Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 24 |
| Missing cells | 227 |
| Missing cells (%) | 49.8% |
| Duplicate rows | 1 |
| Duplicate rows (%) | 4.2% |
| Total size in memory | 4.1 KiB |
| Average record size in memory | 175.5 B |
Variable types
| Numeric | 18 |
|---|---|
| Text | 1 |
Dataset
| Description | 경상남도 전기자동차 보급현황으로, 연도별(2011~2022) 및 시군별 친환경 전기자동차의 보급현황을 제공합니다. |
|---|---|
| Author | 경상남도 |
| URL | https://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=15054823 |
| Dataset has 1 (4.2%) duplicate rows | Duplicates |
구분 is highly overall correlated with 창원 and 16 other fields | High correlation |
창원 is highly overall correlated with 구분 and 16 other fields | High correlation |
진주 is highly overall correlated with 구분 and 16 other fields | High correlation |
통영 is highly overall correlated with 구분 and 16 other fields | High correlation |
김해 is highly overall correlated with 구분 and 16 other fields | High correlation |
밀양 is highly overall correlated with 구분 and 16 other fields | High correlation |
거제 is highly overall correlated with 구분 and 16 other fields | High correlation |
양산 is highly overall correlated with 구분 and 16 other fields | High correlation |
의령 is highly overall correlated with 구분 and 16 other fields | High correlation |
함안 is highly overall correlated with 구분 and 16 other fields | High correlation |
창녕 is highly overall correlated with 구분 and 16 other fields | High correlation |
고성 is highly overall correlated with 구분 and 16 other fields | High correlation |
남해 is highly overall correlated with 구분 and 16 other fields | High correlation |
하동 is highly overall correlated with 구분 and 16 other fields | High correlation |
산청 is highly overall correlated with 구분 and 16 other fields | High correlation |
함양 is highly overall correlated with 구분 and 16 other fields | High correlation |
거창 is highly overall correlated with 구분 and 16 other fields | High correlation |
합천 is highly overall correlated with 구분 and 16 other fields | High correlation |
구분 has 12 (50.0%) missing values | Missing |
창원 has 12 (50.0%) missing values | Missing |
진주 has 12 (50.0%) missing values | Missing |
통영 has 12 (50.0%) missing values | Missing |
사천 has 11 (45.8%) missing values | Missing |
김해 has 12 (50.0%) missing values | Missing |
밀양 has 12 (50.0%) missing values | Missing |
거제 has 12 (50.0%) missing values | Missing |
양산 has 12 (50.0%) missing values | Missing |
의령 has 12 (50.0%) missing values | Missing |
함안 has 12 (50.0%) missing values | Missing |
창녕 has 12 (50.0%) missing values | Missing |
고성 has 12 (50.0%) missing values | Missing |
남해 has 12 (50.0%) missing values | Missing |
하동 has 12 (50.0%) missing values | Missing |
산청 has 12 (50.0%) missing values | Missing |
함양 has 12 (50.0%) missing values | Missing |
거창 has 12 (50.0%) missing values | Missing |
합천 has 12 (50.0%) missing values | Missing |
진주 has 5 (20.8%) zeros | Zeros |
통영 has 4 (16.7%) zeros | Zeros |
김해 has 4 (16.7%) zeros | Zeros |
밀양 has 5 (20.8%) zeros | Zeros |
거제 has 3 (12.5%) zeros | Zeros |
양산 has 4 (16.7%) zeros | Zeros |
의령 has 6 (25.0%) zeros | Zeros |
함안 has 5 (20.8%) zeros | Zeros |
창녕 has 5 (20.8%) zeros | Zeros |
고성 has 4 (16.7%) zeros | Zeros |
남해 has 1 (4.2%) zeros | Zeros |
하동 has 5 (20.8%) zeros | Zeros |
산청 has 2 (8.3%) zeros | Zeros |
함양 has 4 (16.7%) zeros | Zeros |
거창 has 4 (16.7%) zeros | Zeros |
합천 has 4 (16.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-10 23:02:28.675719 |
|---|---|
| Analysis finished | 2023-12-10 23:03:00.917531 |
| Duration | 32.24 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
구분
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2016.5 |
| Minimum | 2011 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 2011 |
|---|---|
| 5-th percentile | 2011.55 |
| Q1 | 2013.75 |
| median | 2016.5 |
| Q3 | 2019.25 |
| 95-th percentile | 2021.45 |
| Maximum | 2022 |
| Range | 11 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 3.6055513 |
|---|---|
| Coefficient of variation (CV) | 0.0017880244 |
| Kurtosis | -1.2 |
