gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	150
Missing cells	155
Missing cells (%)	5.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	25.5 KiB
Average record size in memory	173.9 B

Variable types

Numeric	10
Categorical	8
Boolean	1
Text	1

Dataset

Description	Sample
Author	고려대학교 세종산학협력단
URL	https://www.bigdata-telecom.kr/invoke/SOKBP2603/?goodsCode=KRUBULD0000000000001

Alerts

`LNDPCL_ESNTL_NO` has constant value ""	Constant
`LEGALDONG_CODE` has constant value ""	Constant
`LEGALDONG_NM` has constant value ""	Constant
`BILD_STRCTU_NM` is highly overall correlated with `BILD_STRCTU_CODE` and 2 other fields	High correlation
`SPCL_LAD_CODE` is highly overall correlated with `USE_CONFM_DT` and 7 other fields	High correlation
`BILD_PRPOS_NM` is highly overall correlated with `BILD_AR` and 5 other fields	High correlation
`SPCL_LAD_SE` is highly overall correlated with `USE_CONFM_DT` and 7 other fields	High correlation
`VIOLT_BILD_AT` is highly overall correlated with `SPCL_LAD_CODE` and 1 other fields	High correlation
`BILD_PRPOS_CODE` is highly overall correlated with `BILD_AR` and 5 other fields	High correlation
`GIS_BULD_UNITY_NO` is highly overall correlated with `BILD_AR` and 6 other fields	High correlation
`BILD_AR` is highly overall correlated with `GIS_BULD_UNITY_NO` and 8 other fields	High correlation
`USE_CONFM_DT` is highly overall correlated with `GIS_BULD_UNITY_NO` and 7 other fields	High correlation
`TOTAR` is highly overall correlated with `GIS_BULD_UNITY_NO` and 5 other fields	High correlation
`PLOT_AR` is highly overall correlated with `GIS_BULD_UNITY_NO` and 8 other fields	High correlation
`HG` is highly overall correlated with `GIS_BULD_UNITY_NO` and 6 other fields	High correlation
`BDTLDR` is highly overall correlated with `GIS_BULD_UNITY_NO` and 4 other fields	High correlation
`FLOR_AREA_RAT` is highly overall correlated with `GIS_BULD_UNITY_NO` and 6 other fields	High correlation
`BILD_ID` is highly overall correlated with `SPCL_LAD_CODE` and 3 other fields	High correlation
`BILD_STRCTU_CODE` is highly overall correlated with `SPCL_LAD_CODE` and 2 other fields	High correlation
`VIOLT_BILD_AT` is highly imbalanced (82.8%)	Imbalance
`SPCL_LAD_CODE` is highly imbalanced (70.0%)	Imbalance
`SPCL_LAD_SE` is highly imbalanced (70.0%)	Imbalance
`USE_CONFM_DT` has 46 (30.7%) missing values	Missing
`BILD_ID` has 33 (22.0%) missing values	Missing
`VIOLT_BILD_AT` has 33 (22.0%) missing values	Missing
`REFRN_SYSTM_CNTC_CODE` has 10 (6.7%) missing values	Missing
`BILD_STRCTU_CODE` has 33 (22.0%) missing values	Missing
`BILD_AR` has 80 (53.3%) zeros	Zeros
`TOTAR` has 33 (22.0%) zeros	Zeros
`PLOT_AR` has 101 (67.3%) zeros	Zeros
`HG` has 100 (66.7%) zeros	Zeros
`BDTLDR` has 87 (58.0%) zeros	Zeros
`FLOR_AREA_RAT` has 87 (58.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 06:41:46.481165
Analysis finished	2023-12-10 06:42:04.806914
Duration	18.33 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

GIS_BULD_UNITY_NO
Real number (ℝ)

HIGH CORRELATION

Distinct	96
Distinct (%)	64.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3744725 × 10²⁷

Minimum	1.96897 × 10²³
Maximum	2.0122 × 10²⁷
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1.96897 × 10²³
5-th percentile	1.9703735 × 10²³
Q1	1.9740875 × 10²³
median	1.9672 × 10²⁷
Q3	1.99295 × 10²⁷
95-th percentile	2.0072 × 10²⁷
Maximum	2.0122 × 10²⁷
Range	2.0120031 × 10²⁷
Interquartile range (IQR)	1.9927526 × 10²⁷

Descriptive statistics

Standard deviation	9.1718416 × 10²⁶
Coefficient of variation (CV)	0.66729904
Kurtosis	-1.3002706
Mean	1.3744725 × 10²⁷
Median Absolute Deviation (MAD)	3.1 × 10²⁵
Skewness	-0.8460238
Sum	2.0617087 × 10²⁹
Variance	8.4122679 × 10⁵³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.0011999999999997e+27	6	4.0%
1.9652e+27	4	2.7%
1.9661999999999997e+27	4	2.7%
1.9911999999999998e+27	4	2.7%
1.9601999999999998e+27	4	2.7%
1.9951999999999998e+27	4	2.7%
1.9741999999999998e+27	4	2.7%
2.0002e+27	3	2.0%
2.0021999999999998e+27	3	2.0%
1.9671999999999998e+27	3	2.0%
Other values (86)	111	74.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.96897e+23	1	0.7%
1.96903e+23	1	0.7%
1.96925e+23	1	0.7%
1.96972e+23	1	0.7%
1.96974e+23	2	1.3%
1.97004e+23	1	0.7%
1.97036e+23	1	0.7%
1.97039e+23	1	0.7%
1.97042e+23	1	0.7%
1.97114e+23	1	0.7%

