gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	6327
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	698.3 KiB
Average record size in memory	113.0 B

Variable types

Numeric	8
Categorical	4
Text	1

Dataset

Description	서울 강서 도매시장에서 거래되는 품목을 매일 조사(약 300개 품종), 품목별 등급(특,상,중,하), 가격(최고가, 최저가, 평균가) 등의 정보를 서비스하며, 일부품목은 농수산물 표준코드와 상이할 수 있음 금주 토요일정보는 매주 월요일에 갱신됨
Author	농림수산식품교육문화정보원
URL	https://data.mafra.go.kr/opendata/data/indexOpenDataDetail.do?data_id=20220209000000001733

Alerts

`GRAD` is highly overall correlated with `GRAD_CD`	High correlation
`GRAD_CD` is highly overall correlated with `GRAD`	High correlation
`PRDLST_CD` is highly overall correlated with `SPCIES_CD` and 1 other fields	High correlation
`SPCIES_CD` is highly overall correlated with `PRDLST_CD` and 1 other fields	High correlation
`DELNG_BUNDLE_QY` is highly overall correlated with `PRDLST_NM` and 1 other fields	High correlation
`STNDRD_CD` is highly overall correlated with `PRDLST_NM` and 1 other fields	High correlation
`MUMM_AMT` is highly overall correlated with `AVRG_AMT` and 1 other fields	High correlation
`AVRG_AMT` is highly overall correlated with `MUMM_AMT` and 1 other fields	High correlation
`MXMM_AMT` is highly overall correlated with `MUMM_AMT` and 1 other fields	High correlation
`PRDLST_NM` is highly overall correlated with `PRDLST_CD` and 4 other fields	High correlation
`STNDRD` is highly overall correlated with `DELNG_BUNDLE_QY` and 2 other fields	High correlation
`STNDRD` is highly imbalanced (67.4%)	Imbalance

Reproduction

Analysis started	2023-12-11 03:51:53.775478
Analysis finished	2023-12-11 03:52:06.028555
Duration	12.25 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

EXAMIN_DE
Real number (ℝ)

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20220516

Minimum	20220502
Maximum	20220531
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.7 KiB

Quantile statistics

Minimum	20220502
5-th percentile	20220503
Q1	20220510
median	20220517
Q3	20220524
95-th percentile	20220530
Maximum	20220531
Range	29
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.6855624
Coefficient of variation (CV)	4.2954206 × 10^-7
Kurtosis	-1.1390255
Mean	20220516
Median Absolute Deviation (MAD)	7
Skewness	-0.020189895
Sum	1.2793521 × 10¹¹
Variance	75.438994
Monotonicity	Increasing

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
20220503	311	4.9%
20220520	309	4.9%
20220510	308	4.9%
20220519	308	4.9%
20220509	307	4.9%
20220505	306	4.8%
20220531	304	4.8%
20220513	304	4.8%
20220502	302	4.8%
20220523	301	4.8%
Other values (11)	3267	51.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20220502	302	4.8%
20220503	311	4.9%
20220505	306	4.8%
20220506	294	4.6%
20220509	307	4.9%
20220510	308	4.9%
20220511	300	4.7%
20220512	301	4.8%
20220513	304	4.8%
20220516	300	4.7%

Value	Count	Frequency (%)
20220531	304	4.8%
20220530	297	4.7%
20220527	300	4.7%
20220526	295	4.7%
20220525	295	4.7%
20220524	297	4.7%
20220523	301	4.8%
20220520	309	4.9%
20220519	308	4.9%
20220518	294	4.6%

PRDLST_NM
Categorical

HIGH CORRELATION

Distinct	50
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	49.6 KiB

복숭아	924
사과	521
수박	336
오이	262
상추	252
Other values (45)	4032

Length

Max length	12
Median length	2
Mean length	2.6941679
Min length	1

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	만감
2nd row	만감
3rd row	망고
4th row	망고
5th row	망고

Common Values

Value	Count	Frequency (%)
복숭아	924	14.6%
사과	521	8.2%
수박	336	5.3%
오이	262	4.1%
상추	252	4.0%
호박	251	4.0%
포도	224	3.5%
감귤	168	2.7%
고구마	168	2.7%
피망(단고추)	168	2.7%
Other values (40)	3053	48.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
복숭아	924	14.6%
사과	521	8.2%
수박	336	5.3%
오이	262	4.1%
상추	252	4.0%
호박	251	4.0%
포도	224	3.5%
감귤	168	2.7%
고구마	168	2.7%
피망(단고추	168	2.7%
Other values (40)	3053	48.3%