| Mean | 2016.5 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0 |
| Sum | 24198 |
| Variance | 13 |
| Monotonicity | Strictly decreasing |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2022 | 1 | 4.2% |
| 2021 | 1 | 4.2% |
| 2020 | 1 | 4.2% |
| 2019 | 1 | 4.2% |
| 2018 | 1 | 4.2% |
| 2017 | 1 | 4.2% |
| 2016 | 1 | 4.2% |
| 2015 | 1 | 4.2% |
| 2014 | 1 | 4.2% |
| 2013 | 1 | 4.2% |
| Other values (2) | 2 | 8.3% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 2011 | 1 | |
| 2012 | 1 | |
| 2013 | 1 | |
| 2014 | 1 | |
| 2015 | 1 | |
| 2016 | 1 | |
| 2017 | 1 | |
| 2018 | 1 | |
| 2019 | 1 | |
| 2020 | 1 |
| Value | Count | Frequency (%) |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 |
창원
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 530.5 |
| Minimum | 21 |
|---|---|
| Maximum | 2252 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 35.3 |
| Q1 | 66.5 |
| median | 125 |
| Q3 | 680 |
| 95-th percentile | 1883.5 |
| Maximum | 2252 |
| Range | 2231 |
| Interquartile range (IQR) | 613.5 |
Descriptive statistics
| Standard deviation | 719.75861 |
|---|---|
| Coefficient of variation (CV) | 1.3567552 |
| Kurtosis | 2.0393376 |
| Mean | 530.5 |
| Median Absolute Deviation (MAD) | 91 |
| Skewness | 1.6584719 |
| Sum | 6366 |
| Variance | 518052.45 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2252 | 1 | 4.2% |
| 1582 | 1 | 4.2% |
| 944 | 1 | 4.2% |
| 592 | 1 | 4.2% |
| 456 | 1 | 4.2% |
| 139 | 1 | 4.2% |
| 72 | 1 | 4.2% |
| 111 | 1 | 4.2% |
| 100 | 1 | 4.2% |
| 50 | 1 | 4.2% |
| Other values (2) | 2 | 8.3% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 21 | 1 | |
| 47 | 1 | |
| 50 | 1 | |
| 72 | 1 | |
| 100 | 1 | |
| 111 | 1 | |
| 139 | 1 | |
| 456 | 1 | |
| 592 | 1 | |
| 944 | 1 |
| Value | Count | Frequency (%) |
| 2252 | 1 | |
| 1582 | 1 | |
| 944 | 1 | |
| 592 | 1 | |
| 456 | 1 | |
| 139 | 1 | |
| 111 | 1 | |
| 100 | 1 | |
| 72 | 1 | |
| 50 | 1 |
진주
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 337.91667 |
| Minimum | 0 |
|---|---|
| Maximum | 2279 |
| Zeros | 5 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 164.5 |
| 95-th percentile | 1756.5 |
| Maximum | 2279 |
| Range | 2279 |
| Interquartile range (IQR) | 164.5 |
Descriptive statistics
| Standard deviation | 717.88483 |
|---|---|
| Coefficient of variation (CV) | 2.1244434 |
| Kurtosis | 5.0194803 |
| Mean | 337.91667 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.3560374 |
| Sum | 4055 |
| Variance | 515358.63 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 2279 | 1 | 4.2% |
| 1329 | 1 | 4.2% |
| 235 | 1 | 4.2% |
| 141 | 1 | 4.2% |
| 63 | 1 | 4.2% |
| 6 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 2 | 1 | 4.2% |
| 6 | 1 | 4.2% |
| 63 | 1 | 4.2% |
| 141 | 1 | 4.2% |
| 235 | 1 | 4.2% |
| 1329 | 1 | 4.2% |
| 2279 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 2279 | 1 | 4.2% |
| 1329 | 1 | 4.2% |
| 235 | 1 | 4.2% |
| 141 | 1 | 4.2% |
| 63 | 1 | 4.2% |
| 6 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| 0 | 5 |
통영
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.416667 |
| Minimum | 0 |
|---|---|
| Maximum | 321 |
| Zeros | 4 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5.5 |
| Q3 | 50 |
| 95-th percentile | 205.5 |
| Maximum | 321 |
| Range | 321 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 92.595364 |
|---|---|
| Coefficient of variation (CV) | 1.9124688 |
| Kurtosis | 7.9075662 |
| Mean | 48.416667 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 2.7165166 |
| Sum | 581 |
| Variance | 8573.9015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 4 | 16.7% |
| 1 | 2 | 8.3% |
| 321 | 1 | 4.2% |
| 111 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 65 | 1 | 4.2% |
| 27 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 2 | |
| 10 | 1 | 4.2% |
| 27 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 65 | 1 | 4.2% |
| 111 | 1 | 4.2% |
| 321 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 321 | 1 | 4.2% |
| 111 | 1 | 4.2% |
| 65 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 27 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 1 | 2 | |
| 0 | 4 |
사천
Text
MISSING
| Distinct | 9 |
|---|---|
| Distinct (%) | 69.2% |
| Missing | 11 |
| Missing (%) | 45.8% |
| Memory size | 324.0 B |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 2 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26 |
|---|---|
| Distinct characters | 10 |
| 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 | 8 ? |
|---|---|
| Unique (%) | 61.5% |
Sample
| 1st row | 243 |
|---|---|
| 2nd row | 173 |
| 3rd row | 69 |
| 4th row | 35 |
| 5th row | 40 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 243 | 1 | 8.3% |
| 173 | 1 | 8.3% |
| 69 | 1 | 8.3% |
| 35 | 1 | 8.3% |
| 40 | 1 | 8.3% |
| 12 | 1 | 8.3% |
| 1 | 1 | 8.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 6 | ||
| 3 | 3 | |
| 1 | 3 | |
| 2 | 2 | 7.7% |
| 4 | 2 | 7.7% |
| 7 | 1 | 3.8% |
| 6 | 1 | 3.8% |
| 9 | 1 | 3.8% |
| 5 | 1 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20 | |
| Space Separator | 6 | 23.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 3 | 3 | |
| 1 | 3 | |
| 2 | 2 | 10.0% |
| 4 | 2 | 10.0% |
| 7 | 1 | 5.0% |
| 6 | 1 | 5.0% |
| 9 | 1 | 5.0% |
| 5 | 1 | 5.0% |
Space Separator
| Value | Count | Frequency (%) |
| 6 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 6 | ||
| 3 | 3 | |
| 1 | 3 | |
| 2 | 2 | 7.7% |
| 4 | 2 | 7.7% |
| 7 | 1 | 3.8% |
| 6 | 1 | 3.8% |
| 9 | 1 | 3.8% |
| 5 | 1 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 6 | ||
| 3 | 3 | |
| 1 | 3 | |
| 2 | 2 | 7.7% |
| 4 | 2 | 7.7% |
| 7 | 1 | 3.8% |
| 6 | 1 | 3.8% |
| 9 | 1 | 3.8% |
| 5 | 1 | 3.8% |
김해
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 159.83333 |
| Minimum | 0 |
|---|---|
| Maximum | 853 |
| Zeros | 4 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 49.5 |
| Q3 | 191.25 |
| 95-th percentile | 590.1 |
| Maximum | 853 |
| Range | 853 |
| Interquartile range (IQR) | 191.25 |
Descriptive statistics
| Standard deviation | 251.03779 |
|---|---|
| Coefficient of variation (CV) | 1.5706222 |
| Kurtosis | 5.364137 |
| Mean | 159.83333 |
| Median Absolute Deviation (MAD) | 49.5 |
| Skewness | 2.2121936 |
| Sum | 1918 |
| Variance | 63019.97 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 4 | 16.7% |
| 853 | 1 | 4.2% |
| 375 | 1 | 4.2% |
| 273 | 1 | 4.2% |
| 164 | 1 | 4.2% |
| 152 | 1 | 4.2% |
| 82 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 2 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 82 | 1 | 4.2% |
| 152 | 1 | 4.2% |
| 164 | 1 | 4.2% |
| 273 | 1 | 4.2% |
| 375 | 1 | 4.2% |
| 853 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 853 | 1 | 4.2% |
| 375 | 1 | 4.2% |
| 273 | 1 | 4.2% |
| 164 | 1 | 4.2% |
| 152 | 1 | 4.2% |
| 82 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| 0 | 4 |
밀양
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 58.3% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75 |
| Minimum | 0 |
|---|---|
| Maximum | 431 |
| Zeros | 5 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 10 |
| Q3 | 49.25 |
| 95-th percentile | 354.55 |
| Maximum | 431 |
| Range | 431 |
| Interquartile range (IQR) | 49.25 |
Descriptive statistics
| Standard deviation | 139.12911 |
|---|---|
| Coefficient of variation (CV) | 1.8550548 |
| Kurtosis | 3.7376359 |
| Mean | 75 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 2.1297958 |
| Sum | 900 |
| Variance | 19356.909 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 40 | 2 | 8.3% |
| 431 | 1 | 4.2% |
| 292 | 1 | 4.2% |
| 77 | 1 | 4.2% |
| 16 | 1 | 4.2% |
| 4 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 4 | 1 | 4.2% |
| 16 | 1 | 4.2% |
| 40 | 2 | 8.3% |
| 77 | 1 | 4.2% |
| 292 | 1 | 4.2% |
| 431 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 431 | 1 | 4.2% |
| 292 | 1 | 4.2% |
| 77 | 1 | 4.2% |
| 40 | 2 | 8.3% |
| 16 | 1 | 4.2% |
| 4 | 1 | 4.2% |
| 0 | 5 |
거제
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78 |
| Minimum | 0 |
|---|---|
| Maximum | 529 |
| Zeros | 3 |
| Zeros (%) | 12.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.5 |
| median | 14.5 |
| Q3 | 52.5 |
| 95-th percentile | 353 |
| Maximum | 529 |
| Range | 529 |
| Interquartile range (IQR) | 51 |
Descriptive statistics
| Standard deviation | 153.8358 |
|---|---|
| Coefficient of variation (CV) | 1.9722539 |
| Kurtosis | 7.7489935 |
| Mean | 78 |
| Median Absolute Deviation (MAD) | 14.5 |
| Skewness | 2.7305838 |
| Sum | 936 |
| Variance | 23665.455 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 3 | 12.5% |
| 529 | 1 | 4.2% |
| 209 | 1 | 4.2% |
| 72 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 46 | 1 | 4.2% |
| 19 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 4 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 2 | 1 | 4.2% |
| 4 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 19 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 46 | 1 | 4.2% |
| 72 | 1 | 4.2% |
| 209 | 1 | 4.2% |
| 529 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 529 | 1 | 4.2% |
| 209 | 1 | 4.2% |
| 72 | 1 | 4.2% |
| 46 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 19 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 4 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| 0 | 3 |
양산
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 212.58333 |
| Minimum | 0 |
|---|---|
| Maximum | 1088 |
| Zeros | 4 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 24 |
| Q3 | 221.5 |
| 95-th percentile | 885.6 |
| Maximum | 1088 |
| Range | 1088 |
| Interquartile range (IQR) | 221.5 |
Descriptive statistics
| Standard deviation | 352.84879 |
|---|---|
| Coefficient of variation (CV) | 1.659814 |
| Kurtosis | 2.7561325 |
| Mean | 212.58333 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 1.8547632 |
| Sum | 2551 |
| Variance | 124502.27 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 4 | 16.7% |
| 1088 | 1 | 4.2% |
| 720 | 1 | 4.2% |
| 409 | 1 | 4.2% |
| 159 | 1 | 4.2% |
| 125 | 1 | 4.2% |
| 37 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 2 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 37 | 1 | 4.2% |
| 125 | 1 | 4.2% |
| 159 | 1 | 4.2% |
| 409 | 1 | 4.2% |
| 720 | 1 | 4.2% |
| 1088 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 1088 | 1 | 4.2% |
| 720 | 1 | 4.2% |
| 409 | 1 | 4.2% |
| 159 | 1 | 4.2% |
| 125 | 1 | 4.2% |
| 37 | 1 | 4.2% |
| 11 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| 0 | 4 |
의령
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 58.3% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.666667 |
| Minimum | 0 |
|---|---|
| Maximum | 105 |
| Zeros | 6 |
| Zeros (%) | 25.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2.5 |
| Q3 | 16.5 |
| 95-th percentile | 85.2 |
| Maximum | 105 |
| Range | 105 |
| Interquartile range (IQR) | 16.5 |
Descriptive statistics
| Standard deviation | 33.643406 |
|---|---|
| Coefficient of variation (CV) | 1.8023253 |
| Kurtosis | 3.6852985 |
| Mean | 18.666667 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 2.0852068 |
| Sum | 224 |
| Variance | 1131.8788 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 105 | 1 | 4.2% |
| 69 | 1 | 4.2% |
| 24 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 7 | 1 | 4.2% |
| 5 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 5 | 1 | 4.2% |
| 7 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 24 | 1 | 4.2% |
| 69 | 1 | 4.2% |
| 105 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 105 | 1 | 4.2% |
| 69 | 1 | 4.2% |
| 24 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 7 | 1 | 4.2% |
| 5 | 1 | 4.2% |
| 0 | 6 |
함안
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.5 |
| Minimum | 0 |
|---|---|
| Maximum | 276 |
| Zeros | 5 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5 |
| Q3 | 26.5 |
| 95-th percentile | 186.9 |
| Maximum | 276 |
| Range | 276 |
| Interquartile range (IQR) | 26.5 |
Descriptive statistics
| Standard deviation | 81.509063 |
|---|---|
| Coefficient of variation (CV) | 2.0125694 |
| Kurtosis | 7.1147761 |
| Mean | 40.5 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.6197538 |
| Sum | 486 |
| Variance | 6643.7273 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 276 | 1 | 4.2% |
| 114 | 1 | 4.2% |
| 55 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 1 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 55 | 1 | 4.2% |
| 114 | 1 | 4.2% |
| 276 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 276 | 1 | 4.2% |
| 114 | 1 | 4.2% |
| 55 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 1 | 1 | 4.2% |
| 0 | 5 |
창녕
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.416667 |
| Minimum | 0 |
|---|---|
| Maximum | 221 |
| Zeros | 5 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5 |
| Q3 | 35 |
| 95-th percentile | 200.1 |
| Maximum | 221 |
| Range | 221 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 76.534553 |
|---|---|
| Coefficient of variation (CV) | 1.804351 |
| Kurtosis | 2.527441 |
| Mean | 42.416667 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.9378184 |
| Sum | 509 |
| Variance | 5857.5379 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 221 | 1 | 4.2% |
| 183 | 1 | 4.2% |
| 50 | 1 | 4.2% |
| 30 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 2 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 30 | 1 | 4.2% |
| 50 | 1 | 4.2% |
| 183 | 1 | 4.2% |
| 221 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 221 | 1 | 4.2% |
| 183 | 1 | 4.2% |
| 50 | 1 | 4.2% |
| 30 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| 0 | 5 |
고성
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.583333 |
| Minimum | 0 |
|---|---|
| Maximum | 194 |
| Zeros | 4 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 13.75 |
| 95-th percentile | 142.3 |
| Maximum | 194 |
| Range | 194 |
| Interquartile range (IQR) | 13.75 |
Descriptive statistics
| Standard deviation | 59.275103 |
|---|---|
| Coefficient of variation (CV) | 2.0737645 |
| Kurtosis | 5.9133447 |
| Mean | 28.583333 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.4746698 |
| Sum | 343 |
| Variance | 3513.5379 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 4 | 16.7% |
| 1 | 2 | 8.3% |
| 194 | 1 | 4.2% |
| 100 | 1 | 4.2% |
| 25 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 3 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 2 | |
| 3 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 25 | 1 | 4.2% |
| 100 | 1 | 4.2% |
| 194 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 194 | 1 | 4.2% |
| 100 | 1 | 4.2% |
| 25 | 1 | 4.2% |
| 10 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 3 | 1 | 4.2% |
| 1 | 2 | |
| 0 | 4 |
남해
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.833333 |
| Minimum | 0 |
|---|---|
| Maximum | 172 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.55 |
| Q1 | 1 |
| median | 7 |
| Q3 | 24.25 |
| 95-th percentile | 115.9 |
| Maximum | 172 |
| Range | 172 |
| Interquartile range (IQR) | 23.25 |
Descriptive statistics
| Standard deviation | 49.906883 |
|---|---|
| Coefficient of variation (CV) | 1.7930617 |
| Kurtosis | 7.1009587 |
| Mean | 27.833333 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | 2.5892473 |
| Sum | 334 |
| Variance | 2490.697 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 4 | 16.7% |
| 172 | 1 | 4.2% |
| 70 | 1 | 4.2% |
| 37 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 20 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| 0 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 1 | 4.2% |
| 1 | 4 | |
| 2 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 20 | 1 | 4.2% |
| 37 | 1 | 4.2% |
| 70 | 1 | 4.2% |
| 172 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 172 | 1 | 4.2% |
| 70 | 1 | 4.2% |
| 37 | 1 | 4.2% |
| 20 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| 1 | 4 | |
| 0 | 1 | 4.2% |
하동
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.666667 |
| Minimum | 0 |
|---|---|
| Maximum | 167 |
| Zeros | 5 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6.5 |
| Q3 | 38.75 |
| 95-th percentile | 140.05 |
| Maximum | 167 |
| Range | 167 |
| Interquartile range (IQR) | 38.75 |
Descriptive statistics
| Standard deviation | 54.844132 |
|---|---|
| Coefficient of variation (CV) | 1.6290336 |
| Kurtosis | 2.4970561 |
| Mean | 33.666667 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | 1.8146589 |
| Sum | 404 |
| Variance | 3007.8788 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 167 | 1 | 4.2% |
| 118 | 1 | 4.2% |
| 59 | 1 | 4.2% |
| 32 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 1 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 32 | 1 | 4.2% |
| 59 | 1 | 4.2% |
| 118 | 1 | 4.2% |
| 167 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 167 | 1 | 4.2% |
| 118 | 1 | 4.2% |
| 59 | 1 | 4.2% |
| 32 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 1 | 1 | 4.2% |
| 0 | 5 |
산청
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.5 |
| Minimum | 0 |
|---|---|
| Maximum | 138 |
| Zeros | 2 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.75 |
| median | 11 |
| Q3 | 31.75 |
| 95-th percentile | 138 |
| Maximum | 138 |
| Range | 138 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 51.037419 |
|---|---|
| Coefficient of variation (CV) | 1.5235051 |
| Kurtosis | 1.6585117 |
| Mean | 33.5 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 1.7078996 |
| Sum | 402 |
| Variance | 2604.8182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 138 | 2 | 8.3% |
| 2 | 2 | 8.3% |
| 0 | 2 | 8.3% |
| 49 | 1 | 4.2% |
| 24 | 1 | 4.2% |
| 26 | 1 | 4.2% |
| 19 | 1 | 4.2% |
| 3 | 1 | 4.2% |
| 1 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 1 | |
| 2 | 2 | |
| 3 | 1 | |
| 19 | 1 | |
| 24 | 1 | |
| 26 | 1 | |
| 49 | 1 | |
| 138 | 2 |
| Value | Count | Frequency (%) |
| 138 | 2 | |
| 49 | 1 | |
| 26 | 1 | |
| 24 | 1 | |
| 19 | 1 | |
| 3 | 1 | |
| 2 | 2 | |
| 1 | 1 | |
| 0 | 2 |
함양
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.916667 |
| Minimum | 0 |
|---|---|
| Maximum | 124 |
| Zeros | 4 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.5 |
| Q3 | 20.25 |
| 95-th percentile | 87.7 |
| Maximum | 124 |
| Range | 124 |
| Interquartile range (IQR) | 20.25 |
Descriptive statistics
| Standard deviation | 37.814039 |
|---|---|
| Coefficient of variation (CV) | 1.8078425 |
| Kurtosis | 4.9363378 |
| Mean | 20.916667 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 2.2159156 |
| Sum | 251 |
| Variance | 1429.9015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 4 | 16.7% |
| 1 | 2 | 8.3% |
| 124 | 1 | 4.2% |
| 58 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 2 | |
| 2 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 58 | 1 | 4.2% |
| 124 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 124 | 1 | 4.2% |
| 58 | 1 | 4.2% |
| 45 | 1 | 4.2% |
| 12 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 2 | 1 | 4.2% |
| 1 | 2 | |
| 0 | 4 |
거창
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.25 |
| Minimum | 0 |
|---|---|
| Maximum | 191 |
| Zeros | 4 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 27.25 |
| 95-th percentile | 141.5 |
| Maximum | 191 |
| Range | 191 |
| Interquartile range (IQR) | 27.25 |
Descriptive statistics
| Standard deviation | 58.331537 |
|---|---|
| Coefficient of variation (CV) | 1.8666092 |
| Kurtosis | 5.2361205 |
| Mean | 31.25 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.3163431 |
| Sum | 375 |
| Variance | 3402.5682 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 4 | 16.7% |
| 1 | 2 | 8.3% |
| 191 | 1 | 4.2% |
| 101 | 1 | 4.2% |
| 43 | 1 | 4.2% |
| 22 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 7 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 2 | |
| 7 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 22 | 1 | 4.2% |
| 43 | 1 | 4.2% |
| 101 | 1 | 4.2% |
| 191 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 191 | 1 | 4.2% |
| 101 | 1 | 4.2% |
| 43 | 1 | 4.2% |
| 22 | 1 | 4.2% |
| 9 | 1 | 4.2% |
| 7 | 1 | 4.2% |
| 1 | 2 | |
| 0 | 4 |
합천
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 12 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31 |
| Minimum | 0 |
|---|---|
| Maximum | 197 |
| Zeros | 4 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 19.75 |
| 95-th percentile | 148.6 |
| Maximum | 197 |
| Range | 197 |
| Interquartile range (IQR) | 19.75 |
Descriptive statistics
| Standard deviation | 61.052883 |
|---|---|
| Coefficient of variation (CV) | 1.9694478 |
| Kurtosis | 5.0700076 |
| Mean | 31 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.3184504 |
| Sum | 372 |
| Variance | 3727.4545 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 4 | 16.7% |
| 1 | 2 | 8.3% |
| 197 | 1 | 4.2% |
| 109 | 1 | 4.2% |
| 40 | 1 | 4.2% |
| 13 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 3 | 1 | 4.2% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 2 | |
| 3 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 13 | 1 | 4.2% |
| 40 | 1 | 4.2% |
| 109 | 1 | 4.2% |
| 197 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 197 | 1 | 4.2% |
| 109 | 1 | 4.2% |
| 40 | 1 | 4.2% |
| 13 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 3 | 1 | 4.2% |
| 1 | 2 | |
| 0 | 4 |
| 구분 | 창원 | 진주 | 통영 | 사천 | 김해 | 밀양 | 거제 | 양산 | 의령 | 함안 | 창녕 | 고성 | 남해 | 하동 | 산청 | 함양 | 거창 | 합천 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분 | 1.000 | 0.000 | 0.000 | 0.000 | 0.731 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| 창원 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.960 | 1.000 | 1.000 | 1.000 |
| 진주 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.964 | 1.000 | 1.000 | 1.000 |
| 통영 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 1.000 | 1.000 | 0.980 | 1.000 | 0.823 | 1.000 | 1.000 | 1.000 |
| 사천 | 0.731 | 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 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 김해 | 0.000 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.994 | 1.000 | 0.994 | 1.000 | 0.994 | 0.994 | 0.889 | 1.000 | 0.994 | 1.000 |
| 밀양 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.964 | 1.000 | 1.000 | 1.000 |
| 거제 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.964 | 1.000 | 1.000 | 1.000 |
| 양산 | 0.000 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.994 | 1.000 | 0.994 | 1.000 | 0.994 | 0.994 | 0.889 | 1.000 | 0.994 | 1.000 |
| 의령 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 1.000 | 1.000 | 0.980 | 1.000 | 0.823 | 1.000 | 1.000 | 1.000 |
| 함안 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.964 | 1.000 | 1.000 | 1.000 |
| 창녕 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 1.000 | 1.000 | 0.980 | 1.000 | 0.823 | 1.000 | 1.000 | 1.000 |
| 고성 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.964 | 1.000 | 1.000 | 1.000 |
| 남해 | 0.000 | 1.000 | 1.000 | 0.980 | 1.000 | 0.994 | 1.000 | 1.000 | 0.994 | 0.980 | 1.000 | 0.980 | 1.000 | 1.000 | 0.980 | 0.823 | 1.000 | 0.980 | 1.000 |
| 하동 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 1.000 | 1.000 | 0.980 | 1.000 | 0.823 | 1.000 | 1.000 | 1.000 |
| 산청 | 1.000 | 0.960 | 0.964 | 0.823 | 1.000 | 0.889 | 0.964 | 0.964 | 0.889 | 0.823 | 0.964 | 0.823 | 0.964 | 0.823 | 0.823 | 1.000 | 0.964 | 0.823 | 0.964 |
| 함양 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.964 | 1.000 | 1.000 | 1.000 |
| 거창 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 0.994 | 1.000 | 1.000 | 1.000 | 1.000 | 0.980 | 1.000 | 0.823 | 1.000 | 1.000 | 1.000 |
| 합천 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.964 | 1.000 | 1.000 | 1.000 |
| 구분 | 창원 | 진주 | 통영 | 김해 | 밀양 | 거제 | 양산 | 의령 | 함안 | 창녕 | 고성 | 남해 | 하동 | 산청 | 함양 | 거창 | 합천 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분 | 1.000 | 0.972 | 0.921 | 0.845 | 0.929 | 0.963 | 0.944 | 0.929 | 0.937 | 0.892 | 0.914 | 0.809 | 0.904 | 0.935 | 0.956 | 0.863 | 0.895 | 0.959 |
| 창원 | 0.972 | 1.000 | 0.943 | 0.824 | 0.861 | 0.919 | 0.923 | 0.861 | 0.937 | 0.892 | 0.935 | 0.809 | 0.851 | 0.957 | 0.903 | 0.788 | 0.895 | 0.938 |
| 진주 | 0.921 | 0.943 | 1.000 | 0.898 | 0.904 | 0.930 | 0.876 | 0.904 | 0.971 | 0.925 | 0.992 | 0.906 | 0.919 | 0.925 | 0.860 | 0.861 | 0.906 | 0.972 |
| 통영 | 0.845 | 0.824 | 0.898 | 1.000 | 0.915 | 0.893 | 0.815 | 0.915 | 0.948 | 0.950 | 0.891 | 0.927 | 0.889 | 0.891 | 0.885 | 0.911 | 0.927 | 0.862 |
| 김해 | 0.929 | 0.861 | 0.904 | 0.915 | 1.000 | 0.980 | 0.928 | 1.000 | 0.954 | 0.897 | 0.897 | 0.922 | 0.966 | 0.897 | 0.941 | 0.976 | 0.922 | 0.944 |
| 밀양 | 0.963 | 0.919 | 0.930 | 0.893 | 0.980 | 1.000 | 0.969 | 0.980 | 0.969 | 0.930 | 0.919 | 0.904 | 0.980 | 0.919 | 0.964 | 0.926 | 0.904 | 0.971 |
| 거제 | 0.944 | 0.923 | 0.876 | 0.815 | 0.928 | 0.969 | 1.000 | 0.928 | 0.936 | 0.884 | 0.862 | 0.873 | 0.918 | 0.927 | 0.949 | 0.862 | 0.894 | 0.916 |
| 양산 | 0.929 | 0.861 | 0.904 | 0.915 | 1.000 | 0.980 | 0.928 | 1.000 | 0.954 | 0.897 | 0.897 | 0.922 | 0.966 | 0.897 | 0.941 | 0.976 | 0.922 | 0.944 |
| 의령 | 0.937 | 0.937 | 0.971 | 0.948 | 0.954 | 0.969 | 0.936 | 0.954 | 1.000 | 0.964 | 0.964 | 0.955 | 0.946 | 0.964 | 0.931 | 0.915 | 0.955 | 0.955 |
| 함안 | 0.892 | 0.892 | 0.925 | 0.950 | 0.897 | 0.930 | 0.884 | 0.897 | 0.964 | 1.000 | 0.910 | 0.898 | 0.926 | 0.910 | 0.933 | 0.854 | 0.898 | 0.898 |
| 창녕 | 0.914 | 0.935 | 0.992 | 0.891 | 0.897 | 0.919 | 0.862 | 0.897 | 0.964 | 0.910 | 1.000 | 0.898 | 0.904 | 0.932 | 0.846 | 0.843 | 0.898 | 0.965 |
| 고성 | 0.809 | 0.809 | 0.906 | 0.927 | 0.922 | 0.904 | 0.873 | 0.922 | 0.955 | 0.898 | 0.898 | 1.000 | 0.904 | 0.898 | 0.835 | 0.918 | 0.935 | 0.869 |
| 남해 | 0.904 | 0.851 | 0.919 | 0.889 | 0.966 | 0.980 | 0.918 | 0.966 | 0.946 | 0.926 | 0.904 | 0.904 | 1.000 | 0.849 | 0.921 | 0.920 | 0.849 | 0.958 |
| 하동 | 0.935 | 0.957 | 0.925 | 0.891 | 0.897 | 0.919 | 0.927 | 0.897 | 0.964 | 0.910 | 0.932 | 0.898 | 0.849 | 1.000 | 0.911 | 0.843 | 0.965 | 0.898 |
| 산청 | 0.956 | 0.903 | 0.860 | 0.885 | 0.941 | 0.964 | 0.949 | 0.941 | 0.931 | 0.933 | 0.846 | 0.835 | 0.921 | 0.911 | 1.000 | 0.889 | 0.900 | 0.900 |
| 함양 | 0.863 | 0.788 | 0.861 | 0.911 | 0.976 | 0.926 | 0.862 | 0.976 | 0.915 | 0.854 | 0.843 | 0.918 | 0.920 | 0.843 | 0.889 | 1.000 | 0.918 | 0.885 |
| 거창 | 0.895 | 0.895 | 0.906 | 0.927 | 0.922 | 0.904 | 0.894 | 0.922 | 0.955 | 0.898 | 0.898 | 0.935 | 0.849 | 0.965 | 0.900 | 0.918 | 1.000 | 0.869 |
| 합천 | 0.959 | 0.938 | 0.972 | 0.862 | 0.944 | 0.971 | 0.916 | 0.944 | 0.955 | 0.898 | 0.965 | 0.869 | 0.958 | 0.898 | 0.900 | 0.885 | 0.869 | 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 | 창원 | 진주 | 통영 | 사천 | 김해 | 밀양 | 거제 | 양산 | 의령 | 함안 | 창녕 | 고성 | 남해 | 하동 | 산청 | 함양 | 거창 | 합천 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2022 | 2252 | 2279 | 321 | 243 | 853 | 431 | 529 | 1088 | 105 | 276 | 221 | 194 | 172 | 167 | 138 | 124 | 191 | 197 |
| 1 | 2021 | 1582 | 1329 | 111 | 173 | 375 | 292 | 209 | 720 | 69 | 114 | 183 | 100 | 70 | 118 | 138 | 58 | 101 | 109 |
| 2 | 2020 | 944 | 235 | 45 | 69 | 273 | 77 | 72 | 409 | 24 | 55 | 50 | 25 | 37 | 59 | 49 | 45 | 43 | 40 |
| 3 | 2019 | 592 | 141 | 65 | 35 | 164 | 40 | 45 | 159 | 14 | 14 | 30 | 10 | 17 | 32 | 24 | 12 | 22 | 13 |
| 4 | 2018 | 456 | 63 | 27 | 40 | 152 | 40 | 46 | 125 | 7 | 17 | 8 | 9 | 20 | 12 | 26 | 8 | 9 | 8 |
| 5 | 2017 | 139 | 6 | 10 | 12 | 82 | 16 | 19 | 37 | 5 | 9 | 15 | 3 | 12 | 15 | 19 | 1 | 7 | 3 |
| 6 | 2016 | 72 | 0 | 0 | 1 | 17 | 4 | 10 | 11 | 0 | 0 | 0 | 0 | 2 | 0 | 3 | 1 | 0 | 1 |
| 7 | 2015 | 111 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 1 | 0 |
| 8 | 2014 | 100 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 9 | 2013 | 50 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 0 |
| 구분 | 창원 | 진주 | 통영 | 사천 | 김해 | 밀양 | 거제 | 양산 | 의령 | 함안 | 창녕 | 고성 | 남해 | 하동 | 산청 | 함양 | 거창 | 합천 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 15 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 16 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 17 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 18 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 19 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 20 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 21 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 22 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 23 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
Most frequently occurring
| 구분 | 창원 | 진주 | 통영 | 사천 | 김해 | 밀양 | 거제 | 양산 | 의령 | 함안 | 창녕 | 고성 | 남해 | 하동 | 산청 | 함양 | 거창 | 합천 | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 11 |