gimi9 Pandas Profiling

Dataset statistics

Number of variables	22
Number of observations	22
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.4 KiB
Average record size in memory	204.0 B

Variable types

Numeric	22

Dataset

Description	한국산업표준 기본현황 및 표준활동에 대한 통계정보 : 분야별 한국산업표준(KS) 현황 (연도,기본(A),기계(B),전기전자(C),금속(D),광산(E),건설(F),일용품(G),식품(H),환경(I),생물(J),섬유(K),요업(L),화학(M),의료(P),품질경영(Q),수송기계(R),서비스(S),물류(T),조선(V),항공우주(W),정보(X))
URL	https://www.data.go.kr/data/15065276/fileData.do

Alerts

`연도` has unique values	Unique
`기본(A)` has unique values	Unique
`전기전자(C)` has unique values	Unique
`금속(D)` has unique values	Unique
`정보(X)` has unique values	Unique
`환경(I)` has 8 (36.4%) zeros	Zeros
`생물(J)` has 8 (36.4%) zeros	Zeros
`품질경영(Q)` has 8 (36.4%) zeros	Zeros
`서비스(S)` has 7 (31.8%) zeros	Zeros
`물류(T)` has 8 (36.4%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 21:44:53.081377
Analysis finished	2023-12-12 21:44:53.286823
Duration	0.21 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2011.5

Minimum	2001
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	2001
5-th percentile	2002.05
Q1	2006.25
median	2011.5
Q3	2016.75
95-th percentile	2020.95
Maximum	2022
Range	21
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	6.4935866
Coefficient of variation (CV)	0.003228231
Kurtosis	-1.2
Mean	2011.5
Median Absolute Deviation (MAD)	5.5
Skewness	0
Sum	44253
Variance	42.166667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
2001	1	4.5%
2013	1	4.5%
2022	1	4.5%
2021	1	4.5%
2020	1	4.5%
2019	1	4.5%
2018	1	4.5%
2017	1	4.5%
2016	1	4.5%
2015	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2001	1	4.5%
2002	1	4.5%
2003	1	4.5%
2004	1	4.5%
2005	1	4.5%
2006	1	4.5%
2007	1	4.5%
2008	1	4.5%
2009	1	4.5%
2010	1	4.5%

Value	Count	Frequency (%)
2022	1	4.5%
2021	1	4.5%
2020	1	4.5%
2019	1	4.5%
2018	1	4.5%
2017	1	4.5%
2016	1	4.5%
2015	1	4.5%
2014	1	4.5%
2013	1	4.5%

기본(A)
Real number (ℝ)

UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	777.81818

Minimum	591
Maximum	1130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	591
5-th percentile	663.35
Q1	681
median	697.5
Q3	808.75
95-th percentile	1107.1
Maximum	1130
Range	539
Interquartile range (IQR)	127.75

Descriptive statistics

Standard deviation	159.22839
Coefficient of variation (CV)	0.20471158
Kurtosis	0.56025889
Mean	777.81818
Median Absolute Deviation (MAD)	30
Skewness	1.3499221
Sum	17112
Variance	25353.68
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
591	1	4.5%
693	1	4.5%
702	1	4.5%
692	1	4.5%
685	1	4.5%
684	1	4.5%
680	1	4.5%
663	1	4.5%
670	1	4.5%
675	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
591	1	4.5%
663	1	4.5%
670	1	4.5%
675	1	4.5%
678	1	4.5%
680	1	4.5%
684	1	4.5%
685	1	4.5%
688	1	4.5%
692	1	4.5%

Value	Count	Frequency (%)
1130	1	4.5%
1108	1	4.5%
1090	1	4.5%
982	1	4.5%
905	1	4.5%
817	1	4.5%
784	1	4.5%
748	1	4.5%
730	1	4.5%
717	1	4.5%

기계(B)
Real number (ℝ)

Distinct	21
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3422.7273

Minimum	1943
Maximum	4201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	1943
5-th percentile	2507.95
Q1	3124.5
median	3226
Q3	4084.25
95-th percentile	4170.9
Maximum	4201
Range	2258
Interquartile range (IQR)	959.75

Descriptive statistics

Standard deviation	599.88913
Coefficient of variation (CV)	0.17526641
Kurtosis	0.18928593
Mean	3422.7273
Median Absolute Deviation (MAD)	212.5
Skewness	-0.42217569
Sum	75300
Variance	359866.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3111	2	9.1%
1943	1	4.5%
2481	1	4.5%
3246	1	4.5%
3266	1	4.5%
3206	1	4.5%
3148	1	4.5%
3122	1	4.5%
3132	1	4.5%
3180	1	4.5%
Other values (11)	11	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1943	1	4.5%
2481	1	4.5%
3020	1	4.5%
3111	2	9.1%
3122	1	4.5%
3132	1	4.5%
3148	1	4.5%
3180	1	4.5%
3197	1	4.5%
3206	1	4.5%

Value	Count	Frequency (%)
4201	1	4.5%
4172	1	4.5%
4150	1	4.5%
4149	1	4.5%
4116	1	4.5%
4098	1	4.5%
4043	1	4.5%
3763	1	4.5%
3445	1	4.5%
3266	1	4.5%

전기전자(C)
Real number (ℝ)

UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3304.5909

Minimum	1342
Maximum	3914
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	1342
5-th percentile	1892.55
Q1	3183
median	3462.5
Q3	3732.5
95-th percentile	3870.9
Maximum	3914
Range	2572
Interquartile range (IQR)	549.5

Descriptive statistics

Standard deviation	662.11851
Coefficient of variation (CV)	0.20036323
Kurtosis	3.1935895
Mean	3304.5909
Median Absolute Deviation (MAD)	280
Skewness	-1.8366803
Sum	72701
Variance	438400.92
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
1342	1	4.5%
3348	1	4.5%
3914	1	4.5%
3814	1	4.5%
3733	1	4.5%
3731	1	4.5%
3690	1	4.5%
3577	1	4.5%
3492	1	4.5%
3433	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1342	1	4.5%
1861	1	4.5%
2492	1	4.5%
2798	1	4.5%
3032	1	4.5%
3131	1	4.5%
3339	1	4.5%
3348	1	4.5%
3395	1	4.5%
3429	1	4.5%

Value	Count	Frequency (%)
3914	1	4.5%
3873	1	4.5%
3831	1	4.5%
3814	1	4.5%
3752	1	4.5%
3733	1	4.5%
3731	1	4.5%
3694	1	4.5%
3690	1	4.5%
3577	1	4.5%

금속(D)
Real number (ℝ)

UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1375.2727

Minimum	965
Maximum	1654
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	965
5-th percentile	1180.5
Q1	1210.75
median	1266.5
Q3	1631
95-th percentile	1651.6
Maximum	1654
Range	689
Interquartile range (IQR)	420.25

Descriptive statistics

Standard deviation	217.48414
Coefficient of variation (CV)	0.15813892
Kurtosis	-1.4159933
Mean	1375.2727
Median Absolute Deviation (MAD)	102
Skewness	0.11719468
Sum	30256
Variance	47299.351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
965	1	4.5%
1288	1	4.5%
1210	1	4.5%
1190	1	4.5%
1180	1	4.5%
1213	1	4.5%
1222	1	4.5%
1204	1	4.5%
1200	1	4.5%
1216	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
965	1	4.5%
1180	1	4.5%
1190	1	4.5%
1200	1	4.5%
1204	1	4.5%
1210	1	4.5%
1213	1	4.5%
1216	1	4.5%
1217	1	4.5%
1222	1	4.5%

Value	Count	Frequency (%)
1654	1	4.5%
1652	1	4.5%
1644	1	4.5%
1641	1	4.5%
1633	1	4.5%
1632	1	4.5%
1628	1	4.5%
1572	1	4.5%
1466	1	4.5%
1384	1	4.5%

광산(E)
Real number (ℝ)

Distinct	18
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	386.22727

Minimum	278
Maximum	447
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	278
5-th percentile	339.25
Q1	350.25
median	359.5
Q3	434
95-th percentile	446.65
Maximum	447
Range	169
Interquartile range (IQR)	83.75

Descriptive statistics

Standard deviation	48.639521
Coefficient of variation (CV)	0.12593497
Kurtosis	-0.96584296
Mean	386.22727
Median Absolute Deviation (MAD)	41
Skewness	-0.23197588
Sum	8497
Variance	2365.803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
349	2	9.1%
434	2	9.1%
447	2	9.1%
354	2	9.1%
278	1	4.5%
358	1	4.5%
339	1	4.5%
344	1	4.5%
348	1	4.5%
357	1	4.5%
Other values (8)	8	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
278	1	4.5%
339	1	4.5%
344	1	4.5%
348	1	4.5%
349	2	9.1%
354	2	9.1%
356	1	4.5%
357	1	4.5%
358	1	4.5%
361	1	4.5%

Value	Count	Frequency (%)
447	2	9.1%
440	1	4.5%
438	1	4.5%
435	1	4.5%
434	2	9.1%
429	1	4.5%
425	1	4.5%
421	1	4.5%
361	1	4.5%
358	1	4.5%

건설(F)
Real number (ℝ)

Distinct	19
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	789.68182

Minimum	635
Maximum	861
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	635
5-th percentile	677.4
Q1	774.25
median	784.5
Q3	828.25
95-th percentile	857.65
Maximum	861
Range	226
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	55.316739
Coefficient of variation (CV)	0.070049401
Kurtosis	2.2501096
Mean	789.68182
Median Absolute Deviation (MAD)	20.5
Skewness	-1.2263228
Sum	17373
Variance	3059.9416
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
774	2	9.1%
851	2	9.1%
784	2	9.1%
635	1	4.5%
808	1	4.5%
785	1	4.5%
782	1	4.5%
775	1	4.5%
778	1	4.5%
770	1	4.5%
Other values (9)	9	40.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
635	1	4.5%
674	1	4.5%
742	1	4.5%
770	1	4.5%
774	2	9.1%
775	1	4.5%
778	1	4.5%
782	1	4.5%
784	2	9.1%
785	1	4.5%

Value	Count	Frequency (%)
861	1	4.5%
858	1	4.5%
851	2	9.1%
845	1	4.5%
833	1	4.5%
814	1	4.5%
808	1	4.5%
802	1	4.5%
793	1	4.5%
785	1	4.5%

일용품(G)
Real number (ℝ)

Distinct	19
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	314.5

Minimum	251
Maximum	383
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	251
5-th percentile	259
Q1	268.5
median	293
Q3	369
95-th percentile	382.9
Maximum	383
Range	132
Interquartile range (IQR)	100.5

Descriptive statistics

Standard deviation	51.02917
Coefficient of variation (CV)	0.16225491
Kurtosis	-1.8436437
Mean	314.5
Median Absolute Deviation (MAD)	34
Skewness	0.26381872
Sum	6919
Variance	2603.9762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
383	2	9.1%
302	2	9.1%
259	2	9.1%
279	1	4.5%
282	1	4.5%
273	1	4.5%
264	1	4.5%
283	1	4.5%
284	1	4.5%
263	1	4.5%
Other values (9)	9	40.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
251	1	4.5%
259	2	9.1%
263	1	4.5%
264	1	4.5%
267	1	4.5%
273	1	4.5%
279	1	4.5%
282	1	4.5%
283	1	4.5%
284	1	4.5%

Value	Count	Frequency (%)
383	2	9.1%
381	1	4.5%
376	1	4.5%
371	1	4.5%
370	1	4.5%
366	1	4.5%
363	1	4.5%
358	1	4.5%
302	2	9.1%
284	1	4.5%

식품(H)
Real number (ℝ)

Distinct	21
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	501.5

Minimum	220
Maximum	585
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	220
5-th percentile	305.75
Q1	492
median	531
Q3	562.5
95-th percentile	579.95
Maximum	585
Range	365
Interquartile range (IQR)	70.5

Descriptive statistics

Standard deviation	93.987208
Coefficient of variation (CV)	0.18741218
Kurtosis	3.2450118
Mean	501.5
Median Absolute Deviation (MAD)	36.5
Skewness	-1.8348863
Sum	11033
Variance	8833.5952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
546	2	9.1%
220	1	4.5%
301	1	4.5%
585	1	4.5%
579	1	4.5%
580	1	4.5%
573	1	4.5%
571	1	4.5%
564	1	4.5%
558	1	4.5%
Other values (11)	11	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
220	1	4.5%
301	1	4.5%
396	1	4.5%
433	1	4.5%
435	1	4.5%
490	1	4.5%
498	1	4.5%
502	1	4.5%
513	1	4.5%
524	1	4.5%

Value	Count	Frequency (%)
585	1	4.5%
580	1	4.5%
579	1	4.5%
573	1	4.5%
571	1	4.5%
564	1	4.5%
558	1	4.5%
557	1	4.5%
546	2	9.1%
537	1	4.5%

환경(I)
Real number (ℝ)

ZEROS

Distinct	15
Distinct (%)	68.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	473.63636

Minimum	0
Maximum	944
Zeros	8
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	680.5
Q3	728.5
95-th percentile	932.35
Maximum	944
Range	944
Interquartile range (IQR)	728.5

Descriptive statistics

Standard deviation	373.93118
Coefficient of variation (CV)	0.78949002
Kurtosis	-1.7109309
Mean	473.63636
Median Absolute Deviation (MAD)	104.5
Skewness	-0.46619182
Sum	10420
Variance	139824.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	8	36.4%
638	1	4.5%
653	1	4.5%
672	1	4.5%
691	1	4.5%
715	1	4.5%
940	1	4.5%
944	1	4.5%
689	1	4.5%
703	1	4.5%
Other values (5)	5	22.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	36.4%
638	1	4.5%
653	1	4.5%
672	1	4.5%
689	1	4.5%
691	1	4.5%
703	1	4.5%
713	1	4.5%
715	1	4.5%
733	1	4.5%

Value	Count	Frequency (%)
944	1	4.5%
940	1	4.5%
787	1	4.5%
783	1	4.5%
759	1	4.5%
733	1	4.5%
715	1	4.5%
713	1	4.5%
703	1	4.5%
691	1	4.5%

생물(J)
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	36.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.227273

Minimum	0
Maximum	84
Zeros	8
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	76
Q3	78
95-th percentile	82.8
Maximum	84
Range	84
Interquartile range (IQR)	78

Descriptive statistics

Standard deviation	38.208615
Coefficient of variation (CV)	0.77616762
Kurtosis	-1.7969003
Mean	49.227273
Median Absolute Deviation (MAD)	5
Skewness	-0.58864488
Sum	1083
Variance	1459.8983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	8	36.4%
78	6	27.3%
76	3	13.6%
68	1	4.5%
73	1	4.5%
79	1	4.5%
84	1	4.5%
83	1	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	36.4%
68	1	4.5%
73	1	4.5%
76	3	13.6%
78	6	27.3%
79	1	4.5%
83	1	4.5%
84	1	4.5%

Value	Count	Frequency (%)
84	1	4.5%
83	1	4.5%
79	1	4.5%
78	6	27.3%
76	3	13.6%
73	1	4.5%
68	1	4.5%
0	8	36.4%

섬유(K)
Real number (ℝ)

Distinct	19
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	838.81818

Minimum	580
Maximum	944
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	580
5-th percentile	667.85
Q1	798.75
median	874.5
Q3	889.25
95-th percentile	914.4
Maximum	944
Range	364
Interquartile range (IQR)	90.5

Descriptive statistics

Standard deviation	86.69302
Coefficient of variation (CV)	0.10335138
Kurtosis	2.9808485
Mean	838.81818
Median Absolute Deviation (MAD)	28
Skewness	-1.6939081
Sum	18454
Variance	7515.6797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
788	2	9.1%
863	2	9.1%
887	2	9.1%
580	1	4.5%
884	1	4.5%
944	1	4.5%
902	1	4.5%
915	1	4.5%
903	1	4.5%
876	1	4.5%
Other values (9)	9	40.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
580	1	4.5%
664	1	4.5%
741	1	4.5%
788	2	9.1%
793	1	4.5%
816	1	4.5%
823	1	4.5%
863	2	9.1%
873	1	4.5%
876	1	4.5%

Value	Count	Frequency (%)
944	1	4.5%
915	1	4.5%
903	1	4.5%
902	1	4.5%
891	1	4.5%
890	1	4.5%
887	2	9.1%
884	1	4.5%
883	1	4.5%
876	1	4.5%

요업(L)
Real number (ℝ)

Distinct	18
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	461.63636

Minimum	365
Maximum	525
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	365
5-th percentile	408.35
Q1	445.5
median	470
Q3	484.5
95-th percentile	497.95
Maximum	525
Range	160
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	37.101592
Coefficient of variation (CV)	0.080369735
Kurtosis	0.8374012
Mean	461.63636
Median Absolute Deviation (MAD)	16
Skewness	-0.89487658
Sum	10156
Variance	1376.5281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
464	2	9.1%
497	2	9.1%
485	2	9.1%
483	2	9.1%
475	1	4.5%
498	1	4.5%
466	1	4.5%
474	1	4.5%
525	1	4.5%
365	1	4.5%
Other values (8)	8	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
365	1	4.5%
408	1	4.5%
415	1	4.5%
416	1	4.5%
423	1	4.5%
443	1	4.5%
453	1	4.5%
458	1	4.5%
464	2	9.1%
466	1	4.5%

Value	Count	Frequency (%)
525	1	4.5%
498	1	4.5%
497	2	9.1%
485	2	9.1%
483	2	9.1%
479	1	4.5%
475	1	4.5%
474	1	4.5%
466	1	4.5%
464	2	9.1%

화학(M)
Real number (ℝ)

Distinct	18
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3358.3636

Minimum	2248
Maximum	4091
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	2248
5-th percentile	3021.55
Q1	3152
median	3168
Q3	3492.25
95-th percentile	4085.4
Maximum	4091
Range	1843
Interquartile range (IQR)	340.25

Descriptive statistics

Standard deviation	422.46764
Coefficient of variation (CV)	0.12579568
Kurtosis	1.2965014
Mean	3358.3636
Median Absolute Deviation (MAD)	214.5
Skewness	-0.16774341
Sum	73884
Variance	178478.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
3152	3	13.6%
3460	2	9.1%
3153	2	9.1%
2248	1	4.5%
3501	1	4.5%
3164	1	4.5%
3172	1	4.5%
3138	1	4.5%
3135	1	4.5%
3127	1	4.5%
Other values (8)	8	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2248	1	4.5%
3016	1	4.5%
3127	1	4.5%
3135	1	4.5%
3138	1	4.5%
3152	3	13.6%
3153	2	9.1%
3164	1	4.5%
3172	1	4.5%
3445	1	4.5%

Value	Count	Frequency (%)
4091	1	4.5%
4090	1	4.5%
3998	1	4.5%
3906	1	4.5%
3705	1	4.5%
3501	1	4.5%
3466	1	4.5%
3460	2	9.1%
3445	1	4.5%
3172	1	4.5%

의료(P)
Real number (ℝ)

Distinct	21
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	727.72727

Minimum	341
Maximum	894
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	341
5-th percentile	442.9
Q1	695.5
median	772.5
Q3	806.5
95-th percentile	876.95
Maximum	894
Range	553
Interquartile range (IQR)	111

Descriptive statistics

Standard deviation	140.39881
Coefficient of variation (CV)	0.19292779
Kurtosis	1.987314
Mean	727.72727
Median Absolute Deviation (MAD)	49.5
Skewness	-1.4792618
Sum	16010
Variance	19711.827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
808	2	9.1%
341	1	4.5%
439	1	4.5%
877	1	4.5%
894	1	4.5%
876	1	4.5%
827	1	4.5%
802	1	4.5%
801	1	4.5%
793	1	4.5%
Other values (11)	11	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
341	1	4.5%
439	1	4.5%
517	1	4.5%
612	1	4.5%
679	1	4.5%
693	1	4.5%
703	1	4.5%
728	1	4.5%
733	1	4.5%
737	1	4.5%

Value	Count	Frequency (%)
894	1	4.5%
877	1	4.5%
876	1	4.5%
827	1	4.5%
808	2	9.1%
802	1	4.5%
801	1	4.5%
797	1	4.5%
793	1	4.5%
785	1	4.5%

품질경영(Q)
Real number (ℝ)

ZEROS

Distinct	13
Distinct (%)	59.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.590909

Minimum	0
Maximum	158
Zeros	8
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	121.5
Q3	132.75
95-th percentile	151
Maximum	158
Range	158
Interquartile range (IQR)	132.75

Descriptive statistics

Standard deviation	66.495012
Coefficient of variation (CV)	0.78607752
Kurtosis	-1.7660491
Mean	84.590909
Median Absolute Deviation (MAD)	27
Skewness	-0.50513615
Sum	1861
Variance	4421.5866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	8	36.4%
111	2	9.1%
151	2	9.1%
122	1	4.5%
131	1	4.5%
121	1	4.5%
124	1	4.5%
127	1	4.5%
132	1	4.5%
133	1	4.5%
Other values (3)	3	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	36.4%
111	2	9.1%
121	1	4.5%
122	1	4.5%
124	1	4.5%
127	1	4.5%
131	1	4.5%
132	1	4.5%
133	1	4.5%
143	1	4.5%

Value	Count	Frequency (%)
158	1	4.5%
151	2	9.1%
146	1	4.5%
143	1	4.5%
133	1	4.5%
132	1	4.5%
131	1	4.5%
127	1	4.5%
124	1	4.5%
122	1	4.5%

수송기계(R)
Real number (ℝ)

Distinct	20
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	877.27273

Minimum	644
Maximum	1080
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	644
5-th percentile	720.35
Q1	749
median	791
Q3	1050
95-th percentile	1066.9
Maximum	1080
Range	436
Interquartile range (IQR)	301

Descriptive statistics

Standard deviation	154.38054
Coefficient of variation (CV)	0.17597782
Kurtosis	-1.7964024
Mean	877.27273
Median Absolute Deviation (MAD)	84.5
Skewness	0.2172651
Sum	19300
Variance	23833.351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
1065	3	13.6%
644	1	4.5%
769	1	4.5%
780	1	4.5%
768	1	4.5%
745	1	4.5%
733	1	4.5%
727	1	4.5%
720	1	4.5%
735	1	4.5%
Other values (10)	10	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
644	1	4.5%
720	1	4.5%
727	1	4.5%
733	1	4.5%
735	1	4.5%
745	1	4.5%
761	1	4.5%
768	1	4.5%
769	1	4.5%
773	1	4.5%

Value	Count	Frequency (%)
1080	1	4.5%
1067	1	4.5%
1065	3	13.6%
1052	1	4.5%
1044	1	4.5%
1036	1	4.5%
980	1	4.5%
889	1	4.5%
802	1	4.5%
780	1	4.5%

서비스(S)
Real number (ℝ)

ZEROS

Distinct	13
Distinct (%)	59.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.818182

Minimum	0
Maximum	131
Zeros	7
Zeros (%)	31.8%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	112.5
Q3	127.5
95-th percentile	130.95
Maximum	131
Range	131
Interquartile range (IQR)	127.5

Descriptive statistics

Standard deviation	57.831147
Coefficient of variation (CV)	0.70682513
Kurtosis	-1.452732
Mean	81.818182
Median Absolute Deviation (MAD)	17.5
Skewness	-0.76758731
Sum	1800
Variance	3344.4416
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	7	31.8%
130	3	13.6%
131	2	9.1%
98	1	4.5%
108	1	4.5%
111	1	4.5%
113	1	4.5%
116	1	4.5%
112	1	4.5%
115	1	4.5%
Other values (3)	3	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	31.8%
98	1	4.5%
108	1	4.5%
111	1	4.5%
112	1	4.5%
113	1	4.5%
115	1	4.5%
116	1	4.5%
121	1	4.5%
126	1	4.5%

Value	Count	Frequency (%)
131	2	9.1%
130	3	13.6%
128	1	4.5%
126	1	4.5%
121	1	4.5%
116	1	4.5%
115	1	4.5%
113	1	4.5%
112	1	4.5%
111	1	4.5%

물류(T)
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	45.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.81818

Minimum	0
Maximum	326
Zeros	8
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	313
Q3	316
95-th percentile	320.95
Maximum	326
Range	326
Interquartile range (IQR)	316

Descriptive statistics

Standard deviation	155.43476
Coefficient of variation (CV)	0.77400742
Kurtosis	-1.8012455
Mean	200.81818
Median Absolute Deviation (MAD)	7.5
Skewness	-0.60680334
Sum	4418
Variance	24159.965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8	36.4%
314	3	13.6%
319	2	9.1%
313	2	9.1%
316	2	9.1%
304	1	4.5%
309	1	4.5%
321	1	4.5%
326	1	4.5%
320	1	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	36.4%
304	1	4.5%
309	1	4.5%
313	2	9.1%
314	3	13.6%
316	2	9.1%
319	2	9.1%
320	1	4.5%
321	1	4.5%
326	1	4.5%

Value	Count	Frequency (%)
326	1	4.5%
321	1	4.5%
320	1	4.5%
319	2	9.1%
316	2	9.1%
314	3	13.6%
313	2	9.1%
309	1	4.5%
304	1	4.5%
0	8	36.4%

조선(V)
Real number (ℝ)

Distinct	20
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	633.54545

Minimum	443
Maximum	849
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	443
5-th percentile	448.7
Q1	499
median	558
Q3	831.25
95-th percentile	842.7
Maximum	849
Range	406
Interquartile range (IQR)	332.25

Descriptive statistics

Standard deviation	162.10277
Coefficient of variation (CV)	0.25586604
Kurtosis	-1.8017326
Mean	633.54545
Median Absolute Deviation (MAD)	103
Skewness	0.31435624
Sum	13938
Variance	26277.307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
834	3	13.6%
534	1	4.5%
448	1	4.5%
522	1	4.5%
510	1	4.5%
502	1	4.5%
498	1	4.5%
487	1	4.5%
472	1	4.5%
462	1	4.5%
Other values (10)	10	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
443	1	4.5%
448	1	4.5%
462	1	4.5%
472	1	4.5%
487	1	4.5%
498	1	4.5%
502	1	4.5%
510	1	4.5%
514	1	4.5%
522	1	4.5%

Value	Count	Frequency (%)
849	1	4.5%
843	1	4.5%
837	1	4.5%
834	3	13.6%
823	1	4.5%
784	1	4.5%
689	1	4.5%
637	1	4.5%
582	1	4.5%
534	1	4.5%

항공우주(W)
Real number (ℝ)

Distinct	17
Distinct (%)	77.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	357.04545

Minimum	203
Maximum	522
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	203
5-th percentile	203.25
Q1	209
median	355
Q3	482.25
95-th percentile	521
Maximum	522
Range	319
Interquartile range (IQR)	273.25

Descriptive statistics

Standard deviation	127.91347
Coefficient of variation (CV)	0.35825541
Kurtosis	-1.7278188
Mean	357.04545
Median Absolute Deviation (MAD)	141
Skewness	0.00025890359
Sum	7855
Variance	16361.855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
208	3	13.6%
209	2	9.1%
203	2	9.1%
521	2	9.1%
256	1	4.5%
513	1	4.5%
342	1	4.5%
321	1	4.5%
384	1	4.5%
522	1	4.5%
Other values (7)	7	31.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
203	2	9.1%
208	3	13.6%
209	2	9.1%
256	1	4.5%
310	1	4.5%
321	1	4.5%
342	1	4.5%
368	1	4.5%
384	1	4.5%
434	1	4.5%

Value	Count	Frequency (%)
522	1	4.5%
521	2	9.1%
513	1	4.5%
491	1	4.5%
486	1	4.5%
471	1	4.5%
467	1	4.5%
434	1	4.5%
384	1	4.5%
368	1	4.5%

정보(X)
Real number (ℝ)

UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1703.8182

Minimum	813
Maximum	2037
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	813
5-th percentile	1154.2
Q1	1616
median	1774
Q3	1892.75
95-th percentile	2000.8
Maximum	2037
Range	1224
Interquartile range (IQR)	276.75

Descriptive statistics

Standard deviation	286.72629
Coefficient of variation (CV)	0.16828456
Kurtosis	3.7588218
Mean	1703.8182
Median Absolute Deviation (MAD)	140.5
Skewness	-1.7640489
Sum	37484
Variance	82211.965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
813	1	4.5%
1600	1	4.5%
1903	1	4.5%
1840	1	4.5%
1811	1	4.5%
1780	1	4.5%
1733	1	4.5%
1679	1	4.5%
1662	1	4.5%
1581	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
813	1	4.5%
1141	1	4.5%
1405	1	4.5%
1581	1	4.5%
1600	1	4.5%
1609	1	4.5%
1637	1	4.5%
1662	1	4.5%
1679	1	4.5%
1733	1	4.5%

Value	Count	Frequency (%)
2037	1	4.5%
2002	1	4.5%
1978	1	4.5%
1927	1	4.5%
1918	1	4.5%
1903	1	4.5%
1862	1	4.5%
1840	1	4.5%
1811	1	4.5%
1798	1	4.5%

First rows
Last rows

	연도	기본(A)	기계(B)	전기전자(C)	금속(D)	광산(E)	건설(F)	일용품(G)	식품(H)	환경(I)	생물(J)	섬유(K)	요업(L)	화학(M)	의료(P)	품질경영(Q)	수송기계(R)	서비스(S)	물류(T)	조선(V)	항공우주(W)	정보(X)
0	2001	591	1943	1342	965	278	635	251	220	0	0	580	365	2248	341	0	644	0	0	534	256	813
1	2002	688	2481	1861	1217	354	674	267	301	0	0	664	408	3016	439	0	773	0	0	582	310	1141
2	2003	817	3020	2492	1384	429	742	302	396	0	0	741	415	3460	517	0	889	0	0	637	368	1405
3	2004	905	3445	2798	1466	425	774	358	433	0	0	788	416	3705	612	0	980	0	0	689	434	1637
4	2005	982	3763	3032	1572	421	802	376	435	0	0	793	423	3906	679	0	1044	0	0	784	471	1768
5	2006	1090	4043	3131	1628	435	814	371	490	0	0	788	443	3998	703	0	1036	0	0	823	467	1798
6	2007	1130	4150	3339	1652	434	833	366	513	0	0	816	453	4091	733	0	1065	0	0	837	486	1862
7	2008	1108	4201	3395	1654	434	845	363	524	0	0	823	458	4090	737	0	1080	98	0	843	491	1918
8	2009	717	4098	3694	1641	447	851	370	498	638	68	863	479	3445	693	111	1065	108	304	834	521	1927
9	2010	730	4116	3752	1644	447	851	381	502	653	78	887	464	3460	728	111	1065	111	309	834	521	1978

	연도	기본(A)	기계(B)	전기전자(C)	금속(D)	광산(E)	건설(F)	일용품(G)	식품(H)	환경(I)	생물(J)	섬유(K)	요업(L)	화학(M)	의료(P)	품질경영(Q)	수송기계(R)	서비스(S)	물류(T)	조선(V)	항공우주(W)	정보(X)
12	2013	693	3197	3348	1288	354	808	302	546	715	78	883	474	3153	797	121	802	112	313	514	384	1600
13	2014	678	3180	3429	1245	356	793	279	546	940	78	873	464	3153	793	124	769	115	326	448	321	1609
14	2015	675	3132	3433	1216	358	784	263	557	944	78	863	466	3127	801	127	761	121	320	443	342	1581
15	2016	670	3111	3492	1200	361	770	259	558	689	76	884	483	3152	808	132	735	128	314	462	203	1662
16	2017	663	3122	3577	1204	357	778	259	564	703	76	890	483	3152	808	133	720	126	313	472	203	1679
17	2018	680	3111	3690	1222	349	774	284	571	713	73	876	485	3135	802	143	727	130	314	487	208	1733
18	2019	684	3148	3731	1213	349	775	283	573	733	78	903	485	3138	827	151	733	130	314	498	208	1780
19	2020	685	3206	3733	1180	348	782	264	580	759	79	915	497	3152	876	146	745	131	316	502	209	1811
20	2021	692	3266	3814	1190	344	784	273	579	783	84	902	497	3172	894	151	768	131	316	510	209	1840
21	2022	702	3246	3914	1210	339	785	282	585	787	83	944	498	3164	877	158	780	130	319	522	208	1903

Overview

Variables

Sample