PRDLST_CD
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	875.68468

Minimum	501
Maximum	1711
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.7 KiB

Quantile statistics

Minimum	501
5-th percentile	601
Q1	604
median	805
Q3	1011
95-th percentile	1306
Maximum	1711
Range	1210
Interquartile range (IQR)	407

Descriptive statistics

Standard deviation	282.83627
Coefficient of variation (CV)	0.32298872
Kurtosis	0.061763036
Mean	875.68468
Median Absolute Deviation (MAD)	201
Skewness	0.76125363
Sum	5540457
Variance	79996.357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
604	924	14.6%
601	521	8.2%
801	336	5.3%
901	262	4.1%
1005	252	4.0%
902	251	4.0%
603	224	3.5%
614	168	2.7%
502	168	2.7%
1302	168	2.7%
Other values (40)	3053	48.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
501	84	1.3%
502	168	2.7%
601	521	8.2%
602	84	1.3%
603	224	3.5%
604	924	14.6%
605	84	1.3%
614	168	2.7%
615	92	1.5%
625	16	0.3%

Value	Count	Frequency (%)
1711	84	1.3%
1704	84	1.3%
1406	1	< 0.1%
1403	21	0.3%
1326	84	1.3%
1306	63	1.0%
1305	30	0.5%
1303	63	1.0%
1302	168	2.7%
1301	63	1.0%

SPCIES_NM
Text

Distinct	77
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	49.6 KiB

Length

Max length	11
Median length	7
Mean length	4.4338549
Min length	2

Characters and Unicode

Total characters	28053
Distinct characters	130
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	한라봉
2nd row	한라봉
3rd row	망고(수입)
4th row	망고(수입)
5th row	망고(수입)

Value	Count	Frequency (%)
수박(일반	336	5.3%
홍로	252	4.0%
시금치(일반	168	2.7%
유명	168	2.7%
황도	168	2.7%
하우스감귤	168	2.7%
천도	168	2.7%
토마토(일반	147	2.3%
취청	134	2.1%
깻잎(일반	126	2.0%
Other values (67)	4492	71.0%

Most occurring characters

Value	Count	Frequency (%)
(	2447	8.7%
)	2447	8.7%
일	2216	7.9%
반	2216	7.9%
고	735	2.6%
추	720	2.6%
박	671	2.4%
도	588	2.1%
수	567	2.0%
리	525	1.9%
Other values (120)	14921	53.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	23159	82.6%
Open Punctuation	2447	8.7%
Close Punctuation	2447	8.7%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
일	2216	9.6%
반	2216	9.6%
고	735	3.2%
추	720	3.1%
박	671	2.9%
도	588	2.5%
수	567	2.4%
리	525	2.3%
홍	504	2.2%
마	498	2.2%
Other values (118)	13919	60.1%

Open Punctuation

Value	Count	Frequency (%)
(	2447	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2447	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	23159	82.6%
Common	4894	17.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
일	2216	9.6%
반	2216	9.6%
고	735	3.2%
추	720	3.1%
박	671	2.9%
도	588	2.5%
수	567	2.4%
리	525	2.3%
홍	504	2.2%
마	498	2.2%
Other values (118)	13919	60.1%

Common

Value	Count	Frequency (%)
(	2447	50.0%
)	2447	50.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	23159	82.6%
ASCII	4894	17.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
(	2447	50.0%
)	2447	50.0%

Hangul

Value	Count	Frequency (%)
일	2216	9.6%
반	2216	9.6%
고	735	3.2%
추	720	3.1%
박	671	2.9%
도	588	2.5%
수	567	2.4%
리	525	2.3%
홍	504	2.2%
마	498	2.2%
Other values (118)	13919	60.1%

SPCIES_CD
Real number (ℝ)

HIGH CORRELATION

Distinct	77
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87575.588

Minimum	50101
Maximum	171101
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.7 KiB

Quantile statistics

Minimum	50101
5-th percentile	60103
Q1	60419
median	80501
Q3	101101
95-th percentile	130601
Maximum	171101
Range	121000
Interquartile range (IQR)	40682

