 0 1,500 -6 88,151,000 0 82,241,000 4,659,000 1,251,000 0 0 0 0 0 0 0 0 4,659,000 0 88,154,000 0 86,251,000 1,903,000 0 0 0 0 0 0 0 0 0 1,892,000 11,000 0 -4,010,000 2,756,000 1,251,000 0 0 0 0 0 0 0 0 2,767,000 -11,000
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
1,700 950160 20240102 20240105 926,642 0 826,578 94,461 5,603 0 0 0 0 0 0 0 0 90,262 4,199 926,642 0 835,218 81,190 10,234 0 0 0 0 0 0 0 0 79,473 1,717 0 -8,640 13,271 -4,631 0 0 0 0 0 0 0 0 10,789 2,482 9,265,748,000 0 8,268,711,000 942,033,000 55,004,000 0 0 0 0 0 0 0 0 899,622,000 42,411,000 9,265,748,000 0 8,340,748,000 822,813,000 102,187,000 0 0 0 0 0 0 0 0 805,231,000 17,582,000 0 -72,037,000 119,220,000 -47,183,000 0 0 0 0 0 0 0 0 94,391,000 24,829,000
1,701 950170 20240102 20240105 93,320 0 90,909 2,411 0 0 0 0 0 0 0 0 0 2,411 0 93,320 0 83,958 9,362 0 0 0 0 0 0 0 0 0 9,362 0 0 6,951 -6,951 0 0 0 0 0 0 0 0 0 -6,951 0 356,550,000 0 347,379,000 9,171,000 0 0 0 0 0 0 0 0 0 9,171,000 0 356,548,000 0 320,628,000 35,920,000 0 0 0 0 0 0 0 0 0 35,920,000 0 0 26,751,000 -26,749,000 0 0 0 0 0 0 0 0 0 -26,749,000 0
1,702 950190 20240102 20240105 113,957 454 80,648 31,054 1,801 134 0 0 0 0 0 320 0 31,025 29 113,957 134 91,261 22,560 2 134 0 0 0 0 0 0 0 22,560 0 320 -10,613 8,494 1,799 0 0 0 0 0 0 320 0 8,465 29 1,264,656,000 4,997,000 895,253,000 344,140,000 20,266,000 1,494,000 0 0 0 0 0 3,503,000 0 343,824,000 316,000 1,264,657,000 1,502,000 1,012,994,000 250,139,000 22,000 1,502,000 0 0 0 0 0 0 0 250,139,000 0 3,495,000 -117,741,000 94,001,000 20,244,000 -8,000 0 0 0 0 0 3,503,000 0 93,685,000 316,000
1,703 950200 20240102 20240105 142,524 0 135,050 7,474 0 0 0 0 0 0 0 0 0 7,466 8 142,524 0 136,121 6,403 0 0 0 0 0 0 0 0 0 5,613 790 0 -1,071 1,071 0 0 0 0 0 0 0 0 0 1,853 -782 751,606,000 0 712,102,000 39,504,000 0 0 0 0 0 0 0 0 0 39,463,000 41,000 751,607,000 0 717,773,000 33,834,000 0 0 0 0 0 0 0 0 0 29,655,000 4,179,000 0 -5,671,000 5,670,000 0 0 0 0 0 0 0 0 0 9,808,000 -4,138,000
1,704 950220 20240102 20240105 2,663,501 0 2,407,736 250,250 5,515 0 0 0 0 0 0 0 0 243,280 6,970 2,663,501 0 2,139,181 520,276 4,044 0 0 0 0 0 0 0 0 513,094 7,182 0 268,555 -270,026 1,471 0 0 0 0 0 0 0 0 -269,814 -212 5,344,568,000 0 4,829,669,000 503,826,000 11,073,000 0 0 0 0 0 0 0 0 490,263,000 13,563,000 5,344,570,000 0 4,291,711,000 1,044,337,000 8,522,000 0 0 0 0 0 0 0 0 1,029,669,000 14,668,000 0 537,958,000 -540,511,000 2,551,000 0 0 0 0 0 0 0 0 -539,406,000 -1,105,000

