Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 27 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.9 KiB |
| Average record size in memory | 147.9 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 3 |
| Numeric | 12 |
Dataset
| Description | (주)한국가스기술공사 14개 사업장별 보유하고 있는 안전관리 장비 현황에 대한 정보(장비명)에 대한 현황자료입니다. |
|---|---|
| URL | https://www.data.go.kr/data/15103281/fileData.do |
평택기지 is highly overall correlated with 인천기지 and 4 other fields | High correlation |
인천기지 is highly overall correlated with 평택기지 and 5 other fields | High correlation |
통영기지 is highly overall correlated with 평택기지 and 8 other fields | High correlation |
삼척기지 is highly overall correlated with 평택기지 and 4 other fields | High correlation |
서 울 is highly overall correlated with 통영기지 and 10 other fields | High correlation |
경 기 is highly overall correlated with 서 울 and 7 other fields | High correlation |
강 원 is highly overall correlated with 통영기지 and 9 other fields | High correlation |
대전충청 is highly overall correlated with 서 울 and 9 other fields | High correlation |
전 북 is highly overall correlated with 서 울 and 7 other fields | High correlation |
광주전남 is highly overall correlated with 서 울 and 8 other fields | High correlation |
대구경북 is highly overall correlated with 통영기지 and 10 other fields | High correlation |
부산경남 is highly overall correlated with 인천기지 and 12 other fields | High correlation |
본사 is highly overall correlated with 통영기지 and 5 other fields | High correlation |
제주LNG is highly overall correlated with 평택기지 and 13 other fields | High correlation |
인 천 is highly overall correlated with 평택기지 and 10 other fields | High correlation |
본사 is highly imbalanced (58.6%) | Imbalance |
장비명 has unique values | Unique |
평택기지 has 9 (33.3%) zeros | Zeros |
인천기지 has 5 (18.5%) zeros | Zeros |
통영기지 has 13 (48.1%) zeros | Zeros |
삼척기지 has 11 (40.7%) zeros | Zeros |
서 울 has 19 (70.4%) zeros | Zeros |
경 기 has 19 (70.4%) zeros | Zeros |
강 원 has 20 (74.1%) zeros | Zeros |
대전충청 has 18 (66.7%) zeros | Zeros |
전 북 has 14 (51.9%) zeros | Zeros |
광주전남 has 17 (63.0%) zeros | Zeros |
대구경북 has 18 (66.7%) zeros | Zeros |
부산경남 has 17 (63.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 17:44:51.260327 |
|---|---|
| Analysis finished | 2023-12-12 17:45:04.255954 |
| Duration | 13 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
장비명
Text
UNIQUE
| Distinct | 27 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 348.0 B |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 6.6296296 |
| Min length | 2 |
Characters and Unicode
| Total characters | 179 |
|---|---|
| Distinct characters | 74 |
| Distinct categories | 6 ? |
| Distinct scripts | 3 ? |
| 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 | 가스분석기 |
|---|---|
| 2nd row | 독성가스분석기 |
| 3rd row | 가스검지기 |
| 4th row | 가스검지기(레이져) |
| 5th row | 가스검지기(FID) |
| Value | Count | Frequency (%) |
| 가스분석기 | 1 | 3.3% |
| 독성가스분석기 | 1 | 3.3% |
| 이동식 | 1 | 3.3% |
| 방사선측정기 | 1 | 3.3% |
| 들것 | 1 | 3.3% |
| 구강기도유지기 | 1 | 3.3% |
| 골절부목 | 1 | 3.3% |
| 목고정장치 | 1 | 3.3% |
| 자동심장충격기 | 1 | 3.3% |
| 전격방지기 | 1 | 3.3% |
| Other values (20) | 20 |
Most occurring characters
| Value | Count | Frequency (%) |
| 기 | 25 | 14.0% |
| 스 | 11 | 6.1% |
| 가 | 7 | 3.9% |
| 지 | 7 | 3.9% |
| 검 | 6 | 3.4% |
| ) | 5 | 2.8% |
| 소 | 5 | 2.8% |
| ( | 5 | 2.8% |
| 전 | 4 | 2.2% |
| 정 | 4 | 2.2% |
| Other values (64) | 100 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 162 | |
| Close Punctuation | 5 | 2.8% |
| Open Punctuation | 5 | 2.8% |
| Space Separator | 3 | 1.7% |
| Uppercase Letter | 3 | 1.7% |
| Other Punctuation | 1 | 0.6% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 기 | 25 | 15.4% |
| 스 | 11 | 6.8% |
| 가 | 7 | 4.3% |
| 지 | 7 | 4.3% |
| 검 | 6 | 3.7% |
| 소 | 5 | 3.1% |
| 전 | 4 | 2.5% |
| 정 | 4 | 2.5% |
| 마 | 3 | 1.9% |
| 크 | 3 | 1.9% |
| Other values (57) | 87 |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 1 | |
| D | 1 | |
| I | 1 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 5 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 5 |
Space Separator
| Value | Count | Frequency (%) |
| 3 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 162 | |
| Common | 14 | 7.8% |
| Latin | 3 | 1.7% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 기 | 25 | 15.4% |
| 스 | 11 | 6.8% |
| 가 | 7 | 4.3% |
| 지 | 7 | 4.3% |
| 검 | 6 | 3.7% |
| 소 | 5 | 3.1% |
| 전 | 4 | 2.5% |
| 정 | 4 | 2.5% |
| 마 | 3 | 1.9% |
| 크 | 3 | 1.9% |
| Other values (57) | 87 |
Common
| Value | Count | Frequency (%) |
| ) | 5 | |
| ( | 5 | |
| 3 | ||
| , | 1 | 7.1% |
Latin
| Value | Count | Frequency (%) |
| F | 1 | |
| D | 1 | |
| I | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 162 | |
| ASCII | 17 | 9.5% |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 기 | 25 | 15.4% |
| 스 | 11 | 6.8% |
| 가 | 7 | 4.3% |
| 지 | 7 | 4.3% |
| 검 | 6 | 3.7% |
| 소 | 5 | 3.1% |