Descriptive statistics

Standard deviation	28278.991
Coefficient of variation (CV)	0.32290952
Kurtosis	0.062573699
Mean	87575.588
Median Absolute Deviation (MAD)	20093
Skewness	0.7615479
Sum	5.5409074 × 10⁸
Variance	7.9970136 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80101	336	5.3%
60117	252	4.0%
60447	168	2.7%
60408	168	2.7%
60410	168	2.7%
100801	168	2.7%
61405	168	2.7%
80301	147	2.3%
90101	134	2.1%
101101	126	2.0%
Other values (67)	4492	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50101	84	1.3%
50201	84	1.3%
50204	84	1.3%
60103	101	1.6%
60104	84	1.3%
60114	84	1.3%
60117	252	4.0%
60201	84	1.3%
60301	84	1.3%
60302	84	1.3%

Value	Count	Frequency (%)
171101	84	1.3%
170401	84	1.3%
140601	1	< 0.1%
140302	21	0.3%
132603	63	1.0%
132602	21	0.3%
130601	63	1.0%
130501	30	0.5%
130301	63	1.0%
130202	84	1.3%

GRAD
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	49.6 KiB

상	1746
보통	1704
4등	1704
특	1173

Length

Max length	2
Median length	2
Mean length	1.5386439
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	보통
2nd row	4등
3rd row	특
4th row	상
5th row	보통

Common Values

Value	Count	Frequency (%)
상	1746	27.6%
보통	1704	26.9%
4등	1704	26.9%
특	1173	18.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
상	1746	27.6%
보통	1704	26.9%
4등	1704	26.9%
특	1173	18.5%

GRAD_CD
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	49.6 KiB

12	1746
13	1704
14	1704
11	1173

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	13
2nd row	14
3rd row	11
4th row	12
5th row	13

Common Values

Value	Count	Frequency (%)
12	1746	27.6%
13	1704	26.9%
14	1704	26.9%
11	1173	18.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
12	1746	27.6%
13	1704	26.9%
14	1704	26.9%
11	1173	18.5%

DELNG_BUNDLE_QY
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.158527

Minimum	1
Maximum	500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.7 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	8
Q3	10
95-th percentile	20
Maximum	500
Range	499
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	75.674427
Coefficient of variation (CV)	3.7539661
Kurtosis	35.384885
Mean	20.158527
Median Absolute Deviation (MAD)	3
Skewness	6.0569623
Sum	127543
Variance	5726.6189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
10.0	2082	32.9%
4.0	870	13.8%
5.0	720	11.4%
2.0	538	8.5%
8.0	420	6.6%
4.5	420	6.6%
1.0	255	4.0%
3.0	231	3.7%
15.0	223	3.5%
20.0	217	3.4%
Other values (4)	351	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.0	255	4.0%
2.0	538	8.5%
3.0	231	3.7%
4.0	870	13.8%
4.5	420	6.6%
5.0	720	11.4%
6.0	84	1.3%
8.0	420	6.6%
10.0	2082	32.9%
15.0	223	3.5%

Value	Count	Frequency (%)
500.0	150	2.4%
100.0	87	1.4%
20.0	217	3.4%
16.0	30	0.5%
15.0	223	3.5%
10.0	2082	32.9%
8.0	420	6.6%
6.0	84	1.3%
5.0	720	11.4%
4.5	420	6.6%

STNDRD
Categorical

HIGH CORRELATION IMBALANCE

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	49.6 KiB

kg 상자	5424
kg 단	183
kg 개	168
개	167
g 단	153
Other values (3)	232

Length

Max length	7
Median length	6
Mean length	5.7739845
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	kg 상자
2nd row	kg 상자
3rd row	kg 상자
4th row	kg 상자
5th row	kg 상자

Common Values

Value	Count	Frequency (%)
kg 상자	5424	85.7%
kg 단	183	2.9%
kg 개	168	2.7%
개	167	2.6%
g 단	153	2.4%
kg	85	1.3%
kg 그물망	84	1.3%
kg PP대	63	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
kg	6007	48.4%
상자	5424	43.7%
단	336	2.7%
개	335	2.7%
g	153	1.2%
그물망	84	0.7%
pp대	63	0.5%

STNDRD_CD
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	119448.59

Minimum	101200
Maximum	121200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.7 KiB

Quantile statistics

Minimum	101200
5-th percentile	111100
Q1	120100
median	120100
Q3	120100
95-th percentile	121100
Maximum	121200
Range	20000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3320.9712
Coefficient of variation (CV)	0.027802516
Kurtosis	22.061789
Mean	119448.59
Median Absolute Deviation (MAD)	0
Skewness	-4.751159
Sum	7.557512 × 10⁸
Variance	11028850
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
120100	5424	85.7%
121100	183	2.9%
121200	168	2.7%
101200	167	2.6%
111100	153	2.4%
120000	85	1.3%
120500	84	1.3%
120400	63	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101200	167	2.6%
111100	153	2.4%
120000	85	1.3%
120100	5424	85.7%
120400	63	1.0%
120500	84	1.3%
121100	183	2.9%
121200	168	2.7%

Value	Count	Frequency (%)
121200	168	2.7%
121100	183	2.9%
120500	84	1.3%
120400	63	1.0%
120100	5424	85.7%
120000	85	1.3%
111100	153	2.4%
101200	167	2.6%

MUMM_AMT
Real number (ℝ)

HIGH CORRELATION

Distinct	366
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16565.357

Minimum	300
Maximum	123000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.7 KiB

Quantile statistics

Minimum	300
5-th percentile	1500
Q1	6000
median	12000
Q3	21000
95-th percentile	47000
Maximum	123000
Range	122700
Interquartile range (IQR)	15000

Descriptive statistics

Standard deviation	16745.129
Coefficient of variation (CV)	1.0108523
Kurtosis	9.8274541
Mean	16565.357
Median Absolute Deviation (MAD)	7000
Skewness	2.7057604
Sum	1.0480901 × 10⁸
Variance	2.8039935 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11000	245	3.9%
8000	235	3.7%
5000	227	3.6%
10000	218	3.4%
20000	204	3.2%
6000	197	3.1%
13000	188	3.0%
12000	178	2.8%
4000	166	2.6%
3000	165	2.6%
Other values (356)	4304	68.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
300	1	< 0.1%
400	1	< 0.1%
450	1	< 0.1%
500	25	0.4%
550	2	< 0.1%
560	3	< 0.1%
570	1	< 0.1%
600	7	0.1%
625	1	< 0.1%
650	3	< 0.1%

Value	Count	Frequency (%)
123000	1	< 0.1%
122000	1	< 0.1%
121000	1	< 0.1%
117000	1	< 0.1%
114800	19	0.3%
113000	1	< 0.1%
110000	2	< 0.1%
103000	1	< 0.1%
100450	19	0.3%
100000	7	0.1%

AVRG_AMT
Real number (ℝ)

HIGH CORRELATION

Distinct	2938
Distinct (%)	46.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18541.012

Minimum	529
Maximum	123000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.7 KiB

Quantile statistics

Minimum	529
5-th percentile	1943.6
Q1	7500
median	14111
Q3	23497
95-th percentile	48596.5
Maximum	123000
Range	122471
Interquartile range (IQR)	15997

Descriptive statistics

Standard deviation	17250.889
Coefficient of variation (CV)	0.93041785
Kurtosis	8.8425193
Mean	18541.012
Median Absolute Deviation (MAD)	7368
Skewness	2.5797071
Sum	1.1730898 × 10⁸
Variance	2.9759317 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20000	78	1.2%
13000	70	1.1%
11000	69	1.1%
21000	69	1.1%
28000	64	1.0%
12000	62	1.0%
32000	58	0.9%
13500	55	0.9%
24000	52	0.8%
8000	49	0.8%
Other values (2928)	5701	90.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
529	1	< 0.1%
600	1	< 0.1%
626	1	< 0.1%
643	1	< 0.1%
657	1	< 0.1%
677	1	< 0.1%
720	1	< 0.1%
725	1	< 0.1%
765	1	< 0.1%
781	1	< 0.1%

Value	Count	Frequency (%)
123000	1	< 0.1%
122500	1	< 0.1%
121500	1	< 0.1%
117500	1	< 0.1%
114800	19	0.3%
113231	1	< 0.1%
110000	2	< 0.1%
108800	1	< 0.1%
104294	19	0.3%
103000	1	< 0.1%

MXMM_AMT
Real number (ℝ)

HIGH CORRELATION

Distinct	393
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20256.251

Minimum	570
Maximum	123000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.7 KiB

Quantile statistics

Minimum	570
5-th percentile	2365.7
Q1	9000
median	15500
Q3	25000
95-th percentile	53000
Maximum	123000
Range	122430
Interquartile range (IQR)	16000