1705 rows × 91 columns

kq.sum_investor_stocks("2024-01-02", "2024-01-05")
SYMBOL START_DATE END_DATE VOLUME_BUY_ALL VOLUME_BUY_INS VOLUME_BUY_IND VOLUME_BUY_FOR VOLUME_BUY_ETC VOLUME_BUY_INS_SEC VOLUME_BUY_INS_INS VOLUME_BUY_INS_ASM VOLUME_BUY_INS_BNK VOLUME_BUY_INS_OTH VOLUME_BUY_INS_PNS VOLUME_BUY_INS_PEF VOLUME_BUY_INS_ETC VOLUME_BUY_FOR_REG VOLUME_BUY_FOR_ETC VOLUME_SELL_ALL VOLUME_SELL_INS VOLUME_SELL_IND VOLUME_SELL_FOR VOLUME_SELL_ETC VOLUME_SELL_INS_SEC VOLUME_SELL_INS_INS VOLUME_SELL_INS_ASM VOLUME_SELL_INS_BNK VOLUME_SELL_INS_OTH VOLUME_SELL_INS_PNS VOLUME_SELL_INS_PEF VOLUME_SELL_INS_ETC VOLUME_SELL_FOR_REG VOLUME_SELL_FOR_ETC VOLUME_NET_INS VOLUME_NET_IND VOLUME_NET_FOR VOLUME_NET_ETC VOLUME_NET_INS_SEC VOLUME_NET_INS_INS VOLUME_NET_INS_ASM VOLUME_NET_INS_BNK VOLUME_NET_INS_OTH VOLUME_NET_INS_PNS VOLUME_NET_INS_PEF VOLUME_NET_INS_ETC VOLUME_NET_FOR_REG VOLUME_NET_FOR_ETC AMOUNT_BUY_ALL AMOUNT_BUY_INS AMOUNT_BUY_IND AMOUNT_BUY_FOR AMOUNT_BUY_ETC AMOUNT_BUY_INS_SEC AMOUNT_BUY_INS_INS AMOUNT_BUY_INS_ASM AMOUNT_BUY_INS_BNK AMOUNT_BUY_INS_OTH AMOUNT_BUY_INS_PNS AMOUNT_BUY_INS_PEF AMOUNT_BUY_INS_ETC AMOUNT_BUY_FOR_REG AMOUNT_BUY_FOR_ETC AMOUNT_SELL_ALL AMOUNT_SELL_INS AMOUNT_SELL_IND AMOUNT_SELL_FOR AMOUNT_SELL_ETC AMOUNT_SELL_INS_SEC AMOUNT_SELL_INS_INS AMOUNT_SELL_INS_ASM AMOUNT_SELL_INS_BNK AMOUNT_SELL_INS_OTH AMOUNT_SELL_INS_PNS AMOUNT_SELL_INS_PEF AMOUNT_SELL_INS_ETC AMOUNT_SELL_FOR_REG AMOUNT_SELL_FOR_ETC AMOUNT_NET_INS AMOUNT_NET_IND AMOUNT_NET_FOR AMOUNT_NET_ETC AMOUNT_NET_INS_SEC AMOUNT_NET_INS_INS AMOUNT_NET_INS_ASM AMOUNT_NET_INS_BNK AMOUNT_NET_INS_OTH AMOUNT_NET_INS_PNS AMOUNT_NET_INS_PEF AMOUNT_NET_INS_ETC AMOUNT_NET_FOR_REG AMOUNT_NET_FOR_ETC
0 000020 20240102 20240105 648,329 33,102 321,250 252,183 41,794 15,671 0 16,857 0 0 93 481 0 251,635 548 648,329 16,093 512,011 117,120 3,105 13,397 1,717 15 0 0 0 964 0 115,684 1,436 17,009 -190,761 135,063 38,689 2,274 -1,717 16,842 0 0 93 -483 0 135,951 -888 6,791,181,000 346,439,000 3,370,168,000 2,635,734,000 438,840,000 164,087,000 0 176,320,000 0 0 977,000 5,055,000 0 2,630,066,000 5,668,000 6,791,181,000 168,496,000 5,360,329,000 1,229,897,000 32,459,000 140,277,000 17,986,000 158,000 0 0 0 10,075,000 0 1,214,857,000 15,040,000 177,943,000 -1,990,161,000 1,405,837,000 406,381,000 23,810,000 -17,986,000 176,162,000 0 0 977,000 -5,020,000 0 1,415,209,000 -9,372,000
