gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	285
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	27.1 KiB
Average record size in memory	97.5 B

Variable types

Text	1
DateTime	1
Numeric	9

Dataset

Description	주택저당증권(MBS) 현황, 발행회차,발행일자,가중평균,1년,2년,3년,5년,7년,10년,15년,20년 칼럼이 포함되어있으며 관련 값을 제공합니다.
Author	한국주택금융공사
URL	https://www.data.go.kr/data/15083275/fileData.do

Alerts

`가중평균` is highly overall correlated with `1년` and 7 other fields	High correlation
`1년` is highly overall correlated with `가중평균` and 7 other fields	High correlation
`2년` is highly overall correlated with `가중평균` and 7 other fields	High correlation
`3년` is highly overall correlated with `가중평균` and 7 other fields	High correlation
`5년` is highly overall correlated with `가중평균` and 7 other fields	High correlation
`7년` is highly overall correlated with `가중평균` and 7 other fields	High correlation
`10년` is highly overall correlated with `가중평균` and 7 other fields	High correlation
`15년` is highly overall correlated with `가중평균` and 7 other fields	High correlation
`20년` is highly overall correlated with `가중평균` and 7 other fields	High correlation
`발행회차` has unique values	Unique
`1년` has 28 (9.8%) zeros	Zeros
`2년` has 11 (3.9%) zeros	Zeros
`3년` has 21 (7.4%) zeros	Zeros
`5년` has 7 (2.5%) zeros	Zeros
`7년` has 26 (9.1%) zeros	Zeros
`10년` has 14 (4.9%) zeros	Zeros
`15년` has 25 (8.8%) zeros	Zeros
`20년` has 8 (2.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 23:53:46.586383
Analysis finished	2023-12-11 23:53:56.392964
Duration	9.81 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

발행회차
Text

UNIQUE

Distinct	285
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.4 KiB

Length

Max length	11
Median length	11
Mean length	11
Min length	11

Characters and Unicode

Total characters	3135
Distinct characters	15
Distinct categories	4 ?
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	285 ?
Unique (%)	100.0%

Sample

1st row	MBS 2019-18
2nd row	MBS 2019-17
3rd row	MBS 2019-16
4th row	MBS 2019-15
5th row	MBS 2019-14

Value	Count	Frequency (%)
mbs	285	50.0%
2012-24	1	0.2%
2012-19	1	0.2%
2012-20	1	0.2%
2012-21	1	0.2%
2012-23	1	0.2%
2012-22	1	0.2%
2012-15	1	0.2%
2012-28	1	0.2%
2012-16	1	0.2%
Other values (276)	276	48.4%

Most occurring characters

Value	Count	Frequency (%)
0	484	15.4%
2	406	13.0%
1	387	12.3%
M	285	9.1%
B	285	9.1%
S	285	9.1%
	285	9.1%
-	285	9.1%
3	78	2.5%
5	66	2.1%
Other values (5)	289	9.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1710	54.5%
Uppercase Letter	855	27.3%
Space Separator	285	9.1%
Dash Punctuation	285	9.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	484	28.3%
2	406	23.7%
1	387	22.6%
3	78	4.6%
5	66	3.9%
8	60	3.5%
6	60	3.5%
7	60	3.5%
4	58	3.4%
9	51	3.0%

Uppercase Letter

Value	Count	Frequency (%)
M	285	33.3%
B	285	33.3%
S	285	33.3%

Space Separator

Value	Count	Frequency (%)
	285	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	285	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2280	72.7%
Latin	855	27.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	484	21.2%
2	406	17.8%
1	387	17.0%
	285	12.5%
-	285	12.5%
3	78	3.4%
5	66	2.9%
8	60	2.6%
6	60	2.6%
7	60	2.6%
Other values (2)	109	4.8%

Latin

Value	Count	Frequency (%)
M	285	33.3%
B	285	33.3%
S	285	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3135	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	484	15.4%
2	406	13.0%
1	387	12.3%
M	285	9.1%
B	285	9.1%
S	285	9.1%
	285	9.1%
-	285	9.1%
3	78	2.5%
5	66	2.1%
Other values (5)	289	9.2%

발행일자
Date

Distinct	284
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Memory size	2.4 KiB

Minimum	2004-06-15 00:00:00
Maximum	2019-09-24 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

가중평균
Real number (ℝ)

HIGH CORRELATION

Distinct	237
Distinct (%)	83.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2309474

Minimum	0
Maximum	6.64
Zeros	1
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.7224
Q1	2.29
median	3.01
Q3	3.98
95-th percentile	5.614
Maximum	6.64
Range	6.64
Interquartile range (IQR)	1.69

Descriptive statistics

Standard deviation	1.1980009
Coefficient of variation (CV)	0.37078936
Kurtosis	-0.29140721
Mean	3.2309474
Median Absolute Deviation (MAD)	0.77
Skewness	0.65884632
Sum	920.82
Variance	1.4352062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.11	5	1.8%
3.16	4	1.4%
3.12	4	1.4%
3.08	4	1.4%
2.29	3	1.1%
2.217	3	1.1%
2.17	3	1.1%
3.24	3	1.1%
3.78	3	1.1%
1.98	3	1.1%
Other values (227)	250	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	0.4%
1.361	1	0.4%
1.374	1	0.4%
1.506	1	0.4%
1.524	1	0.4%
1.525	1	0.4%
1.542	1	0.4%
1.588	1	0.4%
1.606	1	0.4%
1.636	1	0.4%

Value	Count	Frequency (%)
6.64	1	0.4%
6.26	1	0.4%
5.88	1	0.4%
5.87	1	0.4%
5.86	1	0.4%
5.81	1	0.4%
5.75	1	0.4%
5.73	1	0.4%
5.72	1	0.4%
5.71	1	0.4%

1년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	199
Distinct (%)	69.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4348421

Minimum	0
Maximum	5.83
Zeros	28
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.62
median	2.29
Q3	3.22
95-th percentile	4.83
Maximum	5.83
Range	5.83
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.2870445
Coefficient of variation (CV)	0.52859464
Kurtosis	0.086867272
Mean	2.4348421
Median Absolute Deviation (MAD)	0.71
Skewness	0.13636254
Sum	693.93
Variance	1.6564835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	28	9.8%
2.93	5	1.8%
2.74	5	1.8%
2.73	5	1.8%
2.77	3	1.1%
3.44	3	1.1%
3.05	3	1.1%
2.96	3	1.1%
1.68	3	1.1%
2.75	3	1.1%
Other values (189)	224	78.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	28	9.8%
1.275	1	0.4%
1.288	1	0.4%
1.291	1	0.4%
1.298	1	0.4%
1.338	1	0.4%
1.406	1	0.4%
1.411	1	0.4%
1.418	1	0.4%
1.433	1	0.4%

Value	Count	Frequency (%)
5.83	1	0.4%
5.58	1	0.4%
5.57	1	0.4%
5.51	1	0.4%
5.5	1	0.4%
5.44	1	0.4%
5.38	2	0.7%
5.35	1	0.4%
5.17	1	0.4%
5.09	1	0.4%

2년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	211
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6946702

Minimum	0
Maximum	6.26
Zeros	11
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.3154
Q1	1.809
median	2.39
Q3	3.52
95-th percentile	5.068
Maximum	6.26
Range	6.26
Interquartile range (IQR)	1.711

Descriptive statistics

Standard deviation	1.2227478
Coefficient of variation (CV)	0.45376527
Kurtosis	0.22930107
Mean	2.6946702
Median Absolute Deviation (MAD)	0.64
Skewness	0.44148864
Sum	767.981
Variance	1.4951121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	11	3.9%
2.99	6	2.1%
3.02	5	1.8%
2.96	4	1.4%
1.74	4	1.4%
2.98	3	1.1%
3.0	3	1.1%
2.92	3	1.1%
2.78	3	1.1%
3.76	3	1.1%
Other values (201)	240	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	11	3.9%
1.282	1	0.4%
1.299	1	0.4%
1.312	1	0.4%
1.313	1	0.4%
1.325	1	0.4%
1.342	1	0.4%
1.414	1	0.4%
1.416	1	0.4%
1.451	1	0.4%

Value	Count	Frequency (%)
6.26	1	0.4%
5.76	1	0.4%
5.75	1	0.4%
5.73	1	0.4%
5.65	1	0.4%
5.62	1	0.4%
5.5	1	0.4%
5.45	1	0.4%
5.4	1	0.4%
5.35	1	0.4%

3년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	210
Distinct (%)	73.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7772737

Minimum	0
Maximum	6.36
Zeros	21
Zeros (%)	7.4%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.89
median	2.79
Q3	3.72
95-th percentile	5.162
Maximum	6.36
Range	6.36
Interquartile range (IQR)	1.83

