Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.3 KiB |
| Average record size in memory | 115.3 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 1 |
| Text | 2 |
Dataset
| Description | Sample |
|---|---|
| Author | 한국문화예술위원회 |
| URL | https://www.bigdata-culture.kr/bigdata/user/data_market/detail.do?id=ca87c8e0-6ef6-11ed-b3ef-49efc94461a7 |
ctprvn_cd is highly overall correlated with signgu_cd and 2 other fields | High correlation |
signgu_cd is highly overall correlated with ctprvn_cd and 2 other fields | High correlation |
adstrd_cd is highly overall correlated with ctprvn_cd and 2 other fields | High correlation |
pblprfr_cas_co is highly overall correlated with dynmc_popltn_co | High correlation |
dynmc_popltn_co is highly overall correlated with pblprfr_cas_co and 2 other fields | High correlation |
pblprfr_cas_co_per_dynmc_popltn_co is highly overall correlated with dynmc_popltn_co and 1 other fields | High correlation |
dynmc_popltn_per_spnd_sm_price is highly overall correlated with dynmc_popltn_co and 1 other fields | High correlation |
ctprvn_nm is highly overall correlated with ctprvn_cd and 2 other fields | High correlation |
seq_no has unique values | Unique |
spnd_sm_price has unique values | Unique |
dynmc_popltn_co has unique values | Unique |
pblprfr_cas_co_per_dynmc_popltn_co has unique values | Unique |
dynmc_popltn_per_spnd_sm_price has unique values | Unique |
Reproduction
| Analysis started | 2023-12-10 10:11:30.310302 |
|---|---|
| Analysis finished | 2023-12-10 10:11:49.518399 |
| Duration | 19.21 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
seq_no
Real number (ℝ)
UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.04 |
| Minimum | 1 |
|---|---|
| Maximum | 1433 |
| 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 | 1433 |
| Range | 1432 |
| Interquartile range (IQR) | 50.5 |
Descriptive statistics
| Standard deviation | 238.33361 |
|---|---|
| Coefficient of variation (CV) | 2.5616252 |
| Kurtosis | 28.983988 |
| Mean | 93.04 |
| Median Absolute Deviation (MAD) | 25.5 |
| Skewness | 5.4701221 |
| Sum | 9304 |
| Variance | 56802.907 |
| 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 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 |
| Value | Count | Frequency (%) |
| 1433 | 1 | |
| 1432 | 1 | |
| 1431 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 94 | 1 |
base_ym
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 26.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 201923.4 |
| Minimum | 201805 |
|---|---|
| Maximum | 202012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 201805 |
|---|---|
| 5-th percentile | 201806.95 |
| Q1 | 201905 |
| median | 201910 |
| Q3 | 202006.25 |
| 95-th percentile | 202011 |
| Maximum | 202012 |
| Range | 207 |
| Interquartile range (IQR) | 101.25 |
Descriptive statistics
| Standard deviation | 70.277373 |
|---|---|
| Coefficient of variation (CV) | 0.00034803976 |
| Kurtosis | -0.94400772 |
| Mean | 201923.4 |
| Median Absolute Deviation (MAD) | 95 |
| Skewness | -0.20697608 |
| Sum | 20192340 |
| Variance | 4938.9091 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 201911 | 9 | 9.0% |
| 201905 | 7 | 7.0% |
| 201910 | 7 | 7.0% |
| 202011 | 6 | 6.0% |
| 202010 | 6 | 6.0% |
| 202006 | 5 | 5.0% |
| 201909 | 5 | 5.0% |
| 201912 | 5 | 5.0% |
| 201906 | 5 | 5.0% |
| 201811 | 4 | 4.0% |
| Other values (16) | 41 |
| Value | Count | Frequency (%) |
| 201805 | 2 | |
| 201806 | 3 | |
| 201807 | 1 | 1.0% |
| 201808 | 2 | |
| 201809 | 2 | |
| 201810 | 3 | |
| 201811 | 4 | |
| 201812 | 1 | 1.0% |
| 201903 | 2 | |
| 201904 | 4 |
| Value | Count | Frequency (%) |
| 202012 | 3 | 3.0% |
| 202011 | 6 | |
| 202010 | 6 | |
| 202009 | 2 | 2.0% |
| 202008 | 4 | |
| 202007 | 4 | |
| 202006 | 5 | |
| 202005 | 3 | 3.0% |
| 201912 | 5 | |
| 201911 | 9 |
ctprvn_cd
Real number (ℝ)
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.48 |
| 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 | 22 |
| median | 28.5 |
| Q3 | 35 |
| 95-th percentile | 38 |
| Maximum | 39 |
| Range | 28 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.3490518 |
|---|---|
| Coefficient of variation (CV) | 0.30382285 |
| Kurtosis | -0.72044807 |
| Mean | 27.48 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | -0.52366759 |
| Sum | 2748 |
| Variance | 69.706667 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 22 | 12 | |
| 36 | 12 | |
| 21 | 12 | |
| 11 | 11 | |
| 32 | 9 | |
| 35 | 8 | |
| 24 | 7 | |
| 31 | 4 | 4.0% |
| 34 | 4 | 4.0% |
| 38 | 4 | 4.0% |
| Other values (5) | 17 |
| Value | Count | Frequency (%) |
| 11 | 11 | |
| 21 | 12 | |
| 22 | 12 | |
| 24 | 7 | |
| 25 | 4 | 4.0% |
| 26 | 4 | 4.0% |
| 31 | 4 | 4.0% |
| 32 | 9 | |
| 33 | 3 | 3.0% |
| 34 | 4 | 4.0% |
| Value | Count | Frequency (%) |
| 39 | 3 | 3.0% |
| 38 | 4 | 4.0% |
| 37 | 3 | 3.0% |
| 36 | 12 | |
| 35 | 8 | |
| 34 | 4 | 4.0% |
| 33 | 3 | 3.0% |
| 32 | 9 | |
| 31 | 4 | 4.0% |
| 26 | 4 | 4.0% |
ctprvn_nm
Categorical
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.0 B |
| 대구광역시 | |
|---|---|
| 전라남도 | |
| 부산광역시 | |
| 서울특별시 | |
| 강원도 | |
| Other values (10) |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 4.46 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 경기도 |
|---|---|
| 2nd row | 대구광역시 |
| 3rd row | 충청북도 |
| 4th row | 서울특별시 |
| 5th row | 서울특별시 |
Common Values
| Value | Count | Frequency (%) |
| 대구광역시 | 12 | |
| 전라남도 | 12 | |
| 부산광역시 | 12 | |
| 서울특별시 | 11 | |
| 강원도 | 9 | |
| 전라북도 | 8 | |
| 광주광역시 | 7 | |
| 경기도 | 4 | 4.0% |
| 충청남도 | 4 | 4.0% |
| 경상남도 | 4 | 4.0% |
| Other values (5) | 17 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 대구광역시 | 12 | |
| 전라남도 | 12 | |
| 부산광역시 | 12 | |
| 서울특별시 | 11 | |
| 강원도 | 9 | |
| 전라북도 | 8 | |
| 광주광역시 | 7 | |
| 경기도 | 4 | 4.0% |
| 충청남도 | 4 | 4.0% |
| 경상남도 | 4 | 4.0% |
| Other values (5) | 17 |
signgu_cd
Real number (ℝ)
HIGH CORRELATION
| Distinct | 63 |
|---|---|
| Distinct (%) | 63.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27590.29 |
| 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 | 11118 |
| Q1 | 22017.5 |
| median | 28525.5 |
| Q3 | 35040 |
| 95-th percentile | 38127.75 |
| Maximum | 39020 |
| Range | 28010 |
| Interquartile range (IQR) | 13022.5 |
Descriptive statistics
| Standard deviation | 8387.1279 |
|---|---|
| Coefficient of variation (CV) | 0.30398839 |
| Kurtosis | -0.74529276 |
| Mean | 27590.29 |
| Median Absolute Deviation (MAD) | 6514.5 |
| Skewness | -0.51095187 |
| Sum | 2759029 |
| Variance | 70343915 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22050 | 6 | 6.0% |
| 11140 | 3 | 3.0% |
| 36030 | 3 | 3.0% |
| 24040 | 3 | 3.0% |
| 35040 | 3 | 3.0% |
| 21080 | 3 | 3.0% |
| 35011 | 3 | 3.0% |
| 37050 | 2 | 2.0% |
| 21090 | 2 | 2.0% |
| 22030 | 2 | 2.0% |
| Other values (53) | 70 |
| Value | Count | Frequency (%) |
| 11010 | 1 | 1.0% |
| 11030 | 1 | 1.0% |
| 11040 | 2 | |
| 11080 | 1 | 1.0% |
| 11120 | 1 | 1.0% |
| 11140 | 3 | |
| 11170 | 1 | 1.0% |
| 11230 | 1 | 1.0% |
| 21060 | 2 | |
| 21070 | 2 |
| Value | Count | Frequency (%) |
| 39020 | 2 | |
| 39010 | 1 | |
| 38370 | 2 | |
| 38115 | 1 | |
| 38080 | 1 | |
| 37050 | 2 | |
| 37020 | 1 | |
| 36420 | 1 | |
| 36400 | 1 | |
| 36390 | 1 |
signgu_nm
Text
| Distinct | 52 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.0 B |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.94 |
| Min length | 2 |
Characters and Unicode
| Total characters | 294 |
|---|---|
| Distinct characters | 66 |
| Distinct categories | 2 ? |
| 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 | 29 ? |
|---|---|
| Unique (%) | 29.0% |
Sample
| 1st row | 수원시 장안구 |
|---|---|
| 2nd row | 북구 |
| 3rd row | 보은군 |
| 4th row | 용산구 |
| 5th row | 마포구 |
| Value | Count | Frequency (%) |
| 북구 | 14 | 13.3% |
| 중구 | 5 | 4.8% |
| 서구 | 4 | 3.8% |
| 동구 | 4 | 3.8% |
| 남구 | 4 | 3.8% |
| 마포구 | 3 | 2.9% |
| 순천시 | 3 | 2.9% |
| 정읍시 | 3 | 2.9% |
| 전주시 | 3 | 2.9% |
| 완산구 | 3 | 2.9% |
| Other values (45) | 59 |
Most occurring characters
| Value | Count | Frequency (%) |
| 구 | 60 | |
| 시 | 32 | 10.9% |
| 군 | 19 | 6.5% |
| 북 | 15 | 5.1% |
| 성 | 10 | 3.4% |
| 동 | 8 | 2.7% |
| 산 | 8 | 2.7% |
| 주 | 7 | 2.4% |
| 포 | 6 | 2.0% |
| 남 | 6 | 2.0% |
| Other values (56) | 123 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 289 | |
| Space Separator | 5 | 1.7% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 구 | 60 | |
| 시 | 32 | 11.1% |
| 군 | 19 | 6.6% |
| 북 | 15 | 5.2% |
| 성 | 10 | 3.5% |
| 동 | 8 | 2.8% |
| 산 | 8 | 2.8% |
| 주 | 7 | 2.4% |
| 포 | 6 | 2.1% |
| 남 | 6 | 2.1% |
| Other values (55) | 118 |
Space Separator
| Value | Count | Frequency (%) |
| 5 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 289 | |
| Common | 5 | 1.7% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 구 | 60 | |
| 시 | 32 | 11.1% |
| 군 | 19 | 6.6% |
| 북 | 15 | 5.2% |
| 성 | 10 | 3.5% |
| 동 | 8 | 2.8% |
| 산 | 8 | 2.8% |
| 주 | 7 | 2.4% |
| 포 | 6 | 2.1% |
| 남 | 6 | 2.1% |
| Other values (55) | 118 |
Common
| Value | Count | Frequency (%) |
| 5 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 289 | |
| ASCII | 5 | 1.7% |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 구 | 60 | |
| 시 | 32 | 11.1% |
| 군 | 19 | 6.6% |
| 북 | 15 | 5.2% |
| 성 | 10 | 3.5% |
| 동 | 8 | 2.8% |
| 산 | 8 | 2.8% |
| 주 | 7 | 2.4% |
| 포 | 6 | 2.1% |
| 남 | 6 | 2.1% |
| Other values (55) | 118 |
ASCII
| Value | Count | Frequency (%) |
| 5 |
adstrd_cd
Real number (ℝ)
HIGH CORRELATION
| Distinct | 72 |
|---|---|
| Distinct (%) | 72.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2759080.4 |
| 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 | 1111851.4 |
| Q1 | 2201811.2 |
| median | 2852606 |
| Q3 | 3504060 |
| 95-th percentile | 3812828 |
| Maximum | 3902060 |
| Range | 2800996 |
| Interquartile range (IQR) | 1302248.8 |
Descriptive statistics
| Standard deviation | 838703.16 |
|---|---|
| Coefficient of variation (CV) | 0.30397924 |
| Kurtosis | -0.74526116 |
| Mean | 2759080.4 |
| Median Absolute Deviation (MAD) | 651454 |
| Skewness | -0.51096373 |
| Sum | 2.7590804 × 108 |
| Variance | 7.0342299 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3504060 | 3 | 3.0% |
| 3501175 | 3 | 3.0% |
| 2404064 | 3 | 3.0% |
| 2205052 | 3 | 3.0% |
| 2205077 | 3 | 3.0% |
| 2203066 | 2 | 2.0% |
| 2106065 | 2 | 2.0% |
| 2403054 | 2 | 2.0% |
| 2107070 | 2 | 2.0% |
| 3206051 | 2 | 2.0% |
| Other values (62) | 75 |
| Value | Count | Frequency (%) |
| 1101064 | 1 | |
| 1103074 | 1 | |
| 1104055 | 1 | |
| 1104056 | 1 | |
| 1108058 | 1 | |
| 1112051 | 1 | |
| 1114068 | 1 | |
| 1114073 | 1 | |
| 1114078 | 1 | |
| 1117052 | 1 |
| Value | Count | Frequency (%) |
| 3902060 | 2 | |
| 3901064 | 1 | |
| 3837034 | 2 | |
| 3811554 | 1 | |
| 3808031 | 1 | |
| 3705070 | 1 | |
| 3705051 | 1 | |
| 3702063 | 1 | |
| 3642011 | 1 | |
| 3640011 | 1 |
adstrd_nm
Text
| Distinct | 72 |
|---|---|
| Distinct (%) | 72.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.0 B |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.3 |
| Min length | 2 |
Characters and Unicode
| Total characters | 330 |
|---|---|
| Distinct characters | 96 |
| 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 | 49 ? |
|---|---|
| Unique (%) | 49.0% |
Sample
| 1st row | 정자1동 |
|---|---|
| 2nd row | 관음동 |
| 3rd row | 보은읍 |
| 4th row | 한남동 |
| 5th row | 성산2동 |
| Value | Count | Frequency (%) |
| 풍남동 | 3 | 3.0% |
| 문화동 | 3 | 3.0% |
| 초산동 | 3 | 3.0% |
| 칠성동 | 3 | 3.0% |
| 관음동 | 3 | 3.0% |
| 구포1동 | 2 | 2.0% |
| 대흥동 | 2 | 2.0% |
| 장흥읍 | 2 | 2.0% |
| 사직동 | 2 | 2.0% |
| 대연1동 | 2 | 2.0% |
| Other values (62) | 75 |
Most occurring characters
| Value | Count | Frequency (%) |
| 동 | 81 | |
| 1 | 19 | 5.8% |
| 읍 | 16 | 4.8% |
| 성 | 14 | 4.2% |
| 대 | 6 | 1.8% |
| 사 | 5 | 1.5% |
| 구 | 5 | 1.5% |
| 문 | 5 | 1.5% |
| 정 | 5 | 1.5% |
| 산 | 5 | 1.5% |
| Other values (86) | 169 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 303 | |
| Decimal Number | 25 | 7.6% |
| Other Punctuation | 2 | 0.6% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 동 | 81 | |
| 읍 | 16 | 5.3% |
| 성 | 14 | 4.6% |
| 대 | 6 | 2.0% |
| 사 | 5 | 1.7% |
| 구 | 5 | 1.7% |
| 문 | 5 | 1.7% |
| 정 | 5 | 1.7% |
| 산 | 5 | 1.7% |
| 남 | 5 | 1.7% |
| Other values (81) | 156 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 19 | |
| 2 | 3 | 12.0% |
| 5 | 2 | 8.0% |
| 3 | 1 | 4.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| · | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 303 | |
| Common | 27 | 8.2% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 동 | 81 | |
| 읍 | 16 | 5.3% |
| 성 | 14 | 4.6% |
| 대 | 6 | 2.0% |
| 사 | 5 | 1.7% |
| 구 | 5 | 1.7% |
| 문 | 5 | 1.7% |
| 정 | 5 | 1.7% |
| 산 | 5 | 1.7% |
| 남 | 5 | 1.7% |
| Other values (81) | 156 |
Common
| Value | Count | Frequency (%) |
| 1 | 19 | |
| 2 | 3 | 11.1% |
| · | 2 | 7.4% |
| 5 | 2 | 7.4% |
| 3 | 1 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 303 | |
| ASCII | 25 | 7.6% |
| None | 2 | 0.6% |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 동 | 81 | |
| 읍 | 16 | 5.3% |
| 성 | 14 | 4.6% |
| 대 | 6 | 2.0% |
| 사 | 5 | 1.7% |
| 구 | 5 | 1.7% |
| 문 | 5 | 1.7% |
| 정 | 5 | 1.7% |
| 산 | 5 | 1.7% |
| 남 | 5 | 1.7% |
| Other values (81) | 156 |
ASCII
| Value | Count | Frequency (%) |
| 1 | 19 | |
| 2 | 3 | 12.0% |
| 5 | 2 | 8.0% |
| 3 | 1 | 4.0% |
None
| Value | Count | Frequency (%) |
| · | 2 |
spnd_sm_price
Real number (ℝ)
UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7045359 × 109 |
| Minimum | 1.7260136 × 108 |
|---|---|
| Maximum | 4.6976547 × 1010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1.7260136 × 108 |
|---|---|
| 5-th percentile | 2.3209641 × 108 |
| Q1 | 1.0274736 × 109 |
| median | 1.921796 × 109 |
| Q3 | 4.3307486 × 109 |
| 95-th percentile | 1.1643095 × 1010 |
| Maximum | 4.6976547 × 1010 |
| Range | 4.6803945 × 1010 |
| Interquartile range (IQR) | 3.3032749 × 109 |
Descriptive statistics
| Standard deviation | 6.0178193 × 109 |
|---|---|
| Coefficient of variation (CV) | 1.6244462 |
| Kurtosis | 29.444272 |
| Mean | 3.7045359 × 109 |
| Median Absolute Deviation (MAD) | 1.2989466 × 109 |
| Skewness | 4.8407158 |
| Sum | 3.7045359 × 1011 |
| Variance | 3.621415 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1023958628 | 1 | 1.0% |
| 1028645320 | 1 | 1.0% |
| 2633771468 | 1 | 1.0% |
| 314902195 | 1 | 1.0% |
| 1511105515 | 1 | 1.0% |
| 3665337581 | 1 | 1.0% |
| 5022931196 | 1 | 1.0% |
| 3078117857 | 1 | 1.0% |
| 324462911 | 1 | 1.0% |
| 13512704690 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 172601359 | 1 | |
| 202250499 | 1 | |
| 207348175 | 1 | |
| 215307336 | 1 | |
| 216611325 | 1 | |
| 232911418 | 1 | |
| 233946751 | 1 | |
| 260025851 | 1 | |
| 274243217 | 1 | |
| 314902195 | 1 |
| Value | Count | Frequency (%) |
| 46976546609 | 1 | |
| 28097876050 | 1 | |
| 20943582078 | 1 | |
| 13512704690 | 1 | |
| 13192505304 | 1 | |
| 11561546832 | 1 | |
| 9766483716 | 1 | |
| 8101877509 | 1 | |
| 7988468176 | 1 | |
| 7570947218 | 1 |
pblprfr_cas_co
Real number (ℝ)
HIGH CORRELATION
| Distinct | 21 |
|---|---|
| Distinct (%) | 21.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.85 |
| Minimum | 1 |
|---|---|
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 6 |
| 95-th percentile | 22.15 |
| Maximum | 59 |
| Range | 58 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 9.1091862 |
|---|---|
| Coefficient of variation (CV) | 1.5571258 |
| Kurtosis | 12.765079 |
| Mean | 5.85 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.1962101 |
| Sum | 585 |
| Variance | 82.977273 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 1 | 34 | |
| 2 | 24 | |
| 3 | 6 | 6.0% |
| 4 | 5 | 5.0% |
| 6 | 5 | 5.0% |
| 5 | 4 | 4.0% |
| 8 | 3 | 3.0% |
| 7 | 3 | 3.0% |
| 22 | 2 | 2.0% |
| 20 | 2 | 2.0% |
| Other values (11) | 12 | 12.0% |
| Value | Count | Frequency (%) |
| 1 | 34 | |
| 2 | 24 | |
| 3 | 6 | 6.0% |
| 4 | 5 | 5.0% |
| 5 | 4 | 4.0% |
| 6 | 5 | 5.0% |
| 7 | 3 | 3.0% |
| 8 | 3 | 3.0% |
| 9 | 1 | 1.0% |
| 11 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 59 | 1 | |
| 38 | 1 | |
| 31 | 1 | |
| 28 | 1 | |
| 25 | 1 | |
| 22 | 2 | |
| 21 | 1 | |
| 20 | 2 | |
| 18 | 2 | |
| 16 | 1 |
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 | 666706.09 |
| Minimum | 3371 |
|---|---|
| Maximum | 12146625 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 3371 |
|---|---|
| 5-th percentile | 16661 |
| Q1 | 59999.5 |
| median | 128059.5 |
| Q3 | 343209 |
| 95-th percentile | 4009715.7 |
| Maximum | 12146625 |
| Range | 12143254 |
| Interquartile range (IQR) | 283209.5 |
Descriptive statistics
| Standard deviation | 1822184.1 |
|---|---|
| Coefficient of variation (CV) | 2.7331146 |
| Kurtosis | 20.224429 |
| Mean | 666706.09 |
| Median Absolute Deviation (MAD) | 97662 |
| Skewness | 4.333883 |
| Sum | 66670609 |
| Variance | 3.3203551 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 54474 | 1 | 1.0% |
| 789018 | 1 | 1.0% |
| 510455 | 1 | 1.0% |
| 454344 | 1 | 1.0% |
| 13623 | 1 | 1.0% |
| 38925 | 1 | 1.0% |
| 53152 | 1 | 1.0% |
| 291006 | 1 | 1.0% |
| 171815 | 1 | 1.0% |
| 210693 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 3371 | 1 | |
| 11822 | 1 | |
| 13536 | 1 | |
| 13623 | 1 | |
| 16300 | 1 | |
| 16680 | 1 | |
| 19868 | 1 | |
| 20124 | 1 | |
| 21600 | 1 | |
| 22175 | 1 |
| Value | Count | Frequency (%) |
| 12146625 | 1 | |
| 7684338 | 1 | |
| 7228481 | 1 | |
| 6677776 | 1 | |
| 6109362 | 1 | |
| 3899208 | 1 | |
| 1944816 | 1 | |
| 1906520 | 1 | |
| 1357662 | 1 | |
| 1229232 | 1 |
pblprfr_cas_co_per_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 | 96026.94 |
| Minimum | 914 |
|---|---|
| Maximum | 834722 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 914 |
|---|---|
| 5-th percentile | 7958.75 |
| Q1 | 23270.75 |
| median | 61766 |
| Q3 | 107787.25 |
| 95-th percentile | 302976.9 |
| Maximum | 834722 |
| Range | 833808 |
| Interquartile range (IQR) | 84516.5 |
Descriptive statistics
| Standard deviation | 119108.33 |
|---|---|
| Coefficient of variation (CV) | 1.2403637 |
| Kurtosis | 15.039632 |
| Mean | 96026.94 |
| Median Absolute Deviation (MAD) | 39583.5 |
| Skewness | 3.2230988 |
| Sum | 9602694 |
| Variance | 1.4186794 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27237 | 1 | 1.0% |
| 131503 | 1 | 1.0% |
| 85075 | 1 | 1.0% |
| 25241 | 1 | 1.0% |
| 2724 | 1 | 1.0% |
| 38925 | 1 | 1.0% |
| 7593 | 1 | 1.0% |
| 97002 | 1 | 1.0% |
| 24545 | 1 | 1.0% |
| 70231 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 914 | 1 | |
| 2724 | 1 | |
| 3371 | 1 | |
| 7156 | 1 | |
| 7593 | 1 | |
| 7978 | 1 | |
| 8340 | 1 | |
| 9033 | 1 | |
| 9343 | 1 | |
| 9934 | 1 |
| Value | Count | Frequency (%) |
| 834722 | 1 | |
| 476913 | 1 | |
| 379685 | 1 | |
| 349608 | 1 | |
| 325813 | 1 | |
| 301775 | 1 | |
| 285993 | 1 | |
| 284844 | 1 | |
| 247881 | 1 | |
| 244374 | 1 |
dynmc_popltn_per_spnd_sm_price
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46418.99 |
| Minimum | 190 |
|---|---|
| Maximum | 969610 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 190 |
|---|---|
| 5-th percentile | 738.6 |
| Q1 | 3251 |
| median | 14503.5 |
| Q3 | 44874.75 |
| 95-th percentile | 137725.7 |
| Maximum | 969610 |
| Range | 969420 |
| Interquartile range (IQR) | 41623.75 |
Descriptive statistics
| Standard deviation | 108574.24 |
|---|---|
| Coefficient of variation (CV) | 2.3390048 |
| Kurtosis | 53.934563 |
| Mean | 46418.99 |
| Median Absolute Deviation (MAD) | 13226 |
| Skewness | 6.6688575 |
| Sum | 4641899 |
| Variance | 1.1788365 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18797 | 1 | 1.0% |
| 1304 | 1 | 1.0% |
| 5160 | 1 | 1.0% |
| 693 | 1 | 1.0% |
| 110923 | 1 | 1.0% |
| 94164 | 1 | 1.0% |
| 94501 | 1 | 1.0% |
| 10578 | 1 | 1.0% |
| 1888 | 1 | 1.0% |
| 64135 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 190 | 1 | |
| 364 | 1 | |
| 402 | 1 | |
| 616 | 1 | |
| 693 | 1 | |
| 741 | 1 | |
| 760 | 1 | |
| 866 | 1 | |
| 985 | 1 | |
| 1103 | 1 |
| Value | Count | Frequency (%) |
| 969610 | 1 | |
| 360483 | 1 | |
| 244564 | 1 | |
| 169025 | 1 | |
| 148189 | 1 | |
| 137175 | 1 | |
| 132962 | 1 | |
| 126164 | 1 | |
| 123725 | 1 | |
| 114080 | 1 |
| seq_no | base_ym | ctprvn_cd | ctprvn_nm | signgu_cd | signgu_nm | adstrd_cd | adstrd_nm | spnd_sm_price | pblprfr_cas_co | dynmc_popltn_co | pblprfr_cas_co_per_dynmc_popltn_co | dynmc_popltn_per_spnd_sm_price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| seq_no | 1.000 | 0.300 | 0.000 | 0.000 | 0.000 | 0.723 | 0.000 | 0.570 | 0.000 | 0.694 | 0.804 | 0.218 | 0.000 |
| base_ym | 0.300 | 1.000 | 0.094 | 0.000 | 0.073 | 0.289 | 0.073 | 0.359 | 0.184 | 0.407 | 0.083 | 0.000 | 0.067 |
| ctprvn_cd | 0.000 | 0.094 | 1.000 | 1.000 | 0.997 | 0.921 | 0.997 | 1.000 | 0.320 | 0.000 | 0.148 | 0.000 | 0.067 |
| ctprvn_nm | 0.000 | 0.000 | 1.000 | 1.000 | 0.988 | 0.972 | 0.988 | 1.000 | 0.517 | 0.000 | 0.000 | 0.343 | 0.428 |
| signgu_cd | 0.000 | 0.073 | 0.997 | 0.988 | 1.000 | 0.923 | 1.000 | 1.000 | 0.225 | 0.000 | 0.173 | 0.000 | 0.000 |
| signgu_nm | 0.723 | 0.289 | 0.921 | 0.972 | 0.923 | 1.000 | 0.923 | 1.000 | 0.953 | 0.314 | 0.000 | 0.000 | 0.970 |
| adstrd_cd | 0.000 | 0.073 | 0.997 | 0.988 | 1.000 | 0.923 | 1.000 | 1.000 | 0.225 | 0.000 | 0.173 | 0.000 | 0.000 |
| adstrd_nm | 0.570 | 0.359 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.780 | 0.000 | 0.000 | 0.988 |
| spnd_sm_price | 0.000 | 0.184 | 0.320 | 0.517 | 0.225 | 0.953 | 0.225 | 1.000 | 1.000 | 0.645 | 0.478 | 0.441 | 0.653 |
| pblprfr_cas_co | 0.694 | 0.407 | 0.000 | 0.000 | 0.000 | 0.314 | 0.000 | 0.780 | 0.645 | 1.000 | 0.886 | 0.213 | 0.000 |
| dynmc_popltn_co | 0.804 | 0.083 | 0.148 | 0.000 | 0.173 | 0.000 | 0.173 | 0.000 | 0.478 | 0.886 | 1.000 | 0.481 | 0.000 |
| pblprfr_cas_co_per_dynmc_popltn_co | 0.218 | 0.000 | 0.000 | 0.343 | 0.000 | 0.000 | 0.000 | 0.000 | 0.441 | 0.213 | 0.481 | 1.000 | 0.000 |
| dynmc_popltn_per_spnd_sm_price | 0.000 | 0.067 | 0.067 | 0.428 | 0.000 | 0.970 | 0.000 | 0.988 | 0.653 | 0.000 | 0.000 | 0.000 | 1.000 |
| seq_no | base_ym | ctprvn_cd | signgu_cd | adstrd_cd | spnd_sm_price | pblprfr_cas_co | dynmc_popltn_co | pblprfr_cas_co_per_dynmc_popltn_co | dynmc_popltn_per_spnd_sm_price | ctprvn_nm | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| seq_no | 1.000 | 0.076 | -0.076 | -0.072 | -0.069 | -0.003 | 0.089 | -0.041 | -0.137 | 0.020 | 0.000 |
| base_ym | 0.076 | 1.000 | 0.115 | 0.127 | 0.127 | -0.089 | 0.008 | -0.090 | -0.138 | 0.033 | 0.000 |
| ctprvn_cd | -0.076 | 0.115 | 1.000 | 0.996 | 0.996 | -0.201 | -0.034 | -0.048 | -0.072 | -0.047 | 0.956 |
| signgu_cd | -0.072 | 0.127 | 0.996 | 1.000 | 1.000 | -0.212 | -0.048 | -0.057 | -0.076 | -0.037 | 0.911 |
| adstrd_cd | -0.069 | 0.127 | 0.996 | 1.000 | 1.000 | -0.212 | -0.048 | -0.056 | -0.074 | -0.038 | 0.911 |
| spnd_sm_price | -0.003 | -0.089 | -0.201 | -0.212 | -0.212 | 1.000 | 0.101 | 0.115 | 0.127 | 0.492 | 0.257 |
| pblprfr_cas_co | 0.089 | 0.008 | -0.034 | -0.048 | -0.048 | 0.101 | 1.000 | 0.538 | -0.095 | -0.428 | 0.000 |
| dynmc_popltn_co | -0.041 | -0.090 | -0.048 | -0.057 | -0.056 | 0.115 | 0.538 | 1.000 | 0.731 | -0.756 | 0.000 |
| pblprfr_cas_co_per_dynmc_popltn_co | -0.137 | -0.138 | -0.072 | -0.076 | -0.074 | 0.127 | -0.095 | 0.731 | 1.000 | -0.545 | 0.148 |
| dynmc_popltn_per_spnd_sm_price | 0.020 | 0.033 | -0.047 | -0.037 | -0.038 | 0.492 | -0.428 | -0.756 | -0.545 | 1.000 | 0.176 |
| ctprvn_nm | 0.000 | 0.000 | 0.956 | 0.911 | 0.911 | 0.257 | 0.000 | 0.000 | 0.148 | 0.176 | 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.
| seq_no | base_ym | ctprvn_cd | ctprvn_nm | signgu_cd | signgu_nm | adstrd_cd | adstrd_nm | spnd_sm_price | pblprfr_cas_co | dynmc_popltn_co | pblprfr_cas_co_per_dynmc_popltn_co | dynmc_popltn_per_spnd_sm_price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 201912 | 31 | 경기도 | 31011 | 수원시 장안구 | 3101156 | 정자1동 | 1023958628 | 2 | 54474 | 27237 | 18797 |
| 1 | 1431 | 201806 | 22 | 대구광역시 | 22050 | 북구 | 2205077 | 관음동 | 545437126 | 6 | 1357662 | 226277 | 402 |
| 2 | 3 | 201904 | 33 | 충청북도 | 33320 | 보은군 | 3332011 | 보은읍 | 1810336029 | 1 | 476913 | 476913 | 3796 |
| 3 | 4 | 201811 | 11 | 서울특별시 | 11030 | 용산구 | 1103074 | 한남동 | 20943582078 | 1 | 21600 | 21600 | 969610 |
| 4 | 5 | 201906 | 11 | 서울특별시 | 11140 | 마포구 | 1114073 | 성산2동 | 1826980610 | 22 | 20124 | 914 | 90786 |
| 5 | 6 | 201808 | 36 | 전라남도 | 36030 | 순천시 | 3603051 | 향동 | 274243217 | 4 | 232428 | 58107 | 1180 |
| 6 | 7 | 202010 | 22 | 대구광역시 | 22010 | 중구 | 2201056 | 성내1동 | 5781575679 | 8 | 6677776 | 834722 | 866 |
| 7 | 1432 | 201807 | 11 | 서울특별시 | 11010 | 종로구 | 1101064 | 이화동 | 4420796154 | 59 | 12146625 | 205875 | 364 |
| 8 | 9 | 201912 | 36 | 전라남도 | 36330 | 구례군 | 3633011 | 구례읍 | 1082920361 | 1 | 95778 | 95778 | 11307 |
| 9 | 10 | 201905 | 39 | 제주특별자치도 | 39020 | 서귀포시 | 3902060 | 대천동 | 1833934573 | 2 | 19868 | 9934 | 92306 |
| seq_no | base_ym | ctprvn_cd | ctprvn_nm | signgu_cd | signgu_nm | adstrd_cd | adstrd_nm | spnd_sm_price | pblprfr_cas_co | dynmc_popltn_co | pblprfr_cas_co_per_dynmc_popltn_co | dynmc_popltn_per_spnd_sm_price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 91 | 202007 | 21 | 부산광역시 | 21080 | 북구 | 2108057 | 덕천2동 | 5534995736 | 11 | 429894 | 39081 | 12875 |
| 91 | 92 | 202010 | 35 | 전라북도 | 35380 | 부안군 | 3538011 | 부안읍 | 1333637169 | 12 | 225600 | 18800 | 5912 |
| 92 | 93 | 202010 | 22 | 대구광역시 | 22030 | 서구 | 2203066 | 상중이동 | 648171548 | 2 | 16680 | 8340 | 38859 |
| 93 | 94 | 202006 | 36 | 전라남도 | 36380 | 장흥군 | 3638011 | 장흥읍 | 1312829621 | 2 | 127306 | 63653 | 10312 |
| 94 | 95 | 201911 | 37 | 경상북도 | 37050 | 구미시 | 3705070 | 인동동 | 4685626090 | 2 | 34158 | 17079 | 137175 |
| 95 | 96 | 201809 | 21 | 부산광역시 | 21110 | 금정구 | 2111059 | 부곡3동 | 1800142558 | 1 | 22175 | 22175 | 81179 |
| 96 | 97 | 201910 | 33 | 충청북도 | 33320 | 보은군 | 3332011 | 보은읍 | 2332581086 | 1 | 86405 | 86405 | 26996 |
| 97 | 98 | 201806 | 37 | 경상북도 | 37020 | 경주시 | 3702063 | 황성동 | 1808092754 | 7 | 124851 | 17835 | 14482 |
| 98 | 99 | 202007 | 11 | 서울특별시 | 11170 | 구로구 | 1117052 | 구로1동 | 13192505304 | 6 | 549120 | 91520 | 24025 |
| 99 | 100 | 202006 | 11 | 서울특별시 | 11040 | 성동구 | 1104056 | 행당1동 | 2952452767 | 1 | 94180 | 94180 | 31349 |