Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 600 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 22 |
| Duplicate rows (%) | 3.7% |
| Total size in memory | 81.0 KiB |
| Average record size in memory | 138.2 B |
Variable types
| Numeric | 10 |
|---|---|
| Text | 3 |
| Categorical | 3 |
Dataset
| Description | Sample |
|---|---|
| Author | LG유플러스 |
| URL | https://www.bigdata-culture.kr/bigdata/user/data_market/detail.do?id=a405c370-f5bc-11eb-8e60-2bcdc8456bfb |
| Dataset has 22 (3.7%) duplicate rows | Duplicates |
BASE_DE is highly overall correlated with WKDAY_NM | High correlation |
GID_LO is highly overall correlated with CTPRVN_NM | High correlation |
GID_LA is highly overall correlated with CTPRVN_NM | High correlation |
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 |
CTPRVN_NM is highly overall correlated with GID_LO and 4 other fields | High correlation |
WKDAY_NM is highly overall correlated with BASE_DE | High correlation |
MVMN_TIME has 17 (2.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-10 10:05:00.853688 |
|---|---|
| Analysis finished | 2023-12-10 10:05:23.606681 |
| Duration | 22.75 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
BASE_DE
Real number (ℝ)
HIGH CORRELATION
| Distinct | 18 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20201112 |
| Minimum | 20201101 |
|---|---|
| Maximum | 20201128 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 20201101 |
|---|---|
| 5-th percentile | 20201101 |
| Q1 | 20201105 |
| median | 20201111 |
| Q3 | 20201116 |
| 95-th percentile | 20201126 |
| Maximum | 20201128 |
| Range | 27 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.3463559 |
|---|---|
| Coefficient of variation (CV) | 3.6366098 × 10-7 |
| Kurtosis | -0.8400004 |
| Mean | 20201112 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4642503 |
| Sum | 1.2120667 × 1010 |
| Variance | 53.968945 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 20201105 | 101 | |
| 20201112 | 64 | |
| 20201103 | 56 | |
| 20201109 | 55 | |
| 20201121 | 46 | |
| 20201126 | 38 | 6.3% |
| 20201116 | 36 | 6.0% |
| 20201101 | 34 | 5.7% |
| 20201106 | 31 | 5.2% |
| 20201120 | 28 | 4.7% |
| Other values (8) | 111 |
| Value | Count | Frequency (%) |
| 20201101 | 34 | 5.7% |
| 20201103 | 56 | |
| 20201105 | 101 | |
| 20201106 | 31 | 5.2% |
| 20201108 | 17 | 2.8% |
| 20201109 | 55 | |
| 20201111 | 9 | 1.5% |
| 20201112 | 64 | |
| 20201114 | 27 | 4.5% |
| 20201115 | 26 | 4.3% |
| Value | Count | Frequency (%) |
| 20201128 | 7 | 1.2% |
| 20201126 | 38 | |
| 20201123 | 4 | 0.7% |
| 20201121 | 46 | |
| 20201120 | 28 | |
| 20201119 | 4 | 0.7% |
| 20201118 | 17 | 2.8% |
| 20201116 | 36 | |
| 20201115 | 26 | |
| 20201114 | 27 |
GID_ID
Text
| Distinct | 179 |
|---|---|
| Distinct (%) | 29.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.8 KiB |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 10.12 |
| Min length | 10 |
Characters and Unicode
| Total characters | 6072 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 92 ? |
|---|---|
| Unique (%) | 15.3% |
Sample
| 1st row | 83,558,707 |
|---|---|
| 2nd row | 83,912,334 |
| 3rd row | 83,912,334 |
| 4th row | 83,559,754 |
| 5th row | 70,904,337 |
| Value | Count | Frequency (%) |
| 73,704,352 | 37 | 6.2% |
| 83,447,113 | 29 | 4.8% |
| 83,559,754 | 25 | 4.2% |
| 80,679,980 | 15 | 2.5% |
| 79,111,932 | 15 | 2.5% |
| 80,375,959 | 13 | 2.2% |
| 83,558,707 | 12 | 2.0% |
| 74,744,056 | 12 | 2.0% |
| 79,591,919 | 12 | 2.0% |
| 83,719,967 | 11 | 1.8% |
| Other values (169) | 419 |
Most occurring characters
| Value | Count | Frequency (%) |
| , | 1200 | |
| 7 | 657 | |
| 8 | 583 | |
| 3 | 559 | |
| 5 | 523 | |
| 9 | 516 | |
| 4 | 491 | |
| 1 | 479 | 7.9% |
| 0 | 422 | 6.9% |
| 2 | 322 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4872 | |
| Other Punctuation | 1200 | 19.8% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 7 | 657 | |
| 8 | 583 | |