1 000040 20240102 20240105 1,172,125 3 1,027,571 132,636 11,915 3 0 0 0 0 0 0 0 125,722 6,914 1,172,125 341 946,492 204,149 21,143 171 0 42 0 0 0 128 0 198,268 5,881 -338 81,079 -71,513 -9,228 -168 0 -42 0 0 0 -128 0 -72,546 1,033 428,516,000 1,000 375,824,000 48,301,000 4,390,000 1,000 0 0 0 0 0 0 0 45,768,000 2,533,000 428,513,000 120,000 345,449,000 75,113,000 7,831,000 60,000 0 15,000 0 0 0 45,000 0 72,967,000 2,146,000 -119,000 30,375,000 -26,812,000 -3,441,000 -59,000 0 -15,000 0 0 0 -45,000 0 -27,199,000 387,000
2 000050 20240102 20240105 17,893 4,049 11,560 784 1,500 3,922 0 17 0 0 92 18 0 784 0 17,893 5,370 11,697 826 0 4,346 0 10 0 0 0 1,014 0 826 0 -1,321 -137 -42 1,500 -424 0 7 0 0 92 -996 0 -42 0 158,684,000 36,145,000 102,335,000 6,913,000 13,291,000 35,020,000 0 150,000 0 0 817,000 158,000 0 6,913,000 0 158,686,000 47,399,000 103,930,000 7,357,000 0 38,397,000 0 88,000 0 0 0 8,914,000 0 7,357,000 0 -11,254,000 -1,595,000 -444,000 13,291,000 -3,377,000 0 62,000 0 0 817,000 -8,756,000 0 -444,000 0
3 000070 20240102 20240105 60,282 2,836 43,807 5,729 7,910 1,446 679 297 0 300 13 101 0 5,671 58 60,282 21,937 19,634 18,711 0 3,388 333 17,252 0 0 888 76 0 18,711 0 -19,101 24,173 -12,982 7,910 -1,942 346 -16,955 0 300 -875 25 0 -13,040 58 4,059,081,000 191,870,000 2,948,115,000 384,974,000 534,122,000 97,419,000 45,768,000 20,309,000 0 20,640,000 869,000 6,865,000 0 381,067,000 3,907,000 4,059,081,000 1,480,218,000 1,319,729,000 1,259,134,000 0 228,202,000 22,387,000 1,164,809,000 0 0 59,729,000 5,091,000 0 1,259,134,000 0 -1,288,348,000 1,628,386,000 -874,160,000 534,122,000 -130,783,000 23,381,000 -1,144,500,000 0 20,640,000 -58,860,000 1,774,000 0 -878,067,000 3,907,000
4 000075 20240102 20240105 684 10 673 0 1 10 0 0 0 0 0 0 0 0 0 684 0 684 0 0 0 0 0 0 0 0 0 0 0 0 10 -11 0 1 10 0 0 0 0 0 0 0 0 0 36,164,000 535,000 35,577,000 0 52,000 535,000 0 0 0 0 0 0 0 0 0 36,165,000 0 36,165,000 0 0 0 0 0 0 0 0 0 0 0 0 535,000 -588,000 0 52,000 535,000 0 0 0 0 0 0 0 0 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