Value	Count	Frequency (%)
2.0121999999999998e+27	1	0.7%
2.0111999999999997e+27	1	0.7%
2.0102e+27	2	1.3%
2.0091999999999998e+27	2	1.3%
2.0081999999999997e+27	1	0.7%
2.0072e+27	2	1.3%
2.0061999999999999e+27	1	0.7%
2.0051999999999998e+27	2	1.3%
2.0041999999999997e+27	1	0.7%
2.0032e+27	3	2.0%

LNDPCL_ESNTL_NO
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1111010000000000000	150

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1111010000000000000
2nd row	1111010000000000000
3rd row	1111010000000000000
4th row	1111010000000000000
5th row	1111010000000000000

Common Values

Value	Count	Frequency (%)
1111010000000000000	150	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1111010000000000000	150	100.0%

BILD_AR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	47.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113.6188

Minimum	0
Maximum	2749.71
Zeros	80
Zeros (%)	53.3%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	124.6
95-th percentile	432.4865
Maximum	2749.71
Range	2749.71
Interquartile range (IQR)	124.6

Descriptive statistics

Standard deviation	303.54282
Coefficient of variation (CV)	2.6715897
Kurtosis	43.755067
Mean	113.6188
Median Absolute Deviation (MAD)	0
Skewness	6.0168192
Sum	17042.82
Variance	92138.243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	80	53.3%
175.66	1	0.7%
124.21	1	0.7%
247.93	1	0.7%
59.0	1	0.7%
158.68	1	0.7%
135.47	1	0.7%
176.06	1	0.7%
130.07	1	0.7%
195.97	1	0.7%
Other values (61)	61	40.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	80	53.3%
32.99	1	0.7%
36.8	1	0.7%
43.66	1	0.7%
46.13	1	0.7%
48.61	1	0.7%
52.89	1	0.7%
53.98	1	0.7%
56.53	1	0.7%
57.67	1	0.7%

Value	Count	Frequency (%)
2749.71	1	0.7%
1622.25	1	0.7%
1395.19	1	0.7%
982.32	1	0.7%
572.4	1	0.7%
548.74	1	0.7%
499.6	1	0.7%
440.78	1	0.7%
422.35	1	0.7%
382.09	1	0.7%

USE_CONFM_DT
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	101
Distinct (%)	97.1%
Missing	46
Missing (%)	30.7%
Infinite	0
Infinite (%)	0.0%
Mean	19822054

Minimum	19360611
Maximum	20120214
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	19360611
5-th percentile	19491874
Q1	19661171
median	19866074
Q3	20000947
95-th percentile	20089446
Maximum	20120214
Range	759603
Interquartile range (IQR)	339776

Descriptive statistics

Standard deviation	195245.76
Coefficient of variation (CV)	0.0098499254
Kurtosis	-0.6953689
Mean	19822054
Median Absolute Deviation (MAD)	154701
Skewness	-0.4343216
Sum	2.0614937 × 10⁹
Variance	3.8120906 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19881111	2	1.3%
20071211	2	1.3%
19911202	2	1.3%
19790207	1	0.7%
19641125	1	0.7%
19920718	1	0.7%
19740826	1	0.7%
19901123	1	0.7%
19540908	1	0.7%
19480411	1	0.7%
Other values (91)	91	60.7%
(Missing)	46	30.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19360611	1	0.7%
19360728	1	0.7%
19371119	1	0.7%
19381116	1	0.7%
19480411	1	0.7%
19490330	1	0.7%
19500625	1	0.7%
19540908	1	0.7%
19550510	1	0.7%
19551101	1	0.7%

Value	Count	Frequency (%)
20120214	1	0.7%
20111206	1	0.7%
20100430	1	0.7%
20100105	1	0.7%
20091130	1	0.7%
20091023	1	0.7%
20080507	1	0.7%
20071211	2	1.3%
20060224	1	0.7%
20050430	1	0.7%

TOTAR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	116
Distinct (%)	77.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	513.41893

Minimum	0
Maximum	12957.62
Zeros	33
Zeros (%)	22.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	46.28
median	179.16
Q3	375.2325
95-th percentile	2099.2445
Maximum	12957.62
Range	12957.62
Interquartile range (IQR)	328.9525

Descriptive statistics

Standard deviation	1316.8304
Coefficient of variation (CV)	2.5648264
Kurtosis	55.554948
Mean	513.41893
Median Absolute Deviation (MAD)	155.585
Skewness	6.6112282
Sum	77012.84
Variance	1734042.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	33	22.0%
46.28	2	1.3%
39.67	2	1.3%
328.04	1	0.7%
199.29	1	0.7%
563.64	1	0.7%
208.27	1	0.7%
254.78	1	0.7%
1461.19	1	0.7%
182.02	1	0.7%
Other values (106)	106	70.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	33	22.0%
23.14	1	0.7%
29.75	1	0.7%
39.67	2	1.3%
46.28	2	1.3%
47.27	1	0.7%
56.2	1	0.7%
59.5	1	0.7%
60.51	1	0.7%
62.81	1	0.7%

Value	Count	Frequency (%)
12957.62	1	0.7%
5653.83	1	0.7%
4686.15	1	0.7%
3886.43	1	0.7%
3214.08	1	0.7%
2662.33	1	0.7%
2283.68	1	0.7%
2172.32	1	0.7%
2009.93	1	0.7%
1915.44	1	0.7%

PLOT_AR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	49
Distinct (%)	32.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	298.60687

Minimum	0
Maximum	9585.5
Zeros	101
Zeros (%)	67.3%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	133.58
95-th percentile	910.77
Maximum	9585.5
Range	9585.5
Interquartile range (IQR)	133.58

Descriptive statistics

Standard deviation	1177.7285
Coefficient of variation (CV)	3.9440771
Kurtosis	37.788404
Mean	298.60687
Median Absolute Deviation (MAD)	0
Skewness	5.9844365
Sum	44791.03
Variance	1387044.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0.0	101	67.3%
6036.7	2	1.3%
148.4	1	0.7%
104.8	1	0.7%
689.32	1	0.7%
137.7	1	0.7%
243.03	1	0.7%
165.12	1	0.7%
150.9	1	0.7%
6659.0	1	0.7%
Other values (39)	39	26.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	101	67.3%
78.91	1	0.7%
80.12	1	0.7%
83.2	1	0.7%
92.42	1	0.7%
100.14	1	0.7%
104.8	1	0.7%
111.5	1	0.7%
113.4	1	0.7%
113.7	1	0.7%

Value	Count	Frequency (%)
9585.5	1	0.7%
6659.0	1	0.7%
6036.7	2	1.3%
1479.65	1	0.7%
1286.0	1	0.7%
1104.1	1	0.7%
1057.2	1	0.7%
731.8	1	0.7%
689.32	1	0.7%
655.2	1	0.7%

HG
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	31.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7360667

Minimum	0
Maximum	19.9
Zeros	100
Zeros (%)	66.7%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7.9875
95-th percentile	15.265
Maximum	19.9
Range	19.9
Interquartile range (IQR)	7.9875

Descriptive statistics

Standard deviation	5.7479308
Coefficient of variation (CV)	1.5384979
Kurtosis	0.081195705
Mean	3.7360667
Median Absolute Deviation (MAD)	0
Skewness	1.1983961
Sum	560.41
Variance	33.038709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.0	100	66.7%
7.8	3	2.0%
15.4	2	1.3%
7.95	2	1.3%
12.4	1	0.7%
19.9	1	0.7%
6.5	1	0.7%
7.6	1	0.7%
18.7	1	0.7%
10.0	1	0.7%
Other values (37)	37	24.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	100	66.7%
4.0	1	0.7%
4.25	1	0.7%
5.85	1	0.7%
6.5	1	0.7%
6.6	1	0.7%
6.9	1	0.7%
7.6	1	0.7%
7.8	3	2.0%
7.95	2	1.3%

Value	Count	Frequency (%)
19.9	1	0.7%
19.7	1	0.7%
19.5	1	0.7%
18.7	1	0.7%
15.97	1	0.7%
15.9	1	0.7%
15.4	2	1.3%
15.1	1	0.7%
15.0	1	0.7%
14.9	1	0.7%

BDTLDR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	42.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.181867

Minimum	0
Maximum	67.37
Zeros	87
Zeros (%)	58.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	36.3625
95-th percentile	57.967
Maximum	67.37
Range	67.37
Interquartile range (IQR)	36.3625

Descriptive statistics

Standard deviation	21.95678
Coefficient of variation (CV)	1.2779042
Kurtosis	-1.0414539
Mean	17.181867
Median Absolute Deviation (MAD)	0
Skewness	0.74048675
Sum	2577.28
Variance	482.1002
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	87	58.0%
29.86	2	1.3%
36.85	1	0.7%
33.41	1	0.7%
59.35	1	0.7%
43.9	1	0.7%
63.52	1	0.7%
57.01	1	0.7%
56.32	1	0.7%
29.59	1	0.7%
Other values (53)	53	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	87	58.0%
5.83	1	0.7%
16.2	1	0.7%
23.1	1	0.7%
23.11	1	0.7%
25.65	1	0.7%
26.55	1	0.7%
26.92	1	0.7%
27.7	1	0.7%
28.29	1	0.7%

Value	Count	Frequency (%)
67.37	1	0.7%
63.52	1	0.7%
60.03	1	0.7%
59.93	1	0.7%
59.71	1	0.7%
59.69	1	0.7%
59.35	1	0.7%
58.75	1	0.7%
57.01	1	0.7%
56.45	1	0.7%

FLOR_AREA_RAT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	64
Distinct (%)	42.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.148733

Minimum	0
Maximum	303.36
Zeros	87
Zeros (%)	58.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	74.655
95-th percentile	188.0645
Maximum	303.36
Range	303.36
Interquartile range (IQR)	74.655

Descriptive statistics

Standard deviation	67.644786
Coefficient of variation (CV)	1.567712
Kurtosis	3.6461402
Mean	43.148733
Median Absolute Deviation (MAD)	0
Skewness	1.9062631
Sum	6472.31
Variance	4575.817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	87	58.0%
30.7	1	0.7%
42.92	1	0.7%
59.03	1	0.7%
294.46	1	0.7%
87.81	1	0.7%
127.05	1	0.7%
181.69	1	0.7%
268.86	1	0.7%
85.11	1	0.7%
Other values (54)	54	36.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	87	58.0%
11.52	1	0.7%
17.42	1	0.7%
23.11	1	0.7%
25.65	1	0.7%
28.29	1	0.7%
30.7	1	0.7%
36.85	1	0.7%
41.36	1	0.7%
42.82	1	0.7%

Value	Count	Frequency (%)
303.36	1	0.7%
298.55	1	0.7%
294.46	1	0.7%
268.86	1	0.7%
223.57	1	0.7%
208.99	1	0.7%
197.2	1	0.7%
193.28	1	0.7%
181.69	1	0.7%
165.56	1	0.7%

BILD_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	117
Distinct (%)	100.0%
Missing	33
Missing (%)	22.0%
Infinite	0
Infinite (%)	0.0%
Mean	20539124

Minimum	1216
Maximum	8.0000001 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1216
5-th percentile	1453.4
Q1	8393
median	15906
Q3	23357
95-th percentile	1.0018717 × 10⁸
Maximum	8.0000001 × 10⁸
Range	7.9999879 × 10⁸
Interquartile range (IQR)	14964

Descriptive statistics

Standard deviation	1.0630726 × 10⁸
Coefficient of variation (CV)	5.1758419
Kurtosis	49.421309
Mean	20539124
Median Absolute Deviation (MAD)	7513
Skewness	6.9371516
Sum	2.4030775 × 10⁹
Variance	1.1301233 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16154	1	0.7%
17030	1	0.7%
26840	1	0.7%
24928	1	0.7%
13383	1	0.7%
13251	1	0.7%
21113	1	0.7%
22424	1	0.7%
1294	1	0.7%
5644	1	0.7%
Other values (107)	107	71.3%
(Missing)	33	22.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1216	1	0.7%
1291	1	0.7%
1294	1	0.7%
1295	1	0.7%
1300	1	0.7%
1303	1	0.7%
1491	1	0.7%
2380	1	0.7%
2381	1	0.7%
2386	1	0.7%

Value	Count	Frequency (%)
800000008	1	0.7%
800000007	1	0.7%
100191587	1	0.7%
100190942	1	0.7%
100189020	1	0.7%
100187963	1	0.7%
100186968	1	0.7%
100186823	1	0.7%
100186671	1	0.7%
100179249	1	0.7%

VIOLT_BILD_AT
Boolean

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	1.7%
Missing	33
Missing (%)	22.0%
Memory size	432.0 B

False	114
True	3
(Missing)	33

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	114	76.0%
True	3	2.0%
(Missing)	33	22.0%

REFRN_SYSTM_CNTC_CODE
Text

MISSING

Distinct	138
Distinct (%)	98.6%
Missing	10
Missing (%)	6.7%
Memory size	1.3 KiB

Length

Max length	17
Median length	17
Mean length	17
Min length	17

Characters and Unicode

Total characters	2380
Distinct characters	36
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	136 ?
Unique (%)	97.1%

Sample

1st row	B00100000000TSAAJ
2nd row	B00100000000TSJK3
3rd row	B00100000000TSJ3L
4th row	B0010000000BKBU4I
5th row	B00100000000TSYLJ

Value	Count	Frequency (%)
b0010000000bkdl29	2	1.4%
b0010000000bkdqam	2	1.4%
b00100000000tsdlx	1	0.7%
b00100000000ts7x4	1	0.7%
b0010000000bq7yau	1	0.7%
b00100000000tsizh	1	0.7%
b00100000000tsl1l	1	0.7%
b00100000000ts3z2	1	0.7%
b00100000000tsldx	1	0.7%
b00100000000tsl2m	1	0.7%
Other values (128)	128	91.4%

Most occurring characters

Value	Count	Frequency (%)
0	1370	57.6%
B	195	8.2%
1	155	6.5%
T	121	5.1%
S	99	4.2%
K	58	2.4%
D	42	1.8%
Q	21	0.9%
4	20	0.8%
L	19	0.8%
Other values (26)	280	11.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1620	68.1%
Uppercase Letter	760	31.9%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	195	25.7%
T	121	15.9%
S	99	13.0%
K	58	7.6%
D	42	5.5%
Q	21	2.8%
L	19	2.5%
A	17	2.2%
J	17	2.2%
F	16	2.1%
Other values (16)	155	20.4%

Decimal Number

Value	Count	Frequency (%)
0	1370	84.6%
1	155	9.6%
4	20	1.2%
2	15	0.9%
3	14	0.9%
7	13	0.8%
5	9	0.6%
8	9	0.6%
6	8	0.5%
9	7	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	1620	68.1%
Latin	760	31.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	195	25.7%
T	121	15.9%
S	99	13.0%
K	58	7.6%
D	42	5.5%
Q	21	2.8%
L	19	2.5%
A	17	2.2%
J	17	2.2%
F	16	2.1%
Other values (16)	155	20.4%

Common

Value	Count	Frequency (%)
0	1370	84.6%
1	155	9.6%
4	20	1.2%
2	15	0.9%
3	14	0.9%
7	13	0.8%
5	9	0.6%
8	9	0.6%
6	8	0.5%
9	7	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2380	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1370	57.6%
B	195	8.2%
1	155	6.5%
T	121	5.1%
S	99	4.2%
K	58	2.4%
D	42	1.8%
Q	21	0.9%
4	20	0.8%
L	19	0.8%
Other values (26)	280	11.8%

LEGALDONG_CODE
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1111010100	150

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1111010100
2nd row	1111010100
3rd row	1111010100
4th row	1111010100
5th row	1111010100

Common Values

Value	Count	Frequency (%)
1111010100	150	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1111010100	150	100.0%

LEGALDONG_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

서울특별시 종로구 청운동	150

Length

Max length	13
Median length	13
Mean length	13
Min length	13

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	서울특별시 종로구 청운동
2nd row	서울특별시 종로구 청운동
3rd row	서울특별시 종로구 청운동
4th row	서울특별시 종로구 청운동
5th row	서울특별시 종로구 청운동

Common Values

Value	Count	Frequency (%)
서울특별시 종로구 청운동	150	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
서울특별시	150	33.3%
종로구	150	33.3%
청운동	150	33.3%

SPCL_LAD_CODE
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1	142
2	8

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	142	94.7%
2	8	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	142	94.7%
2	8	5.3%

SPCL_LAD_SE
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

일반	142
산	8

Length

Max length	2
Median length	2
Mean length	1.9466667
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	일반
2nd row	일반
3rd row	일반
4th row	일반
5th row	일반

Common Values

Value	Count	Frequency (%)
일반	142	94.7%
산	8	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
일반	142	94.7%
산	8	5.3%

BILD_PRPOS_CODE
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1000	72
<NA>	33
2000	16
4000	13
10000	5
Other values (6)	11

Length

Max length	5
Median length	4
Mean length	4.0666667
Min length	4

Unique

Unique	3 ?
Unique (%)	2.0%

Sample

1st row	<NA>
2nd row	1000
3rd row	1000
4th row	1000
5th row	1000

Common Values

Value	Count	Frequency (%)
1000	72	48.0%
<NA>	33	22.0%
2000	16	10.7%
4000	13	8.7%
10000	5	3.3%
3000	4	2.7%
11000	2	1.3%
13000	2	1.3%
Z8000	1	0.7%
5000	1	0.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1000	72	48.0%
na	33	22.0%
2000	16	10.7%
4000	13	8.7%
10000	5	3.3%
3000	4	2.7%
11000	2	1.3%
13000	2	1.3%
z8000	1	0.7%
5000	1	0.7%

BILD_PRPOS_NM
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

단독주택	72
<NA>	33
공동주택	16
제2종근린생활시설	13
교육연구시설	5
Other values (6)	11

Length

Max length	9
Median length	4
Mean length	4.7
Min length	4

Unique

Unique	3 ?
Unique (%)	2.0%

Sample

1st row	<NA>
2nd row	단독주택
3rd row	단독주택
4th row	단독주택
5th row	단독주택

Common Values

Value	Count	Frequency (%)
단독주택	72	48.0%
<NA>	33	22.0%
공동주택	16	10.7%
제2종근린생활시설	13	8.7%
교육연구시설	5	3.3%
제1종근린생활시설	4	2.7%
노유자시설	2	1.3%
운동시설	2	1.3%
교육연구및복지시설	1	0.7%
문화및집회시설	1	0.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
단독주택	72	48.0%
na	33	22.0%
공동주택	16	10.7%
제2종근린생활시설	13	8.7%
교육연구시설	5	3.3%
제1종근린생활시설	4	2.7%
노유자시설	2	1.3%
운동시설	2	1.3%
교육연구및복지시설	1	0.7%
문화및집회시설	1	0.7%

BILD_STRCTU_CODE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	6.0%
Missing	33
Missing (%)	22.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.74359

Minimum	11
Maximum	51
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	11
5-th percentile	11
Q1	11
median	21
Q3	21
95-th percentile	51
Maximum	51
Range	40
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	13.837202
Coefficient of variation (CV)	0.6084001
Kurtosis	0.2809714
Mean	22.74359
Median Absolute Deviation (MAD)	10
Skewness	1.2721767
Sum	2661
Variance	191.46817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
21	51	34.0%
11	41	27.3%
51	20	13.3%
31	2	1.3%
32	1	0.7%
13	1	0.7%
12	1	0.7%
(Missing)	33	22.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	41	27.3%
12	1	0.7%
13	1	0.7%
21	51	34.0%
31	2	1.3%
32	1	0.7%
51	20	13.3%

Value	Count	Frequency (%)
51	20	13.3%
32	1	0.7%
31	2	1.3%
21	51	34.0%
13	1	0.7%
12	1	0.7%
11	41	27.3%

BILD_STRCTU_NM
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

철근콘크리트구조	51
벽돌구조	41
<NA>	33
일반목구조	20
일반철골구조	2
Other values (3)	3

Length

Max length	8
Median length	7
Mean length	5.5266667
Min length	3

Unique

Unique	3 ?
Unique (%)	2.0%

Sample

1st row	<NA>
2nd row	벽돌구조
3rd row	벽돌구조
4th row	철근콘크리트구조
5th row	경량철골구조

Common Values

Value	Count	Frequency (%)
철근콘크리트구조	51	34.0%
벽돌구조	41	27.3%
<NA>	33	22.0%
일반목구조	20	13.3%
일반철골구조	2	1.3%
경량철골구조	1	0.7%
석구조	1	0.7%
블록구조	1	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
철근콘크리트구조	51	34.0%
벽돌구조	41	27.3%
na	33	22.0%
일반목구조	20	13.3%
일반철골구조	2	1.3%
경량철골구조	1	0.7%
석구조	1	0.7%
블록구조	1	0.7%

Heatmap
Table

	GIS_BULD_UNITY_NO	BILD_AR	USE_CONFM_DT	TOTAR	PLOT_AR	HG	BDTLDR	FLOR_AREA_RAT	BILD_ID	VIOLT_BILD_AT	SPCL_LAD_CODE	SPCL_LAD_SE	BILD_PRPOS_CODE	BILD_PRPOS_NM	BILD_STRCTU_CODE	BILD_STRCTU_NM
GIS_BULD_UNITY_NO	1.000	0.093	NaN	0.192	0.101	0.394	0.362	0.409	0.000	0.000	0.444	0.444	0.000	0.000	0.667	0.419
BILD_AR	0.093	1.000	0.000	0.960	0.837	0.636	0.000	0.000	0.792	0.000	0.000	0.000	0.820	0.820	0.128	0.000
USE_CONFM_DT	NaN	0.000	1.000	0.082	0.240	0.520	0.340	0.305	0.707	0.000	NaN	NaN	0.566	0.566	0.821	0.694
TOTAR	0.192	0.960	0.082	1.000	0.867	0.512	0.000	0.000	0.620	0.000	0.000	0.000	0.604	0.604	0.250	0.000
PLOT_AR	0.101	0.837	0.240	0.867	1.000	0.495	0.459	0.165	0.554	0.000	0.000	0.000	0.822	0.822	0.197	0.000
HG	0.394	0.636	0.520	0.512	0.495	1.000	0.764	0.675	0.674	0.000	0.000	0.000	0.610	0.610	0.597	0.484
BDTLDR	0.362	0.000	0.340	0.000	0.459	0.764	1.000	0.785	0.131	0.000	0.000	0.000	0.671	0.671	0.422	0.383
FLOR_AREA_RAT	0.409	0.000	0.305	0.000	0.165	0.675	0.785	1.000	0.171	0.250	0.000	0.000	0.534	0.534	0.429	0.305
BILD_ID	0.000	0.792	0.707	0.620	0.554	0.674	0.131	0.171	1.000	0.000	NaN	NaN	0.855	0.855	0.203	0.156
VIOLT_BILD_AT	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.250	0.000	1.000	NaN	NaN	0.000	0.000	0.000	0.000
SPCL_LAD_CODE	0.444	0.000	NaN	0.000	0.000	0.000	0.000	0.000	NaN	NaN	1.000	0.995	NaN	NaN	NaN	NaN
SPCL_LAD_SE	0.444	0.000	NaN	0.000	0.000	0.000	0.000	0.000	NaN	NaN	0.995	1.000	NaN	NaN	NaN	NaN
BILD_PRPOS_CODE	0.000	0.820	0.566	0.604	0.822	0.610	0.671	0.534	0.855	0.000	NaN	NaN	1.000	1.000	0.440	0.000
BILD_PRPOS_NM	0.000	0.820	0.566	0.604	0.822	0.610	0.671	0.534	0.855	0.000	NaN	NaN	1.000	1.000	0.440	0.000
BILD_STRCTU_CODE	0.667	0.128	0.821	0.250	0.197	0.597	0.422	0.429	0.203	0.000	NaN	NaN	0.440	0.440	1.000	1.000
BILD_STRCTU_NM	0.419	0.000	0.694	0.000	0.000	0.484	0.383	0.305	0.156	0.000	NaN	NaN	0.000	0.000	1.000	1.000

Heatmap
Table

	BILD_STRCTU_NM	SPCL_LAD_CODE	BILD_PRPOS_NM	SPCL_LAD_SE	VIOLT_BILD_AT	BILD_PRPOS_CODE
BILD_STRCTU_NM	1.000	1.000	0.000	1.000	0.000	0.000
SPCL_LAD_CODE	1.000	1.000	1.000	0.934	1.000	1.000
BILD_PRPOS_NM	0.000	1.000	1.000	1.000	0.000	1.000
SPCL_LAD_SE	1.000	0.934	1.000	1.000	1.000	1.000
VIOLT_BILD_AT	0.000	1.000	0.000	1.000	1.000	0.000
BILD_PRPOS_CODE	0.000	1.000	1.000	1.000	0.000	1.000

Heatmap
Table

	GIS_BULD_UNITY_NO	BILD_AR	USE_CONFM_DT	TOTAR	PLOT_AR	HG	BDTLDR	FLOR_AREA_RAT	BILD_ID	BILD_STRCTU_CODE	VIOLT_BILD_AT	SPCL_LAD_CODE	SPCL_LAD_SE	BILD_PRPOS_CODE	BILD_PRPOS_NM	BILD_STRCTU_NM
GIS_BULD_UNITY_NO	1.000	0.620	1.000	0.772	0.645	0.749	0.519	0.596	0.181	0.000	0.000	0.315	0.315	0.000	0.000	0.438
BILD_AR	0.620	1.000	0.530	0.720	0.627	0.716	0.712	0.728	0.129	0.057	0.000	0.000	0.000	0.604	0.604	0.000
USE_CONFM_DT	1.000	0.530	1.000	0.581	0.582	0.775	0.409	0.528	0.255	0.180	0.000	1.000	1.000	0.206	0.206	0.442
TOTAR	0.772	0.720	0.581	1.000	0.570	0.656	0.478	0.525	0.068	-0.129	0.000	0.000	0.000	0.365	0.365	0.000
PLOT_AR	0.645	0.627	0.582	0.570	1.000	0.743	0.661	0.739	0.127	0.113	0.000	0.000	0.000	0.637	0.637	0.000
HG	0.749	0.716	0.775	0.656	0.743	1.000	0.597	0.677	0.176	0.202	0.000	0.000	0.000	0.330	0.330	0.277
BDTLDR	0.519	0.712	0.409	0.478	0.661	0.597	1.000	0.979	0.139	0.059	0.000	0.000	0.000	0.382	0.382	0.210
FLOR_AREA_RAT	0.596	0.728	0.528	0.525	0.739	0.677	0.979	1.000	0.141	0.086	0.183	0.000	0.000	0.187	0.187	0.155
BILD_ID	0.181	0.129	0.255	0.068	0.127	0.176	0.139	0.141	1.000	0.056	0.000	1.000	1.000	0.732	0.732	0.094
BILD_STRCTU_CODE	0.000	0.057	0.180	-0.129	0.113	0.202	0.059	0.086	0.056	1.000	0.000	1.000	1.000	0.186	0.186	0.991
VIOLT_BILD_AT	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.183	0.000	0.000	1.000	1.000	1.000	0.000	0.000	0.000
SPCL_LAD_CODE	0.315	0.000	1.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	0.934	1.000	1.000	1.000
SPCL_LAD_SE	0.315	0.000	1.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	1.000	0.934	1.000	1.000	1.000	1.000
BILD_PRPOS_CODE	0.000	0.604	0.206	0.365	0.637	0.330	0.382	0.187	0.732	0.186	0.000	1.000	1.000	1.000	1.000	0.000
BILD_PRPOS_NM	0.000	0.604	0.206	0.365	0.637	0.330	0.382	0.187	0.732	0.186	0.000	1.000	1.000	1.000	1.000	0.000
BILD_STRCTU_NM	0.438	0.000	0.442	0.000	0.000	0.277	0.210	0.155	0.094	0.991	0.000	1.000	1.000	0.000	0.000	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	GIS_BULD_UNITY_NO	LNDPCL_ESNTL_NO	BILD_AR	USE_CONFM_DT	TOTAR	PLOT_AR	HG	BDTLDR	FLOR_AREA_RAT	BILD_ID	VIOLT_BILD_AT	REFRN_SYSTM_CNTC_CODE	LEGALDONG_CODE	LEGALDONG_NM	SPCL_LAD_CODE	SPCL_LAD_SE	BILD_PRPOS_CODE	BILD_PRPOS_NM	BILD_STRCTU_CODE	BILD_STRCTU_NM
0	197265000000000006029312.0	1111010000000000000	0.0	<NA>	0.0	0.0	0.0	0.0	0.0	<NA>	<NA>	<NA>	1111010100	서울특별시 종로구 청운동	1	일반	<NA>	<NA>	<NA>	<NA>
1	1978199999999999845800607744.0	1111010000000000000	0.0	19781206	196.13	0.0	0.0	0.0	0.0	19396	N	B00100000000TSAAJ	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	11	벽돌구조
2	1982199999999999886535688192.0	1111010000000000000	0.0	19820602	260.86	0.0	0.0	0.0	0.0	4568	N	B00100000000TSJK3	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	11	벽돌구조
3	2008199999999999738996850688.0	1111010000000000000	175.66	20080507	634.53	634.1	11.7	27.7	64.84	100179249	N	<NA>	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	21	철근콘크리트구조
4	2003199999999999894236430336.0	1111010000000000000	142.22	20030924	327.16	480.0	11.62	29.63	68.16	15906	N	B00100000000TSJ3L	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	32	경량철골구조
5	197390999999999985582080.0	1111010000000000000	0.0	<NA>	81.52	0.0	0.0	0.0	0.0	7139	N	B0010000000BKBU4I	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	51	일반목구조
6	197348000000000015728640.0	1111010000000000000	0.0	<NA>	0.0	0.0	0.0	0.0	0.0	<NA>	<NA>	B00100000000TSYLJ	1111010100	서울특별시 종로구 청운동	2	산	<NA>	<NA>	<NA>	<NA>
7	1960199999999999799931699200.0	1111010000000000000	0.0	19601010	194.97	0.0	0.0	0.0	0.0	27753	N	B0010000000BKDDTS	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	11	벽돌구조
8	1975199999999999883968774144.0	1111010000000000000	0.0	19750313	99.24	0.0	0.0	0.0	0.0	16553	N	B00100000000TSWUQ	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	11	벽돌구조
9	1988199999999999810199355392.0	1111010000000000000	0.0	19881111	4686.15	0.0	0.0	0.0	0.0	2381	N	B00100000000TT1VW	1111010100	서울특별시 종로구 청운동	1	일반	2000	공동주택	21	철근콘크리트구조