| 3 | 559 | |
| 5 | 523 | |
| 9 | 516 | |
| 4 | 491 | |
| 1 | 479 | |
| 0 | 422 | |
| 2 | 322 | |
| 6 | 320 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1200 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6072 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| , | 1200 | |
| 7 | 657 | |
| 8 | 583 | |
| 3 | 559 | |
| 5 | 523 | |
| 9 | 516 | |
| 4 | 491 | |
| 1 | 479 | 7.9% |
| 0 | 422 | 6.9% |
| 2 | 322 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6072 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| , | 1200 | |
| 7 | 657 | |
| 8 | 583 | |
| 3 | 559 | |
| 5 | 523 | |
| 9 | 516 | |
| 4 | 491 | |
| 1 | 479 | 7.9% |
| 0 | 422 | 6.9% |
| 2 | 322 | 5.3% |
GID_LO
Real number (ℝ)
HIGH CORRELATION
| Distinct | 179 |
|---|---|
| Distinct (%) | 29.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127.15593 |
| Minimum | 126.37806 |
|---|---|
| Maximum | 129.35867 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 126.37806 |
|---|---|
| 5-th percentile | 126.67984 |
| Q1 | 126.85957 |
| median | 127.05022 |
| Q3 | 127.10501 |
| 95-th percentile | 128.87955 |
| Maximum | 129.35867 |
| Range | 2.9806137 |
| Interquartile range (IQR) | 0.24543567 |
Descriptive statistics
| Standard deviation | 0.59744696 |
|---|---|
| Coefficient of variation (CV) | 0.0046985379 |
| Kurtosis | 4.432617 |
| Mean | 127.15593 |
| Median Absolute Deviation (MAD) | 0.1191483 |
| Skewness | 2.3129538 |
| Sum | 76293.558 |
| Variance | 0.35694287 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 126.711441 | 37 | 6.2% |
| 127.057724 | 29 | 4.8% |
| 127.059967 | 25 | 4.2% |
| 126.9579468 | 15 | 2.5% |
| 126.9029922 | 15 | 2.5% |
| 126.9473267 | 13 | 2.2% |
| 127.062706 | 12 | 2.0% |
| 126.7492676 | 12 | 2.0% |
| 126.9199066 | 12 | 2.0% |
| 127.0650406 | 11 | 1.8% |
| Other values (169) | 419 |
| Value | Count | Frequency (%) |
| 126.3780594 | 1 | 0.2% |
| 126.4612122 | 1 | 0.2% |
| 126.5546036 | 4 | |
| 126.5746994 | 1 | 0.2% |
| 126.5834808 | 2 | 0.3% |
| 126.6134415 | 9 | |
| 126.6209183 | 3 | 0.5% |
| 126.6439285 | 1 | 0.2% |
| 126.6545258 | 2 | 0.3% |
| 126.6669159 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 129.3586731 | 1 | 0.2% |
| 129.304306 | 1 | 0.2% |
| 129.1733551 | 1 | 0.2% |
| 129.150528 | 1 | 0.2% |
| 129.127655 | 2 | |
| 129.1129456 | 3 | |
| 129.1056824 | 2 | |
| 129.0840302 | 2 | |
| 129.0785522 | 1 | 0.2% |
| 129.0593567 | 4 |
GID_LA
Real number (ℝ)
HIGH CORRELATION
| Distinct | 179 |
|---|---|
| Distinct (%) | 29.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.2416 |
| Minimum | 33.508072 |
|---|---|
| Maximum | 37.870987 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 33.508072 |
|---|---|
| 5-th percentile | 35.148392 |
| Q1 | 37.284519 |
| median | 37.522022 |
| Q3 | 37.558235 |
| 95-th percentile | 37.755322 |
| Maximum | 37.870987 |
| Range | 4.362915 |
| Interquartile range (IQR) | 0.27371597 |
Descriptive statistics
| Standard deviation | 0.75809976 |
|---|---|
| Coefficient of variation (CV) | 0.020356262 |
| Kurtosis | 5.8087053 |
| Mean | 37.2416 |
| Median Absolute Deviation (MAD) | 0.081846235 |
| Skewness | -2.5487153 |
| Sum | 22344.96 |
| Variance | 0.57471525 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37.52800369 | 37 | 6.2% |
| 37.2458725 | 29 | 4.8% |
| 37.53792572 | 25 | 4.2% |
| 37.55823517 | 15 | 2.5% |
| 37.49216843 | 15 | 2.5% |
| 37.54015732 | 13 | 2.2% |
| 37.06605911 | 12 | 2.0% |
| 37.42414093 | 12 | 2.0% |
| 37.49991608 | 12 | 2.0% |
| 37.63844681 | 11 | 1.8% |
| Other values (169) | 419 |
| Value | Count | Frequency (%) |
| 33.5080719 | 2 | |
| 33.52378845 | 1 | |
| 34.7346344 | 2 | |
| 34.74183655 | 1 | |
| 34.74321747 | 1 | |
| 34.75477219 | 1 | |
| 34.76402283 | 1 | |
| 34.78437042 | 1 | |
| 34.80362701 | 1 | |
| 34.83761597 | 1 |
| Value | Count | Frequency (%) |
| 37.87098694 | 1 | 0.2% |
| 37.85033417 | 4 | 0.7% |
| 37.83763886 | 9 | |
| 37.83538818 | 2 | 0.3% |