Descriptive statistics

Standard deviation	1.357589
Coefficient of variation (CV)	0.48882076
Kurtosis	-0.080763739
Mean	2.7772737
Median Absolute Deviation (MAD)	0.913
Skewness	0.068798772
Sum	791.523
Variance	1.843048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	21	7.4%
3.01	4	1.4%
3.0	4	1.4%
3.89	4	1.4%
4.2	3	1.1%
3.04	3	1.1%
2.92	3	1.1%
3.84	3	1.1%
3.82	3	1.1%
3.03	3	1.1%
Other values (200)	234	82.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	21	7.4%
1.309	1	0.4%
1.311	1	0.4%
1.322	1	0.4%
1.346	1	0.4%
1.353	1	0.4%
1.418	1	0.4%
1.433	1	0.4%
1.47	1	0.4%
1.48	1	0.4%

Value	Count	Frequency (%)
6.36	1	0.4%
5.97	1	0.4%
5.81	1	0.4%
5.75	1	0.4%
5.7	1	0.4%
5.63	1	0.4%
5.55	1	0.4%
5.48	1	0.4%
5.46	1	0.4%
5.42	1	0.4%

5년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	232
Distinct (%)	81.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1133895

Minimum	0
Maximum	6.67
Zeros	7
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.62
Q1	2.24
median	2.89
Q3	3.88
95-th percentile	5.54
Maximum	6.67
Range	6.67
Interquartile range (IQR)	1.64

Descriptive statistics

Standard deviation	1.2503246
Coefficient of variation (CV)	0.40159596
Kurtosis	0.15417462
Mean	3.1133895
Median Absolute Deviation (MAD)	0.7
Skewness	0.39855059
Sum	887.316
Variance	1.5633117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	7	2.5%
2.97	5	1.8%
2.24	4	1.4%
3.76	3	1.1%
2.33	3	1.1%
3.03	3	1.1%
4.04	2	0.7%
2.82	2	0.7%
3.1	2	0.7%
2.555	2	0.7%
Other values (222)	252	88.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	7	2.5%
1.365	1	0.4%
1.372	1	0.4%
1.503	1	0.4%
1.568	1	0.4%
1.578	1	0.4%
1.588	1	0.4%
1.597	1	0.4%
1.606	1	0.4%
1.676	1	0.4%

Value	Count	Frequency (%)
6.67	1	0.4%
6.28	1	0.4%
5.86	1	0.4%
5.85	1	0.4%
5.78	1	0.4%
5.76	1	0.4%
5.74	1	0.4%
5.73	1	0.4%
5.71	1	0.4%
5.69	1	0.4%

7년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	210
Distinct (%)	73.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.026207

Minimum	0
Maximum	6.69
Zeros	26
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.293
median	2.955
Q3	3.93
95-th percentile	5.586
Maximum	6.69
Range	6.69
Interquartile range (IQR)	1.637

Descriptive statistics

Standard deviation	1.474575
Coefficient of variation (CV)	0.48726838
Kurtosis	-0.0080513391
Mean	3.026207
Median Absolute Deviation (MAD)	0.755
Skewness	-0.11357544
Sum	862.469
Variance	2.1743714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	26	9.1%
3.18	5	1.8%
3.71	4	1.4%
2.36	4	1.4%
2.38	3	1.1%
3.12	3	1.1%
2.33	3	1.1%
3.8	3	1.1%
2.94	3	1.1%
2.39	3	1.1%
Other values (200)	228	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	26	9.1%
1.375	1	0.4%
1.533	1	0.4%
1.598	1	0.4%
1.608	1	0.4%
1.627	1	0.4%
1.686	1	0.4%
1.71	1	0.4%
1.741	2	0.7%
1.77	1	0.4%

Value	Count	Frequency (%)
6.69	1	0.4%
6.3	1	0.4%
5.9	1	0.4%
5.87	1	0.4%
5.86	1	0.4%
5.81	1	0.4%
5.77	1	0.4%
5.76	1	0.4%
5.72	1	0.4%
5.71	1	0.4%

10년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	228
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1992632

Minimum	0
Maximum	6.67
Zeros	14
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.3818
Q1	2.372
median	3.03
Q3	4.02
95-th percentile	5.71
Maximum	6.67
Range	6.67
Interquartile range (IQR)	1.648

Descriptive statistics

Standard deviation	1.3785133
Coefficient of variation (CV)	0.43088464
Kurtosis	0.085895577
Mean	3.1992632
Median Absolute Deviation (MAD)	0.766
Skewness	0.063959792
Sum	911.79
Variance	1.900299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	14	4.9%
3.82	4	1.4%
3.14	3	1.1%
3.32	3	1.1%
3.83	3	1.1%
4.12	3	1.1%
2.42	3	1.1%
2.61	3	1.1%
3.15	3	1.1%
3.16	3	1.1%
Other values (218)	243	85.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	14	4.9%
1.38	1	0.4%
1.389	1	0.4%
1.545	1	0.4%
1.574	1	0.4%
1.614	1	0.4%
1.623	1	0.4%
1.628	1	0.4%
1.637	1	0.4%
1.651	1	0.4%

Value	Count	Frequency (%)
6.67	1	0.4%
6.31	1	0.4%
5.99	1	0.4%
5.95	1	0.4%
5.9	1	0.4%
5.88	1	0.4%
5.84	1	0.4%
5.82	1	0.4%
5.8	1	0.4%
5.79	1	0.4%

15년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	211
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1795789

Minimum	0
Maximum	10.38
Zeros	25
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.4
median	3.09
Q3	4.08
95-th percentile	5.778
Maximum	10.38
Range	10.38
Interquartile range (IQR)	1.68

Descriptive statistics

Standard deviation	1.5709548
Coefficient of variation (CV)	0.49407637
Kurtosis	1.1309497
Mean	3.1795789
Median Absolute Deviation (MAD)	0.8
Skewness	0.15663357
Sum	906.18
Variance	2.4678991
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	25	8.8%
2.47	4	1.4%
3.19	4	1.4%
3.2	4	1.4%
3.88	4	1.4%
5.16	4	1.4%
3.75	3	1.1%
3.72	3	1.1%
3.17	2	0.7%
5.77	2	0.7%
Other values (201)	230	80.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	25	8.8%
1.38	1	0.4%
1.535	1	0.4%
1.574	1	0.4%
1.624	1	0.4%
1.638	1	0.4%
1.667	1	0.4%
1.725	1	0.4%
1.745	1	0.4%
1.76	1	0.4%

Value	Count	Frequency (%)
10.38	1	0.4%
6.68	1	0.4%
6.32	1	0.4%
6.04	1	0.4%
6.0	1	0.4%
5.92	1	0.4%
5.91	1	0.4%
5.9	1	0.4%
5.87	1	0.4%
5.85	1	0.4%

20년
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	226
Distinct (%)	79.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3230982

Minimum	0
Maximum	6.69
Zeros	8
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	2.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.644
Q1	2.456
median	3.12
Q3	4.12
95-th percentile	5.778
Maximum	6.69
Range	6.69
Interquartile range (IQR)	1.664

Descriptive statistics

Standard deviation	1.3246876
Coefficient of variation (CV)	0.39863028
Kurtosis	-0.012904695
Mean	3.3230982
Median Absolute Deviation (MAD)	0.759
Skewness	0.21297704
Sum	947.083
Variance	1.7547972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	8	2.8%
3.28	5	1.8%
3.9	4	1.4%
3.3	4	1.4%
3.21	3	1.1%
3.82	3	1.1%
4.5	3	1.1%
5.2	3	1.1%
3.25	2	0.7%
2.52	2	0.7%
Other values (216)	248	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	8	2.8%
1.361	1	0.4%
1.369	1	0.4%
1.535	1	0.4%
1.549	1	0.4%
1.551	1	0.4%
1.634	1	0.4%
1.638	1	0.4%
1.668	1	0.4%
1.677	1	0.4%

Value	Count	Frequency (%)
6.69	1	0.4%
6.33	1	0.4%
6.09	1	0.4%
6.08	1	0.4%
5.94	1	0.4%
5.91	1	0.4%
5.89	1	0.4%
5.87	2	0.7%
5.86	1	0.4%
5.85	1	0.4%

Phik (φk)
Auto

Heatmap
Table

	가중평균	1년	2년	3년	5년	7년	10년	15년	20년
가중평균	1.000	0.883	0.940	0.950	0.992	0.992	0.992	0.906	0.975
1년	0.883	1.000	0.965	0.960	0.883	0.913	0.897	0.828	0.875
2년	0.940	0.965	1.000	0.985	0.935	0.933	0.930	0.837	0.918
3년	0.950	0.960	0.985	1.000	0.953	0.969	0.954	0.900	0.928
5년	0.992	0.883	0.935	0.953	1.000	0.992	0.989	0.915	0.980
7년	0.992	0.913	0.933	0.969	0.992	1.000	0.994	0.947	0.971
10년	0.992	0.897	0.930	0.954	0.989	0.994	1.000	0.929	0.987
15년	0.906	0.828	0.837	0.900	0.915	0.947	0.929	1.000	0.894
20년	0.975	0.875	0.918	0.928	0.980	0.971	0.987	0.894	1.000

Heatmap
Table

	가중평균	1년	2년	3년	5년	7년	10년	15년	20년
가중평균	1.000	0.805	0.840	0.942	0.941	0.894	0.920	0.908	0.916
1년	0.805	1.000	0.939	0.852	0.742	0.764	0.756	0.773	0.717
2년	0.840	0.939	1.000	0.835	0.804	0.753	0.773	0.757	0.764
3년	0.942	0.852	0.835	1.000	0.912	0.935	0.930	0.943	0.890
5년	0.941	0.742	0.804	0.912	1.000	0.948	0.970	0.956	0.968
7년	0.894	0.764	0.753	0.935	0.948	1.000	0.969	0.975	0.929
10년	0.920	0.756	0.773	0.930	0.970	0.969	1.000	0.985	0.960
15년	0.908	0.773	0.757	0.943	0.956	0.975	0.985	1.000	0.951
20년	0.916	0.717	0.764	0.890	0.968	0.929	0.960	0.951	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

	발행회차	발행일자	가중평균	1년	2년	3년	5년	7년	10년	15년	20년
0	MBS 2019-18	2019-09-24	1.794	1.521	1.575	1.6	1.74	1.81	1.899	1.949	1.693
1	MBS 2019-17	2019-09-06	1.588	0.0	1.509	0.0	1.588	0.0	1.623	0.0	1.549
2	MBS 2019-16	2019-08-23	1.361	1.275	1.282	1.309	1.365	1.375	1.38	1.38	1.361
3	MBS 2019-15	2019-08-09	1.374	0.0	1.325	0.0	1.372	0.0	1.389	0.0	1.369
4	MBS 2019-14	2019-07-26	1.525	1.411	1.414	1.418	1.503	1.533	1.574	1.574	1.551
5	MBS 2019-13	2019-06-25	1.636	0.0	1.552	0.0	1.606	0.0	1.651	0.0	1.668
6	MBS 2019-12	2019-06-14	1.689	1.575	1.58	1.581	1.676	1.686	1.715	1.745	1.752
7	MBS 2019-11	2019-05-24	1.88	1.753	1.746	1.776	1.844	1.894	1.925	1.945	1.921
8	MBS 2019-10	2019-05-10	1.98	0.0	1.866	0.0	1.946	0.0	2.019	0.0	1.994
9	MBS 2019-09	2019-04-23	1.992	1.843	1.863	1.877	1.969	1.999	2.054	2.024	2.01

	발행회차	발행일자	가중평균	1년	2년	3년	5년	7년	10년	15년	20년
275	MBS 2005-03	2005-04-28	4.71	0.0	0.0	3.96	4.3	4.56	4.82	4.89	4.93
276	MBS 2005-02	2005-03-23	4.84	0.0	0.0	4.1	4.48	4.72	4.9	5.0	5.06
277	MBS 2005-01	2005-02-24	5.18	0.0	0.0	4.42	4.83	5.05	5.21	5.32	5.43
278	MBS 2004-07	2004-12-28	4.06	0.0	0.0	3.44	3.72	3.92	4.12	4.24	4.37
279	MBS 2004-06	2004-11-30	4.09	0.0	0.0	3.43	3.77	3.92	4.16	4.28	4.45
280	MBS 2004-05	2004-10-28	4.2	0.0	0.0	3.6	3.82	4.06	4.27	4.39	4.5
281	MBS 2004-04	2004-09-23	4.26	0.0	0.0	3.65	3.89	4.13	4.34	4.45	4.49
282	MBS 2004-03	2004-08-18	4.5	0.0	0.0	3.89	4.14	4.39	4.59	4.7	4.73
283	MBS 2004-02	2004-07-28	5.0	0.0	0.0	4.28	4.63	4.88	5.08	5.17	5.2
284	MBS 2004-01	2004-06-15	5.04	4.14	4.28	4.33	4.67	0.0	5.04	10.38	5.26

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample