Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 36 |
| Missing cells | 39 |
| Missing cells (%) | 9.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.5 KiB |
| Average record size in memory | 100.7 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 1 |
| Numeric | 9 |
Dataset
| Description | 경남도내 18개 시·군 환경오염신고 내용조사결과 현황을 제공합니다.(행정처분, 개선권고, 자동차매연, 위반사실 미발견, 개인이해 및 허위신고 등) |
|---|---|
| Author | 경상남도 |
| URL | https://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=15047241 |
계 is highly overall correlated with 행정처분 and 3 other fields | High correlation |
행정처분 is highly overall correlated with 계 and 2 other fields | High correlation |
개선권고개수 is highly overall correlated with 계 and 2 other fields | High correlation |
자동차매연 is highly overall correlated with 계 and 1 other fields | High correlation |
위반사실미발견 is highly overall correlated with 계 and 2 other fields | High correlation |
병과 is highly overall correlated with 행정처분 | High correlation |
행정처분 has 1 (2.8%) missing values | Missing |
개선권고개수 has 4 (11.1%) missing values | Missing |
자동차매연 has 5 (13.9%) missing values | Missing |
개인이해 has 4 (11.1%) missing values | Missing |
허위신고 has 10 (27.8%) missing values | Missing |
순수고발 has 8 (22.2%) missing values | Missing |
병과 has 7 (19.4%) missing values | Missing |
개선권고개수 has 3 (8.3%) zeros | Zeros |
자동차매연 has 5 (13.9%) zeros | Zeros |
개인이해 has 6 (16.7%) zeros | Zeros |
허위신고 has 20 (55.6%) zeros | Zeros |
순수고발 has 5 (13.9%) zeros | Zeros |
병과 has 6 (16.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-10 23:28:29.103448 |
|---|---|
| Analysis finished | 2023-12-10 23:28:38.204389 |
| Duration | 9.1 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
구분
Text
| Distinct | 18 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 420.0 B |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 108 |
|---|---|
| Distinct characters | 29 |
| 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 | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 창원시 |
|---|---|
| 2nd row | 창원시 |
| 3rd row | 진주시 |
| 4th row | 진주시 |
| 5th row | 통영시 |
| Value | Count | Frequency (%) |
| 창원시 | 2 | 5.6% |
| 진주시 | 2 | 5.6% |
| 거창군 | 2 | 5.6% |
| 함양군 | 2 | 5.6% |
| 산청군 | 2 | 5.6% |
| 하동군 | 2 | 5.6% |
| 남해군 | 2 | 5.6% |
| 고성군 | 2 | 5.6% |
| 창녕군 | 2 | 5.6% |
| 함안군 | 2 | 5.6% |
| Other values (8) | 16 |
Most occurring characters
| Value | Count | Frequency (%) |
| 군 | 20 | |
| 시 | 16 | |
| 창 | 6 | 5.6% |
| 양 | 6 | 5.6% |
| 산 | 4 | 3.7% |
| 거 | 4 | 3.7% |
| 해 | 4 | 3.7% |
| 천 | 4 | 3.7% |
| 함 | 4 | 3.7% |
| 성 | 2 | 1.9% |
| Other values (19) | 38 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 108 |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 군 | 20 | |
| 시 | 16 | |
| 창 | 6 | 5.6% |
| 양 | 6 | 5.6% |
| 산 | 4 | 3.7% |
| 거 | 4 | 3.7% |
| 해 | 4 | 3.7% |
| 천 | 4 | 3.7% |
| 함 | 4 | 3.7% |
| 성 | 2 | 1.9% |
| Other values (19) | 38 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 108 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 군 | 20 | |
| 시 | 16 | |
| 창 | 6 | 5.6% |
| 양 | 6 | 5.6% |
| 산 | 4 | 3.7% |
| 거 | 4 | 3.7% |
| 해 | 4 | 3.7% |
| 천 | 4 | 3.7% |
| 함 | 4 | 3.7% |
| 성 | 2 | 1.9% |
| Other values (19) | 38 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 108 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 군 | 20 | |
| 시 | 16 | |
| 창 | 6 | 5.6% |
| 양 | 6 | 5.6% |
| 산 | 4 | 3.7% |
| 거 | 4 | 3.7% |
| 해 | 4 | 3.7% |
| 천 | 4 | 3.7% |
| 함 | 4 | 3.7% |
| 성 | 2 | 1.9% |
| Other values (19) | 38 |
연도
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 420.0 B |
| 2018년 상반기 | |
|---|---|
| 2017년 하반기 |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2018년 상반기 |
|---|---|
| 2nd row | 2017년 하반기 |
| 3rd row | 2018년 상반기 |
| 4th row | 2017년 하반기 |
| 5th row | 2018년 상반기 |
Common Values
| Value | Count | Frequency (%) |
| 2018년 상반기 | 18 | |
| 2017년 하반기 | 18 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2018년 | 18 | |
| 상반기 | 18 | |
| 2017년 | 18 | |
| 하반기 | 18 |
계
Real number (ℝ)
HIGH CORRELATION
| Distinct | 35 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 470.63889 |
| Minimum | 1 |
|---|---|
| Maximum | 3745 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 14.75 |
| Q1 | 59.25 |
| median | 120.5 |
| Q3 | 339.25 |
| 95-th percentile | 2414.25 |
| Maximum | 3745 |
| Range | 3744 |
| Interquartile range (IQR) | 280 |
Descriptive statistics
| Standard deviation | 848.63982 |
|---|---|
| Coefficient of variation (CV) | 1.8031655 |
| Kurtosis | 6.9346952 |
| Mean | 470.63889 |
| Median Absolute Deviation (MAD) | 84.5 |
| Skewness | 2.6738788 |
| Sum | 16943 |
| Variance | 720189.55 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 178 | 2 | 5.6% |
| 1846 | 1 | 2.8% |
| 2314 | 1 | 2.8% |
| 92 | 1 | 2.8% |
| 66 | 1 | 2.8% |
| 14 | 1 | 2.8% |
| 24 | 1 | 2.8% |
| 103 | 1 | 2.8% |
| 60 | 1 | 2.8% |
| 37 | 1 | 2.8% |
| Other values (25) | 25 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 24 | 1 | |
| 35 | 1 | |
| 37 | 1 | |
| 39 | 1 | |
| 56 | 1 | |
| 57 | 1 | |
| 60 | 1 |
| Value | Count | Frequency (%) |
| 3745 | 1 | |
| 2715 | 1 | |
| 2314 | 1 | |
| 1846 | 1 | |
| 965 | 1 | |
| 887 | 1 | |
| 673 | 1 | |
| 400 | 1 | |
| 340 | 1 | |
| 339 | 1 |
행정처분
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 27 |
|---|---|
| Distinct (%) | 77.1% |
| Missing | 1 |
| Missing (%) | 2.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.942857 |
| Minimum | 1 |
|---|---|
| Maximum | 222 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 8 |
| median | 19 |
| Q3 | 49 |
| 95-th percentile | 138.4 |
| Maximum | 222 |
| Range | 221 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 51.909391 |
|---|---|
| Coefficient of variation (CV) | 1.3680939 |
| Kurtosis | 7.8680967 |
| Mean | 37.942857 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 2.7337565 |
| Sum | 1328 |
| Variance | 2694.5849 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 7 | 3 | 8.3% |
| 1 | 3 | 8.3% |
| 52 | 2 | 5.6% |
| 19 | 2 | 5.6% |
| 22 | 2 | 5.6% |
| 18 | 2 | 5.6% |
| 46 | 1 | 2.8% |
| 36 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 1 | 3 | |
| 2 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 7 | 3 | |
| 9 | 1 | 2.8% |
| 10 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 14 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 222 | 1 | |
| 221 | 1 | |
| 103 | 1 | |
| 76 | 1 | |
| 64 | 1 | |
| 63 | 1 | |
| 60 | 1 | |
| 52 | 2 | |
| 46 | 1 | |
| 40 | 1 |
개선권고개수
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 71.9% |
| Missing | 4 |
| Missing (%) | 11.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.09375 |
| Minimum | 0 |
|---|---|
| Maximum | 1208 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5.75 |
| median | 15.5 |
| Q3 | 63.5 |
| 95-th percentile | 625.3 |
| Maximum | 1208 |
| Range | 1208 |
| Interquartile range (IQR) | 57.75 |
Descriptive statistics
| Standard deviation | 255.964 |
|---|---|
| Coefficient of variation (CV) | 2.3462756 |
| Kurtosis | 11.693028 |
| Mean | 109.09375 |
| Median Absolute Deviation (MAD) | 11.5 |
| Skewness | 3.34081 |
| Sum | 3491 |
| Variance | 65517.572 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 10 | 4 | 11.1% |
| 4 | 3 | 8.3% |
| 0 | 3 | 8.3% |
| 15 | 2 | 5.6% |
| 16 | 2 | 5.6% |
| 3 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 27 | 1 | 2.8% |
| 538 | 1 | 2.8% |
| Other values (13) | 13 | |
| (Missing) | 4 | 11.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 3 | 1 | 2.8% |
| 4 | 3 | |
| 5 | 1 | 2.8% |
| 6 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 10 | 4 | |
| 15 | 2 | |
| 16 | 2 | |
| 17 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 1208 | 1 | |
| 732 | 1 | |
| 538 | 1 | |
| 227 | 1 | |
| 215 | 1 | |
| 98 | 1 | |
| 83 | 1 | |
| 65 | 1 | |
| 63 | 1 | |
| 33 | 1 |
자동차매연
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 74.2% |
| Missing | 5 |
| Missing (%) | 13.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.741935 |
| Minimum | 0 |
|---|---|
| Maximum | 705 |
| Zeros | 5 |
| Zeros (%) | 13.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.5 |
| median | 15 |
| Q3 | 46 |
| 95-th percentile | 375 |
| Maximum | 705 |
| Range | 705 |
| Interquartile range (IQR) | 43.5 |
Descriptive statistics
| Standard deviation | 151.50731 |
|---|---|
| Coefficient of variation (CV) | 2.172399 |
| Kurtosis | 10.671415 |
| Mean | 69.741935 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 3.1738424 |
| Sum | 2162 |
| Variance | 22954.465 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0 | 5 | 13.9% |
| 1 | 3 | 8.3% |
| 4 | 2 | 5.6% |
| 15 | 2 | 5.6% |
| 78 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 10 | 1 | 2.8% |
| 9 | 1 | 2.8% |
| 8 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| Other values (13) | 13 | |
| (Missing) | 5 | 13.9% |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 3 | |
| 4 | 2 | 5.6% |
| 5 | 1 | 2.8% |
| 8 | 1 | 2.8% |
| 9 | 1 | 2.8% |
| 10 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 15 | 2 | 5.6% |
| 17 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 705 | 1 | |
| 394 | 1 | |
| 356 | 1 | |
| 177 | 1 | |
| 93 | 1 | |
| 80 | 1 | |
| 78 | 1 | |
| 65 | 1 | |
| 27 | 1 | |
| 23 | 1 |
위반사실미발견
Real number (ℝ)
HIGH CORRELATION
| Distinct | 30 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 274.11111 |
| Minimum | 1 |
|---|---|
| Maximum | 3257 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.75 |
| Q1 | 17.25 |
| median | 49 |
| Q3 | 178.25 |
| 95-th percentile | 1303.75 |
| Maximum | 3257 |
| Range | 3256 |
| Interquartile range (IQR) | 161 |
Descriptive statistics
| Standard deviation | 669.38598 |
|---|---|
| Coefficient of variation (CV) | 2.4420242 |
| Kurtosis | 13.768824 |
| Mean | 274.11111 |
| Median Absolute Deviation (MAD) | 41.5 |
| Skewness | 3.6811516 |
| Sum | 9868 |
| Variance | 448077.59 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 5 | 3 | 8.3% |
| 60 | 2 | 5.6% |
| 10 | 2 | 5.6% |
| 32 | 2 | 5.6% |
| 49 | 2 | 5.6% |
| 724 | 1 | 2.8% |
| 87 | 1 | 2.8% |
| 103 | 1 | 2.8% |
| 2 | 1 | 2.8% |
| 43 | 1 | 2.8% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 1 | 1 | 2.8% |
| 2 | 1 | 2.8% |
| 3 | 1 | 2.8% |
| 5 | 3 | |
| 10 | 2 | |
| 12 | 1 | 2.8% |
| 19 | 1 | 2.8% |
| 20 | 1 | 2.8% |
| 23 | 1 | 2.8% |
| 26 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 3257 | 1 | |
| 2425 | 1 | |
| 930 | 1 | |
| 724 | 1 | |
| 360 | 1 | |
| 355 | 1 | |
| 269 | 1 | |
| 221 | 1 | |
| 197 | 1 | |
| 172 | 1 |
개인이해
Real number (ℝ)
MISSING ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 65.6% |
| Missing | 4 |
| Missing (%) | 11.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.3125 |
| Minimum | 0 |
|---|---|
| Maximum | 605 |
| Zeros | 6 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 16 |
| Q3 | 53 |
| 95-th percentile | 300 |
| Maximum | 605 |
| Range | 605 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 124.68087 |
|---|---|
| Coefficient of variation (CV) | 2.033531 |
| Kurtosis | 12.085713 |
| Mean | 61.3125 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 3.3208885 |
| Sum | 1962 |
| Variance | 15545.319 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 4 | 3 | 8.3% |
| 3 | 3 | 8.3% |
| 20 | 2 | 5.6% |
| 53 | 2 | 5.6% |
| 79 | 1 | 2.8% |
| 38 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 9 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| Other values (11) | 11 | |
| (Missing) | 4 | 11.1% |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 1 | 1 | 2.8% |
| 3 | 3 | |
| 4 | 3 | |
| 7 | 1 | 2.8% |
| 9 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 20 | 2 | 5.6% |
| 24 | 1 | 2.8% |
| 27 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 605 | 1 | |
| 333 | 1 | |
| 273 | 1 | |
| 118 | 1 | |
| 97 | 1 | |
| 92 | 1 | |
| 79 | 1 | |
| 53 | 2 | |
| 41 | 1 | |
| 39 | 1 |
허위신고
Real number (ℝ)
MISSING ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 10 |
| Missing (%) | 27.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 20 |
| Zeros (%) | 55.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 10 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.7656341 |
|---|---|
| Coefficient of variation (CV) | 2.5104227 |
| Kurtosis | 7.3340444 |
| Mean | 1.5 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7851913 |
| Sum | 39 |
| Variance | 14.18 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 1 | 2 | 5.6% |
| 11 | 1 | 2.8% |
| 15 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| (Missing) | 10 |
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 1 | 2 | 5.6% |
| 4 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 11 | 1 | 2.8% |
| 15 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 15 | 1 | 2.8% |
| 11 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| 1 | 2 | 5.6% |
| 0 | 20 |
순수고발
Real number (ℝ)
MISSING ZEROS
| Distinct | 13 |
|---|---|
| Distinct (%) | 46.4% |
| Missing | 8 |
| Missing (%) | 22.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.642857 |
| Minimum | 0 |
|---|---|
| Maximum | 180 |
| Zeros | 5 |
| Zeros (%) | 13.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 6.25 |
| 95-th percentile | 17.3 |
| Maximum | 180 |
| Range | 180 |
| Interquartile range (IQR) | 5.25 |
Descriptive statistics
| Standard deviation | 33.603587 |
|---|---|
| Coefficient of variation (CV) | 3.157384 |
| Kurtosis | 26.491513 |
| Mean | 10.642857 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 5.089811 |
| Sum | 298 |
| Variance | 1129.2011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 1 | 7 | |
| 0 | 5 | |
| 2 | 3 | 8.3% |
| 6 | 2 | 5.6% |
| 3 | 2 | 5.6% |
| 4 | 2 | 5.6% |
| 11 | 1 | 2.8% |
| 18 | 1 | 2.8% |
| 180 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| Other values (3) | 3 | 8.3% |
| (Missing) | 8 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 7 | |
| 2 | 3 | |
| 3 | 2 | 5.6% |
| 4 | 2 | 5.6% |
| 6 | 2 | 5.6% |
| 7 | 1 | 2.8% |
| 11 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 15 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 180 | 1 | |
| 18 | 1 | |
| 16 | 1 | |
| 15 | 1 | |
| 12 | 1 | |
| 11 | 1 | |
| 7 | 1 | |
| 6 | 2 | |
| 4 | 2 | |
| 3 | 2 |
병과
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | 37.9% |
| Missing | 7 |
| Missing (%) | 19.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4482759 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 6 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 20.8 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 9.0655794 |
|---|---|
| Coefficient of variation (CV) | 1.6639355 |
| Kurtosis | 8.0613941 |
| Mean | 5.4482759 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.7011487 |
| Sum | 158 |
| Variance | 82.184729 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 1 | 6 | |
| 2 | 6 | |
| 4 | 4 | |
| 5 | 1 | 2.8% |
| 19 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 41 | 1 | 2.8% |
| 22 | 1 | 2.8% |
| 18 | 1 | 2.8% |
| (Missing) | 7 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 1 | 6 | |
| 2 | 6 | |
| 4 | 4 | |
| 5 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 18 | 1 | 2.8% |
| 19 | 1 | 2.8% |
| 22 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 41 | 1 | 2.8% |
| 22 | 1 | 2.8% |
| 19 | 1 | 2.8% |
| 18 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 4 | 4 | |
| 2 | 6 | |
| 1 | 6 |
| 구분 | 연도 | 계 | 행정처분 | 개선권고개수 | 자동차매연 | 위반사실미발견 | 개인이해 | 허위신고 | 순수고발 | 병과 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분 | 1.000 | 0.000 | 0.467 | 0.857 | 0.000 | 0.000 | 0.895 | 0.000 | 0.000 | 0.000 | 0.000 |
| 연도 | 0.000 | 1.000 | 0.000 | 0.000 | 0.190 | 0.000 | 0.000 | 0.252 | 0.215 | 0.053 | 0.000 |
| 계 | 0.467 | 0.000 | 1.000 | 0.742 | 0.890 | 0.916 | 0.938 | 0.861 | 0.402 | 1.000 | 0.843 |
| 행정처분 | 0.857 | 0.000 | 0.742 | 1.000 | 0.501 | 0.508 | 0.712 | 0.000 | 0.599 | 0.550 | 0.935 |
| 개선권고개수 | 0.000 | 0.190 | 0.890 | 0.501 | 1.000 | 0.977 | 0.913 | 0.954 | 0.719 | 0.640 | 0.413 |
| 자동차매연 | 0.000 | 0.000 | 0.916 | 0.508 | 0.977 | 1.000 | 0.876 | 0.950 | 0.723 | 1.000 | 0.680 |
| 위반사실미발견 | 0.895 | 0.000 | 0.938 | 0.712 | 0.913 | 0.876 | 1.000 | 0.457 | 0.142 | 0.811 | 0.832 |
| 개인이해 | 0.000 | 0.252 | 0.861 | 0.000 | 0.954 | 0.950 | 0.457 | 1.000 | 0.000 | 0.506 | 0.653 |
| 허위신고 | 0.000 | 0.215 | 0.402 | 0.599 | 0.719 | 0.723 | 0.142 | 0.000 | 1.000 | 1.000 | 0.696 |
| 순수고발 | 0.000 | 0.053 | 1.000 | 0.550 | 0.640 | 1.000 | 0.811 | 0.506 | 1.000 | 1.000 | 0.979 |
| 병과 | 0.000 | 0.000 | 0.843 | 0.935 | 0.413 | 0.680 | 0.832 | 0.653 | 0.696 | 0.979 | 1.000 |
| 계 | 행정처분 | 개선권고개수 | 자동차매연 | 위반사실미발견 | 개인이해 | 허위신고 | 순수고발 | 병과 | 연도 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 계 | 1.000 | 0.747 | 0.780 | 0.747 | 0.755 | 0.407 | 0.341 | 0.404 | 0.387 | 0.000 |
| 행정처분 | 0.747 | 1.000 | 0.438 | 0.480 | 0.603 | -0.077 | 0.258 | 0.434 | 0.506 | 0.000 |
| 개선권고개수 | 0.780 | 0.438 | 1.000 | 0.879 | 0.516 | 0.321 | 0.134 | 0.355 | 0.340 | 0.211 |
| 자동차매연 | 0.747 | 0.480 | 0.879 | 1.000 | 0.490 | 0.193 | 0.033 | 0.433 | 0.350 | 0.000 |
| 위반사실미발견 | 0.755 | 0.603 | 0.516 | 0.490 | 1.000 | 0.018 | 0.448 | 0.359 | 0.455 | 0.000 |
| 개인이해 | 0.407 | -0.077 | 0.321 | 0.193 | 0.018 | 1.000 | 0.209 | 0.008 | -0.128 | 0.285 |
| 허위신고 | 0.341 | 0.258 | 0.134 | 0.033 | 0.448 | 0.209 | 1.000 | -0.289 | 0.257 | 0.233 |
| 순수고발 | 0.404 | 0.434 | 0.355 | 0.433 | 0.359 | 0.008 | -0.289 | 1.000 | 0.277 | 0.000 |
| 병과 | 0.387 | 0.506 | 0.340 | 0.350 | 0.455 | -0.128 | 0.257 | 0.277 | 1.000 | 0.000 |
| 연도 | 0.000 | 0.000 | 0.211 | 0.000 | 0.000 | 0.285 | 0.233 | 0.000 | 0.000 | 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.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| 구분 | 연도 | 계 | 행정처분 | 개선권고개수 | 자동차매연 | 위반사실미발견 | 개인이해 | 허위신고 | 순수고발 | 병과 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 창원시 | 2018년 상반기 | 1846 | 46 | 732 | 394 | 724 | 333 | 0 | 11 | 5 |
| 1 | 창원시 | 2017년 하반기 | 2314 | 40 | 1208 | 705 | 930 | 118 | 11 | 18 | 19 |
| 2 | 진주시 | 2018년 상반기 | 887 | 52 | 227 | 177 | 3 | 605 | 0 | <NA> | <NA> |
| 3 | 진주시 | 2017년 하반기 | 400 | 19 | 98 | 93 | 10 | 273 | 0 | <NA> | <NA> |
| 4 | 통영시 | 2018년 상반기 | 154 | 7 | 29 | 19 | 63 | 53 | 1 | 1 | 0 |
| 5 | 통영시 | 2017년 하반기 | 134 | 1 | 33 | 15 | 19 | 79 | 0 | 2 | 1 |
| 6 | 사천시 | 2018년 상반기 | 298 | 52 | 6 | 0 | 172 | 53 | 15 | 0 | 4 |
| 7 | 사천시 | 2017년 하반기 | 340 | 23 | 17 | 17 | 197 | 97 | 0 | 6 | 1 |
| 8 | 김해시 | 2018년 상반기 | 3745 | 221 | 83 | 80 | 3257 | 4 | <NA> | 180 | 12 |
| 9 | 김해시 | 2017년 하반기 | 2715 | 222 | 65 | 65 | 2425 | 0 | 1 | 3 | 41 |
| 구분 | 연도 | 계 | 행정처분 | 개선권고개수 | 자동차매연 | 위반사실미발견 | 개인이해 | 허위신고 | 순수고발 | 병과 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 26 | 하동군 | 2018년 상반기 | 103 | 18 | 16 | <NA> | 57 | 12 | <NA> | <NA> | 2 |
| 27 | 하동군 | 2017년 하반기 | 60 | 12 | 4 | 0 | 43 | 0 | 0 | 1 | 0 |
| 28 | 산청군 | 2018년 상반기 | 37 | 9 | 16 | 1 | 12 | <NA> | <NA> | <NA> | 4 |
| 29 | 산청군 | 2017년 하반기 | 93 | 63 | 10 | 10 | 10 | 3 | 0 | 7 | 0 |
| 30 | 함양군 | 2018년 상반기 | 15 | 1 | <NA> | <NA> | 5 | 9 | <NA> | <NA> | <NA> |
| 31 | 함양군 | 2017년 하반기 | 39 | 1 | 4 | 4 | 26 | 7 | 0 | 1 | 1 |
| 32 | 거창군 | 2018년 상반기 | 35 | 10 | 4 | 4 | 20 | <NA> | <NA> | 1 | 2 |
| 33 | 거창군 | 2017년 하반기 | 57 | 22 | 0 | 12 | 23 | 0 | 0 | 12 | 7 |
| 34 | 합천군 | 2018년 상반기 | 56 | 4 | <NA> | <NA> | 32 | 20 | <NA> | <NA> | <NA> |
| 35 | 합천군 | 2017년 하반기 | 70 | 16 | 3 | 1 | 44 | 3 | 0 | 4 | 2 |