	GIS_BULD_UNITY_NO	LNDPCL_ESNTL_NO	BILD_AR	USE_CONFM_DT	TOTAR	PLOT_AR	HG	BDTLDR	FLOR_AREA_RAT	BILD_ID	VIOLT_BILD_AT	REFRN_SYSTM_CNTC_CODE	LEGALDONG_CODE	LEGALDONG_NM	SPCL_LAD_CODE	SPCL_LAD_SE	BILD_PRPOS_CODE	BILD_PRPOS_NM	BILD_STRCTU_CODE	BILD_STRCTU_NM
140	1987199999999999731296108544.0	1111010000000000000	0.0	19870917	285.39	0.0	0.0	0.0	0.0	26486	N	B00100000000TS7GM	1111010100	서울특별시 종로구 청운동	1	일반	4000	제2종근린생활시설	11	벽돌구조
141	197537000000000001835008.0	1111010000000000000	0.0	<NA>	0.0	0.0	0.0	0.0	0.0	<NA>	<NA>	B00100000000TS2RS	1111010100	서울특별시 종로구 청운동	1	일반	<NA>	<NA>	<NA>	<NA>
142	1984199999999999769464274944.0	1111010000000000000	96.93	19840817	228.87	0.0	0.0	34.9	59.33	3637	N	B00100000000TSFO3	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	11	벽돌구조
143	197039000000000010747904.0	1111010000000000000	0.0	<NA>	0.0	0.0	0.0	0.0	0.0	<NA>	<NA>	B0010000000BKDL29	1111010100	서울특별시 종로구 청운동	1	일반	<NA>	<NA>	<NA>	<NA>
144	1967199999999999802498613248.0	1111010000000000000	178.54	19671220	352.5	416.2	0.0	42.9	72.24	16877	N	B0010000000BKDVGX	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	11	벽돌구조
145	1991199999999999772031188992.0	1111010000000000000	352.22	19911202	1561.4	6036.7	12.0	5.83	17.42	800000007	N	B00100000000TSFIW	1111010100	서울특별시 종로구 청운동	1	일반	13000	운동시설	21	철근콘크리트구조
146	2000199999999999932404596736.0	1111010000000000000	102.61	20000907	486.3	171.9	12.7	59.69	223.57	14868	N	B0010000000BQ854V	1111010100	서울특별시 종로구 청운동	1	일반	2000	공동주택	21	철근콘크리트구조
147	1992199999999999850934435840.0	1111010000000000000	422.35	19920831	2172.32	1057.2	14.6	39.95	133.39	10133	N	B0010000000BKD7MF	1111010100	서울특별시 종로구 청운동	1	일반	6000	종교시설	21	철근콘크리트구조
148	1979199999999999924703854592.0	1111010000000000000	130.91	19791012	177.85	0.0	0.0	28.29	28.29	23299	N	B00100000000TSWIE	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	11	벽돌구조
149	1997199999999999695694856192.0	1111010000000000000	100.39	19970912	357.84	167.5	10.2	59.93	153.7	23719	N	B00100000000TSX1X	1111010100	서울특별시 종로구 청운동	1	일반	1000	단독주택	21	철근콘크리트구조

Overview

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Common Values (Plot)

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Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

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Latin

Common

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ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample