Datasets:

podongchip
/

kospi-daily-stock-features-2021-2026

Date string	Code string	Name string	Open int64	High int64	Low int64	Close int64	Volume int64	Change float64	LogReturn float64	MA5 float64	Disp5 float64	MA20 float64	Disp20 float64	MA60 float64	Disp60 float64	MA120 float64	Disp120 float64	Vol20 float64	RSI14 float64	MACD float64	MACD_signal float64	MACD_hist float64	BB_pctB float64	VolumeMA20 float64	VolumeRatio float64	KOSPI_lvl float64	KOSPI_ret float64	USDKRW_lvl float64	USDKRW_ret float64	SP500_lvl float64	SP500_ret float64	NASDAQ_lvl float64	NASDAQ_ret float64	VIX_lvl float64	VIX_ret float64	US10Y_lvl float64	US10Y_ret float64	DayOfWeek int64	Month int64	IsMonthEnd int64	IsQuarterEnd int64	DoW_sin float64	DoW_cos float64	Month_sin float64	Month_cos float64	Foreign_net float64	Inst_net float64	Indiv_net float64	EtcCorp_net float64	Foreign_ratio float64	Inst_ratio float64	Indiv_ratio float64	Foreign_net_ma5 float64	Inst_net_ma5 float64	Indiv_net_ma5 float64	Marcap int64	Shares int64	LogMarcap float64
2021-01-04	000020	동화약품	19,750	19,900	18,850	19,100	719,076	-0.02799	null	null	null	null	null	null	null	null	null	null	null	0	0	0	null	null	null	2,944.45	0.024402	1,084.72998	0.000074	3,756.070068	0.006418	12,888.280273	0.001419	null	null	null	null	0	1	0	0	0	1	0	1	-515,583,450	-104,688,850	421,240,350	199,031,950	-0.03754	-0.007622	0.030671	null	null	null	533,491,077,000	27,931,470	27.002708
2021-01-05	000020	동화약품	19,000	19,500	18,650	19,400	660,993	0.015707	0.015585	null	null	null	null	null	null	null	null	null	null	23.931624	4.786325	19.145299	null	null	null	2,990.57	0.015542	1,086.619995	0.001741	3,700.649902	-0.014865	12,698.450195	-0.014838	26.969999	null	0.917	null	1	1	0	0	0.951057	0.309017	0	1	194,118,300	-286,211,300	-26,503,500	118,596,500	0.015138	-0.02232	-0.002067	null	null	null	541,870,518,000	27,931,470	27.018293
2021-01-06	000020	동화약품	19,350	19,850	19,000	19,700	692,445	0.015464	0.015346	null	null	null	null	null	null	null	null	null	null	66.340371	17.097134	49.243237	null	null	null	2,968.21	-0.007505	1,086.449951	-0.000157	3,726.860107	0.007058	12,818.959961	0.009445	25.34	-0.062341	0.955	0.040604	2	1	0	0	0.587785	-0.809017	0	1	1,810,545,600	8,236,050	-1,816,841,650	-1,940,000	0.132727	0.000604	-0.133188	null	null	null	550,249,959,000	27,931,470	27.033638
2021-01-07	000020	동화약품	20,000	20,100	19,500	19,700	612,986	0	0	null	null	null	null	null	null	null	null	null	null	98.810581	33.439823	65.370758	null	null	null	3,031.68	0.021158	1,086.949951	0.00046	3,748.139893	0.005694	12,740.790039	-0.006117	25.07	-0.010712	1.042	0.087186	3	1	0	0	-0.587785	-0.809017	0	1	-360,009,650	-11,690,300	313,995,000	57,704,950	-0.029812	-0.000968	0.026002	null	null	null	550,249,959,000	27,931,470	27.033638
2021-01-08	000020	동화약품	19,850	19,900	18,950	19,100	620,141	-0.030457	-0.03093	19,400	0.984536	null	null	null	null	null	null	null	null	75.26091	41.804041	33.456869	null	null	null	3,152.18	0.038977	1,093.069946	0.005615	3,803.790039	0.014738	13,067.480469	0.025318	22.370001	-0.113951	1.071	0.027451	4	1	0	0	-0.951057	0.309017	0	1	-1,542,754,700	-9,095,150	956,475,850	595,374,000	-0.130249	-0.000768	0.080751	-82,736,780	-80,689,910	-30,326,790	533,491,077,000	27,931,470	27.002708
2021-01-11	000020	동화약품	19,000	19,100	17,850	18,100	868,959	-0.052356	-0.053776	19,200	0.942708	null	null	null	null	null	null	null	null	-23.819441	28.679344	-52.498785	null	null	null	3,148.45	-0.001184	1,092.819946	-0.000229	3,824.679932	0.005477	13,201.980469	0.01024	21.559999	-0.036881	1.105	0.031253	0	1	0	0	0	1	0	1	-257,715,450	-47,518,100	186,732,700	118,500,850	-0.016386	-0.003021	0.011873	-31,163,180	-69,255,760	-77,228,320	505,559,607,000	27,931,470	26.948932
2021-01-12	000020	동화약품	18,000	18,500	18,000	18,100	377,078	0	0	18,940	0.955649	null	null	null	null	null	null	null	null	-101.175049	2.708466	-103.883515	null	null	null	3,125.95	-0.007172	1,096.449951	0.003316	3,799.610107	-0.006576	13,036.429688	-0.012619	24.08	0.110542	1.132	0.024141	1	1	0	0	0.951057	0.309017	0	1	-297,643,650	-63,237,300	-4,916,000	365,796,950	-0.04361	-0.009265	-0.00072	-129,515,570	-24,660,960	-72,910,820	505,559,607,000	27,931,470	26.948932
2021-01-13	000020	동화약품	18,000	18,350	17,900	18,000	325,304	-0.005525	-0.00554	18,600	0.967742	null	null	null	null	null	null	null	null	-168.605512	-31.55433	-137.051182	null	null	null	3,148.29	0.007121	1,093.540039	-0.002657	3,801.189941	0.000416	13,072.429688	0.002758	23.33	-0.031642	1.138	0.005286	2	1	0	0	0.587785	-0.809017	0	1	-736,259,800	-9,353,500	769,597,300	-23,984,000	-0.125739	-0.001597	0.131432	-638,876,650	-28,178,870	444,376,970	502,766,460,000	27,931,470	26.943392
2021-01-14	000020	동화약품	18,100	18,850	18,000	18,450	395,979	0.025	0.024693	18,350	1.00545	null	null	null	null	null	null	null	null	-183.61678	-61.96682	-121.64996	null	null	null	3,149.93	0.000521	1,097.109985	0.003259	3,809.840088	0.002273	13,128.950195	0.004314	22.209999	-0.049197	1.088	-0.044931	3	1	0	0	-0.587785	-0.809017	0	1	258,516,750	-13,448,500	-248,009,850	2,941,600	0.035385	-0.001841	-0.033947	-515,171,370	-28,530,510	331,976,000	515,335,621,500	27,931,470	26.968084
2021-01-15	000020	동화약품	18,600	18,700	18,000	18,050	334,730	-0.02168	-0.021919	18,140	0.995039	null	null	null	null	null	null	null	null	-225.194077	-94.612271	-130.581806	null	null	null	3,085.9	-0.020537	1,094.900024	-0.002016	3,795.540039	-0.003761	13,112.639648	-0.001243	23.25	0.045763	1.129	0.036991	4	1	0	0	-0.951057	0.309017	0	1	-103,698,550	-338,064,350	-140,328,250	582,091,150	-0.017163	-0.055954	-0.023226	-227,360,140	-94,324,350	112,615,180	504,163,033,500	27,931,470	26.946166
2021-01-18	000020	동화약품	18,000	18,050	17,050	17,050	509,279	-0.055402	-0.056995	17,930	0.95092	null	null	null	null	null	null	null	null	-334.974649	-142.684747	-192.289902	null	null	null	3,013.93	-0.023598	1,102.959961	0.007334	null	null	null	null	24.34	0.045816	1.097	-0.028753	0	1	0	0	0	1	0	1	32,861,550	-4,066,500	-186,529,400	157,734,350	0.003784	-0.000468	-0.021482	-169,244,740	-85,634,030	37,962,760	476,231,563,500	27,931,470	26.88917
2021-01-19	000020	동화약품	16,900	17,200	15,900	16,550	716,826	-0.029326	-0.029764	17,620	0.939274	null	null	null	null	null	null	null	null	-457.053733	-205.558544	-251.495189	null	null	null	3,092.66	0.025787	1,103.099976	0.000127	3,768.25	-0.007216	12,998.5	-0.008743	null	null	null	null	1	1	0	0	0.951057	0.309017	0	1	1,553,308,900	-371,116,250	-984,809,350	-197,383,300	0.130932	-0.031282	-0.083012	200,945,770	-147,209,820	-158,015,910	462,265,828,500	27,931,470	26.859406
2021-01-20	000020	동화약품	16,550	17,250	16,550	16,900	281,517	0.021148	0.020928	17,400	0.971264	null	null	null	null	null	null	null	null	-519.570922	-268.36102	-251.209902	null	null	null	3,114.55	0.007053	1,100.98999	-0.001915	3,798.909912	0.008103	13,197.179688	0.015169	23.24	null	1.092	null	2	1	0	0	0.587785	-0.809017	0	1	-2,865,750	-380,001,050	331,644,100	51,222,700	-0.000602	-0.079872	0.069708	347,624,580	-221,339,330	-245,606,550	472,041,843,000	27,931,470	26.880333
2021-01-21	000020	동화약품	17,100	17,200	16,650	16,700	292,345	-0.011834	-0.011905	17,050	0.979472	null	null	null	null	null	null	null	null	-578.585005	-330.405817	-248.179188	null	null	null	3,160.84	0.014753	1,096.25	-0.004315	3,851.850098	0.013839	13,457.25	0.019515	21.58	-0.074108	1.09	-0.001833	3	1	0	0	-0.587785	-0.809017	0	1	-344,715,200	-692,702,450	987,217,650	50,200,000	-0.070607	-0.141884	0.202209	226,978,190	-357,190,120	1,438,950	466,455,549,000	27,931,470	26.868429
2021-01-22	000020	동화약품	16,600	16,650	16,250	16,400	288,262	-0.017964	-0.018127	16,720	0.980861	null	null	null	null	null	null	null	25.454545	-642.159173	-392.756488	-249.402685	null	null	null	3,140.63	-0.006414	1,099.900024	0.003324	3,853.070068	0.000317	13,530.910156	0.005459	21.32	-0.012121	1.109	0.017281	4	1	0	0	-0.951057	0.309017	0	1	527,213,150	715,300	-831,358,150	303,429,700	0.111521	0.000151	-0.175856	353,160,530	-289,434,190	-136,767,030	458,076,108,000	27,931,470	26.850301
2021-01-25	000020	동화약품	16,450	17,000	16,400	17,000	279,789	0.036585	0.035932	16,710	1.017355	null	null	null	null	null	null	null	29.310345	-636.786693	-441.562529	-195.224164	null	null	null	3,208.99	0.021533	1,104.640015	0.0043	3,841.469971	-0.003015	13,543.05957	0.000897	21.91	0.027298	1.091	-0.016364	0	1	0	0	0	1	0	1	999,193,600	-26,709,200	-1,240,684,800	268,200,400	0.210073	-0.005615	-0.260845	546,426,940	-293,962,730	-347,598,110	474,834,990,000	27,931,470	26.886233
2021-01-26	000020	동화약품	17,150	17,150	16,500	16,700	271,418	-0.017647	-0.017805	16,740	0.997611	null	null	null	null	null	null	null	24.137931	-649.25228	-483.100479	-166.151801	null	null	null	3,140.31	-0.021635	1,101.72998	-0.002638	3,855.360107	0.003609	13,635.990234	0.006838	23.190001	0.056778	1.04	-0.047874	1	1	0	0	0.951057	0.309017	0	1	-439,142,400	59,325,250	-532,400,800	912,217,950	-0.096884	0.013088	-0.117458	147,936,680	-207,874,430	-257,116,400	466,455,549,000	27,931,470	26.868429
2021-01-27	000020	동화약품	16,700	16,850	16,300	16,350	231,488	-0.020958	-0.021181	16,630	0.983163	null	null	null	null	null	null	null	22.764228	-679.540107	-522.388405	-157.151703	null	null	null	3,122.56	-0.005668	1,101	-0.000663	3,849.620117	-0.00149	13,626.05957	-0.000729	23.02	-0.007358	1.04	0	2	1	0	0	0.587785	-0.809017	0	1	-168,045,650	10,407,050	328,121,850	-170,483,250	-0.0444	0.00275	0.086694	114,900,700	-129,792,810	-257,820,850	456,679,534,500	27,931,470	26.847248
2021-01-28	000020	동화약품	16,200	16,200	15,750	15,750	321,083	-0.036697	-0.037388	16,440	0.958029	null	null	null	null	null	null	null	22.764228	-743.389088	-566.588541	-176.800546	null	null	null	3,069.05	-0.017285	1,107.5	0.005886	3,750.77002	-0.026013	13,270.599609	-0.026433	37.209999	0.480214	1.014	-0.025318	3	1	0	0	-0.587785	-0.809017	0	1	-61,948,400	218,880,300	-164,831,900	7,900,000	-0.01225	0.043282	-0.032594	171,454,060	52,523,740	-488,230,760	439,920,652,500	27,931,470	26.80986
2021-01-29	000020	동화약품	15,900	16,000	14,750	15,050	415,174	-0.044444	-0.045462	16,170	0.930736	17,607.5	0.854749	null	null	null	null	null	23.931624	-840.782003	-621.427234	-219.354769	0.028555	460,743.6	0.901096	2,976.21	-0.030717	1,112.290039	0.004316	3,787.379883	0.009713	13,337.160156	0.005003	30.209999	-0.208405	1.057	0.041532	4	1	0	0	-0.951057	0.309017	0	1	1,581,901,700	-54,798,850	-950,888,500	-576,214,350	0.25317	-0.00877	-0.152182	382,391,770	41,420,910	-512,136,830	420,368,623,500	27,931,470	26.764398
2021-02-01	000020	동화약품	14,800	15,700	14,800	15,600	217,267	0.036545	0.035893	15,890	0.98175	17,432.5	0.89488	null	null	null	null	0.028332	30.46875	-863.630788	-669.867945	-193.762844	0.167809	435,653.15	0.498716	3,056.53	0.02663	1,117.430054	0.00461	3,714.23999	-0.0195	13,070.69043	-0.020182	33.09	0.091058	1.093	0.033492	0	2	0	0	0	1	0.5	0.866025	715,283,450	2,494,600	-752,013,050	34,235,000	0.211038	0.000736	-0.221874	325,609,740	47,261,670	-414,402,480	435,730,932,000	27,931,470	26.800291
2021-02-02	000020	동화약품	15,650	16,050	15,550	15,800	170,148	0.012821	0.012739	15,710	1.005729	17,252.5	0.915809	null	null	null	null	0.028203	33.076923	-855.735896	-707.041535	-148.694361	0.229668	411,110.9	0.413874	3,096.81	0.013092	1,116.880005	-0.000492	3,773.860107	0.015924	13,403.389648	0.025135	30.24	-0.090066	1.077	-0.014747	1	2	0	0	0.951057	0.309017	0.5	0.866025	-315,376,300	-9,321,150	245,697,450	79,000,000	-0.117313	-0.003467	0.091394	350,362,960	33,532,390	-258,782,830	441,317,226,000	27,931,470	26.81303
2021-02-03	000020	동화약품	15,850	15,950	15,500	15,700	147,509	-0.006329	-0.006349	15,580	1.007702	17,052.5	0.920686	null	null	null	null	0.027577	27.642276	-847.775671	-735.188362	-112.587309	0.230474	383,864.1	0.384274	3,129.68	0.010558	1,113.609985	-0.002932	3,826.310059	0.013803	13,612.780273	0.015501	25.559999	-0.168137	1.105	0.025666	2	2	0	0	0.587785	-0.809017	0.5	0.866025	-97,951,750	8,885,150	-98,533,400	187,600,000	-0.042295	0.003837	-0.042547	364,381,740	33,228,010	-344,113,880	438,524,079,000	27,931,470	26.806681
2021-02-04	000020	동화약품	15,700	15,750	15,250	15,300	143,047	-0.025478	-0.025808	15,490	0.987734	16,832.5	0.908956	null	null	null	null	0.027621	27.642276	-863.786598	-760.908009	-102.878589	0.165975	360,367.15	0.396948	3,087.55	-0.013553	1,113.150024	-0.000413	3,830.169922	0.001008	13,610.540039	-0.000165	22.91	-0.109455	1.131	0.023257	3	2	0	0	-0.587785	-0.809017	0.5	0.866025	-166,383,200	-4,189,000	8,172,200	162,400,000	-0.076022	-0.001914	0.003734	343,494,780	-11,385,850	-309,513,060	427,351,491,000	27,931,470	26.780873
2021-02-05	000020	동화약품	15,450	15,750	15,200	15,500	186,469	0.013072	0.012987	15,580	0.994865	16,652.5	0.930791	null	null	null	null	0.027836	35.514019	-850.532634	-778.832934	-71.6997	0.225823	338,683.55	0.55057	3,120.63	0.010657	1,119.130005	0.005358	3,871.73999	0.010795	13,777.740234	0.01221	21.77	-0.051041	1.139	0.007049	4	2	0	0	-0.951057	0.309017	0.5	0.866025	264,726,950	8,757,700	-182,790,000	-90,694,650	0.091592	0.00303	-0.063243	80,059,830	1,325,460	-155,893,360	432,937,785,000	27,931,470	26.79386
2021-02-08	000020	동화약품	15,800	15,800	15,300	15,400	159,256	-0.006452	-0.006473	15,540	0.990991	16,517.5	0.932344	null	null	null	null	0.025902	38.383838	-838.433003	-790.752948	-47.680055	0.228319	303,198.4	0.525253	3,091.24	-0.009463	1,116.849976	-0.002039	3,886.830078	0.00389	13,856.299805	0.005686	20.870001	-0.04222	1.17	0.026853	0	2	0	0	0	1	0.5	0.866025	-407,728,650	26,020,500	381,708,150	0	-0.166247	0.01061	0.155638	-144,542,590	6,030,640	70,850,880	430,144,638,000	27,931,470	26.787387
2021-02-09	000020	동화약품	15,700	15,700	15,350	15,400	153,252	0	0	15,460	0.996119	16,382.5	0.940027	null	null	null	null	0.025902	33.695652	-819.398442	-796.482047	-22.916395	0.250885	292,007.1	0.524823	3,084.67	-0.002128	1,116.329956	-0.000466	3,915.590088	0.007372	13,987.639648	0.009434	21.24	0.017573	1.16	-0.008584	1	2	0	0	0.951057	0.309017	0.5	0.866025	-153,069,450	23,613,250	304,458,800	-175,002,600	-0.064858	0.010005	0.129004	-112,081,220	12,617,520	82,603,150	430,144,638,000	27,931,470	26.787387
2021-02-10	000020	동화약품	15,050	15,650	15,050	15,350	192,189	-0.003247	-0.003252	15,390	0.997401	16,250	0.944615	null	null	null	null	0.025919	34.831461	-799.136055	-797.012849	-2.123207	0.259066	285,351.35	0.673517	3,100.58	0.005145	1,110	-0.005686	3,911.22998	-0.001114	14,007.700195	0.001433	21.629999	0.018195	1.157	-0.00259	2	2	0	0	0.587785	-0.809017	0.5	0.866025	106,313,600	-1,933,950	19,545,650	-123,925,300	0.036037	-0.000656	0.006625	-71,228,150	10,453,700	106,218,960	428,748,064,500	27,931,470	26.784135
2021-02-15	000020	동화약품	15,450	15,800	15,150	15,700	202,964	0.022801	0.022545	15,470	1.014867	16,112.5	0.974399	null	null	null	null	0.025781	42.222222	-746.233774	-786.857034	40.62326	0.368327	275,700.6	0.736175	3,147	0.01486	1,103.369995	0.001043	null	null	null	null	19.969999	-0.062126	1.2	0.035627	0	2	0	0	0	1	0.5	0.866025	395,512,350	229,196,950	-802,434,300	177,725,000	0.12412	0.071927	-0.25182	41,150,960	57,130,890	-55,902,340	438,524,079,000	27,931,470	26.806681
2021-02-16	000020	동화약품	16,000	16,150	15,600	15,700	333,293	0	0	15,510	1.01225	15,995	0.981557	null	null	null	null	0.025627	33.333333	-696.28203	-768.742033	72.460003	0.384855	275,628.75	1.20921	3,163.25	0.00515	1,102.23999	-0.001025	3,934.830078	0.0047	14,095.469727	0.004957	null	null	null	null	1	2	0	0	0.951057	0.309017	0.5	0.866025	-998,747,650	14,255,350	270,796,800	713,695,500	-0.190867	0.002724	0.051751	-211,543,960	58,230,420	34,815,020	438,524,079,000	27,931,470	26.806681
2021-02-17	000020	동화약품	16,700	16,850	15,750	15,800	638,207	0.006369	0.006349	15,590	1.01347	15,932.5	0.991684	null	null	null	null	0.022887	37.837838	-641.234001	-743.240427	102.006425	0.443972	282,075.15	2.262542	3,133.73	-0.009376	1,106.459961	0.003821	3,932.590088	-0.000569	14,047.5	-0.003409	21.459999	null	1.299	null	2	2	0	0	0.587785	-0.809017	0.5	0.866025	-2,179,277,700	2,641,550	2,156,351,350	20,284,800	-0.216119	0.000262	0.213846	-565,853,770	53,554,630	389,743,660	441,317,226,000	27,931,470	26.81303
2021-02-18	000020	동화약품	15,650	16,050	15,500	15,650	215,478	-0.009494	-0.009539	15,640	1.000639	15,887.5	0.985051	null	null	null	null	0.022113	40	-602.763506	-715.145042	112.381536	0.396883	257,007.75	0.838411	3,086.66	-0.015134	1,104.550049	-0.001728	3,931.330078	-0.00032	13,965.490234	-0.005855	21.5	0.001862	1.301	0.001538	3	2	0	0	-0.587785	-0.809017	0.5	0.866025	-238,089,300	22,672,300	231,542,450	-16,125,450	-0.070603	0.006723	0.068662	-582,857,740	53,366,440	375,160,390	437,127,505,500	27,931,470	26.803491
2021-02-19	000020	동화약품	15,650	15,700	15,100	15,400	218,109	-0.015974	-0.016103	15,650	0.984026	15,812.5	0.973913	null	null	null	null	0.021566	44.444444	-585.696725	-689.255379	103.558654	0.30655	253,837.35	0.859247	3,107.62	0.006768	1,106.219971	0.001511	3,913.969971	-0.004426	13,865.360352	-0.007196	22.49	0.045018	1.287	-0.010819	4	2	0	0	-0.951057	0.309017	0.5	0.866025	-451,827,450	8,271,250	242,773,500	200,782,700	-0.134517	0.002463	0.072278	-694,485,950	55,407,480	419,805,960	430,144,638,000	27,931,470	26.787387
2021-02-22	000020	동화약품	15,300	15,500	15,100	15,150	171,635	-0.016234	-0.016367	15,540	0.974903	15,735	0.962822	null	null	null	null	0.021668	51.851852	-585.593729	-668.523049	82.92932	0.212904	247,801.85	0.69263	3,079.75	-0.009009	1,103.939941	-0.002063	3,906.709961	-0.001857	13,874.459961	0.000656	22.049999	-0.019758	1.345	0.04408	0	2	0	0	0	1	0.5	0.866025	-26,055,300	9,409,850	-24,859,800	41,505,250	-0.01002	0.003619	-0.00956	-778,799,480	11,450,060	575,320,860	423,161,770,500	27,931,470	26.77102
2021-02-23	000020	동화약품	15,000	15,100	14,400	14,400	354,880	-0.049505	-0.050772	15,280	0.942408	15,635	0.921011	null	null	null	null	0.02384	29.310345	-638.668661	-662.552171	23.883511	-0.046225	251,132.75	1.413117	3,070.09	-0.003142	1,110.670044	0.006078	3,876.5	-0.007763	13,533.049805	-0.024915	23.450001	0.061558	1.37	0.018417	1	2	0	0	0.951057	0.309017	0.5	0.866025	-483,526,850	5,341,900	1,194,667,750	-716,482,800	-0.094619	0.001045	0.233778	-675,755,320	9,667,370	760,095,050	402,213,168,000	27,931,470	26.720248
2021-02-24	000020	동화약품	14,350	14,600	13,750	13,750	271,570	-0.045139	-0.046189	14,870	0.924681	15,472.5	0.888673	null	null	null	null	0.02321	19.402985	-724.825161	-675.006769	-49.818392	-0.197968	250,721.8	1.083153	2,994.98	-0.024769	1,109.310059	-0.001225	3,881.370117	0.001256	13,465.200195	-0.005026	23.110001	-0.014605	1.362	-0.005857	2	2	0	0	0.587785	-0.809017	0.5	0.866025	326,128,600	8,052,900	-219,218,500	-114,963,000	0.087338	0.002157	-0.058707	-174,674,060	10,749,640	284,981,080	384,057,712,500	27,931,470	26.674059
2021-02-25	000020	동화약품	13,900	14,450	13,800	14,450	244,951	0.050909	0.049656	14,630	0.987697	15,360	0.940755	null	null	null	null	0.026742	34.177215	-728.226121	-685.65064	-42.575481	0.111581	249,398.45	0.982167	3,099.69	0.034365	1,107.209961	-0.001895	3,925.429932	0.011288	13,597.969727	0.009812	21.34	-0.079682	1.389	0.01963	3	2	0	0	-0.587785	-0.809017	0.5	0.866025	984,493,900	1,822,900	-988,306,800	1,990,000	0.278142	0.000515	-0.279219	69,842,580	6,579,760	41,011,230	403,609,741,500	27,931,470	26.723714
2021-02-26	000020	동화약품	13,950	14,500	13,800	14,500	242,941	0.00346	0.003454	14,450	1.00346	15,267.5	0.94973	null	null	null	null	0.026633	38.888889	-718.603214	-692.241154	-26.362059	0.161543	249,971.1	0.971876	3,012.95	-0.028382	1,119.130005	0.010708	3,829.340088	-0.024783	13,119.429688	-0.035826	28.889999	0.302912	1.518	0.08881	4	2	0	0	-0.951057	0.309017	0.5	0.866025	197,061,600	-9,323,850	-187,737,750	0	0.055941	-0.002647	-0.053295	199,620,390	3,060,740	-45,091,020	405,006,315,000	27,931,470	26.727168
2021-03-02	000020	동화약품	14,750	14,750	14,100	14,300	199,410	-0.013793	-0.013889	14,280	1.001401	15,195	0.941099	null	null	null	null	0.025677	33.333333	-718.829104	-697.558744	-21.27036	0.123334	243,887.45	0.817631	3,043.87	0.01021	1,101.829956	-0.019361	3,901.820068	0.023512	13,588.830078	0.029611	23.35	-0.17982	1.446	-0.009635	1	3	0	0	0.951057	0.309017	0.866025	0.5	-436,157,600	3,392,700	496,744,400	-63,979,500	-0.152954	0.00119	0.174201	117,599,930	1,857,310	59,229,820	399,420,021,000	27,931,470	26.713279
2021-03-03	000020	동화약품	14,150	14,500	14,100	14,300	127,587	0	0	14,260	1.002805	15,157.5	0.943427	null	null	null	null	0.023837	34.285714	-710.814299	-700.209855	-10.604444	0.157794	229,508.1	0.555915	3,082.99	0.01277	1,124.329956	0.020215	3,870.290039	-0.008114	13,358.790039	-0.017074	24.1	0.031615	1.415	-0.021672	2	3	0	0	0.587785	-0.809017	0.866025	0.5	-83,286,950	3,879,850	182,120,350	-102,713,250	-0.045649	0.002127	0.09982	197,647,910	1,564,900	-143,279,660	399,420,021,000	27,931,470	26.713279
2021-03-04	000020	동화약품	14,200	14,250	13,600	13,750	225,778	-0.038462	-0.039221	14,260	0.964236	15,065	0.912712	null	null	null	null	0.023373	29.62963	-740.30909	-708.229702	-32.079388	0.024197	229,933.65	0.981927	3,043.49	-0.012895	1,129.5	0.004588	3,819.719971	-0.013152	12,997.75	-0.027398	26.67	0.101327	1.47	0.038133	3	3	0	0	-0.587785	-0.809017	0.866025	0.5	15,124,050	-2,738,400	869,743,150	-882,128,800	0.004872	-0.000882	0.28016	135,447,000	-593,360	74,512,670	384,057,712,500	27,931,470	26.674059
2021-03-05	000020	동화약품	13,600	13,950	13,400	13,950	187,692	0.014545	0.014441	14,160	0.985169	14,972.5	0.931708	null	null	null	null	0.023449	33.333333	-739.026557	-714.389073	-24.637484	0.140424	230,810.85	0.813185	3,026.26	-0.005677	1,133.349976	0.003403	3,768.469971	-0.013508	12,723.469727	-0.021328	28.57	0.068818	1.55	0.052992	4	3	0	0	-0.951057	0.309017	0.866025	0.5	484,006,600	6,856,100	-485,302,700	-5,560,000	0.184855	0.002619	-0.18535	35,349,540	413,280	175,113,490	389,644,006,500	27,931,470	26.688499
2021-03-08	000020	동화약품	15,200	17,200	14,400	14,400	3,201,857	0.032258	0.031749	14,140	1.018388	14,907.5	0.965957	null	null	null	null	0.024939	34.883721	-693.702333	-710.251725	16.549392	0.318812	383,528.25	8.348425	2,996.11	-0.010013	1,127.48999	-0.005184	3,841.939941	0.019308	12,920.150391	0.01534	24.66	-0.147175	1.554	0.002577	0	3	0	0	0	1	0.866025	0.5	-1,893,044,900	2,019,500	223,106,100	1,667,919,300	-0.041058	0.000044	0.004839	-382,671,760	2,681,950	257,282,260	402,213,168,000	27,931,470	26.720248
2021-03-09	000020	동화약품	14,900	15,300	14,050	14,750	607,724	0.024306	0.024015	14,230	1.036543	14,880	0.991263	null	null	null	null	0.025167	39.784946	-622.366233	-692.674627	70.308393	0.453223	406,762.1	1.494053	2,976.12	-0.006694	1,140.22998	0.011236	3,821.350098	-0.005374	12,609.160156	-0.024365	25.469999	0.032319	1.596	0.026668	1	3	0	0	0.951057	0.309017	0.866025	0.5	143,391,450	-1,764,850	-366,055,150	224,428,550	0.015996	-0.000197	-0.040836	-266,761,950	1,650,440	84,722,350	411,989,182,500	27,931,470	26.744263
2021-03-10	000020	동화약품	14,800	14,850	14,200	14,200	242,598	-0.037288	-0.038001	14,210	0.999296	14,815	0.958488	null	null	null	null	0.02615	34.313725	-603.258278	-674.791357	71.533079	0.278633	409,568.55	0.592326	2,958.12	-0.006067	1,134.910034	-0.004677	3,875.439941	0.014055	13,073.820312	0.036188	24.030001	-0.058198	1.546	-0.03183	2	3	0	0	0.587785	-0.809017	0.866025	0.5	-76,831,050	-2,745,950	-98,000	79,675,000	-0.022303	-0.000797	-0.000028	-265,470,770	325,280	48,278,680	396,626,874,000	27,931,470	26.706262
2021-03-11	000020	동화약품	14,100	14,400	14,000	14,000	217,350	-0.014085	-0.014185	14,260	0.981767	14,745	0.949474	null	null	null	null	0.02624	33.980583	-597.367335	-659.306553	61.939217	0.235057	412,473.25	0.526943	3,013.7	0.018615	1,136.01001	0.000969	3,898.810059	0.006012	13,068.830078	-0.000382	22.559999	-0.063125	1.52	-0.016961	3	3	0	0	-0.587785	-0.809017	0.866025	0.5	133,181,550	31,043,000	-227,533,050	63,308,500	0.043768	0.010202	-0.074775	-241,859,270	7,081,560	-171,176,560	391,040,580,000	27,931,470	26.692077
2021-03-12	000020	동화약품	14,150	14,300	14,000	14,300	152,528	0.021429	0.021202	14,330	0.997906	14,690	0.973451	null	null	null	null	0.026863	39.423077	-562.012696	-639.847781	77.835086	0.359101	412,437.05	0.369821	3,054.39	0.013411	1,129.640015	-0.005623	3,939.340088	0.010342	13,398.669922	0.024925	21.91	-0.029235	1.527	0.004595	4	3	0	0	-0.951057	0.309017	0.866025	0.5	123,667,200	48,147,350	-237,506,050	65,691,500	0.056698	0.022074	-0.10889	-313,927,150	15,339,810	-121,617,230	399,420,021,000	27,931,470	26.713279
2021-03-15	000020	동화약품	14,250	14,600	14,100	14,350	176,810	0.003497	0.00349	14,320	1.002095	14,640	0.980191	null	null	null	null	0.026911	42	-523.919884	-616.662202	92.742318	0.393031	411,668.1	0.429496	3,045.71	-0.002846	1,134.5	0.004293	3,943.340088	0.001015	13,319.860352	-0.005899	20.690001	-0.057293	1.635	0.068338	0	3	0	0	0	1	0.866025	0.5	-86,958,550	141,650	52,018,400	34,798,500	-0.034273	0.000056	0.020502	47,290,120	14,964,240	-155,834,770	400,816,594,500	27,931,470	26.71677
2021-03-16	000020	동화약품	14,350	14,850	14,350	14,700	229,193	0.02439	0.024098	14,310	1.027254	14,590	1.007539	null	null	null	null	0.026992	53.26087	-460.184264	-585.366614	125.18235	0.543602	412,979.55	0.554974	3,067.17	0.007021	1,131.390015	-0.002745	3,968.939941	0.006471	13,459.709961	0.010445	20.030001	-0.032419	1.607	-0.017274	1	3	0	0	0.951057	0.309017	0.866025	0.5	636,495,800	16,398,900	-789,590,000	136,695,300	0.18892	0.004867	-0.23436	145,910,990	18,596,990	-240,541,740	410,592,609,000	27,931,470	26.740867
2021-03-17	000020	동화약품	14,900	15,150	14,700	15,000	229,342	0.020408	0.020203	14,470	1.036628	14,555	1.030574	null	null	null	null	0.027495	64.705882	-381.073061	-544.507904	163.434843	0.690652	407,782	0.562413	3,047.5	-0.006434	1,129.839966	-0.001371	3,962.709961	-0.001571	13,471.570312	0.000881	19.790001	-0.012054	1.621	0.008674	2	3	0	0	0.587785	-0.809017	0.866025	0.5	236,444,850	-13,211,650	-300,552,700	77,319,500	0.068731	-0.00384	-0.087367	208,566,170	16,503,850	-300,632,680	418,972,050,000	27,931,470	26.76107
2021-03-18	000020	동화약품	15,100	15,300	14,900	14,900	227,040	-0.006667	-0.006689	14,650	1.017065	14,510	1.026878	null	null	null	null	0.027434	56.164384	-322.725843	-500.151492	177.425648	0.690101	387,223.65	0.586328	3,066.01	0.006055	1,121.130005	-0.007739	3,974.120117	0.002875	13,525.200195	0.003973	19.23	-0.028705	1.641	0.012263	3	3	0	0	-0.587785	-0.809017	0.866025	0.5	-407,265,900	16,283,900	334,155,700	56,826,300	-0.12039	0.004814	0.098778	100,476,680	13,552,030	-188,294,930	416,178,903,000	27,931,470	26.754381
2021-03-19	000020	동화약품	14,700	15,000	14,600	14,900	140,595	0	0	14,770	1.008802	14,472.5	1.029539	null	null	null	null	0.027396	55.555556	-273.334424	-454.788078	181.453654	0.738279	383,479.5	0.36663	3,039.53	-0.008674	1,126.109985	0.004432	3,915.459961	-0.014871	13,116.169922	-0.030709	21.58	0.115295	1.73	0.052816	4	3	0	0	-0.951057	0.309017	0.866025	0.5	449,980,750	8,491,450	-458,472,200	0	0.214802	0.004053	-0.218855	165,739,390	5,620,850	-232,488,160	416,178,903,000	27,931,470	26.754381
2021-03-22	000020	동화약품	15,050	15,050	14,600	14,650	194,753	-0.016779	-0.016921	14,830	0.987862	14,435	1.014894	null	null	null	null	0.027418	54.794521	-251.465541	-414.123571	162.65803	0.636052	382,311.7	0.509409	3,035.46	-0.00134	1,127.47998	0.001216	3,913.100098	-0.000603	13,215.240234	0.007525	20.950001	-0.029628	1.732	0.001155	0	3	0	0	0	1	0.866025	0.5	-707,424,050	708,400	703,770,650	2,945,000	-0.247947	0.000248	0.246666	41,646,290	5,734,200	-102,137,710	409,196,035,500	27,931,470	26.73746
2021-03-23	000020	동화약품	14,750	14,850	14,550	14,650	178,875	0	0	14,820	0.988529	14,410	1.016655	null	null	null	null	0.027226	54.794521	-231.466096	-377.592076	146.125979	0.665807	382,673.7	0.467435	3,004.74	-0.010172	1,125.119995	-0.002095	3,940.590088	0.007001	13,377.540039	0.012206	18.879999	-0.104036	1.684	-0.028105	1	3	0	0	0.951057	0.309017	0.866025	0.5	311,969,200	-73,067,250	-458,769,150	219,867,200	0.119049	-0.027883	-0.175068	-23,259,030	-12,159,030	-35,973,540	409,196,035,500	27,931,470	26.73746
2021-03-24	000020	동화약품	14,550	14,650	14,300	14,300	181,575	-0.023891	-0.024181	14,680	0.974114	14,405	0.992711	null	null	null	null	0.025282	57.971014	-241.079454	-350.289551	109.210098	0.427627	374,008.45	0.485484	2,996.35	-0.002796	1,133.199951	0.007156	3,910.52002	-0.00766	13,227.700195	-0.011264	20.299999	0.072518	1.638	-0.027696	2	3	0	0	0.587785	-0.809017	0.866025	0.5	43,172,850	-6,692,900	806,227,350	-842,707,300	0.016627	-0.002578	0.310503	-61,913,430	-10,855,280	185,382,470	399,420,021,000	27,931,470	26.713279
2021-03-25	000020	동화약품	14,350	14,400	14,100	14,200	120,178	-0.006993	-0.007018	14,540	0.976616	14,427.5	0.984232	null	null	null	null	0.022954	53.731343	-253.84115	-330.999871	77.158721	0.329021	366,438.85	0.327962	3,008.33	0.00399	1,134.47998	0.001129	3,889.139893	-0.005482	12,961.889648	-0.0203	21.200001	0.04338	1.614	-0.01476	3	3	0	0	-0.587785	-0.809017	0.866025	0.5	30,069,050	-50,218,500	-73,833,150	93,982,600	0.01762	-0.029427	-0.043265	25,553,560	-24,155,760	103,784,700	396,626,874,000	27,931,470	26.706262
2021-03-26	000020	동화약품	14,250	14,350	14,100	14,200	98,410	0	0	14,400	0.986111	14,415	0.985085	null	null	null	null	0.019976	46.551724	-260.946853	-316.989267	56.042414	0.340234	359,111.8	0.274037	3,041.01	0.010805	1,134.209961	-0.000238	3,909.52002	0.005227	12,977.679688	0.001217	19.809999	-0.067814	1.614	0	4	3	0	0	-0.951057	0.309017	0.866025	0.5	-75,444,100	12,529,800	62,914,300	0	-0.053988	0.008966	0.045022	-79,531,410	-23,348,090	208,062,000	396,626,874,000	27,931,470	26.706262
2021-03-29	000020	동화약품	14,300	14,350	14,050	14,200	112,767	0	0	14,310	0.992313	14,400	0.986111	null	null	null	null	0.019952	39.215686	-263.540246	-306.299463	42.759217	0.352558	352,603.1	0.319813	3,036.04	-0.001636	1,131.650024	0.003266	3,974.540039	0.016494	13,138.730469	0.012333	18.860001	-0.049144	1.66	0.028102	0	3	0	0	0	1	0.866025	0.5	161,272,750	1,819,650	-50,170,700	-112,921,700	0.100714	0.001136	-0.031331	94,207,950	-23,125,840	57,273,730	396,626,874,000	27,931,470	26.706262
2021-03-30	000020	동화약품	14,300	14,400	14,100	14,150	117,105	-0.003521	-0.003527	14,210	0.995778	14,392.5	0.983151	null	null	null	null	0.019734	48.780488	-266.557404	-298.351051	31.793648	0.323292	348,487.85	0.336038	3,070	0.011124	1,132.319946	0.000592	3,971.090088	-0.000868	13,059.650391	-0.006037	20.74	0.095021	1.721	0.036088	1	3	0	0	0.951057	0.309017	0.866025	0.5	-215,453,800	99,050	219,882,750	-4,528,000	-0.130024	0.00006	0.132696	-11,276,650	-8,492,580	193,004,110	395,230,300,500	27,931,470	26.702734
2021-03-31	000020	동화약품	14,150	14,250	14,000	14,250	142,773	0.007067	0.007042	14,200	1.003521	14,390	0.990271	15,718.333333	0.906585	null	null	0.019807	56.410256	-257.906374	-290.262116	32.355742	0.398247	349,247.15	0.408802	3,061.42	-0.002799	1,127.199951	-0.004532	3,958.550049	-0.003163	13,045.389648	-0.001093	19.610001	-0.056025	1.726	0.002901	2	3	1	1	0.587785	-0.809017	0.866025	0.5	-90,862,650	-42,841,650	-197,839,150	331,543,450	-0.044661	-0.021057	-0.097241	-38,083,750	-15,722,330	-7,809,190	398,023,447,500	27,931,470	26.709777
2021-04-01	000020	동화약품	14,200	14,300	14,050	14,050	146,791	-0.014035	-0.014135	14,170	0.991531	14,405	0.975356	15,634.166667	0.898673	null	null	0.017907	43.243243	-264.143814	-285.038455	20.894642	0.222934	345,297.8	0.425114	3,087.4	0.00845	1,128.060059	0.000763	3,972.889893	0.003616	13,246.870117	0.015327	19.4	-0.010767	1.746	0.011521	3	4	0	0	-0.587785	-0.809017	1	0	-267,312,350	9,335,400	101,133,600	156,843,350	-0.129611	0.004526	0.049037	-97,560,030	-3,811,550	27,184,160	392,437,153,500	27,931,470	26.695642
2021-04-02	000020	동화약품	14,300	14,750	14,250	14,450	323,722	0.02847	0.028072	14,220	1.016174	14,430	1.001386	15,551.666667	0.929161	null	null	0.018685	52.272727	-234.111679	-274.8531	40.741421	0.51656	352,099.3	0.919405	3,112.8	0.008193	null	null	null	null	null	null	17.33	-0.112834	1.679	-0.039129	4	4	0	0	-0.951057	0.309017	1	0	71,794,350	54,771,050	-583,473,250	456,907,850	0.015348	0.011709	-0.124733	-68,112,340	4,636,700	-102,093,350	403,609,741,500	27,931,470	26.723714
2021-04-05	000020	동화약품	14,600	14,600	14,250	14,350	106,239	-0.00692	-0.006944	14,250	1.007018	14,427.5	0.994628	15,462.5	0.928052	null	null	0.017374	41.025641	-215.891497	-263.06078	47.169282	0.435927	197,318.4	0.538414	3,120.83	0.002576	1,124.109985	-0.004155	4,019.870117	0.011756	13,480.110352	0.017454	null	null	null	null	0	4	0	0	0	1	1	0	-75,123,500	-8,368,400	40,054,450	43,437,450	-0.049277	-0.005489	0.026273	-115,391,590	2,599,090	-84,048,320	400,816,594,500	27,931,470	26.71677
2021-04-06	000020	동화약품	14,350	14,400	14,100	14,100	138,948	-0.017422	-0.017575	14,240	0.990169	14,395	0.979507	15,369.166667	0.917421	null	null	0.016806	26.315789	-219.099144	-254.268452	35.169308	0.254847	173,879.6	0.799105	3,127.08	0.002001	1,117.5	-0.005898	4,077.909912	0.014335	13,705.589844	0.016588	17.91	null	1.72	null	1	4	0	0	0.951057	0.309017	1	0	-76,890,350	-2,779,600	-122,332,050	202,002,000	-0.039246	-0.001419	-0.062441	-87,678,900	2,023,360	-152,491,280	393,833,727,000	27,931,470	26.699195
2021-04-07	000020	동화약품	14,200	14,450	14,100	14,400	119,400	0.021277	0.021053	14,270	1.00911	14,405	0.999653	15,290.833333	0.941741	null	null	0.015316	38.095238	-195.183777	-242.451517	47.26774	0.495796	167,719.7	0.711902	3,137.41	0.003298	1,117.859985	0.000322	4,073.939941	-0.000974	13,698.379883	-0.000526	18.120001	0.011657	1.656	-0.037919	2	4	0	0	0.587785	-0.809017	1	0	520,335,850	-9,494,800	-540,433,050	29,592,000	0.302633	-0.005522	-0.314322	34,560,800	8,692,730	-221,010,060	402,213,168,000	27,931,470	26.720248
2021-04-08	000020	동화약품	14,350	15,150	14,350	14,950	473,907	0.038194	0.037483	14,450	1.034602	14,452.5	1.034423	15,238.333333	0.981078	null	null	0.016945	50.943396	-130.347706	-220.030755	89.683049	0.907798	180,547.55	2.624832	3,143.26	0.001863	1,115.839966	-0.001809	4,079.949951	0.001474	13,688.839844	-0.000697	17.16	-0.054435	1.653	-0.001813	3	4	0	0	-0.587785	-0.809017	1	0	316,673,050	24,392,850	-646,816,700	305,750,800	0.044697	0.003443	-0.091295	151,357,880	11,704,220	-370,600,120	417,575,476,500	27,931,470	26.757731
2021-04-09	000020	동화약품	15,000	15,150	14,700	15,050	205,650	0.006689	0.006667	14,570	1.032944	14,490	1.038647	15,187.5	0.990947	null	null	0.01644	58	-70.087563	-190.042117	119.954554	0.923843	183,203.65	1.122521	3,131.88	-0.003627	null	null	4,097.169922	0.004212	13,829.30957	0.010209	16.950001	-0.012313	1.632	-0.012786	4	4	0	0	-0.951057	0.309017	1	0	186,677,650	-135,775,200	-151,323,950	100,421,500	0.060315	-0.043869	-0.048893	174,334,540	-26,405,030	-284,170,260	420,368,623,500	27,931,470	26.764398
2021-04-12	000020	동화약품	15,150	15,550	15,050	15,500	300,002	0.0299	0.029462	14,800	1.047297	14,547.5	1.065475	15,145.833333	1.023384	null	null	0.017508	64.40678	13.820955	-149.269502	163.090457	1.098533	189,363.25	1.584267	3,135.59	0.001184	1,124.449951	0.002128	4,128.799805	0.00769	13,900.19043	0.005112	16.690001	-0.015458	1.666	0.020619	0	4	0	0	0	1	1	0	394,136,900	57,572,050	-468,310,200	16,601,250	0.08476	0.012381	-0.100711	268,186,620	-13,216,940	-385,843,190	432,937,785,000	27,931,470	26.79386
2021-04-13	000020	동화약품	15,500	15,550	15,250	15,300	186,169	-0.012903	-0.012987	15,040	1.017287	14,577.5	1.049563	15,093.333333	1.013693	null	null	0.017213	67.857143	63.449327	-106.725736	170.175063	0.918911	187,212.05	0.994429	3,169.08	0.010624	1,120.689941	-0.003349	4,127.990234	-0.000196	13,850	-0.003617	16.91	0.013095	1.675	0.005388	1	4	0	0	0.951057	0.309017	1	0	-353,124,250	52,616,300	300,047,450	460,500	-0.123973	0.018472	0.105339	212,939,840	-2,137,760	-301,367,290	427,351,491,000	27,931,470	26.780873
2021-04-14	000020	동화약품	15,250	15,950	15,100	15,800	433,602	0.03268	0.032157	15,320	1.031332	14,617.5	1.080896	15,055.833333	1.049427	null	null	0.018065	75	141.494925	-57.081604	198.576529	1.087162	197,425.05	2.196287	3,182.38	0.004188	1,116.109985	-0.004095	4,141.589844	0.003289	13,996.099609	0.010493	16.65	-0.015495	1.623	-0.031537	2	4	0	0	0.587785	-0.809017	1	0	313,892,850	17,814,450	-314,039,400	-17,667,900	0.045818	0.0026	-0.045839	171,651,240	3,324,090	-256,088,560	441,317,226,000	27,931,470	26.81303
2021-04-15	000020	동화약품	15,850	15,900	15,450	15,600	204,149	-0.012658	-0.012739	15,450	1.009709	14,652.5	1.064665	15,031.666667	1.037809	null	null	0.018278	70.588235	185.074868	-8.65031	193.725177	0.933333	196,280.5	1.040088	3,194.33	0.003748	1,115.670044	-0.000394	4,124.660156	-0.004096	13,857.839844	-0.009928	16.99	0.020215	1.638	0.0092	3	4	0	0	-0.587785	-0.809017	1	0	-398,510,200	67,092,550	364,889,700	-33,472,050	-0.125132	0.021067	0.114575	28,614,590	11,864,030	-53,747,280	435,730,932,000	27,931,470	26.800291
2021-04-16	000020	동화약품	15,600	15,650	15,350	15,400	208,989	-0.012821	-0.012903	15,520	0.992268	14,677.5	1.049225	15,012.5	1.025812	null	null	0.018588	66.666667	201.155166	33.310785	167.844381	0.817162	199,700.2	1.046514	3,198.62	0.001342	null	null	4,170.419922	0.011033	14,038.759766	0.012971	16.57	-0.025031	1.53	-0.068208	4	4	0	0	-0.951057	0.309017	1	0	207,975,000	-22,257,450	583,513,700	-769,231,250	0.06462	-0.006916	0.181304	32,874,060	34,567,580	93,220,250	430,144,638,000	27,931,470	26.787387
2021-04-19	000020	동화약품	15,300	15,600	15,200	15,450	169,881	0.003247	0.003241	15,510	0.996132	14,717.5	1.049771	14,988.333333	1.030802	null	null	0.018068	68.055556	215.449928	69.738614	145.711314	0.807775	198,456.6	0.856011	3,198.84	0.000069	1,114.469971	-0.001058	4,185.470215	0.003602	14,052.339844	0.000967	16.25	-0.019501	1.573	0.027717	0	4	0	0	0	1	1	0	183,301,600	5,492,050	180,700,150	-369,493,800	0.069838	0.002092	0.068847	-9,293,000	24,151,580	223,022,320	431,541,211,500	27,931,470	26.790629
2021-04-20	000020	동화약품	15,650	15,650	15,350	15,450	196,856	0	0	15,540	0.994208	14,757.5	1.046925	14,967.5	1.032237	null	null	0.018068	67.142857	224.194258	100.629743	123.564515	0.780722	199,355.65	0.987461	3,220.7	0.00681	1,116.109985	0.00147	4,163.259766	-0.005321	13,914.769531	-0.009838	17.290001	0.062035	1.601	0.017644	1	4	0	0	0.951057	0.309017	1	0	374,328,100	2,015,650	413,447,900	-789,791,650	0.123077	0.000663	0.135939	136,197,470	14,031,450	245,702,410	431,541,211,500	27,931,470	26.790629
2021-04-21	000020	동화약품	15,450	16,200	15,400	15,600	576,694	0.009709	0.009662	15,500	1.006452	14,822.5	1.052454	14,954.166667	1.043188	null	null	0.016973	72.463768	240.45612	128.595018	111.861102	0.806481	219,111.6	2.631965	3,171.66	-0.015344	1,115.660034	-0.000403	4,134.939941	-0.006826	13,786.269531	-0.009278	18.68	0.077325	1.562	-0.024661	2	4	0	0	0.587785	-0.809017	1	0	895,514,100	-8,359,000	-778,632,700	-108,522,400	0.099541	-0.000929	-0.086549	252,521,720	8,796,760	152,783,750	435,730,932,000	27,931,470	26.800291
2021-04-22	000020	동화약품	15,750	15,800	15,400	15,500	239,113	-0.00641	-0.006431	15,480	1.001292	14,887.5	1.041142	14,929.166667	1.038236	null	null	0.016953	66.666667	242.479447	151.371904	91.107543	0.741645	225,058.35	1.062449	3,177.52	0.001846	1,118.589966	0.002623	4,173.419922	0.009263	13,950.219727	0.011822	17.5	-0.065253	1.564	0.00128	3	4	0	0	-0.587785	-0.809017	1	0	-631,938,700	-21,543,350	917,555,550	-264,073,500	-0.170506	-0.005813	0.24757	205,836,020	-8,930,420	263,316,920	432,937,785,000	27,931,470	26.79386
2021-04-23	000020	동화약품	15,500	16,050	15,250	15,600	351,254	0.006452	0.006431	15,520	1.005155	14,957.5	1.042955	14,910.833333	1.046219	null	null	0.016927	69.84127	249.278583	170.95324	78.325344	0.754534	237,700.55	1.477716	3,186.1	0.002697	null	null	4,134.97998	-0.009253	13,818.410156	-0.009493	18.709999	0.066857	1.554	-0.006414	4	4	0	0	-0.951057	0.309017	1	0	288,435,500	19,258,650	-302,480,250	-5,213,900	0.052638	0.003515	-0.055202	221,928,120	-627,200	86,118,130	435,730,932,000	27,931,470	26.800291
2021-04-26	000020	동화약품	15,750	16,350	15,700	16,250	645,319	0.041667	0.040822	15,680	1.036352	15,060	1.079017	14,909.166667	1.089933	null	null	0.018698	80.28169	303.616613	197.485914	106.130698	0.946024	264,328.15	2.441356	3,217.53	0.009816	1,109.22998	-0.004408	4,180.169922	0.010869	14,016.80957	0.014256	17.33	-0.076619	1.567	0.008331	0	4	0	0	0	1	1	0	408,170,550	-909,900	-181,218,000	-226,042,650	0.038924	-0.000087	-0.017281	266,901,910	-1,907,590	13,734,500	453,886,387,500	27,931,470	26.841113
2021-04-27	000020	동화약품	16,300	16,500	16,050	16,100	355,521	-0.009231	-0.009274	15,810	1.018343	15,157.5	1.06218	14,915	1.07945	null	null	0.018907	75	330.763313	224.141394	106.621919	0.851942	276,248.95	1.286959	3,215.42	-0.000656	1,112.150024	0.002629	4,187.620117	0.001781	14,138.780273	0.008664	17.639999	0.01773	1.57	0.001913	1	4	0	0	0.951057	0.309017	1	0	-893,240,950	-10,574,200	878,721,150	25,094,000	-0.156055	-0.001847	0.153518	13,388,100	-4,425,560	106,789,150	449,696,667,000	27,931,470	26.831839
2021-04-28	000020	동화약품	16,300	16,300	15,650	15,800	415,415	-0.018634	-0.018809	15,850	0.996845	15,235	1.037086	14,927.5	1.058449	null	null	0.019731	63.492063	324.331088	244.179333	80.151755	0.717878	289,881.05	1.433053	3,181.47	-0.010615	1,108.660034	-0.003143	4,186.720215	-0.000215	14,090.219727	-0.00344	17.559999	-0.004545	1.622	0.032584	2	4	0	0	0.587785	-0.809017	1	0	-850,456,600	-31,085,900	1,191,072,500	-309,530,000	-0.129573	-0.004736	0.181468	-335,806,040	-8,970,940	500,730,190	441,317,226,000	27,931,470	26.81303
2021-04-29	000020	동화약품	15,750	15,800	15,250	15,350	249,142	-0.028481	-0.028894	15,820	0.970291	15,300	1.003268	14,923.333333	1.028591	null	null	0.020741	54.285714	279.698079	251.283082	28.414997	0.521355	294,998.6	0.844553	3,174.07	-0.002329	1,106.630005	-0.001833	4,183.180176	-0.000846	14,051.030273	-0.002785	17.280001	-0.016074	1.62	-0.001234	3	4	0	0	-0.587785	-0.809017	1	0	-422,921,400	4,104,400	402,044,200	16,772,800	-0.110587	0.001073	0.105128	-294,002,580	-3,841,390	397,627,920	428,748,064,500	27,931,470	26.784135
2021-04-30	000020	동화약품	15,400	15,600	15,200	15,350	160,945	0	0	15,770	0.973367	15,345	1.000326	14,915.833333	1.029108	null	null	0.019993	47.540984	241.541755	249.334817	-7.793062	0.502272	286,859.75	0.561058	3,147.86	-0.008292	null	null	4,211.470215	0.00674	14,082.549805	0.002241	17.610001	0.018917	1.64	0.01227	4	4	1	0	-0.951057	0.309017	1	0	-135,247,400	5,087,000	130,007,900	152,500	-0.054745	0.002059	0.052624	-378,739,160	-6,675,720	484,125,550	428,748,064,500	27,931,470	26.784135
2021-05-03	000020	동화약품	15,200	15,450	14,950	14,950	210,516	-0.026059	-0.026404	15,510	0.963894	15,375	0.972358	14,903.333333	1.003131	null	null	0.020954	44.615385	176.985755	234.865004	-57.87925	0.290724	292,073.6	0.720764	3,127.2	-0.006585	1,120.400024	0.003254	4,181.169922	-0.007221	13,962.679688	-0.008548	18.610001	0.055232	1.631	-0.005503	0	5	0	0	0	1	0.866025	-0.5	-42,451,000	60,753,000	-85,367,000	67,065,000	-0.013488	0.019304	-0.027125	-468,863,470	5,656,860	503,295,750	417,575,476,500	27,931,470	26.757731
2021-05-04	000020	동화약품	14,950	15,050	14,200	14,550	301,529	-0.026756	-0.02712	15,200	0.957237	15,397.5	0.944959	14,890.833333	0.977111	null	null	0.021525	30.15873	92.481928	206.388389	-113.906461	0.034867	300,202.65	1.004418	3,147.37	0.006429	1,124.910034	0.004017	4,192.660156	0.002744	13,895.120117	-0.00485	18.309999	-0.016252	1.607	-0.014824	1	5	0	0	0.951057	0.309017	0.866025	-0.5	363,332,550	14,069,100	-421,021,650	43,620,000	0.082816	0.003207	-0.095965	-217,548,770	10,585,520	243,347,190	406,402,888,500	27,931,470	26.730611
2021-05-06	000020	동화약품	14,600	14,800	14,500	14,600	143,915	0.003436	0.003431	14,960	0.975936	15,407.5	0.94759	14,875.833333	0.981458	null	null	0.021041	33.333333	29.209905	170.952692	-141.742787	0.03502	301,428.4	0.477443	3,178.74	0.009918	1,119.390015	-0.004101	4,167.589844	0.000703	13,582.419922	-0.003754	19.15	-0.017086	1.584	-0.005038	3	5	0	0	-0.587785	-0.809017	0.866025	-0.5	-213,768,250	12,527,900	113,450,550	87,789,800	-0.101738	0.005962	0.053994	-90,211,100	19,308,280	27,822,800	407,799,462,000	27,931,470	26.734041
2021-05-07	000020	동화약품	14,700	14,900	14,550	14,850	130,208	0.017123	0.016978	14,860	0.999327	15,402.5	0.964129	14,866.666667	0.998879	null	null	0.019604	40.983607	-0.752049	136.611744	-137.363793	0.186249	284,243.45	0.458086	3,197.2	0.005791	null	null	4,201.620117	0.008132	13,632.839844	0.003705	18.389999	-0.040496	1.561	-0.014627	4	5	0	0	-0.951057	0.309017	0.866025	-0.5	-35,564,300	-20,039,950	-66,753,750	122,358,000	-0.018393	-0.010364	-0.034523	-12,739,680	14,479,410	-65,936,790	414,782,329,500	27,931,470	26.75102
2021-05-10	000020	동화약품	15,050	15,400	14,850	15,400	219,045	0.037037	0.036368	14,870	1.035642	15,420	0.998703	14,866.666667	1.035874	null	null	0.021221	49.295775	19.6567	113.220735	-93.564035	0.488436	284,913.2	0.768813	3,249.3	0.016164	1,115.540039	0.003205	4,232.600098	0.007346	13,752.240234	0.00872	16.690001	-0.096997	1.577	0.010198	0	5	0	0	0	1	0.866025	-0.5	277,225,350	30,177,550	-307,402,900	0	0.082182	0.008946	-0.091128	69,754,870	19,497,520	-153,418,950	430,144,638,000	27,931,470	26.787387
2021-05-11	000020	동화약품	15,350	15,400	15,050	15,300	134,726	-0.006494	-0.006515	14,940	1.024096	15,410	0.992862	14,865.833333	1.029206	null	null	0.020195	47.945205	27.445244	96.065637	-68.620393	0.436451	276,649.4	0.486992	3,209.43	-0.012346	1,118.22998	0.002408	4,188.430176	-0.01049	13,401.860352	-0.025808	19.66	0.163776	1.602	0.015729	1	5	0	0	0.951057	0.309017	0.866025	-0.5	-36,057,700	162,949,450	-129,866,000	2,974,250	-0.017493	0.079051	-0.063002	71,033,530	39,936,810	-162,318,750	427,351,491,000	27,931,470	26.780873
2021-05-12	000020	동화약품	15,300	15,400	14,750	14,900	130,243	-0.026144	-0.026492	15,010	0.992672	15,390	0.968161	14,852.5	1.003198	null	null	0.020844	41.025641	1.325782	77.117666	-75.791884	0.22601	273,853.1	0.475594	3,161.66	-0.014996	1,131.599976	0.011885	4,152.100098	-0.008712	13,389.429688	-0.000928	21.84	0.105157	1.624	0.013639	2	5	0	0	0.587785	-0.809017	0.866025	-0.5	-252,981,950	-10,406,250	184,039,150	79,349,050	-0.130361	-0.005362	0.094835	-52,229,370	35,041,740	-41,306,590	416,178,903,000	27,931,470	26.754381
2021-05-13	000020	동화약품	14,550	15,000	14,450	14,550	161,273	-0.02349	-0.02377	15,000	0.97	15,327.5	0.949274	14,833.333333	0.980899	null	null	0.019843	38.554217	-47.073521	52.279429	-99.352949	0.089374	260,236.65	0.619717	3,122.11	-0.012588	1,125.699951	-0.005228	4,063.040039	-0.021683	13,031.679688	-0.027082	27.59	0.23371	1.695	0.042791	3	5	0	0	-0.587785	-0.809017	0.866025	-0.5	105,139,650	21,655,600	-124,693,150	-2,102,100	0.044807	0.009229	-0.05314	11,552,210	36,867,280	-88,935,330	406,402,888,500	27,931,470	26.730611
2021-05-14	000020	동화약품	14,750	14,750	14,600	14,700	98,572	0.010309	0.010257	14,970	0.981964	15,282.5	0.961885	14,815	0.992238	null	null	0.019983	39.285714	-72.49094	27.325355	-99.816295	0.201971	254,957.8	0.386621	3,153.32	0.009947	null	null	4,112.5	0.0121	13,124.990234	0.007135	23.129999	-0.176323	1.668	-0.016057	4	5	0	0	-0.951057	0.309017	0.866025	-0.5	2,488,500	118,161,650	-296,435,900	175,785,750	0.001717	0.081547	-0.204578	19,162,770	64,507,600	-134,871,760	410,592,609,000	27,931,470	26.740867
2021-05-17	000020	동화약품	14,800	15,050	14,700	15,000	137,869	0.020408	0.020203	14,890	1.007388	15,262.5	0.982801	14,804.166667	1.013228	null	null	0.020482	33.766234	-67.647141	8.330856	-75.977997	0.366546	251,401.8	0.548401	3,134.52	-0.00598	1,135.51001	0.008828	4,173.850098	0.014808	13,429.980469	0.022971	18.809999	-0.206742	1.635	-0.019982	0	5	0	0	0	1	0.866025	-0.5	163,636,700	-7,061,350	-156,455,950	-119,400	0.079127	-0.003415	-0.075654	-3,554,960	57,059,820	-104,682,370	418,972,050,000	27,931,470	26.76107
2021-05-18	000020	동화약품	15,000	15,150	14,850	14,950	106,804	-0.003333	-0.003339	14,820	1.008772	15,237.5	0.981132	14,796.666667	1.010363	null	null	0.020458	34.666667	-67.069838	-6.749283	-60.320555	0.354625	248,247.95	0.430231	3,173.05	0.012217	1,127.140015	-0.007398	4,163.290039	-0.002533	13,379.049805	-0.0038	19.719999	0.047245	1.64	0.003053	1	5	0	0	0.951057	0.309017	0.866025	-0.5	116,134,200	57,701,550	-189,433,400	15,597,650	0.072733	0.036138	-0.118639	26,883,420	36,010,240	-116,595,850	417,575,476,500	27,931,470	26.757731
2021-05-20	000020	동화약품	15,200	15,200	14,700	14,800	143,099	-0.010033	-0.010084	14,800	1	15,205	0.973364	14,790.833333	1.00062	null	null	0.02054	36.111111	-77.819018	-20.96323	-56.855788	0.297914	245,560.1	0.582745	3,162.28	-0.0034	1,127.050049	-0.002941	4,115.680176	-0.002948	13,299.740234	-0.000293	22.18	0.038608	1.683	0.024663	3	5	0	0	-0.587785	-0.809017	0.866025	-0.5	-174,762,850	-111,700,050	726,483,850	-440,020,950	-0.082518	-0.052742	0.343026	42,527,240	15,751,480	-8,106,910	413,385,756,000	27,931,470	26.747647
2021-05-21	000020	동화약품	14,850	14,900	14,650	14,650	110,068	-0.010135	-0.010187	14,820	0.988529	15,157.5	0.966518	14,795	0.990199	null	null	0.020418	39.393939	-97.319727	-36.234529	-61.085197	0.24956	222,228.8	0.495291	3,156.42	-0.001855	null	null	4,159.120117	0.010499	13,535.740234	0.017589	20.67	-0.070508	1.634	-0.029547	4	5	0	0	-0.951057	0.309017	0.866025	-0.5	99,160,150	9,779,050	81,716,800	-190,656,000	0.061495	0.006065	0.050677	41,331,340	13,376,170	33,175,080	409,196,035,500	27,931,470	26.73746
2021-05-24	000020	동화약품	14,800	14,800	14,300	14,400	127,994	-0.017065	-0.017212	14,760	0.97561	15,102.5	0.953485	14,805.833333	0.97259	null	null	0.02065	36.619718	-131.432023	-55.274028	-76.157995	0.166604	216,672.85	0.590725	3,144.3	-0.003847	1,122.189941	-0.004091	4,155.859863	-0.000784	13,470.990234	-0.004795	20.15	-0.025479	1.632	-0.001225	0	5	0	0	0	1	0.866025	-0.5	-264,842,550	23,255,800	639,022,100	-397,435,350	-0.143693	0.012618	0.346708	-12,134,870	-5,605,000	220,266,680	402,213,168,000	27,931,470	26.720248
2021-05-25	000020	동화약품	14,400	14,500	14,250	14,450	118,947	0.003472	0.003466	14,650	0.986348	15,045	0.960452	14,805.833333	0.975967	null	null	0.020585	42.1875	-152.671775	-74.753577	-77.918198	0.220578	205,057.5	0.580067	3,171.32	0.008557	1,121.380005	-0.000722	4,197.049805	0.009862	13,661.169922	0.014019	18.4	-0.090854	1.608	-0.014815	1	5	0	0	0.951057	0.309017	0.866025	-0.5	-62,803,350	1,449,700	61,296,100	57,550	-0.036539	0.000843	0.035662	-57,422,880	-3,902,790	263,817,090	403,609,741,500	27,931,470	26.723714
2021-05-26	000020	동화약품	14,350	14,600	14,300	14,500	71,634	0.00346	0.003454	14,560	0.995879	14,957.5	0.969413	14,805.833333	0.979344	null	null	0.01783	49.122807	-163.584154	-92.519693	-71.064461	0.253072	176,373.25	0.40615	3,168.43	-0.000912	1,115.52002	-0.005239	4,188.129883	-0.002128	13,657.169922	-0.000293	18.84	0.023632	1.564	-0.027745	2	5	0	0	0.587785	-0.809017	0.866025	-0.5	45,966,700	6,462,900	-124,679,600	72,250,000	0.044254	0.006222	-0.120035	-71,456,380	-14,150,520	276,767,850	405,006,315,000	27,931,470	26.727168
2021-05-27	000020	동화약품	14,500	14,650	14,400	14,600	87,897	0.006897	0.006873	14,520	1.00551	14,882.5	0.981018	14,810.833333	0.985765	null	null	0.018024	50	-162.292324	-106.474219	-55.818105	0.315577	162,992.05	0.539272	3,165.51	-0.000922	1,117.300049	0.001594	4,195.990234	0.001875	13,738	0.005901	17.360001	-0.081814	1.574	0.006374	3	5	0	0	-0.587785	-0.809017	0.866025	-0.5	58,011,200	1,766,650	-195,143,000	135,365,150	0.045205	0.001377	-0.152064	-24,901,570	8,542,820	92,442,480	407,799,462,000	27,931,470	26.734041
2021-05-28	000020	동화약품	14,650	14,750	14,450	14,500	136,282	-0.006849	-0.006873	14,490	1.00069	14,817.5	0.978573	14,814.166667	0.978793	null	null	0.017734	43.636364	-167.407929	-118.660961	-48.746968	0.255739	149,035.4	0.914427	3,188.73	0.007309	null	null	4,200.879883	0.001165	13,736.280273	-0.000125	16.74	-0.036368	1.61	0.022614	4	5	0	0	-0.951057	0.309017	0.866025	-0.5	50,632,550	-1,986,450	-58,806,100	10,160,000	0.025623	-0.001005	-0.029759	-34,607,090	6,189,720	64,337,900	405,006,315,000	27,931,470	26.727168

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KOSPI Stocks Daily Data with Technical & Macro Features

🇰🇷 한국어 / 🇺🇸 English

2021년부터 2026년까지 KOSPI 948개 종목의 일별 시세에 기술적 지표·거시지표·투자자 수급을 결합한 머신러닝 학습용 한국 주식 데이터셋입니다.

A machine-learning–ready Korean stock dataset combining daily prices of 948 KOSPI stocks with technical indicators, macro variables, and investor flows, covering 2021 to 2026.

📊 Contents

1,214,339 rows / 121만 행 (948 stocks / 948개 종목)
Period / 기간: 2021-01-04 ~ 2026-05-29 (약 5.4년)
60 columns / 60개 컬럼

Group / 구분	Columns / 컬럼
Identifier (식별자)	Date, Code, Name
Price (시세)	Open, High, Low, Close, Volume, Change, LogReturn
Technical indicators (기술적 지표)	MA5/20/60/120, Disp5/20/60/120, Vol20, RSI14, MACD, MACD_signal, MACD_hist, BB_pctB, VolumeMA20, VolumeRatio
Macro (거시지표)	KOSPI_lvl/ret, USDKRW_lvl/ret, SP500_lvl/ret, NASDAQ_lvl/ret, VIX_lvl/ret, US10Y_lvl/ret
Calendar (캘린더)	DayOfWeek, Month, IsMonthEnd, IsQuarterEnd, DoW_sin/cos, Month_sin/cos
Investor flows (투자자 수급)	Foreign_net, Inst_net, Indiv_net, EtcCorp_net, Foreign_ratio, Inst_ratio, Indiv_ratio, Foreign_net_ma5, Inst_net_ma5, Indiv_net_ma5
Market cap (시가총액)	Marcap, Shares, LogMarcap

📖 각 컬럼의 상세 설명·단위는 DATA_DICTIONARY.md 를 참고하세요. See DATA_DICTIONARY.md for column-by-column descriptions and units.

🚀 Quick Start / 빠른 시작

from datasets import load_dataset

ds = load_dataset("podongchip/kospi-daily-stock-features-2021-2026", split="train")
print(ds[0])

# pandas 로 바로 쓰기 / load directly with pandas
import pandas as pd

df = pd.read_parquet(
    "hf://datasets/podongchip/kospi-daily-stock-features-2021-2026/kospi_data_v1.parquet"
)

# 종목별 시계열 / per-stock time series
samsung = df[df["Code"] == "005930"].sort_values("Date")
print(samsung[["Date", "Close", "RSI14", "Foreign_net"]].tail())

⚠️ Code 는 반드시 문자열로 다루세요 / Always treat Code as a string. 종목코드는 앞자리 0이 있고(000020), 우선주는 끝에 알파벳이 붙습니다(예: 00088K). 숫자로 변환하면 앞자리 0이 사라지거나 우선주 코드가 깨집니다. Stock codes are zero-padded (000020) and preferred shares carry a letter suffix (e.g. 00088K). Casting to int drops the leading zeros and breaks preferred-share codes. 본 데이터는 Parquet 포맷이라 Code 가 문자열로 저장되어 있어 그대로 안전합니다. This dataset ships as Parquet, so Code is stored as a string and stays safe by default.

💡 Use Cases

Stock price / return prediction modeling / 주가·수익률 예측 모델링
Quant strategy & factor research / 퀀트 전략·팩터 리서치
Time-series & financial ML education / 시계열·금융 ML 학습
Investor flow and macro impact analysis / 수급·거시지표 영향 분석

📝 Notes / 참고

종목코드(Code) / Stock code: 6자리 문자열이며, 우선주 등은 끝에 알파벳(K·L·M 등)이 붙습니다. 정수로 변환하지 마세요. 6-digit string; preferred and special shares carry a trailing letter (K, L, M, …). Do not cast to integer.
결측치 / Missing values: 기술적 지표(MA, RSI, MACD 등)는 룩백 기간이 필요하므로 각 종목의 초기 행에 결측치(빈 값)가 존재합니다. Technical indicators require a lookback window, so early rows per stock contain missing values.
거시지표 / Macro: 영업일 기준으로 정렬되어 있으며, 일부 휴장일 차이로 인한 결측이 있을 수 있습니다. Aligned to trading days; some gaps may exist due to holiday mismatches.
정렬 / Ordering: Code → Date 순으로 종목별 시계열이 이어집니다. Rows are ordered by Code then Date, forming per-stock time series.
Look-ahead 주의 / No look-ahead: 모든 지표는 해당 일자까지의 정보로만 계산됩니다(미래 정보 미포함). All features use information up to that date only.

🗂️ Data Sources / 데이터 출처

KOSPI 시세·투자자 수급 (Price & investor flows): 한국거래소(KRX) 공개 시장 데이터 기반으로 가공. Derived from Korea Exchange (KRX) public market data.
거시지표 (Macro indicators): 환율·해외 지수·변동성·금리 등 공개적으로 공표되는 시장 지표. Publicly published market indicators (FX rates, global indices, volatility, yields).

본 데이터셋은 위 공개 시장 데이터를 기술적 지표·파생 변수로 가공한 2차 저작물입니다. This dataset is a derived work that processes the above public market data into technical and engineered features.

⚖️ License & Disclaimer / 라이선스·면책

본 데이터셋은 CC BY-NC 4.0 라이선스로 제공됩니다(비영리·출처표시). Released under CC BY-NC 4.0 (non-commercial, attribution required).
데이터셋의 가공·구성·파생 변수 및 편집에 대한 권리는 제작자에게 있습니다. Rights to the processing, structure, engineered features, and compilation of this dataset belong to its creator.
원천이 되는 시세·거시지표 값은 공개 시장 데이터에 기반하며, 각 원천 데이터의 권리는 해당 제공처에 있습니다. The underlying price and macro values are based on public market data; rights to the source data remain with their respective providers.
본 데이터셋은 연구 및 교육 목적으로 제공됩니다. 데이터의 정확성·완전성을 보증하지 않으며, 투자 판단의 근거로 사용해 발생하는 책임은 사용자에게 있습니다. Provided for research and educational purposes. No warranty is given regarding accuracy or completeness; any investment decisions made using this data are solely the user's responsibility.

🙏 Support / 후원

If this helped you, consider supporting! 도움이 되셨다면 후원 부탁드려요!

Toonation: https://toon.at/donate/podongchip

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