Descriptive statistics

Standard deviation	18295.795
Coefficient of variation (CV)	0.90321725
Kurtosis	8.1372699
Mean	20256.251
Median Absolute Deviation (MAD)	8200
Skewness	2.4813322
Sum	1.281613 × 10⁸
Variance	3.3473611 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11000	241	3.8%
20000	226	3.6%
13000	204	3.2%
14000	187	3.0%
12000	179	2.8%
8000	178	2.8%
28000	178	2.8%
16000	164	2.6%
9000	150	2.4%
5000	146	2.3%
Other values (383)	4474	70.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
570	1	< 0.1%
600	1	< 0.1%
750	2	< 0.1%
800	2	< 0.1%
850	2	< 0.1%
890	1	< 0.1%
900	3	< 0.1%
950	3	< 0.1%
960	1	< 0.1%
1000	10	0.2%

Value	Count	Frequency (%)
123000	2	< 0.1%
122000	1	< 0.1%
121000	2	< 0.1%
118000	1	< 0.1%
117000	1	< 0.1%
114800	38	0.6%
113000	1	< 0.1%
110000	3	< 0.1%
103000	2	< 0.1%
102000	1	< 0.1%

Heatmap
Table

	EXAMIN_DE	PRDLST_NM	PRDLST_CD	SPCIES_NM	SPCIES_CD	GRAD	GRAD_CD	DELNG_BUNDLE_QY	STNDRD	STNDRD_CD	MUMM_AMT	AVRG_AMT	MXMM_AMT
EXAMIN_DE	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.067	0.087
PRDLST_NM	0.000	1.000	1.000	1.000	1.000	0.288	0.288	0.887	0.964	0.951	0.769	0.792	0.823
PRDLST_CD	0.000	1.000	1.000	1.000	1.000	0.166	0.166	0.619	0.639	0.347	0.433	0.441	0.474
SPCIES_NM	0.000	1.000	1.000	1.000	1.000	0.275	0.275	0.986	0.986	0.936	0.826	0.838	0.873
SPCIES_CD	0.000	1.000	1.000	1.000	1.000	0.166	0.166	0.619	0.639	0.347	0.433	0.441	0.474
GRAD	0.000	0.288	0.166	0.275	0.166	1.000	1.000	0.000	0.062	0.000	0.416	0.337	0.282
GRAD_CD	0.000	0.288	0.166	0.275	0.166	1.000	1.000	0.000	0.062	0.000	0.416	0.337	0.282
DELNG_BUNDLE_QY	0.000	0.887	0.619	0.986	0.619	0.000	0.000	1.000	0.882	1.000	0.201	0.239	0.260
STNDRD	0.000	0.964	0.639	0.986	0.639	0.062	0.062	0.882	1.000	1.000	0.274	0.305	0.315
STNDRD_CD	0.000	0.951	0.347	0.936	0.347	0.000	0.000	1.000	1.000	1.000	0.195	0.225	0.255
MUMM_AMT	0.007	0.769	0.433	0.826	0.433	0.416	0.416	0.201	0.274	0.195	1.000	0.989	0.962
AVRG_AMT	0.067	0.792	0.441	0.838	0.441	0.337	0.337	0.239	0.305	0.225	0.989	1.000	0.981
MXMM_AMT	0.087	0.823	0.474	0.873	0.474	0.282	0.282	0.260	0.315	0.255	0.962	0.981	1.000

Heatmap
Table

	PRDLST_NM	GRAD	GRAD_CD	STNDRD
PRDLST_NM	1.000	0.147	0.147	0.792
GRAD	0.147	1.000	1.000	0.028
GRAD_CD	0.147	1.000	1.000	0.028
STNDRD	0.792	0.028	0.028	1.000

Heatmap
Table

	EXAMIN_DE	PRDLST_CD	SPCIES_CD	DELNG_BUNDLE_QY	STNDRD_CD	MUMM_AMT	AVRG_AMT	MXMM_AMT	PRDLST_NM	GRAD	GRAD_CD	STNDRD
EXAMIN_DE	1.000	-0.013	-0.013	0.016	-0.004	-0.018	-0.020	-0.019	0.000	0.000	0.000	0.000
PRDLST_CD	-0.013	1.000	0.998	-0.227	0.059	-0.073	-0.085	-0.083	0.997	0.107	0.107	0.381
SPCIES_CD	-0.013	0.998	1.000	-0.227	0.059	-0.074	-0.086	-0.085	0.997	0.107	0.107	0.381
DELNG_BUNDLE_QY	0.016	-0.227	-0.227	1.000	-0.248	0.330	0.368	0.369	0.700	0.000	0.000	0.854
STNDRD_CD	-0.004	0.059	0.059	-0.248	1.000	0.123	0.100	0.092	0.711	0.006	0.006	1.000
MUMM_AMT	-0.018	-0.073	-0.074	0.330	0.123	1.000	0.961	0.927	0.361	0.261	0.261	0.134
AVRG_AMT	-0.020	-0.085	-0.086	0.368	0.100	0.961	1.000	0.989	0.385	0.207	0.207	0.151
MXMM_AMT	-0.019	-0.083	-0.085	0.369	0.092	0.927	0.989	1.000	0.422	0.172	0.172	0.156
PRDLST_NM	0.000	0.997	0.997	0.700	0.711	0.361	0.385	0.422	1.000	0.147	0.147	0.792
GRAD	0.000	0.107	0.107	0.000	0.006	0.261	0.207	0.172	0.147	1.000	1.000	0.028
GRAD_CD	0.000	0.107	0.107	0.000	0.006	0.261	0.207	0.172	0.147	1.000	1.000	0.028
STNDRD	0.000	0.381	0.381	0.854	1.000	0.134	0.151	0.156	0.792	0.028	0.028	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	EXAMIN_DE	PRDLST_NM	PRDLST_CD	SPCIES_NM	SPCIES_CD	GRAD	GRAD_CD	DELNG_BUNDLE_QY	STNDRD	STNDRD_CD	MUMM_AMT	AVRG_AMT	MXMM_AMT
0	20220502	만감	615	한라봉	61504	보통	13	3.0	kg 상자	120100	12500	12554	13000
1	20220502	만감	615	한라봉	61504	4등	14	3.0	kg 상자	120100	8000	10910	12500
2	20220502	망고	636	망고(수입)	63698	특	11	5.0	kg 상자	120100	39000	39000	39000
3	20220502	망고	636	망고(수입)	63698	상	12	5.0	kg 상자	120100	39000	39000	39000
4	20220502	망고	636	망고(수입)	63698	보통	13	5.0	kg 상자	120100	38000	38765	39000
5	20220502	망고	636	망고(수입)	63698	4등	14	5.0	kg 상자	120100	36500	37000	38000
6	20220502	수박	801	수박(일반)	80101	특	11	1.0	kg	120000	3120	3582	3833
7	20220502	수박	801	수박(일반)	80101	상	12	1.0	kg	120000	2625	2958	3120
8	20220502	수박	801	수박(일반)	80101	보통	13	1.0	kg	120000	1400	2074	2625
9	20220502	수박	801	수박(일반)	80101	4등	14	1.0	kg	120000	750	916	1400

	EXAMIN_DE	PRDLST_NM	PRDLST_CD	SPCIES_NM	SPCIES_CD	GRAD	GRAD_CD	DELNG_BUNDLE_QY	STNDRD	STNDRD_CD	MUMM_AMT	AVRG_AMT	MXMM_AMT
6317	20220531	감귤	614	하우스감귤	61405	4등	14	5.0	kg 상자	120100	13000	13333	13500
6318	20220531	만감	615	한라봉	61504	특	11	3.0	kg 상자	120100	13000	13000	13000
6319	20220531	만감	615	한라봉	61504	상	12	3.0	kg 상자	120100	13000	13000	13000
6320	20220531	만감	615	한라봉	61504	보통	13	3.0	kg 상자	120100	12500	12554	13000
6321	20220531	만감	615	한라봉	61504	4등	14	3.0	kg 상자	120100	8000	10910	12500
6322	20220531	매실	625	매실(일반)	62501	특	11	10.0	kg 상자	120100	28000	33385	42000
6323	20220531	매실	625	매실(일반)	62501	상	12	10.0	kg 상자	120100	22000	22237	28000
6324	20220531	매실	625	매실(일반)	62501	보통	13	10.0	kg 상자	120100	13500	15100	22000
6325	20220531	매실	625	매실(일반)	62501	4등	14	10.0	kg 상자	120100	3000	9667	13500
6326	20220531	망고	636	망고(수입)	63698	특	11	5.0	kg 상자	120100	52500	52500	52500

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample