gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	100
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.9 KiB
Average record size in memory	142.3 B

Variable types

Numeric	11
Categorical	4
Text	1

Dataset

Description	Sample
Author	한국문화예술위원회
URL	https://www.bigdata-culture.kr/bigdata/user/data_market/detail.do?id=e92268f0-6ef6-11ed-b3ef-49efc94461a7

Alerts

`base_year` has constant value ""	Constant
`examin_year` has constant value ""	Constant
`seq_no` is highly overall correlated with `base_mt`	High correlation
`base_mt` is highly overall correlated with `seq_no`	High correlation
`ctprvn_cd` is highly overall correlated with `signgu_cd` and 3 other fields	High correlation
`signgu_cd` is highly overall correlated with `ctprvn_cd` and 3 other fields	High correlation
`adstrd_cd` is highly overall correlated with `ctprvn_cd` and 3 other fields	High correlation
`base_year_spnd_price` is highly overall correlated with `examin_year_spnd_price`	High correlation
`examin_year_spnd_price` is highly overall correlated with `base_year_spnd_price`	High correlation
`base_year_dynmc_popltn_co` is highly overall correlated with `examin_year_dynmc_popltn_co`	High correlation
`examin_year_dynmc_popltn_co` is highly overall correlated with `base_year_dynmc_popltn_co`	High correlation
`ctprvn_nm` is highly overall correlated with `ctprvn_cd` and 3 other fields	High correlation
`signgu_nm` is highly overall correlated with `ctprvn_cd` and 3 other fields	High correlation
`seq_no` has unique values	Unique
`base_year_spnd_price` has unique values	Unique
`examin_year_spnd_price` has unique values	Unique
`examin_year_dynmc_popltn_co` has unique values	Unique
`dynmc_popltn_decr_rt` has unique values	Unique

Reproduction

Analysis started	2023-12-10 09:57:11.963950
Analysis finished	2023-12-10 09:57:43.333205
Duration	31.37 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

seq_no
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.44

Minimum	1
Maximum	213
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1
5-th percentile	6.95
Q1	27.75
median	53.5
Q3	78.25
95-th percentile	98.05
Maximum	213
Range	212
Interquartile range (IQR)	50.5

Descriptive statistics

Standard deviation	39.382178
Coefficient of variation (CV)	0.6977707
Kurtosis	5.317571
Mean	56.44
Median Absolute Deviation (MAD)	25.5
Skewness	1.700625
Sum	5644
Variance	1550.956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	1.0%
65	1	1.0%
75	1	1.0%
74	1	1.0%
73	1	1.0%
72	1	1.0%
71	1	1.0%
70	1	1.0%
69	1	1.0%
68	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	1.0%
3	1	1.0%
4	1	1.0%
5	1	1.0%
6	1	1.0%
7	1	1.0%
9	1	1.0%
10	1	1.0%
11	1	1.0%
12	1	1.0%

Value	Count	Frequency (%)
213	1	1.0%
212	1	1.0%
211	1	1.0%
100	1	1.0%
99	1	1.0%
98	1	1.0%
97	1	1.0%
96	1	1.0%
95	1	1.0%
94	1	1.0%

base_year
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

2019	100

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2019
2nd row	2019
3rd row	2019
4th row	2019
5th row	2019

Common Values

Value	Count	Frequency (%)
2019	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2019	100	100.0%

examin_year
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

2020	100

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020
2nd row	2020
3rd row	2020
4th row	2020
5th row	2020

Common Values

Value	Count	Frequency (%)
2020	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2020	100	100.0%

base_mt
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2

Minimum	5
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	5
5-th percentile	5
Q1	6
median	7
Q3	8
95-th percentile	9
Maximum	12
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4284271
Coefficient of variation (CV)	0.19839266
Kurtosis	2.1073329
Mean	7.2
Median Absolute Deviation (MAD)	1
Skewness	0.84874203
Sum	720
Variance	2.040404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
7	29	29.0%
8	29	29.0%
6	18	18.0%
5	12	12.0%
9	9	9.0%
12	3	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	12	12.0%
6	18	18.0%
7	29	29.0%
8	29	29.0%
9	9	9.0%
12	3	3.0%

Value	Count	Frequency (%)
12	3	3.0%
9	9	9.0%
8	29	29.0%
7	29	29.0%
6	18	18.0%
5	12	12.0%

ctprvn_cd
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.77

Minimum	11
Maximum	39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	11
5-th percentile	11
Q1	24
median	33
Q3	35
95-th percentile	38
Maximum	39
Range	28
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	7.6908118
Coefficient of variation (CV)	0.25834101
Kurtosis	-0.18082473
Mean	29.77
Median Absolute Deviation (MAD)	4.5
Skewness	-0.85052232
Sum	2977
Variance	59.148586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
35	19	19.0%
37	11	11.0%
24	10	10.0%
38	10	10.0%
21	10	10.0%
32	8	8.0%
33	7	7.0%
22	7	7.0%
11	6	6.0%
25	4	4.0%
Other values (4)	8	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	6	6.0%
21	10	10.0%
22	7	7.0%
24	10	10.0%
25	4	4.0%
26	1	1.0%
31	2	2.0%
32	8	8.0%
33	7	7.0%
34	3	3.0%

Value	Count	Frequency (%)
39	2	2.0%
38	10	10.0%
37	11	11.0%
35	19	19.0%
34	3	3.0%
33	7	7.0%
32	8	8.0%
31	2	2.0%
26	1	1.0%
25	4	4.0%

ctprvn_nm
Categorical

HIGH CORRELATION

Distinct	14
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

전라북도	19
경상북도	11
광주광역시	10
경상남도	10
부산광역시	10
Other values (9)	40

Length

Max length	7
Median length	6
Mean length	4.34
Min length	3

Unique

Unique	1 ?
Unique (%)	1.0%

Sample

1st row	경상북도
2nd row	광주광역시
3rd row	충청북도
4th row	강원도
5th row	경상남도

Common Values

Value	Count	Frequency (%)
전라북도	19	19.0%
경상북도	11	11.0%
광주광역시	10	10.0%
경상남도	10	10.0%
부산광역시	10	10.0%
강원도	8	8.0%
충청북도	7	7.0%
대구광역시	7	7.0%
서울특별시	6	6.0%
대전광역시	4	4.0%
Other values (4)	8	8.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
전라북도	19	19.0%
경상북도	11	11.0%
광주광역시	10	10.0%
경상남도	10	10.0%
부산광역시	10	10.0%
강원도	8	8.0%
충청북도	7	7.0%
대구광역시	7	7.0%
서울특별시	6	6.0%
대전광역시	4	4.0%
Other values (4)	8	8.0%

signgu_cd
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	52.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29882.07

Minimum	11010
Maximum	39020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	11010
5-th percentile	11164
Q1	24030
median	33175
Q3	35380
95-th percentile	38127.75
Maximum	39020
Range	28010
Interquartile range (IQR)	11350

Descriptive statistics

Standard deviation	7731.5166
Coefficient of variation (CV)	0.2587343
Kurtosis	-0.20047531
Mean	29882.07
Median Absolute Deviation (MAD)	4385
Skewness	-0.85183738
Sum	2988207
Variance	59776349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24030	5	5.0%
37020	5	5.0%
37060	4	4.0%
32310	4	4.0%
38090	4	4.0%
35380	4	4.0%
21010	4	4.0%
35012	4	4.0%
35310	3	3.0%
35011	3	3.0%
Other values (42)	60	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11010	3	3.0%
11050	2	2.0%
11170	1	1.0%
21010	4	4.0%
21060	2	2.0%
21070	1	1.0%
21080	1	1.0%
21090	1	1.0%
21100	1	1.0%
22010	1	1.0%

Value	Count	Frequency (%)
39020	1	1.0%
39010	1	1.0%
38370	3	3.0%
38115	1	1.0%
38090	4	4.0%
38070	1	1.0%
38060	1	1.0%
37060	4	4.0%
37040	1	1.0%
37020	5	5.0%

signgu_nm
Categorical

HIGH CORRELATION

Distinct	44
Distinct (%)	44.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

중구	7
북구	6
남구	6
경주시	5
부안군	4
Other values (39)	72

Length

Max length	7
Median length	3
Mean length	3.13
Min length	2

Unique

Unique	21 ?
Unique (%)	21.0%

Sample

1st row	영주시
2nd row	서구
3rd row	충주시
4th row	홍천군
5th row	거제시

Common Values

Value	Count	Frequency (%)
중구	7	7.0%
북구	6	6.0%
남구	6	6.0%
경주시	5	5.0%
부안군	4	4.0%
전주시 덕진구	4	4.0%
서구	4	4.0%
거제시	4	4.0%
홍천군	4	4.0%
영주시	4	4.0%
Other values (34)	52	52.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
중구	7	6.4%
남구	7	6.4%
전주시	7	6.4%
북구	6	5.5%
경주시	5	4.6%
거제시	4	3.7%
영주시	4	3.7%
홍천군	4	3.7%
서구	4	3.7%
덕진구	4	3.7%
Other values (36)	57	52.3%

adstrd_cd
Real number (ℝ)

HIGH CORRELATION

Distinct	54
Distinct (%)	54.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2988256.8

Minimum	1101064
Maximum	3902060
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1101064
5-th percentile	1116452.6
Q1	2403054
median	3317531
Q3	3538011
95-th percentile	3812828
Maximum	3902060
Range	2800996
Interquartile range (IQR)	1134957

Descriptive statistics

Standard deviation	773144.61
Coefficient of variation (CV)	0.25872764
Kurtosis	-0.20045583
Mean	2988256.8
Median Absolute Deviation (MAD)	438526
Skewness	-0.85182768
Sum	2.9882568 × 10⁸
Variance	5.9775259 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3702067	5	5.0%
3706062	4	4.0%
2403054	4	4.0%
3231011	4	4.0%
3809061	4	4.0%
3538011	4	4.0%
2101060	4	4.0%
3501257	4	4.0%
3531011	3	3.0%
3501175	3	3.0%
Other values (44)	61	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1101064	2	2.0%
1101073	1	1.0%
1105065	2	2.0%
1117052	1	1.0%
2101060	4	4.0%
2106065	2	2.0%
2107070	1	1.0%
2108057	1	1.0%
2109066	1	1.0%
2110056	1	1.0%

Value	Count	Frequency (%)
3902060	1	1.0%
3901065	1	1.0%
3837034	3	3.0%
3811554	1	1.0%
3809061	4	4.0%
3807011	1	1.0%
3806052	1	1.0%
3706062	4	4.0%
3704062	1	1.0%
3702067	5	5.0%

adstrd_nm
Text

Distinct	54
Distinct (%)	54.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

Length

Max length	6
Median length	3
Mean length	3.33
Min length	2

Characters and Unicode

Total characters	333
Distinct characters	78
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

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

Unique

Unique	30 ?
Unique (%)	30.0%

Sample

1st row	가흥1동
2nd row	금호1동
3rd row	성내·충인동
4th row	홍천읍
5th row	장승포동

Value	Count	Frequency (%)
보덕동	5	5.0%
장승포동	4	4.0%
부안읍	4	4.0%
영주2동	4	4.0%
덕진동	4	4.0%
사직동	4	4.0%
가흥1동	4	4.0%
홍천읍	4	4.0%
문화동	3	3.0%
금서면	3	3.0%
Other values (44)	61	61.0%

Most occurring characters

Value	Count	Frequency (%)
동	76	22.8%
읍	21	6.3%
1	13	3.9%
덕	10	3.0%
천	9	2.7%
2	9	2.7%
영	7	2.1%
진	7	2.1%
흥	6	1.8%
화	6	1.8%
Other values (68)	169	50.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	307	92.2%
Decimal Number	24	7.2%
Other Punctuation	2	0.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
동	76	24.8%
읍	21	6.8%
덕	10	3.3%
천	9	2.9%
영	7	2.3%
진	7	2.3%
흥	6	2.0%
화	6	2.0%
사	5	1.6%
보	5	1.6%
Other values (64)	155	50.5%

Decimal Number

Value	Count	Frequency (%)
1	13	54.2%
2	9	37.5%
5	2	8.3%

Other Punctuation

Value	Count	Frequency (%)
·	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	307	92.2%
Common	26	7.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
동	76	24.8%
읍	21	6.8%
덕	10	3.3%
천	9	2.9%
영	7	2.3%
진	7	2.3%
흥	6	2.0%
화	6	2.0%
사	5	1.6%
보	5	1.6%
Other values (64)	155	50.5%

Common

Value	Count	Frequency (%)
1	13	50.0%
2	9	34.6%
5	2	7.7%
·	2	7.7%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	307	92.2%
ASCII	24	7.2%
None	2	0.6%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
동	76	24.8%
읍	21	6.8%
덕	10	3.3%
천	9	2.9%
영	7	2.3%
진	7	2.3%
흥	6	2.0%
화	6	2.0%
사	5	1.6%
보	5	1.6%
Other values (64)	155	50.5%

ASCII

Value	Count	Frequency (%)
1	13	54.2%
2	9	37.5%
5	2	8.3%

None

Value	Count	Frequency (%)
·	2	100.0%

base_year_spnd_price
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4640958 × 10⁹

Minimum	27602755
Maximum	9.4326997 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	27602755
5-th percentile	1.7311832 × 10⁸
Q1	8.9882337 × 10⁸
median	2.7490811 × 10⁹
Q3	4.9071946 × 10⁹
95-th percentile	2.3788901 × 10¹⁰
Maximum	9.4326997 × 10¹⁰
Range	9.4299395 × 10¹⁰
Interquartile range (IQR)	4.0083712 × 10⁹

Descriptive statistics

Standard deviation	1.6399262 × 10¹⁰
Coefficient of variation (CV)	2.1970862
Kurtosis	14.946809
Mean	7.4640958 × 10⁹
Median Absolute Deviation (MAD)	2.0233368 × 10⁹
Skewness	3.8790597
Sum	7.4640958 × 10¹¹
Variance	2.6893579 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1938669212	1	1.0%
4445289963	1	1.0%
969652878	1	1.0%
2597778362	1	1.0%
1472482856	1	1.0%
232911418	1	1.0%
3395816124	1	1.0%
582623479	1	1.0%
3222144133	1	1.0%
4970922549	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27602755	1	1.0%
29539767	1	1.0%
38121259	1	1.0%
42041698	1	1.0%
156968747	1	1.0%
173968294	1	1.0%
180015216	1	1.0%
195114201	1	1.0%
199916615	1	1.0%
200651993	1	1.0%

Value	Count	Frequency (%)
94326997487	1	1.0%
76176309363	1	1.0%
70113328936	1	1.0%
68168285653	1	1.0%
67741839020	1	1.0%
21475588938	1	1.0%
19068060255	1	1.0%
15663992293	1	1.0%
14752868443	1	1.0%
14208843961	1	1.0%

examin_year_spnd_price
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9503579 × 10⁹

Minimum	15921333
Maximum	8.8771938 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	15921333
5-th percentile	1.3089278 × 10⁸
Q1	8.0875631 × 10⁸
median	2.466984 × 10⁹
Q3	4.1964256 × 10⁹
95-th percentile	1.8777654 × 10¹⁰
Maximum	8.8771938 × 10¹⁰
Range	8.8756017 × 10¹⁰
Interquartile range (IQR)	3.3876693 × 10⁹

Descriptive statistics

Standard deviation	1.3626337 × 10¹⁰
Coefficient of variation (CV)	2.2900029
Kurtosis	21.12356
Mean	5.9503579 × 10⁹
Median Absolute Deviation (MAD)	1.6905 × 10⁹
Skewness	4.4829478
Sum	5.9503579 × 10¹¹
Variance	1.8567705 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1937209777	1	1.0%
4053049134	1	1.0%
818693980	1	1.0%
2491023933	1	1.0%
1517352501	1	1.0%
211976337	1	1.0%
3204162465	1	1.0%
520497693	1	1.0%
3216531950	1	1.0%
3648512967	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15921333	1	1.0%
30496448	1	1.0%
34073628	1	1.0%
39972432	1	1.0%
127521596	1	1.0%
131070216	1	1.0%
154386974	1	1.0%
161905948	1	1.0%
172601359	1	1.0%
194714368	1	1.0%

Value	Count	Frequency (%)
88771938012	1	1.0%
69969650317	1	1.0%
57872970505	1	1.0%
56509525812	1	1.0%
22161432435	1	1.0%
18599560084	1	1.0%
13512704690	1	1.0%
13192505304	1	1.0%
12944760633	1	1.0%
11217764388	1	1.0%

spnd_decr_rt
Real number (ℝ)

Distinct	99
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.4329

Minimum	9.45
Maximum	160.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	9.45
5-th percentile	58.6375
Q1	78.5025
median	88.46
Q3	95.8
95-th percentile	104.0335
Maximum	160.97
Range	151.52
Interquartile range (IQR)	17.2975

Descriptive statistics

Standard deviation	16.721978
Coefficient of variation (CV)	0.19346774
Kurtosis	7.0581983
Mean	86.4329
Median Absolute Deviation (MAD)	7.94
Skewness	-0.36881142
Sum	8643.29
Variance	279.62454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91.85	2	2.0%
99.92	1	1.0%
97.54	1	1.0%
95.89	1	1.0%
103.05	1	1.0%
91.01	1	1.0%
94.36	1	1.0%
89.34	1	1.0%
99.83	1	1.0%
73.4	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.45	1	1.0%
53.9	1	1.0%
53.95	1	1.0%
55.86	1	1.0%
56.69	1	1.0%
58.74	1	1.0%
61.43	1	1.0%
64.23	1	1.0%
66.61	1	1.0%
66.8	1	1.0%

Value	Count	Frequency (%)
160.97	1	1.0%
114.66	1	1.0%
110.48	1	1.0%
105.28	1	1.0%
104.86	1	1.0%
103.99	1	1.0%
103.34	1	1.0%
103.05	1	1.0%
101.43	1	1.0%
100.75	1	1.0%

base_year_dynmc_popltn_co
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	784736.37

Minimum	5861
Maximum	9922740
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	5861
5-th percentile	6725.85
Q1	54296
median	133038.5
Q3	392803.75
95-th percentile	4056501.1
Maximum	9922740
Range	9916879
Interquartile range (IQR)	338507.75

Descriptive statistics

Standard deviation	1719449.6
Coefficient of variation (CV)	2.1911175
Kurtosis	13.145577
Mean	784736.37
Median Absolute Deviation (MAD)	98894.5
Skewness	3.44274
Sum	78473637
Variance	2.9565069 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58272	2	2.0%
104328	1	1.0%
9016437	1	1.0%
51708	1	1.0%
24905	1	1.0%
62071	1	1.0%
86919	1	1.0%
10499	1	1.0%
297416	1	1.0%
348260	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5861	1	1.0%
5905	1	1.0%
6097	1	1.0%
6192	1	1.0%
6628	1	1.0%
6731	1	1.0%
10499	1	1.0%
20856	1	1.0%
21815	1	1.0%
22190	1	1.0%

Value	Count	Frequency (%)
9922740	1	1.0%
9016437	1	1.0%
5970320	1	1.0%
5178811	1	1.0%
4377262	1	1.0%
4039619	1	1.0%
4002644	1	1.0%
3829621	1	1.0%
3538370	1	1.0%
2568930	1	1.0%

examin_year_dynmc_popltn_co
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	484510.6

Minimum	4073
Maximum	7996620
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	4073
5-th percentile	14341.6
Q1	52530.75
median	122230
Q3	304348
95-th percentile	2587976
Maximum	7996620
Range	7992547
Interquartile range (IQR)	251817.25

Descriptive statistics

Standard deviation	1077369.8
Coefficient of variation (CV)	2.2236248
Kurtosis	24.649122
Mean	484510.6
Median Absolute Deviation (MAD)	99794.5
Skewness	4.4014264
Sum	48451060
Variance	1.1607256 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92476	1	1.0%
2108004	1	1.0%
167964	1	1.0%
15760	1	1.0%
112680	1	1.0%
56695	1	1.0%
163374	1	1.0%
26668	1	1.0%
173850	1	1.0%
166893	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4073	1	1.0%
4635	1	1.0%
5054	1	1.0%
5738	1	1.0%
13536	1	1.0%
14384	1	1.0%
14951	1	1.0%
15079	1	1.0%
15760	1	1.0%
15999	1	1.0%

Value	Count	Frequency (%)
7996620	1	1.0%
3415217	1	1.0%
3404289	1	1.0%
3364097	1	1.0%
2817782	1	1.0%
2575881	1	1.0%
2504466	1	1.0%
2108004	1	1.0%
1944816	1	1.0%
1829932	1	1.0%

dynmc_popltn_decr_rt
Real number (ℝ)

UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	149.3436

Minimum	1.64
Maximum	760.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.64
5-th percentile	8.6445
Q1	43.785
median	85.225
Q3	188.9575
95-th percentile	544.814
Maximum	760.97
Range	759.33
Interquartile range (IQR)	145.1725

Descriptive statistics

Standard deviation	171.64544
Coefficient of variation (CV)	1.1493324
Kurtosis	3.2434938
Mean	149.3436
Median Absolute Deviation (MAD)	58.585
Skewness	1.9312323
Sum	14934.36
Variance	29462.156
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88.64	1	1.0%
52.67	1	1.0%
86.18	1	1.0%
30.48	1	1.0%
452.44	1	1.0%
91.34	1	1.0%
187.96	1	1.0%
254.01	1	1.0%
58.45	1	1.0%
286.4	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.64	1	1.0%
1.81	1	1.0%
3.8	1	1.0%
4.84	1	1.0%
7.02	1	1.0%
8.73	1	1.0%
10.4	1	1.0%
14.26	1	1.0%
16.31	1	1.0%
17.14	1	1.0%

Value	Count	Frequency (%)
760.97	1	1.0%
709.29	1	1.0%
691.61	1	1.0%
643.81	1	1.0%
586.31	1	1.0%
542.63	1	1.0%
524.73	1	1.0%
470.59	1	1.0%
452.44	1	1.0%
444.46	1	1.0%

Heatmap
Table

	seq_no	base_mt	ctprvn_cd	ctprvn_nm	signgu_cd	signgu_nm	adstrd_cd	adstrd_nm	base_year_spnd_price	examin_year_spnd_price	spnd_decr_rt	base_year_dynmc_popltn_co	examin_year_dynmc_popltn_co	dynmc_popltn_decr_rt
seq_no	1.000	0.981	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.533	0.247	0.000	0.000
base_mt	0.981	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.512	0.154	0.000	0.000
ctprvn_cd	0.000	0.000	1.000	1.000	1.000	0.971	1.000	1.000	0.423	0.309	0.293	0.229	0.000	0.000
ctprvn_nm	0.000	0.000	1.000	1.000	1.000	0.983	1.000	1.000	0.490	0.257	0.000	0.224	0.000	0.000
signgu_cd	0.000	0.000	1.000	1.000	1.000	0.959	1.000	1.000	0.461	0.318	0.155	0.000	0.000	0.000
signgu_nm	0.000	0.000	0.971	0.983	0.959	1.000	0.957	1.000	0.735	0.602	0.841	0.000	0.000	0.606
adstrd_cd	0.000	0.000	1.000	1.000	1.000	0.957	1.000	1.000	0.442	0.312	0.296	0.280	0.000	0.000
adstrd_nm	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.052	0.000	0.905	0.427	0.127	0.525
base_year_spnd_price	0.000	0.000	0.423	0.490	0.461	0.735	0.442	0.052	1.000	0.990	0.383	0.275	0.000	0.000
examin_year_spnd_price	0.000	0.000	0.309	0.257	0.318	0.602	0.312	0.000	0.990	1.000	0.414	0.251	0.000	0.000
spnd_decr_rt	0.533	0.512	0.293	0.000	0.155	0.841	0.296	0.905	0.383	0.414	1.000	0.000	0.195	0.242
base_year_dynmc_popltn_co	0.247	0.154	0.229	0.224	0.000	0.000	0.280	0.427	0.275	0.251	0.000	1.000	0.815	0.000
examin_year_dynmc_popltn_co	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.127	0.000	0.000	0.195	0.815	1.000	0.000
dynmc_popltn_decr_rt	0.000	0.000	0.000	0.000	0.000	0.606	0.000	0.525	0.000	0.000	0.242	0.000	0.000	1.000

Heatmap
Table

	signgu_nm	ctprvn_nm
signgu_nm	1.000	0.671
ctprvn_nm	0.671	1.000

Heatmap
Table

	seq_no	base_mt	ctprvn_cd	signgu_cd	adstrd_cd	base_year_spnd_price	examin_year_spnd_price	spnd_decr_rt	base_year_dynmc_popltn_co	examin_year_dynmc_popltn_co	dynmc_popltn_decr_rt	ctprvn_nm	signgu_nm
seq_no	1.000	0.971	-0.097	-0.106	-0.106	-0.182	-0.203	-0.158	-0.231	-0.200	0.003	0.000	0.000
base_mt	0.971	1.000	-0.105	-0.116	-0.116	-0.156	-0.181	-0.165	-0.229	-0.178	0.020	0.000	0.000
ctprvn_cd	-0.097	-0.105	1.000	0.994	0.994	0.321	0.333	0.124	-0.148	0.108	0.271	0.962	0.630
signgu_cd	-0.106	-0.116	0.994	1.000	1.000	0.301	0.319	0.163	-0.183	0.084	0.293	0.938	0.613
adstrd_cd	-0.106	-0.116	0.994	1.000	1.000	0.302	0.320	0.162	-0.182	0.084	0.292	0.938	0.613
base_year_spnd_price	-0.182	-0.156	0.321	0.301	0.302	1.000	0.984	-0.230	0.266	0.334	0.066	0.255	0.326
examin_year_spnd_price	-0.203	-0.181	0.333	0.319	0.320	0.984	1.000	-0.105	0.251	0.297	0.045	0.124	0.238
spnd_decr_rt	-0.158	-0.165	0.124	0.163	0.162	-0.230	-0.105	1.000	-0.199	-0.283	-0.095	0.000	0.412
base_year_dynmc_popltn_co	-0.231	-0.229	-0.148	-0.183	-0.182	0.266	0.251	-0.199	1.000	0.611	-0.469	0.094	0.000
examin_year_dynmc_popltn_co	-0.200	-0.178	0.108	0.084	0.084	0.334	0.297	-0.283	0.611	1.000	0.339	0.000	0.000
dynmc_popltn_decr_rt	0.003	0.020	0.271	0.293	0.292	0.066	0.045	-0.095	-0.469	0.339	1.000	0.000	0.190
ctprvn_nm	0.000	0.000	0.962	0.938	0.938	0.255	0.124	0.000	0.094	0.000	0.000	1.000	0.671
signgu_nm	0.000	0.000	0.630	0.613	0.613	0.326	0.238	0.412	0.000	0.000	0.190	0.671	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

	seq_no	base_year	examin_year	base_mt	ctprvn_cd	ctprvn_nm	signgu_cd	signgu_nm	adstrd_cd	adstrd_nm	base_year_spnd_price	examin_year_spnd_price	spnd_decr_rt	base_year_dynmc_popltn_co	examin_year_dynmc_popltn_co	dynmc_popltn_decr_rt
0	1	2019	2020	5	37	경상북도	37060	영주시	3706062	가흥1동	1938669212	1937209777	99.92	104328	92476	88.64
1	211	2019	2020	12	24	광주광역시	24020	서구	2402068	금호1동	2310736936	1246616351	53.95	589380	650109	110.3
2	3	2019	2020	5	33	충청북도	33020	충주시	3302051	성내·충인동	1008962322	822767357	81.55	544808	56643	10.4
3	4	2019	2020	5	32	강원도	32310	홍천군	3231011	홍천읍	2921107980	3037583655	103.99	333666	23439	7.02
4	5	2019	2020	5	38	경상남도	38090	거제시	3809061	장승포동	76176309363	69969650317	91.85	129668	135676	104.63
5	6	2019	2020	5	35	전라북도	35380	부안군	3538011	부안읍	1454562408	1667847690	114.66	106067	203598	191.95
6	7	2019	2020	5	34	충청남도	34040	아산시	3404055	온양5동	3288306973	3292315854	100.12	22190	18182	81.94
7	212	2019	2020	12	21	부산광역시	21010	중구	2101060	영주2동	29539767	15921333	53.9	51453	22964	44.63
8	9	2019	2020	5	37	경상북도	37020	경주시	3702067	보덕동	14752868443	9931244203	67.32	3829621	1829932	47.78
9	10	2019	2020	5	38	경상남도	38070	김해시	3807011	진영읍	387384555	364818668	94.17	431004	275648	63.95

	seq_no	base_year	examin_year	base_mt	ctprvn_cd	ctprvn_nm	signgu_cd	signgu_nm	adstrd_cd	adstrd_nm	base_year_spnd_price	examin_year_spnd_price	spnd_decr_rt	base_year_dynmc_popltn_co	examin_year_dynmc_popltn_co	dynmc_popltn_decr_rt
90	91	2019	2020	8	32	강원도	32330	영월군	3233011	영월읍	2678113131	2052999862	76.66	2327820	1398705	60.09
91	92	2019	2020	9	35	전라북도	35012	전주시 덕진구	3501257	덕진동	3303113347	2373697747	71.86	46878	301806	643.81
92	93	2019	2020	9	34	충청남도	34040	아산시	3404055	온양5동	3005487745	2629546647	87.49	21815	14951	68.54
93	94	2019	2020	9	35	전라북도	35040	정읍시	3504060	초산동	371740191	247620058	66.61	114560	227568	198.65
94	95	2019	2020	9	21	부산광역시	21010	중구	2101060	영주2동	27602755	30496448	110.48	49260	14384	29.2
95	96	2019	2020	9	24	광주광역시	24030	남구	2403054	사직동	180015216	131070216	72.81	45502	71900	158.02
96	97	2019	2020	9	35	전라북도	35310	완주군	3531011	삼례읍	915247019	762701854	83.33	6731	4073	60.51
97	98	2019	2020	9	37	경상북도	37020	경주시	3702067	보덕동	10873555778	8111644550	74.6	2568930	97625	3.8
98	99	2019	2020	9	24	광주광역시	24040	북구	2404064	문화동	223801634	172601359	77.12	133924	280185	209.21
99	100	2019	2020	9	26	울산광역시	26030	동구	2603051	방어동	2302562806	2114941406	91.85	60812	62242	102.35

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

Interactions

Correlations

Missing values

Sample