| 37.80926895 | 6 | |
| 37.79885483 | 1 | 0.2% |
| 37.79774475 | 4 | 0.7% |
| 37.77287292 | 1 | 0.2% |
| 37.7553215 | 10 | |
| 37.75510788 | 3 | 0.5% |
CTPRVN_CD
Real number (ℝ)
HIGH CORRELATION
| Distinct | 17 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.895 |
| Minimum | 11 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 11 |
| median | 28 |
| Q3 | 41 |
| 95-th percentile | 44.05 |
| Maximum | 50 |
| Range | 39 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 13.875332 |
|---|---|
| Coefficient of variation (CV) | 0.51590751 |
| Kurtosis | -1.7027045 |
| Mean | 26.895 |
| Median Absolute Deviation (MAD) | 13.5 |
| Skewness | -0.052742422 |
| Sum | 16137 |
| Variance | 192.52485 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 11 | 236 | |
| 41 | 178 | |
| 28 | 83 | 13.8% |
| 42 | 29 | 4.8% |
| 46 | 18 | 3.0% |
| 26 | 17 | 2.8% |
| 27 | 11 | 1.8% |
| 48 | 6 | 1.0% |
| 30 | 4 | 0.7% |
| 44 | 3 | 0.5% |
| Other values (7) | 15 | 2.5% |
| Value | Count | Frequency (%) |
| 11 | 236 | |
| 26 | 17 | 2.8% |
| 27 | 11 | 1.8% |
| 28 | 83 | 13.8% |
| 29 | 3 | 0.5% |
| 30 | 4 | 0.7% |
| 31 | 2 | 0.3% |
| 36 | 2 | 0.3% |
| 41 | 178 | |
| 42 | 29 | 4.8% |
| Value | Count | Frequency (%) |
| 50 | 3 | 0.5% |
| 48 | 6 | 1.0% |
| 47 | 1 | 0.2% |
| 46 | 18 | 3.0% |
| 45 | 2 | 0.3% |
| 44 | 3 | 0.5% |
| 43 | 2 | 0.3% |
| 42 | 29 | 4.8% |
| 41 | 178 | |
| 36 | 2 | 0.3% |
CTPRVN_NM
Categorical
HIGH CORRELATION
| Distinct | 17 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.8 KiB |
| 서울특별시 | |
|---|---|
| 경기도 | |
| 인천광역시 | |
| 강원도 | |
| 전라남도 | 18 |
| Other values (12) |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.2733333 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 경기도 |
|---|---|
| 2nd row | 경기도 |
| 3rd row | 경기도 |
| 4th row | 서울특별시 |
| 5th row | 인천광역시 |
Common Values
| Value | Count | Frequency (%) |
| 서울특별시 | 236 | |
| 경기도 | 178 | |
| 인천광역시 | 83 | 13.8% |
| 강원도 | 29 | 4.8% |
| 전라남도 | 18 | 3.0% |
| 부산광역시 | 17 | 2.8% |
| 대구광역시 | 11 | 1.8% |
| 경상남도 | 6 | 1.0% |
| 대전광역시 | 4 | 0.7% |
| 충청남도 | 3 | 0.5% |
| Other values (7) | 15 | 2.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 서울특별시 | 236 | |
| 경기도 | 178 | |
| 인천광역시 | 83 | 13.8% |
| 강원도 | 29 | 4.8% |
| 전라남도 | 18 | 3.0% |
| 부산광역시 | 17 | 2.8% |
| 대구광역시 | 11 | 1.8% |
| 경상남도 | 6 | 1.0% |
| 대전광역시 | 4 | 0.7% |
| 충청남도 | 3 | 0.5% |
| Other values (7) | 15 | 2.5% |
SIGNGU_CD
Real number (ℝ)
HIGH CORRELATION
| Distinct | 89 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2723.095 |
| Minimum | 1114 |
|---|---|
| Maximum | 5011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 1114 |
|---|---|
| 5-th percentile | 1123 |
| Q1 | 1156 |
| median | 2823.5 |
| Q3 | 4122 |
| 95-th percentile | 4481.55 |
| Maximum | 5011 |
| Range | 3897 |
| Interquartile range (IQR) | 2966 |
Descriptive statistics
| Standard deviation | 1379.5972 |
|---|---|
| Coefficient of variation (CV) | 0.50662837 |
| Kurtosis | -1.7021426 |
| Mean | 2723.095 |
| Median Absolute Deviation (MAD) | 1363.5 |
| Skewness | -0.047355593 |
| Sum | 1633857 |
| Variance | 1903288.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1156 | 44 | 7.3% |
| 4111 | 44 | 7.3% |
| 2824 | 39 | 6.5% |
| 1120 | 26 | 4.3% |
| 1144 | 24 | 4.0% |
| 4122 | 19 | 3.2% |
| 1171 | 19 | 3.2% |
| 4115 | 18 | 3.0% |
| 4163 | 17 | 2.8% |
| 1141 | 16 | 2.7% |
| Other values (79) | 334 |
| Value | Count | Frequency (%) |
| 1114 | 3 | 0.5% |
| 1120 | 26 | |
| 1123 | 14 | |
| 1126 | 9 | 1.5% |
| 1129 | 9 | 1.5% |
| 1132 | 9 | 1.5% |
| 1135 | 13 | |
| 1138 | 4 | 0.7% |
| 1141 | 16 | |
| 1144 | 24 |
| Value | Count | Frequency (%) |
| 5011 | 3 | |
| 4833 | 1 | 0.2% |
| 4831 | 3 | |
| 4825 | 1 | 0.2% |
| 4812 | 1 | 0.2% |
| 4719 | 1 | 0.2% |
| 4683 | 1 | 0.2% |
| 4679 | 1 | 0.2% |
| 4617 | 7 | |
| 4615 | 1 | 0.2% |
SIGNGU_NM
Text
| Distinct | 80 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.8 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 3.14 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1884 |
|---|---|
| Distinct characters | 84 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 22 ? |
|---|---|
| Unique (%) | 3.7% |
Sample
| 1st row | 평택시 |
|---|---|
| 2nd row | 양주시 |
| 3rd row | 양주시 |
| 4th row | 성동구 |
| 5th row | 중구 |
| Value | Count | Frequency (%) |
| 수원시 | 44 | 7.3% |
| 영등포구 | 44 | 7.3% |
| 계양구 | 39 | 6.5% |
| 성동구 | 26 | 4.3% |
| 마포구 | 24 | 4.0% |
| 평택시 | 19 | 3.2% |
| 송파구 | 19 | 3.2% |
| 의정부시 | 18 | 3.0% |
| 중구 | 18 | 3.0% |
| 양주시 | 17 | 2.8% |
| Other values (70) | 332 |
Most occurring characters
| Value | Count | Frequency (%) |
| 구 | 359 | |
| 시 | 237 | 12.6% |
| 양 | 87 | 4.6% |
| 동 | 74 | 3.9% |
| 포 | 71 | 3.8% |
| 성 | 61 | 3.2% |
| 수 | 59 | 3.1% |
| 원 | 58 | 3.1% |
| 영 | 48 | 2.5% |
| 서 | 47 | 2.5% |
| Other values (74) | 783 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 1884 |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 구 | 359 | |
| 시 | 237 | 12.6% |
| 양 | 87 | 4.6% |
| 동 | 74 | 3.9% |
| 포 | 71 | 3.8% |
| 성 | 61 | 3.2% |
| 수 | 59 | 3.1% |
| 원 | 58 | 3.1% |
| 영 | 48 | 2.5% |
| 서 | 47 | 2.5% |
| Other values (74) | 783 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 1884 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 구 | 359 | |
| 시 | 237 | 12.6% |
| 양 | 87 | 4.6% |
| 동 | 74 | 3.9% |
| 포 | 71 | 3.8% |
| 성 | 61 | 3.2% |
| 수 | 59 | 3.1% |
| 원 | 58 | 3.1% |
| 영 | 48 | 2.5% |
| 서 | 47 | 2.5% |
| Other values (74) | 783 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 1884 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 구 | 359 | |
| 시 | 237 | 12.6% |
| 양 | 87 | 4.6% |
| 동 | 74 | 3.9% |
| 포 | 71 | 3.8% |
| 성 | 61 | 3.2% |
| 수 | 59 | 3.1% |
| 원 | 58 | 3.1% |
| 영 | 48 | 2.5% |
| 서 | 47 | 2.5% |
| Other values (74) | 783 |
ADSTRD_CD
Real number (ℝ)
HIGH CORRELATION
| Distinct | 167 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27232676 |
| Minimum | 11140550 |
|---|---|
| Maximum | 50110610 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 11140550 |
|---|---|
| 5-th percentile | 11230660 |
| Q1 | 11560540 |
| median | 28241586 |
| Q3 | 41220520 |
| 95-th percentile | 44815920 |
| Maximum | 50110610 |
| Range | 38970060 |
| Interquartile range (IQR) | 29659980 |
Descriptive statistics
| Standard deviation | 13796696 |
|---|---|
| Coefficient of variation (CV) | 0.50662284 |
| Kurtosis | -1.7021907 |
| Mean | 27232676 |
| Median Absolute Deviation (MAD) | 13628884 |
| Skewness | -0.047435152 |
| Sum | 1.6339606 × 1010 |
| Variance | 1.9034882 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28245601 | 37 | 6.2% |
| 41117580 | 29 | 4.8% |
| 11200670 | 25 | 4.2% |
| 11560540 | 17 | 2.8% |
| 11410555 | 15 | 2.5% |
| 11560700 | 15 | 2.5% |
| 41220520 | 13 | 2.2% |
| 11440585 | 13 | 2.2% |
| 28200655 | 12 | 2.0% |
| 11560680 | 12 | 2.0% |
| Other values (157) | 412 |
| Value | Count | Frequency (%) |
| 11140550 | 1 | 0.2% |
| 11140680 | 2 | 0.3% |
| 11200670 | 25 | |
| 11200790 | 1 | 0.2% |
| 11230660 | 6 | 1.0% |
| 11230705 | 3 | 0.5% |
| 11230720 | 5 | 0.8% |
| 11260540 | 7 | 1.2% |
| 11260655 | 1 | 0.2% |
| 11260680 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 50110610 | 2 | |
| 50110600 | 1 | |
| 48330560 | 1 | |
| 48310570 | 1 | |
| 48310560 | 1 | |
| 48310540 | 1 | |
| 48250620 | 1 | |
| 48125630 | 1 | |
| 47190621 | 1 | |
| 46830253 | 1 |
ADSTRD_NM
Text
| Distinct | 166 |
|---|---|
| Distinct (%) | 27.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.8 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 3.7566667 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2254 |
|---|---|
| Distinct characters | 144 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 80 ? |
|---|---|
| Unique (%) | 13.3% |
Sample
| 1st row | 서정동 |
|---|---|
| 2nd row | 회천3동 |
| 3rd row | 회천3동 |
| 4th row | 성수2가1동 |
| 5th row | 연안동 |
| Value | Count | Frequency (%) |
| 효성1동 | 37 | 6.2% |
| 영통2동 | 29 | 4.8% |