3,841 950170 20240102 20240105 93,320 0 90,909 2,411 0 0 0 0 0 0 0 0 0 2,411 0 93,320 0 83,958 9,362 0 0 0 0 0 0 0 0 0 9,362 0 0 6,951 -6,951 0 0 0 0 0 0 0 0 0 -6,951 0 356,550,000 0 347,379,000 9,171,000 0 0 0 0 0 0 0 0 0 9,171,000 0 356,548,000 0 320,628,000 35,920,000 0 0 0 0 0 0 0 0 0 35,920,000 0 0 26,751,000 -26,749,000 0 0 0 0 0 0 0 0 0 -26,749,000 0
3,842 950190 20240102 20240105 113,957 454 80,648 31,054 1,801 134 0 0 0 0 0 320 0 31,025 29 113,957 134 91,261 22,560 2 134 0 0 0 0 0 0 0 22,560 0 320 -10,613 8,494 1,799 0 0 0 0 0 0 320 0 8,465 29 1,264,656,000 4,997,000 895,253,000 344,140,000 20,266,000 1,494,000 0 0 0 0 0 3,503,000 0 343,824,000 316,000 1,264,657,000 1,502,000 1,012,994,000 250,139,000 22,000 1,502,000 0 0 0 0 0 0 0 250,139,000 0 3,495,000 -117,741,000 94,001,000 20,244,000 -8,000 0 0 0 0 0 3,503,000 0 93,685,000 316,000
3,843 950200 20240102 20240105 142,524 0 135,050 7,474 0 0 0 0 0 0 0 0 0 7,466 8 142,524 0 136,121 6,403 0 0 0 0 0 0 0 0 0 5,613 790 0 -1,071 1,071 0 0 0 0 0 0 0 0 0 1,853 -782 751,606,000 0 712,102,000 39,504,000 0 0 0 0 0 0 0 0 0 39,463,000 41,000 751,607,000 0 717,773,000 33,834,000 0 0 0 0 0 0 0 0 0 29,655,000 4,179,000 0 -5,671,000 5,670,000 0 0 0 0 0 0 0 0 0 9,808,000 -4,138,000
3,844 950210 20240102 20240105 198,111 9,801 169,945 18,365 0 9,801 0 0 0 0 0 0 0 17,961 404 198,111 10,162 152,738 34,957 254 10,162 0 0 0 0 0 0 0 34,957 0 -361 17,207 -16,592 -254 -361 0 0 0 0 0 0 0 -16,996 404 1,932,368,000 95,053,000 1,657,990,000 179,325,000 0 95,053,000 0 0 0 0 0 0 0 175,317,000 4,008,000 1,932,369,000 98,509,000 1,491,499,000 339,821,000 2,540,000 98,509,000 0 0 0 0 0 0 0 339,821,000 0 -3,456,000 166,491,000 -160,496,000 -2,540,000 -3,456,000 0 0 0 0 0 0 0 -164,504,000 4,008,000
3,845 950220 20240102 20240105 2,663,501 0 2,407,736 250,250 5,515 0 0 0 0 0 0 0 0 243,280 6,970 2,663,501 0 2,139,181 520,276 4,044 0 0 0 0 0 0 0 0 513,094 7,182 0 268,555 -270,026 1,471 0 0 0 0 0 0 0 0 -269,814 -212 5,344,568,000 0 4,829,669,000 503,826,000 11,073,000 0 0 0 0 0 0 0 0 490,263,000 13,563,000 5,344,570,000 0 4,291,711,000 1,044,337,000 8,522,000 0 0 0 0 0 0 0 0 1,029,669,000 14,668,000 0 537,958,000 -540,511,000 2,551,000 0 0 0 0 0 0 0 0 -539,406,000 -1,105,000

3846 rows × 91 columns