Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 27 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.2 KiB |
| Average record size in memory | 119.9 B |
Variable types
| Categorical | 1 |
|---|---|
| Text | 1 |
| Numeric | 11 |
Dataset
| Description | 2015년부산광역시강서구사회조사결과(통근,통학교통수단) |
|---|---|
| Author | 부산광역시 강서구 |
| URL | http://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=3045858 |
통근·통학한다 is highly overall correlated with 자전거(통근·통학시교통수단) and 1 other fields | High correlation |
도보(통근·통학시교통수단) is highly overall correlated with 자전거(통근·통학시교통수단) and 2 other fields | High correlation |
자전거(통근·통학시교통수단) is highly overall correlated with 통근·통학한다 and 5 other fields | High correlation |
오토바이(통근·통학시교통수단) is highly overall correlated with 자전거(통근·통학시교통수단) | High correlation |
도시철도(지하철,통근·통학시교통수단) is highly overall correlated with 시내버스 마을버스(통근·통학시교통수단) and 1 other fields | High correlation |
시내버스 마을버스(통근·통학시교통수단) is highly overall correlated with 도시철도(지하철,통근·통학시교통수단) and 1 other fields | High correlation |
택시(통근·통학시교통수단) is highly overall correlated with 자전거(통근·통학시교통수단) | High correlation |
승용차(통근·통학시교통수단) is highly overall correlated with 도보(통근·통학시교통수단) and 2 other fields | High correlation |
통근·통학시간 is highly overall correlated with 도보(통근·통학시교통수단) and 1 other fields | High correlation |
통근·통학안한다 is highly overall correlated with 통근·통학한다 and 1 other fields | High correlation |
항목 has unique values | Unique |
도보(통근·통학시교통수단) has unique values | Unique |
승용차(통근·통학시교통수단) has unique values | Unique |
자전거(통근·통학시교통수단) has 1 (3.7%) zeros | Zeros |
오토바이(통근·통학시교통수단) has 5 (18.5%) zeros | Zeros |
도시철도(지하철,통근·통학시교통수단) has 1 (3.7%) zeros | Zeros |
택시(통근·통학시교통수단) has 14 (51.9%) zeros | Zeros |
승용차(통근·통학시교통수단) has 1 (3.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-10 16:54:16.429899 |
|---|---|
| Analysis finished | 2023-12-10 16:54:37.980051 |
| Duration | 21.55 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
구분
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 22.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 348.0 B |
| 월가구소득 | |
|---|---|
| 연령별 | |
| 직업별 | |
| 교육수준 | |
| 성별 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 3.5925926 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 성별 |
|---|---|
| 2nd row | 성별 |
| 3rd row | 연령별 |
| 4th row | 연령별 |
| 5th row | 연령별 |
Common Values
| Value | Count | Frequency (%) |
| 월가구소득 | 8 | |
| 연령별 | 6 | |
| 직업별 | 5 | |
| 교육수준 | 4 | |
| 성별 | 2 | 7.4% |
| 구역 | 2 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 월가구소득 | 8 | |
| 연령별 | 6 | |
| 직업별 | 5 | |
| 교육수준 | 4 | |
| 성별 | 2 | 7.4% |
| 구역 | 2 | 7.4% |
항목
Text
UNIQUE
| Distinct | 27 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 348.0 B |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.3703704 |
| Min length | 1 |
Characters and Unicode
| Total characters | 145 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 4 ? |
| 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 | 27 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 남 |
|---|---|
| 2nd row | 여 |
| 3rd row | 15-19세 |
| 4th row | 20-29세 |
| 5th row | 30-39세 |
| Value | Count | Frequency (%) |
| 남 | 1 | 3.4% |
| 농어업 | 1 | 3.4% |
| 일반구역 | 1 | 3.4% |
| 이상 | 1 | 3.4% |
| 700만원 | 1 | 3.4% |
| 600-700만원 | 1 | 3.4% |
| 500-600만원 | 1 | 3.4% |
| 400-500만원 | 1 | 3.4% |
| 300-400만원 | 1 | 3.4% |
| 200-300만원 | 1 | 3.4% |
| Other values (19) | 19 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 33 | |
| - | 11 | 7.6% |
| 만 | 9 | 6.2% |
| 원 | 8 | 5.5% |
| 세 | 6 | 4.1% |
| 5 | 5 | 3.4% |
| 9 | 5 | 3.4% |
| 3 | 4 | 2.8% |
| 4 | 4 | 2.8% |
| 졸 | 4 | 2.8% |
| Other values (38) | 56 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 68 | |
| Decimal Number | 64 | |
| Dash Punctuation | 11 | 7.6% |
| Space Separator | 2 | 1.4% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 만 | 9 | 13.2% |
| 원 | 8 | 11.8% |
| 세 | 6 | 8.8% |
| 졸 | 4 | 5.9% |
| 이 | 4 | 5.9% |
| 상 | 3 | 4.4% |
| 역 | 2 | 2.9% |
| 구 | 2 | 2.9% |
| 무 | 2 | 2.9% |
| 업 | 1 | 1.5% |
| Other values (27) | 27 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 5 | 5 | 7.8% |
| 9 | 5 | 7.8% |
| 3 | 4 | 6.2% |
| 4 | 4 | 6.2% |
| 2 | 4 | 6.2% |
| 1 | 4 | 6.2% |
| 6 | 3 | 4.7% |
| 7 | 2 | 3.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 11 |
Space Separator
| Value | Count | Frequency (%) |
| 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 77 | |
| Hangul | 68 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 만 | 9 | 13.2% |
| 원 | 8 | 11.8% |
| 세 | 6 | 8.8% |
| 졸 | 4 | 5.9% |
| 이 | 4 | 5.9% |
| 상 | 3 | 4.4% |
| 역 | 2 | 2.9% |
| 구 | 2 | 2.9% |
| 무 | 2 | 2.9% |
| 업 | 1 | 1.5% |
| Other values (27) | 27 |
Common
| Value | Count | Frequency (%) |
| 0 | 33 | |
| - | 11 | 14.3% |
| 5 | 5 | 6.5% |
| 9 | 5 | 6.5% |
| 3 | 4 | 5.2% |
| 4 | 4 | 5.2% |
| 2 | 4 | 5.2% |
| 1 | 4 | 5.2% |
| 6 | 3 | 3.9% |
| 7 | 2 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77 | |
| Hangul | 68 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 33 | |
| - | 11 | 14.3% |
| 5 | 5 | 6.5% |
| 9 | 5 | 6.5% |
| 3 | 4 | 5.2% |
| 4 | 4 | 5.2% |
| 2 | 4 | 5.2% |
| 1 | 4 | 5.2% |
| 6 | 3 | 3.9% |
| 7 | 2 | 2.6% |
Hangul
| Value | Count | Frequency (%) |
| 만 | 9 | 13.2% |
| 원 | 8 | 11.8% |
| 세 | 6 | 8.8% |
| 졸 | 4 | 5.9% |
| 이 | 4 | 5.9% |
| 상 | 3 | 4.4% |
| 역 | 2 | 2.9% |
| 구 | 2 | 2.9% |
| 무 | 2 | 2.9% |
| 업 | 1 | 1.5% |
| Other values (27) | 27 |
통근·통학한다
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.837037 |
| Minimum | 24.4 |
|---|---|
| Maximum | 98.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 24.4 |
|---|---|
| 5-th percentile | 37.9 |
| Q1 | 64.15 |
| median | 67.4 |
| Q3 | 77.1 |
| 95-th percentile | 97.45 |
| Maximum | 98.5 |
| Range | 74.1 |
| Interquartile range (IQR) | 12.95 |
Descriptive statistics
| Standard deviation | 18.376472 |
|---|---|
| Coefficient of variation (CV) | 0.26695618 |
| Kurtosis | 0.35984335 |
| Mean | 68.837037 |
| Median Absolute Deviation (MAD) | 4.9 |
| Skewness | -0.36112278 |
| Sum | 1858.6 |
| Variance | 337.69473 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 68.1 | 2 | 7.4% |
| 79.0 | 1 | 3.7% |
| 89.2 | 1 | 3.7% |
| 64.7 | 1 | 3.7% |
| 58.8 | 1 | 3.7% |
| 75.2 | 1 | 3.7% |
| 71.3 | 1 | 3.7% |
| 67.4 | 1 | 3.7% |
| 64.4 | 1 | 3.7% |
| 63.2 | 1 | 3.7% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 24.4 | 1 | |
| 36.7 | 1 | |
| 40.7 | 1 | |
| 44.1 | 1 | |
| 58.8 | 1 | |
| 63.2 | 1 | |
| 63.9 | 1 | |
| 64.4 | 1 | |
| 64.7 | 1 | |
| 64.8 | 1 |
| Value | Count | Frequency (%) |
| 98.5 | 1 | |
| 97.9 | 1 | |
| 96.4 | 1 | |
| 92.8 | 1 | |
| 91.0 | 1 | |
| 89.2 | 1 | |
| 79.0 | 1 | |
| 75.2 | 1 | |
| 72.3 | 1 | |
| 71.3 | 1 |
도보(통근·통학시교통수단)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 27 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.022222 |
| Minimum | 4.5 |
|---|---|
| Maximum | 44.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 4.5 |
|---|---|
| 5-th percentile | 6.41 |
| Q1 | 12.45 |
| median | 16.6 |
| Q3 | 25.5 |
| 95-th percentile | 34.06 |
| Maximum | 44.9 |
| Range | 40.4 |
| Interquartile range (IQR) | 13.05 |
Descriptive statistics
| Standard deviation | 9.7587962 |
|---|---|
| Coefficient of variation (CV) | 0.51302083 |
| Kurtosis | 0.39895911 |
| Mean | 19.022222 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.76359041 |
| Sum | 513.6 |
| Variance | 95.234103 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 13.0 | 1 | 3.7% |
| 26.0 | 1 | 3.7% |
| 19.1 | 1 | 3.7% |
| 15.0 | 1 | 3.7% |
| 6.9 | 1 | 3.7% |
| 9.6 | 1 | 3.7% |
| 14.2 | 1 | 3.7% |
| 16.2 | 1 | 3.7% |
| 15.9 | 1 | 3.7% |
| 19.2 | 1 | 3.7% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 4.5 | 1 | |
| 6.2 | 1 | |
| 6.9 | 1 | |
| 9.1 | 1 | |
| 9.3 | 1 | |
| 9.6 | 1 | |
| 11.9 | 1 | |
| 13.0 | 1 | |
| 14.2 | 1 | |
| 15.0 | 1 |
| Value | Count | Frequency (%) |
| 44.9 | 1 | |
| 34.3 | 1 | |
| 33.5 | 1 | |
| 30.3 | 1 | |
| 28.8 | 1 | |
| 28.1 | 1 | |
| 26.0 | 1 | |
| 25.0 | 1 | |
| 21.4 | 1 | |
| 20.9 | 1 |
자전거(통근·통학시교통수단)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 26 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.562963 |
| Minimum | 0 |
|---|---|
| Maximum | 25.7 |
| Zeros | 1 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.82 |
| Q1 | 2.15 |
| median | 6.4 |
| Q3 | 10.7 |
| 95-th percentile | 19.18 |
| Maximum | 25.7 |
| Range | 25.7 |
| Interquartile range (IQR) | 8.55 |
Descriptive statistics
| Standard deviation | 6.81069 |
|---|---|
| Coefficient of variation (CV) | 0.90053198 |
| Kurtosis | 0.41912085 |
| Mean | 7.562963 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | 1.0288679 |
| Sum | 204.2 |
| Variance | 46.385499 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 8.3 | 2 | 7.4% |
| 6.4 | 1 | 3.7% |
| 25.7 | 1 | 3.7% |
| 1.7 | 1 | 3.7% |
| 15.1 | 1 | 3.7% |
| 2.8 | 1 | 3.7% |
| 2.6 | 1 | 3.7% |
| 0.7 | 1 | 3.7% |
| 2.5 | 1 | 3.7% |
| 7.1 | 1 | 3.7% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 0.0 | 1 | |
| 0.7 | 1 | |
| 1.1 | 1 | |
| 1.3 | 1 | |
| 1.4 | 1 | |
| 1.7 | 1 | |
| 1.9 | 1 | |
| 2.4 | 1 | |
| 2.5 | 1 | |
| 2.6 | 1 |
| Value | Count | Frequency (%) |
| 25.7 | 1 | |
| 19.3 | 1 | |
| 18.9 | 1 | |
| 15.9 | 1 | |
| 15.1 | 1 | |
| 13.5 | 1 | |
| 11.0 | 1 | |
| 10.4 | 1 | |
| 10.0 | 1 | |
| 8.5 | 1 |
오토바이(통근·통학시교통수단)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 74.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7148148 |
| Minimum | 0 |
|---|---|
| Maximum | 17.4 |
| Zeros | 5 |
| Zeros (%) | 18.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.3 |
| median | 2.8 |
| Q3 | 4.8 |
| 95-th percentile | 10.34 |
| Maximum | 17.4 |
| Range | 17.4 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 3.8534404 |
|---|---|
| Coefficient of variation (CV) | 1.037317 |
| Kurtosis | 5.4124936 |
| Mean | 3.7148148 |
| Median Absolute Deviation (MAD) | 1.9 |
| Skewness | 2.0436135 |
| Sum | 100.3 |
| Variance | 14.849003 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0.0 | 5 | |
| 4.7 | 2 | 7.4% |
| 1.1 | 2 | 7.4% |
| 2.3 | 2 | 7.4% |
| 2.2 | 1 | 3.7% |
| 8.1 | 1 | 3.7% |
| 3.0 | 1 | 3.7% |
| 2.5 | 1 | 3.7% |
| 4.9 | 1 | 3.7% |
| 7.0 | 1 | 3.7% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0.0 | 5 | |
| 1.1 | 2 | 7.4% |
| 1.5 | 1 | 3.7% |
| 1.8 | 1 | 3.7% |
| 2.2 | 1 | 3.7% |
| 2.3 | 2 | 7.4% |
| 2.5 | 1 | 3.7% |
| 2.8 | 1 | 3.7% |
| 3.0 | 1 | 3.7% |
| 3.3 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 17.4 | 1 | |
| 11.3 | 1 | |
| 8.1 | 1 | |
| 7.0 | 1 | |
| 5.9 | 1 | |
| 5.3 | 1 | |
| 4.9 | 1 | |
| 4.7 | 2 | |
| 3.6 | 1 | |
| 3.5 | 1 |
도시철도(지하철,통근·통학시교통수단)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 22 |
|---|---|
| Distinct (%) | 81.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.1148148 |
| Minimum | 0 |
|---|---|
| Maximum | 19.9 |
| Zeros | 1 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.99 |
| Q1 | 1.75 |
| median | 4 |
| Q3 | 6.75 |
| 95-th percentile | 16.7 |
| Maximum | 19.9 |
| Range | 19.9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.8987992 |
|---|---|
| Coefficient of variation (CV) | 0.95776668 |
| Kurtosis | 4.6849673 |
| Mean | 5.1148148 |
| Median Absolute Deviation (MAD) | 2.7 |
| Skewness | 2.0874446 |
| Sum | 138.1 |
| Variance | 23.998234 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 1.3 | 3 | 11.1% |
| 4.0 | 2 | 7.4% |
| 3.4 | 2 | 7.4% |
| 4.6 | 2 | 7.4% |
| 2.1 | 1 | 3.7% |
| 9.7 | 1 | 3.7% |
| 6.9 | 1 | 3.7% |
| 6.7 | 1 | 3.7% |
| 2.9 | 1 | 3.7% |
| 5.5 | 1 | 3.7% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0.0 | 1 | 3.7% |
| 0.9 | 1 | 3.7% |
| 1.2 | 1 | 3.7% |
| 1.3 | 3 | |
| 1.4 | 1 | 3.7% |
| 2.1 | 1 | 3.7% |
| 2.2 | 1 | 3.7% |
| 2.9 | 1 | 3.7% |
| 3.4 | 2 | |
| 3.5 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 19.9 | 1 | |
| 19.7 | 1 | |
| 9.7 | 1 | |
| 7.6 | 1 | |
| 7.5 | 1 | |
| 6.9 | 1 | |
| 6.8 | 1 | |
| 6.7 | 1 | |
| 5.7 | 1 | |
| 5.5 | 1 |
시내버스 마을버스(통근·통학시교통수단)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 25 |
|---|---|
| Distinct (%) | 92.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.766667 |
| Minimum | 0.8 |
|---|---|
| Maximum | 43.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0.8 |
|---|---|
| 5-th percentile | 4.26 |
| Q1 | 10.2 |
| median | 16.1 |
| Q3 | 21.55 |
| 95-th percentile | 37.45 |
| Maximum | 43.8 |
| Range | 43 |
| Interquartile range (IQR) | 11.35 |
Descriptive statistics
| Standard deviation | 9.9825617 |
|---|---|
| Coefficient of variation (CV) | 0.59538141 |
| Kurtosis | 2.0471742 |
| Mean | 16.766667 |
| Median Absolute Deviation (MAD) | 6.2 |
| Skewness | 1.2169575 |
| Sum | 452.7 |
| Variance | 99.651538 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 16.3 | 2 | 7.4% |
| 16.9 | 2 | 7.4% |
| 12.2 | 1 | 3.7% |
| 16.1 | 1 | 3.7% |
| 15.4 | 1 | 3.7% |
| 3.3 | 1 | 3.7% |
| 16.4 | 1 | 3.7% |
| 24.2 | 1 | 3.7% |
| 14.8 | 1 | 3.7% |
| 13.0 | 1 | 3.7% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 0.8 | 1 | |
| 3.3 | 1 | |
| 6.5 | 1 | |
| 8.3 | 1 | |
| 9.0 | 1 | |
| 9.4 | 1 | |
| 9.6 | 1 | |
| 10.8 | 1 | |
| 11.5 | 1 | |
| 12.2 | 1 |
| Value | Count | Frequency (%) |
| 43.8 | 1 | |
| 42.4 | 1 | |
| 25.9 | 1 | |
| 25.5 | 1 | |
| 24.3 | 1 | |
| 24.2 | 1 | |
| 22.3 | 1 | |
| 20.8 | 1 | |
| 16.9 | 2 | |
| 16.4 | 1 |
택시(통근·통학시교통수단)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38148148 |
| Minimum | 0 |
|---|---|
| Maximum | 1.8 |
| Zeros | 14 |
| Zeros (%) | 51.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.5 |
| 95-th percentile | 1.47 |
| Maximum | 1.8 |
| Range | 1.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.54985105 |
|---|---|
| Coefficient of variation (CV) | 1.4413571 |
| Kurtosis | 0.97338655 |
| Mean | 0.38148148 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4557162 |
| Sum | 10.3 |
| Variance | 0.30233618 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0.0 | 14 | |
| 0.5 | 4 | 14.8% |
| 0.3 | 2 | 7.4% |
| 1.4 | 2 | 7.4% |
| 0.2 | 1 | 3.7% |
| 1.0 | 1 | 3.7% |
| 0.4 | 1 | 3.7% |
| 1.8 | 1 | 3.7% |
| 1.5 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0.0 | 14 | |
| 0.2 | 1 | 3.7% |
| 0.3 | 2 | 7.4% |
| 0.4 | 1 | 3.7% |
| 0.5 | 4 | 14.8% |
| 1.0 | 1 | 3.7% |
| 1.4 | 2 | 7.4% |
| 1.5 | 1 | 3.7% |
| 1.8 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 1.8 | 1 | 3.7% |
| 1.5 | 1 | 3.7% |
| 1.4 | 2 | 7.4% |
| 1.0 | 1 | 3.7% |
| 0.5 | 4 | 14.8% |
| 0.4 | 1 | 3.7% |
| 0.3 | 2 | 7.4% |
| 0.2 | 1 | 3.7% |
| 0.0 | 14 |
승용차(통근·통학시교통수단)
Real number (ℝ)
HIGH CORRELATION UNIQUE ZEROS
| Distinct | 27 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.877778 |
| Minimum | 0 |
|---|---|
| Maximum | 76.5 |
| Zeros | 1 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.97 |
| Q1 | 25.45 |
| median | 45.6 |
| Q3 | 55.95 |
| 95-th percentile | 73.34 |
| Maximum | 76.5 |
| Range | 76.5 |
| Interquartile range (IQR) | 30.5 |
Descriptive statistics
| Standard deviation | 21.291445 |
|---|---|
| Coefficient of variation (CV) | 0.5084187 |
| Kurtosis | -0.92107877 |
| Mean | 41.877778 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | -0.18905378 |
| Sum | 1130.7 |
| Variance | 453.32564 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 53.2 | 1 | 3.7% |
| 26.6 | 1 | 3.7% |
| 53.1 | 1 | 3.7% |
| 30.6 | 1 | 3.7% |
| 76.5 | 1 | 3.7% |
| 58.0 | 1 | 3.7% |
| 48.6 | 1 | 3.7% |
| 52.4 | 1 | 3.7% |
| 45.6 | 1 | 3.7% |
| 39.6 | 1 | 3.7% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 0.0 | 1 | |
| 10.4 | 1 | |
| 12.3 | 1 | |
| 13.1 | 1 | |
| 17.6 | 1 | |
| 23.1 | 1 | |
| 24.4 | 1 | |
| 26.5 | 1 | |
| 26.6 | 1 | |
| 30.6 | 1 |
| Value | Count | Frequency (%) |
| 76.5 | 1 | |
| 75.5 | 1 | |
| 68.3 | 1 | |
| 67.7 | 1 | |
| 66.1 | 1 | |
| 59.6 | 1 | |
| 58.0 | 1 | |
| 53.9 | 1 | |
| 53.2 | 1 | |
| 53.1 | 1 |
기타(통근·통학시교통수단)
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | 74.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6111111 |
| Minimum | 1 |
|---|---|
| Maximum | 8.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.85 |
| Q1 | 4.85 |
| median | 5.8 |
| Q3 | 6.7 |
| 95-th percentile | 7.68 |
| Maximum | 8.7 |
| Range | 7.7 |
| Interquartile range (IQR) | 1.85 |
Descriptive statistics
| Standard deviation | 1.7290134 |
|---|---|
| Coefficient of variation (CV) | 0.30814099 |
| Kurtosis | 0.66327212 |
| Mean | 5.6111111 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.77284899 |
| Sum | 151.5 |
| Variance | 2.9894872 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 6.2 | 2 | 7.4% |
| 3.5 | 2 | 7.4% |
| 7.2 | 2 | 7.4% |
| 6.6 | 2 | 7.4% |
| 5.0 | 2 | 7.4% |
| 5.8 | 2 | 7.4% |
| 6.5 | 2 | 7.4% |
| 4.6 | 1 | 3.7% |
| 4.7 | 1 | 3.7% |
| 7.4 | 1 | 3.7% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 1.0 | 1 | |
| 2.7 | 1 | |
| 3.2 | 1 | |
| 3.5 | 2 | |
| 4.6 | 1 | |
| 4.7 | 1 | |
| 5.0 | 2 | |
| 5.1 | 1 | |
| 5.2 | 1 | |
| 5.7 | 1 |
| Value | Count | Frequency (%) |
| 8.7 | 1 | |
| 7.8 | 1 | |
| 7.4 | 1 | |
| 7.2 | 2 | |
| 7.0 | 1 | |
| 6.8 | 1 | |
| 6.6 | 2 | |
| 6.5 | 2 | |
| 6.2 | 2 | |
| 5.8 | 2 |
통근·통학시간
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.359259 |
| Minimum | 19 |
|---|---|
| Maximum | 46.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 23.27 |
| Q1 | 27.85 |
| median | 29.8 |
| Q3 | 32.1 |
| 95-th percentile | 38.38 |
| Maximum | 46.8 |
| Range | 27.8 |
| Interquartile range (IQR) | 4.25 |
Descriptive statistics
| Standard deviation | 5.2990753 |
|---|---|
| Coefficient of variation (CV) | 0.17454561 |
| Kurtosis | 2.9612987 |
| Mean | 30.359259 |
| Median Absolute Deviation (MAD) | 2.2 |
| Skewness | 0.91019293 |
| Sum | 819.7 |
| Variance | 28.080199 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 28.3 | 2 | 7.4% |
| 29.8 | 1 | 3.7% |
| 31.1 | 1 | 3.7% |
| 33.8 | 1 | 3.7% |
| 30.2 | 1 | 3.7% |
| 37.4 | 1 | 3.7% |
| 29.9 | 1 | 3.7% |
| 29.7 | 1 | 3.7% |
| 31.6 | 1 | 3.7% |
| 26.9 | 1 | 3.7% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 19.0 | 1 | |
| 22.7 | 1 | |
| 24.6 | 1 | |
| 26.0 | 1 | |
| 26.9 | 1 | |
| 27.4 | 1 | |
| 27.6 | 1 | |
| 28.1 | 1 | |
| 28.3 | 2 | |
| 28.6 | 1 |
| Value | Count | Frequency (%) |
| 46.8 | 1 | |
| 38.8 | 1 | |
| 37.4 | 1 | |
| 34.8 | 1 | |
| 33.8 | 1 | |
| 33.7 | 1 | |
| 32.4 | 1 | |
| 31.8 | 1 | |
| 31.6 | 1 | |
| 31.2 | 1 |
통근·통학안한다
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.162963 |
| Minimum | 1.5 |
|---|---|
| Maximum | 75.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 2.55 |
| Q1 | 22.9 |
| median | 32.6 |
| Q3 | 35.85 |
| 95-th percentile | 62.1 |
| Maximum | 75.6 |
| Range | 74.1 |
| Interquartile range (IQR) | 12.95 |
Descriptive statistics
| Standard deviation | 18.376472 |
|---|---|
| Coefficient of variation (CV) | 0.5896895 |
| Kurtosis | 0.35984335 |
| Mean | 31.162963 |
| Median Absolute Deviation (MAD) | 4.9 |
| Skewness | 0.36112278 |
| Sum | 841.4 |
| Variance | 337.69473 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 31.9 | 2 | 7.4% |
| 21.0 | 1 | 3.7% |
| 10.8 | 1 | 3.7% |
| 35.3 | 1 | 3.7% |
| 41.2 | 1 | 3.7% |
| 24.8 | 1 | 3.7% |
| 28.7 | 1 | 3.7% |
| 32.6 | 1 | 3.7% |
| 35.6 | 1 | 3.7% |
| 36.8 | 1 | 3.7% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 1.5 | 1 | |
| 2.1 | 1 | |
| 3.6 | 1 | |
| 7.2 | 1 | |
| 9.0 | 1 | |
| 10.8 | 1 | |
| 21.0 | 1 | |
| 24.8 | 1 | |
| 27.7 | 1 | |
| 28.7 | 1 |
| Value | Count | Frequency (%) |
| 75.6 | 1 | |
| 63.3 | 1 | |
| 59.3 | 1 | |
| 55.9 | 1 | |
| 41.2 | 1 | |
| 36.8 | 1 | |
| 36.1 | 1 | |
| 35.6 | 1 | |
| 35.3 | 1 | |
| 35.2 | 1 |
| 구분 | 항목 | 통근·통학한다 | 도보(통근·통학시교통수단) | 자전거(통근·통학시교통수단) | 오토바이(통근·통학시교통수단) | 도시철도(지하철,통근·통학시교통수단) | 시내버스 마을버스(통근·통학시교통수단) | 택시(통근·통학시교통수단) | 승용차(통근·통학시교통수단) | 기타(통근·통학시교통수단) | 통근·통학시간 | 통근·통학안한다 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분 | 1.000 | 1.000 | 0.795 | 0.000 | 0.000 | 0.000 | 0.739 | 0.293 | 0.330 | 0.000 | 0.000 | 0.000 | 0.795 |
| 항목 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 통근·통학한다 | 0.795 | 1.000 | 1.000 | 0.616 | 0.855 | 0.550 | 0.652 | 0.000 | 0.000 | 0.528 | 0.585 | 0.698 | 1.000 |
| 도보(통근·통학시교통수단) | 0.000 | 1.000 | 0.616 | 1.000 | 0.841 | 0.678 | 0.000 | 0.000 | 0.458 | 0.816 | 0.936 | 0.741 | 0.616 |
| 자전거(통근·통학시교통수단) | 0.000 | 1.000 | 0.855 | 0.841 | 1.000 | 0.812 | 0.639 | 0.000 | 0.574 | 0.388 | 0.823 | 0.803 | 0.855 |
| 오토바이(통근·통학시교통수단) | 0.000 | 1.000 | 0.550 | 0.678 | 0.812 | 1.000 | 0.485 | 0.300 | 0.000 | 0.000 | 0.690 | 0.639 | 0.550 |
| 도시철도(지하철,통근·통학시교통수단) | 0.739 | 1.000 | 0.652 | 0.000 | 0.639 | 0.485 | 1.000 | 0.671 | 0.000 | 0.558 | 0.000 | 0.661 | 0.652 |
| 시내버스 마을버스(통근·통학시교통수단) | 0.293 | 1.000 | 0.000 | 0.000 | 0.000 | 0.300 | 0.671 | 1.000 | 0.307 | 0.592 | 0.000 | 0.588 | 0.000 |
| 택시(통근·통학시교통수단) | 0.330 | 1.000 | 0.000 | 0.458 | 0.574 | 0.000 | 0.000 | 0.307 | 1.000 | 0.397 | 0.353 | 0.000 | 0.000 |
| 승용차(통근·통학시교통수단) | 0.000 | 1.000 | 0.528 | 0.816 | 0.388 | 0.000 | 0.558 | 0.592 | 0.397 | 1.000 | 0.679 | 0.613 | 0.528 |
| 기타(통근·통학시교통수단) | 0.000 | 1.000 | 0.585 | 0.936 | 0.823 | 0.690 | 0.000 | 0.000 | 0.353 | 0.679 | 1.000 | 0.684 | 0.585 |
| 통근·통학시간 | 0.000 | 1.000 | 0.698 | 0.741 | 0.803 | 0.639 | 0.661 | 0.588 | 0.000 | 0.613 | 0.684 | 1.000 | 0.698 |
| 통근·통학안한다 | 0.795 | 1.000 | 1.000 | 0.616 | 0.855 | 0.550 | 0.652 | 0.000 | 0.000 | 0.528 | 0.585 | 0.698 | 1.000 |
| 통근·통학한다 | 도보(통근·통학시교통수단) | 자전거(통근·통학시교통수단) | 오토바이(통근·통학시교통수단) | 도시철도(지하철,통근·통학시교통수단) | 시내버스 마을버스(통근·통학시교통수단) | 택시(통근·통학시교통수단) | 승용차(통근·통학시교통수단) | 기타(통근·통학시교통수단) | 통근·통학시간 | 통근·통학안한다 | 구분 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 통근·통학한다 | 1.000 | -0.387 | -0.508 | -0.334 | -0.116 | -0.260 | -0.374 | 0.432 | 0.350 | 0.224 | -1.000 | 0.495 |
| 도보(통근·통학시교통수단) | -0.387 | 1.000 | 0.649 | 0.468 | -0.193 | 0.275 | 0.405 | -0.761 | -0.253 | -0.521 | 0.387 | 0.000 |
| 자전거(통근·통학시교통수단) | -0.508 | 0.649 | 1.000 | 0.711 | -0.146 | -0.023 | 0.583 | -0.650 | -0.157 | -0.481 | 0.508 | 0.000 |
| 오토바이(통근·통학시교통수단) | -0.334 | 0.468 | 0.711 | 1.000 | -0.182 | -0.204 | 0.356 | -0.426 | -0.237 | -0.486 | 0.334 | 0.000 |
| 도시철도(지하철,통근·통학시교통수단) | -0.116 | -0.193 | -0.146 | -0.182 | 1.000 | 0.678 | -0.016 | -0.274 | -0.243 | 0.790 | 0.116 | 0.339 |
| 시내버스 마을버스(통근·통학시교통수단) | -0.260 | 0.275 | -0.023 | -0.204 | 0.678 | 1.000 | 0.215 | -0.573 | -0.487 | 0.395 | 0.260 | 0.000 |
| 택시(통근·통학시교통수단) | -0.374 | 0.405 | 0.583 | 0.356 | -0.016 | 0.215 | 1.000 | -0.341 | -0.233 | -0.307 | 0.374 | 0.171 |
| 승용차(통근·통학시교통수단) | 0.432 | -0.761 | -0.650 | -0.426 | -0.274 | -0.573 | -0.341 | 1.000 | 0.308 | 0.151 | -0.432 | 0.000 |
| 기타(통근·통학시교통수단) | 0.350 | -0.253 | -0.157 | -0.237 | -0.243 | -0.487 | -0.233 | 0.308 | 1.000 | 0.051 | -0.350 | 0.000 |
| 통근·통학시간 | 0.224 | -0.521 | -0.481 | -0.486 | 0.790 | 0.395 | -0.307 | 0.151 | 0.051 | 1.000 | -0.224 | 0.000 |
| 통근·통학안한다 | -1.000 | 0.387 | 0.508 | 0.334 | 0.116 | 0.260 | 0.374 | -0.432 | -0.350 | -0.224 | 1.000 | 0.495 |
| 구분 | 0.495 | 0.000 | 0.000 | 0.000 | 0.339 | 0.000 | 0.171 | 0.000 | 0.000 | 0.000 | 0.495 | 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.
| 구분 | 항목 | 통근·통학한다 | 도보(통근·통학시교통수단) | 자전거(통근·통학시교통수단) | 오토바이(통근·통학시교통수단) | 도시철도(지하철,통근·통학시교통수단) | 시내버스 마을버스(통근·통학시교통수단) | 택시(통근·통학시교통수단) | 승용차(통근·통학시교통수단) | 기타(통근·통학시교통수단) | 통근·통학시간 | 통근·통학안한다 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 성별 | 남 | 79.0 | 13.0 | 6.4 | 4.7 | 4.0 | 12.2 | 0.5 | 53.2 | 6.2 | 29.8 | 21.0 |
| 1 | 성별 | 여 | 44.1 | 26.0 | 8.3 | 2.3 | 7.5 | 24.3 | 0.2 | 26.6 | 5.0 | 31.8 | 55.9 |
| 2 | 연령별 | 15-19세 | 91.0 | 28.1 | 1.4 | 0.0 | 19.7 | 43.8 | 0.0 | 0.0 | 7.0 | 38.8 | 9.0 |
| 3 | 연령별 | 20-29세 | 68.0 | 4.5 | 2.4 | 1.1 | 19.9 | 42.4 | 0.0 | 26.5 | 3.2 | 46.8 | 32.0 |
| 4 | 연령별 | 30-39세 | 63.9 | 11.9 | 1.3 | 1.5 | 1.3 | 9.6 | 0.0 | 67.7 | 6.8 | 28.3 | 36.1 |
| 5 | 연령별 | 40-49세 | 72.3 | 17.6 | 4.3 | 5.3 | 1.2 | 6.5 | 0.5 | 59.6 | 5.0 | 27.4 | 27.7 |
| 6 | 연령별 | 50-59세 | 64.8 | 20.9 | 13.5 | 3.3 | 0.9 | 9.4 | 1.0 | 43.6 | 7.4 | 26.0 | 35.2 |
| 7 | 연령별 | 60세이상 | 40.7 | 28.8 | 18.9 | 11.3 | 1.4 | 11.5 | 0.4 | 23.1 | 4.6 | 24.6 | 59.3 |
| 8 | 교육수준 | 초졸이하 | 36.7 | 44.9 | 15.9 | 5.9 | 1.3 | 16.3 | 0.0 | 12.3 | 3.5 | 22.7 | 63.3 |
| 9 | 교육수준 | 중졸 | 64.9 | 30.3 | 10.4 | 3.6 | 5.7 | 25.9 | 1.8 | 17.6 | 4.7 | 27.6 | 35.1 |
| 구분 | 항목 | 통근·통학한다 | 도보(통근·통학시교통수단) | 자전거(통근·통학시교통수단) | 오토바이(통근·통학시교통수단) | 도시철도(지하철,통근·통학시교통수단) | 시내버스 마을버스(통근·통학시교통수단) | 택시(통근·통학시교통수단) | 승용차(통근·통학시교통수단) | 기타(통근·통학시교통수단) | 통근·통학시간 | 통근·통학안한다 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17 | 월가구소득 | 100만원 미만 | 24.4 | 33.5 | 19.3 | 1.8 | 4.6 | 25.5 | 1.4 | 10.4 | 3.5 | 28.1 | 75.6 |
| 18 | 월가구소득 | 100-200만원 | 63.2 | 25.0 | 10.0 | 3.5 | 6.8 | 22.3 | 1.4 | 24.4 | 6.6 | 33.7 | 36.8 |
| 19 | 월가구소득 | 200-300만원 | 64.4 | 19.2 | 11.0 | 7.0 | 4.6 | 13.0 | 0.5 | 39.6 | 5.1 | 26.9 | 35.6 |
| 20 | 월가구소득 | 300-400만원 | 68.1 | 15.9 | 7.1 | 4.9 | 5.5 | 14.8 | 0.0 | 45.6 | 6.2 | 31.6 | 31.9 |
| 21 | 월가구소득 | 400-500만원 | 67.4 | 16.2 | 2.5 | 2.5 | 2.9 | 16.3 | 0.0 | 52.4 | 7.2 | 29.7 | 32.6 |
| 22 | 월가구소득 | 500-600만원 | 71.3 | 14.2 | 0.7 | 3.0 | 6.7 | 24.2 | 0.0 | 48.6 | 2.7 | 29.9 | 28.7 |
| 23 | 월가구소득 | 600-700만원 | 75.2 | 9.6 | 2.6 | 0.0 | 6.9 | 16.4 | 0.0 | 58.0 | 6.6 | 37.4 | 24.8 |
| 24 | 월가구소득 | 700만원 이상 | 68.1 | 6.9 | 2.8 | 0.0 | 3.4 | 3.3 | 0.0 | 76.5 | 7.2 | 30.2 | 31.9 |
| 25 | 구역 | 일반구역 | 58.8 | 15.0 | 15.1 | 8.1 | 9.7 | 15.4 | 0.5 | 30.6 | 5.7 | 33.8 | 41.2 |
| 26 | 구역 | 개발구역 | 64.7 | 19.1 | 1.7 | 1.1 | 2.1 | 16.9 | 0.3 | 53.1 | 5.8 | 28.3 | 35.3 |