| 성수2가1동 | 25 | 4.2% |
| 여의동 | 17 | 2.8% |
| 북아현동 | 15 | 2.5% |
| 대림1동 | 15 | 2.5% |
| 서정동 | 13 | 2.2% |
| 도화동 | 13 | 2.2% |
| 서창2동 | 12 | 2.0% |
| 신길6동 | 12 | 2.0% |
| Other values (156) | 412 |
Most occurring characters
| Value | Count | Frequency (%) |
| 동 | 579 | |
| 1 | 167 | 7.4% |
| 2 | 124 | 5.5% |
| 성 | 86 | 3.8% |
| 가 | 56 | 2.5% |
| 3 | 56 | 2.5% |
| 서 | 42 | 1.9% |
| 영 | 41 | 1.8% |
| 효 | 37 | 1.6% |
| 통 | 36 | 1.6% |
| Other values (134) | 1030 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 1844 | |
| Decimal Number | 396 | 17.6% |
| Other Punctuation | 14 | 0.6% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 동 | 579 | |
| 성 | 86 | 4.7% |
| 가 | 56 | 3.0% |
| 서 | 42 | 2.3% |
| 영 | 41 | 2.2% |
| 효 | 37 | 2.0% |
| 통 | 36 | 2.0% |
| 천 | 29 | 1.6% |
| 면 | 27 | 1.5% |
| 수 | 27 | 1.5% |
| Other values (126) | 884 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 167 | |
| 2 | 124 | |
| 3 | 56 | 14.1% |
| 4 | 27 | 6.8% |
| 6 | 13 | 3.3% |
| 7 | 8 | 2.0% |
| 5 | 1 | 0.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 14 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 1844 | |
| Common | 410 | 18.2% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 동 | 579 | |
| 성 | 86 | 4.7% |
| 가 | 56 | 3.0% |
| 서 | 42 | 2.3% |
| 영 | 41 | 2.2% |
| 효 | 37 | 2.0% |
| 통 | 36 | 2.0% |
| 천 | 29 | 1.6% |
| 면 | 27 | 1.5% |
| 수 | 27 | 1.5% |
| Other values (126) | 884 |
Common
| Value | Count | Frequency (%) |
| 1 | 167 | |
| 2 | 124 | |
| 3 | 56 | 13.7% |
| 4 | 27 | 6.6% |
| . | 14 | 3.4% |
| 6 | 13 | 3.2% |
| 7 | 8 | 2.0% |
| 5 | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 1844 | |
| ASCII | 410 | 18.2% |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 동 | 579 | |
| 성 | 86 | 4.7% |
| 가 | 56 | 3.0% |
| 서 | 42 | 2.3% |
| 영 | 41 | 2.2% |
| 효 | 37 | 2.0% |
| 통 | 36 | 2.0% |
| 천 | 29 | 1.6% |
| 면 | 27 | 1.5% |
| 수 | 27 | 1.5% |
| Other values (126) | 884 |
ASCII
| Value | Count | Frequency (%) |
| 1 | 167 | |
| 2 | 124 | |
| 3 | 56 | 13.7% |
| 4 | 27 | 6.6% |
| . | 14 | 3.4% |
| 6 | 13 | 3.2% |
| 7 | 8 | 2.0% |
| 5 | 1 | 0.2% |
WKDAY_NM
Categorical
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.8 KiB |
| 목 | |
|---|---|
| 월 | |
| 토 | |
| 일 | |
| 금 | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 목 |
|---|---|
| 2nd row | 목 |
| 3rd row | 목 |
| 4th row | 목 |
| 5th row | 목 |
Common Values
| Value | Count | Frequency (%) |
| 목 | 207 | |
| 월 | 95 | |
| 토 | 80 | 13.3% |
| 일 | 77 | 12.8% |
| 금 | 59 | 9.8% |
| 화 | 56 | 9.3% |
| 수 | 26 | 4.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 목 | 207 | |
| 월 | 95 | |
| 토 | 80 | 13.3% |
| 일 | 77 | 12.8% |
| 금 | 59 | 9.8% |
| 화 | 56 | 9.3% |
| 수 | 26 | 4.3% |
MVMN_TIME
Real number (ℝ)
ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.71 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 17 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.8537461 |
|---|---|
| Coefficient of variation (CV) | 0.42696908 |
| Kurtosis | -0.46632652 |
| Mean | 13.71 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.43091277 |
| Sum | 8226 |
| Variance | 34.266344 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 15 | 48 | 8.0% |
| 16 | 45 | 7.5% |
| 21 | 37 | 6.2% |
| 13 | 36 | 6.0% |
| 11 | 33 | 5.5% |
| 17 | 33 | 5.5% |
| 19 | 32 | 5.3% |
| 22 | 31 | 5.2% |
| 14 | 31 | 5.2% |
| 12 | 30 | 5.0% |
| Other values (14) | 244 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 1 | 7 | 1.2% |
| 2 | 8 | 1.3% |
| 3 | 8 | 1.3% |
| 4 | 6 | 1.0% |
| 5 | 9 | 1.5% |
| 6 | 15 | |
| 7 | 20 | |
| 8 | 27 | |
| 9 | 27 |
| Value | Count | Frequency (%) |
| 23 | 22 | |
| 22 | 31 | |
| 21 | 37 | |
| 20 | 21 | |
| 19 | 32 | |
| 18 | 29 | |
| 17 | 33 | |
| 16 | 45 | |
| 15 | 48 | |
| 14 | 31 |
SEXDSTN_FLAG_CD
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.8 KiB |
| M | |
|---|---|
| F |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 319 | |
| F | 281 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 319 | |
| f | 281 |
AGRDE_CO
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7983333 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 2 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.840283 |
|---|---|
| Coefficient of variation (CV) | 0.48449751 |
| Kurtosis | -0.99019917 |
| Mean | 3.7983333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.056111522 |
| Sum | 2279 |
| Variance | 3.3866416 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 4 | 123 | |
| 5 | 115 | |
| 1 | 97 | |
| 3 | 83 | |
| 6 | 69 | |
| 2 | 65 | |
| 7 | 46 | 7.7% |
| 0 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.3% |
| 1 | 97 | |
| 2 | 65 | |
| 3 | 83 | |
| 4 | 123 | |
| 5 | 115 | |
| 6 | 69 | |
| 7 | 46 | 7.7% |
| Value | Count | Frequency (%) |
| 7 | 46 | 7.7% |
| 6 | 69 | |
| 5 | 115 | |
| 4 | 123 | |
| 3 | 83 | |
| 2 | 65 | |
| 1 | 97 | |
| 0 | 2 | 0.3% |
PDSTRN_POPLTN_CO
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.168333 |
| Minimum | 3 |
|---|---|
| Maximum | 69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 10 |
| Q3 | 17 |
| 95-th percentile | 34 |
| Maximum | 69 |
| Range | 66 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 10.202949 |
|---|---|
| Coefficient of variation (CV) | 0.77480943 |
| Kurtosis | 4.2341091 |
| Mean | 13.168333 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.8336362 |
| Sum | 7901 |
| Variance | 104.10016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 4 | 61 | 10.2% |
| 3 | 41 | 6.8% |
| 7 | 40 | 6.7% |
| 6 | 39 | 6.5% |
| 8 | 38 | 6.3% |
| 10 | 33 | 5.5% |
| 5 | 32 | 5.3% |
| 11 | 29 | 4.8% |
| 13 | 26 | 4.3% |
| 12 | 25 | 4.2% |
| Other values (39) | 236 |
| Value | Count | Frequency (%) |
| 3 | 41 | |
| 4 | 61 | |
| 5 | 32 | |
| 6 | 39 | |
| 7 | 40 | |
| 8 | 38 | |
| 9 | 21 | 3.5% |
| 10 | 33 | |
| 11 | 29 | |
| 12 | 25 |
| Value | Count | Frequency (%) |
| 69 | 1 | 0.2% |
| 60 | 1 | 0.2% |
| 59 | 1 | 0.2% |
| 52 | 1 | 0.2% |
| 51 | 2 | |
| 49 | 2 | |
| 47 | 3 | |
| 46 | 1 | 0.2% |
| 45 | 1 | 0.2% |
| 44 | 2 |
PDSTRN_ELSE_POPLTN_CO
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.355 |
| Minimum | 3 |
|---|---|
| Maximum | 57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 20 |
| Maximum | 57 |
| Range | 54 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 5.7845839 |
|---|---|
| Coefficient of variation (CV) | 0.78648319 |
| Kurtosis | 12.675396 |
| Mean | 7.355 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.8820959 |
| Sum | 4413 |
| Variance | 33.461411 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 4 | 124 | |
| 3 | 100 | |
| 5 | 87 | |
| 6 | 68 | |
| 7 | 41 | 6.8% |
| 9 | 32 | 5.3% |
| 8 | 31 | 5.2% |
| 10 | 19 | 3.2% |
| 14 | 11 | 1.8% |
| 13 | 11 | 1.8% |
| Other values (20) | 76 |
| Value | Count | Frequency (%) |
| 3 | 100 | |
| 4 | 124 | |
| 5 | 87 | |
| 6 | 68 | |
| 7 | 41 | 6.8% |
| 8 | 31 | 5.2% |
| 9 | 32 | 5.3% |
| 10 | 19 | 3.2% |
| 11 | 10 | 1.7% |
| 12 | 9 | 1.5% |
| Value | Count | Frequency (%) |
| 57 | 1 | 0.2% |
| 34 | 2 | 0.3% |
| 33 | 1 | 0.2% |
| 32 | 1 | 0.2% |
| 29 | 1 | 0.2% |
| 28 | 3 | |
| 26 | 3 | |
| 25 | 2 | 0.3% |
| 24 | 3 | |
| 23 | 7 |
| BASE_DE | GID_LO | GID_LA | CTPRVN_CD | CTPRVN_NM | SIGNGU_CD | SIGNGU_NM | ADSTRD_CD | WKDAY_NM | MVMN_TIME | SEXDSTN_FLAG_CD | AGRDE_CO | PDSTRN_POPLTN_CO | PDSTRN_ELSE_POPLTN_CO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BASE_DE | 1.000 | 0.662 | 0.310 | 0.383 | 0.568 | 0.384 | 0.928 | 0.383 | 0.901 | 0.205 | 0.099 | 0.000 | 0.062 | 0.000 |
| GID_LO | 0.662 | 1.000 | 0.781 | 0.718 | 0.926 | 0.737 | 0.999 | 0.737 | 0.411 | 0.100 | 0.000 | 0.189 | 0.216 | 0.000 |
| GID_LA | 0.310 | 0.781 | 1.000 | 0.848 | 0.973 | 0.832 | 0.993 | 0.832 | 0.200 | 0.120 | 0.000 | 0.212 | 0.022 | 0.000 |
| CTPRVN_CD | 0.383 | 0.718 | 0.848 | 1.000 | 1.000 | 1.000 | 0.995 | 1.000 | 0.287 | 0.000 | 0.119 | 0.207 | 0.204 | 0.000 |
| CTPRVN_NM | 0.568 | 0.926 | 0.973 | 1.000 | 1.000 | 0.993 | 0.996 | 0.993 | 0.399 | 0.073 | 0.141 | 0.227 | 0.000 | 0.000 |
| SIGNGU_CD | 0.384 | 0.737 | 0.832 | 1.000 | 0.993 | 1.000 | 0.996 | 1.000 | 0.281 | 0.000 | 0.000 | 0.217 | 0.203 | 0.000 |
| SIGNGU_NM | 0.928 | 0.999 | 0.993 | 0.995 | 0.996 | 0.996 | 1.000 | 0.995 | 0.890 | 0.033 | 0.265 | 0.246 | 0.408 | 0.000 |
| ADSTRD_CD | 0.383 | 0.737 | 0.832 | 1.000 | 0.993 | 1.000 | 0.995 | 1.000 | 0.281 | 0.000 | 0.000 | 0.210 | 0.198 | 0.000 |
| WKDAY_NM | 0.901 | 0.411 | 0.200 | 0.287 | 0.399 | 0.281 | 0.890 | 0.281 | 1.000 | 0.000 | 0.022 | 0.000 | 0.058 | 0.220 |
| MVMN_TIME | 0.205 | 0.100 | 0.120 | 0.000 | 0.073 | 0.000 | 0.033 | 0.000 | 0.000 | 1.000 | 0.113 | 0.153 | 0.177 | 0.114 |
| SEXDSTN_FLAG_CD | 0.099 | 0.000 | 0.000 | 0.119 | 0.141 | 0.000 | 0.265 | 0.000 | 0.022 | 0.113 | 1.000 | 0.099 | 0.123 | 0.000 |
| AGRDE_CO | 0.000 | 0.189 | 0.212 | 0.207 | 0.227 | 0.217 | 0.246 | 0.210 | 0.000 | 0.153 | 0.099 | 1.000 | 0.028 | 0.000 |
| PDSTRN_POPLTN_CO | 0.062 | 0.216 | 0.022 | 0.204 | 0.000 | 0.203 | 0.408 | 0.198 | 0.058 | 0.177 | 0.123 | 0.028 | 1.000 | 0.320 |
| PDSTRN_ELSE_POPLTN_CO | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.220 | 0.114 | 0.000 | 0.000 | 0.320 | 1.000 |
| WKDAY_NM | SEXDSTN_FLAG_CD | CTPRVN_NM | |
|---|---|---|---|
| WKDAY_NM | 1.000 | 0.024 | 0.190 |
| SEXDSTN_FLAG_CD | 0.024 | 1.000 | 0.124 |
| CTPRVN_NM | 0.190 | 0.124 | 1.000 |
| BASE_DE | GID_LO | GID_LA | CTPRVN_CD | SIGNGU_CD | ADSTRD_CD | MVMN_TIME | AGRDE_CO | PDSTRN_POPLTN_CO | PDSTRN_ELSE_POPLTN_CO | CTPRVN_NM | WKDAY_NM | SEXDSTN_FLAG_CD | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BASE_DE | 1.000 | 0.001 | 0.088 | -0.261 | -0.194 | -0.191 | 0.025 | -0.009 | 0.002 | -0.073 | 0.262 | 0.710 | 0.074 |
| GID_LO | 0.001 | 1.000 | -0.079 | 0.155 | 0.152 | 0.152 | -0.078 | -0.007 | -0.223 | -0.107 | 0.707 | 0.221 | 0.000 |
| GID_LA | 0.088 | -0.079 | 1.000 | -0.303 | -0.300 | -0.301 | -0.065 | 0.107 | 0.192 | 0.064 | 0.865 | 0.106 | 0.000 |
| CTPRVN_CD | -0.261 | 0.155 | -0.303 | 1.000 | 0.955 | 0.954 | 0.004 | -0.063 | -0.329 | -0.086 | 0.992 | 0.157 | 0.089 |
| SIGNGU_CD | -0.194 | 0.152 | -0.300 | 0.955 | 1.000 | 1.000 | 0.039 | -0.050 | -0.332 | -0.093 | 0.961 | 0.154 | 0.000 |
| ADSTRD_CD | -0.191 | 0.152 | -0.301 | 0.954 | 1.000 | 1.000 | 0.038 | -0.050 | -0.328 | -0.091 | 0.961 | 0.154 | 0.000 |
| MVMN_TIME | 0.025 | -0.078 | -0.065 | 0.004 | 0.039 | 0.038 | 1.000 | -0.098 | 0.077 | 0.133 | 0.027 | 0.000 | 0.086 |
| AGRDE_CO | -0.009 | -0.007 | 0.107 | -0.063 | -0.050 | -0.050 | -0.098 | 1.000 | -0.043 | -0.002 | 0.096 | 0.000 | 0.074 |
| PDSTRN_POPLTN_CO | 0.002 | -0.223 | 0.192 | -0.329 | -0.332 | -0.328 | 0.077 | -0.043 | 1.000 | 0.260 | 0.000 | 0.029 | 0.094 |
| PDSTRN_ELSE_POPLTN_CO | -0.073 | -0.107 | 0.064 | -0.086 | -0.093 | -0.091 | 0.133 | -0.002 | 0.260 | 1.000 | 0.000 | 0.078 | 0.000 |
| CTPRVN_NM | 0.262 | 0.707 | 0.865 | 0.992 | 0.961 | 0.961 | 0.027 | 0.096 | 0.000 | 0.000 | 1.000 | 0.190 | 0.124 |
| WKDAY_NM | 0.710 | 0.221 | 0.106 | 0.157 | 0.154 | 0.154 | 0.000 | 0.000 | 0.029 | 0.078 | 0.190 | 1.000 | 0.024 |
| SEXDSTN_FLAG_CD | 0.074 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.086 | 0.074 | 0.094 | 0.000 | 0.124 | 0.024 | 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.
| BASE_DE | GID_ID | GID_LO | GID_LA | CTPRVN_CD | CTPRVN_NM | SIGNGU_CD | SIGNGU_NM | ADSTRD_CD | ADSTRD_NM | WKDAY_NM | MVMN_TIME | SEXDSTN_FLAG_CD | AGRDE_CO | PDSTRN_POPLTN_CO | PDSTRN_ELSE_POPLTN_CO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 20201105 | 83,558,707 | 127.062706 | 37.066059 | 41 | 경기도 | 4122 | 평택시 | 41220520 | 서정동 | 목 | 22 | M | 6 | 10 | 4 |
| 1 | 20201105 | 83,912,334 | 127.070854 | 37.809269 | 41 | 경기도 | 4163 | 양주시 | 41630550 | 회천3동 | 목 | 18 | M | 4 | 4 | 10 |
| 2 | 20201105 | 83,912,334 | 127.070854 | 37.809269 | 41 | 경기도 | 4163 | 양주시 | 41630550 | 회천3동 | 목 | 16 | M | 5 | 3 | 4 |
| 3 | 20201105 | 83,559,754 | 127.059967 | 37.537926 | 11 | 서울특별시 | 1120 | 성동구 | 11200670 | 성수2가1동 | 목 | 16 | M | 4 | 40 | 26 |
| 4 | 20201105 | 70,904,337 | 126.613441 | 37.441681 | 28 | 인천광역시 | 2811 | 중구 | 28110520 | 연안동 | 목 | 17 | M | 6 | 9 | 4 |
| 5 | 20201105 | 79,911,943 | 126.931068 | 37.519798 | 11 | 서울특별시 | 1156 | 영등포구 | 11560540 | 여의동 | 목 | 17 | M | 3 | 29 | 5 |
| 6 | 20201105 | 73,704,352 | 126.711441 | 37.528004 | 28 | 인천광역시 | 2824 | 계양구 | 28245601 | 효성1동 | 목 | 13 | M | 6 | 19 | 6 |
| 7 | 20201105 | 84,055,102 | 127.079079 | 37.258118 | 41 | 경기도 | 4111 | 수원시 | 41117570 | 영통1동 | 목 | 18 | F | 2 | 10 | 4 |
| 8 | 20201105 | 73,704,352 | 126.711441 | 37.528004 | 28 | 인천광역시 | 2824 | 계양구 | 28245601 | 효성1동 | 목 | 19 | M | 3 | 11 | 6 |
| 9 | 20201105 | 83,863,801 | 127.070549 | 37.567711 | 11 | 서울특별시 | 1123 | 동대문구 | 11230660 | 장안2동 | 목 | 20 | F | 6 | 23 | 5 |
| BASE_DE | GID_ID | GID_LO | GID_LA | CTPRVN_CD | CTPRVN_NM | SIGNGU_CD | SIGNGU_NM | ADSTRD_CD | ADSTRD_NM | WKDAY_NM | MVMN_TIME | SEXDSTN_FLAG_CD | AGRDE_CO | PDSTRN_POPLTN_CO | PDSTRN_ELSE_POPLTN_CO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 590 | 20201106 | 75,208,582 | 126.763191 | 37.674351 | 41 | 경기도 | 4128 | 고양시 | 41287560 | 주엽2동 | 금 | 15 | F | 6 | 21 | 5 |
| 591 | 20201106 | 75,208,582 | 126.763191 | 37.674351 | 41 | 경기도 | 4128 | 고양시 | 41287560 | 주엽2동 | 금 | 16 | F | 3 | 15 | 6 |
| 592 | 20201106 | 76,583,771 | 126.814949 | 37.347923 | 41 | 경기도 | 4127 | 안산시 | 41273600 | 선부3동 | 금 | 22 | F | 6 | 7 | 3 |
| 593 | 20201101 | 84,791,556 | 127.103836 | 37.483551 | 11 | 서울특별시 | 1168 | 강남구 | 11680700 | 세곡동 | 일 | 22 | M | 4 | 5 | 15 |
| 594 | 20201101 | 71,144,511 | 126.620918 | 37.526913 | 28 | 인천광역시 | 2826 | 서구 | 28260539 | 청라3동 | 일 | 22 | F | 1 | 20 | 4 |
| 595 | 20201101 | 76,215,741 | 126.802185 | 37.323963 | 41 | 경기도 | 4127 | 안산시 | 41273555 | 백운동 | 일 | 10 | F | 7 | 3 | 17 |
| 596 | 20201101 | 135,845,082 | 128.914429 | 37.798855 | 42 | 강원도 | 4215 | 강릉시 | 42150580 | 초당동 | 일 | 17 | F | 2 | 8 | 5 |
| 597 | 20201101 | 143,363,831 | 129.173355 | 37.443523 | 42 | 강원도 | 4223 | 삼척시 | 42230530 | 교동 | 일 | 12 | F | 6 | 20 | 6 |
| 598 | 20201101 | 84,136,186 | 127.079155 | 37.748909 | 41 | 경기도 | 4115 | 의정부시 | 41150568 | 신곡2동 | 일 | 15 | F | 3 | 8 | 7 |
| 599 | 20201101 | 94,244,397 | 127.439003 | 36.326729 | 30 | 대전광역시 | 3011 | 동구 | 30110585 | 대동 | 일 | 15 | F | 5 | 10 | 6 |
Most frequently occurring
| BASE_DE | GID_ID | GID_LO | GID_LA | CTPRVN_CD | CTPRVN_NM | SIGNGU_CD | SIGNGU_NM | ADSTRD_CD | ADSTRD_NM | WKDAY_NM | MVMN_TIME | SEXDSTN_FLAG_CD | AGRDE_CO | PDSTRN_POPLTN_CO | PDSTRN_ELSE_POPLTN_CO | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 20201105 | 68,751,746 | 126.583481 | 33.508072 | 50 | 제주특별자치도 | 5011 | 제주시 | 50110610 | 삼양동 | 목 | 0 | M | 1 | 5 | 5 | 2 |
| 1 | 20201105 | 70,904,337 | 126.613441 | 37.441681 | 28 | 인천광역시 | 2811 | 중구 | 28110520 | 연안동 | 목 | 9 | M | 3 | 8 | 13 | 2 |
| 2 | 20201105 | 70,904,337 | 126.613441 | 37.441681 | 28 | 인천광역시 | 2811 | 중구 | 28110520 | 연안동 | 목 | 14 | M | 5 | 8 | 9 | 2 |
| 3 | 20201105 | 73,704,352 | 126.711441 | 37.528004 | 28 | 인천광역시 | 2824 | 계양구 | 28245601 | 효성1동 | 목 | 7 | M | 4 | 12 | 3 | 2 |
| 4 | 20201105 | 73,704,352 | 126.711441 | 37.528004 | 28 | 인천광역시 | 2824 | 계양구 | 28245601 | 효성1동 | 목 | 8 | F | 3 | 10 | 3 | 2 |
| 5 | 20201105 | 73,704,352 | 126.711441 | 37.528004 | 28 | 인천광역시 | 2824 | 계양구 | 28245601 | 효성1동 | 목 | 9 | F | 5 | 23 | 11 | 2 |
| 6 | 20201105 | 73,704,352 | 126.711441 | 37.528004 | 28 | 인천광역시 | 2824 | 계양구 | 28245601 | 효성1동 | 목 | 15 | F | 5 | 11 | 13 | 2 |
| 7 | 20201105 | 73,704,352 | 126.711441 | 37.528004 | 28 | 인천광역시 | 2824 | 계양구 | 28245601 | 효성1동 | 목 | 16 | M | 2 | 10 | 4 | 2 |
| 8 | 20201105 | 73,704,352 | 126.711441 | 37.528004 | 28 | 인천광역시 | 2824 | 계양구 | 28245601 | 효성1동 | 목 | 22 | M | 2 | 11 | 4 | 2 |
| 9 | 20201105 | 76,056,105 | 126.795044 | 37.483463 | 41 | 경기도 | 4119 | 부천시 | 41190603 | 심곡동 | 목 | 6 | F | 7 | 7 | 3 | 2 |