| 전 | 4 | 2.5% |
| 정 | 4 | 2.5% |
| 마 | 3 | 1.9% |
| 크 | 3 | 1.9% |
| Other values (57) | 87 |
ASCII
| Value | Count | Frequency (%) |
| ) | 5 | |
| ( | 5 | |
| 3 | ||
| , | 1 | 5.9% |
| F | 1 | 5.9% |
| D | 1 | 5.9% |
| I | 1 | 5.9% |
본사
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 348.0 B |
| 0 | |
|---|---|
| 5 | 2 |
| 3 | 1 |
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 7.4% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 0 |
| 3rd row | 5 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23 | |
| 5 | 2 | 7.4% |
| 3 | 1 | 3.7% |
| 1 | 1 | 3.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| 5 | 2 | 7.4% |
| 3 | 1 | 3.7% |
| 1 | 1 | 3.7% |
평택기지
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6 |
| Minimum | 0 |
|---|---|
| Maximum | 102 |
| Zeros | 9 |
| Zeros (%) | 33.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 12.1 |
| Maximum | 102 |
| Range | 102 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 19.438265 |
|---|---|
| Coefficient of variation (CV) | 3.2397109 |
| Kurtosis | 25.456788 |
| Mean | 6 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 4.9896554 |
| Sum | 162 |
| Variance | 377.84615 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 2 | 6 | |
| 1 | 4 | |
| 3 | 2 | 7.4% |
| 13 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 6 | 1 | 3.7% |
| 5 | 1 | 3.7% |
| 102 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 1 | 4 | |
| 2 | 6 | |
| 3 | 2 | 7.4% |
| 4 | 1 | 3.7% |
| 5 | 1 | 3.7% |
| 6 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 13 | 1 | 3.7% |
| 102 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 102 | 1 | 3.7% |
| 13 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 6 | 1 | 3.7% |
| 5 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 3 | 2 | 7.4% |
| 2 | 6 | |
| 1 | 4 | |
| 0 | 9 |
인천기지
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.962963 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| 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 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 10.1 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.3337607 |
|---|---|
| Coefficient of variation (CV) | 1.1251442 |
| Kurtosis | 2.7933424 |
| Mean | 2.962963 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.7568965 |
| Sum | 80 |
| Variance | 11.11396 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 2 | 9 | |
| 1 | 5 | |
| 0 | 5 | |
| 5 | 2 | 7.4% |
| 4 | 2 | 7.4% |
| 13 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| 11 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 5 | |
| 2 | 9 | |
| 4 | 2 | 7.4% |
| 5 | 2 | 7.4% |
| 7 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| 11 | 1 | 3.7% |
| 13 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 13 | 1 | 3.7% |
| 11 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 5 | 2 | 7.4% |
| 4 | 2 | 7.4% |
| 2 | 9 | |
| 1 | 5 | |
| 0 | 5 |
통영기지
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7407407 |
| Minimum | 0 |
|---|---|
| Maximum | 43 |
| Zeros | 13 |
| Zeros (%) | 48.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3.5 |
| 95-th percentile | 13 |
| Maximum | 43 |
| Range | 43 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 8.6317508 |
|---|---|
| Coefficient of variation (CV) | 2.3074977 |
| Kurtosis | 17.511032 |
| Mean | 3.7407407 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.9621144 |
| Sum | 101 |
| Variance | 74.507123 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1 | 4 | 14.8% |
| 13 | 2 | 7.4% |
| 3 | 2 | 7.4% |
| 5 | 2 | 7.4% |
| 2 | 1 | 3.7% |
| 6 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 43 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1 | 4 | 14.8% |
| 2 | 1 | 3.7% |
| 3 | 2 | 7.4% |
| 4 | 1 | 3.7% |
| 5 | 2 | 7.4% |
| 6 | 1 | 3.7% |
| 13 | 2 | 7.4% |
| 43 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 43 | 1 | 3.7% |
| 13 | 2 | 7.4% |
| 6 | 1 | 3.7% |
| 5 | 2 | 7.4% |
| 4 | 1 | 3.7% |
| 3 | 2 | 7.4% |
| 2 | 1 | 3.7% |
| 1 | 4 | 14.8% |
| 0 | 13 |
삼척기지
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 11 |
| Zeros (%) | 40.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 8.7 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.8147961 |
|---|---|
| Coefficient of variation (CV) | 1.407398 |
| Kurtosis | 2.8005203 |
| Mean | 2 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.8551069 |
| Sum | 54 |
| Variance | 7.9230769 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 2 | 6 | |
| 1 | 4 | 14.8% |
| 4 | 2 | 7.4% |
| 8 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 3 | 1 | 3.7% |
| 9 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 1 | 4 | 14.8% |
| 2 | 6 | |
| 3 | 1 | 3.7% |
| 4 | 2 | 7.4% |
| 8 | 1 | 3.7% |
| 9 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 10 | 1 | 3.7% |
| 9 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| 4 | 2 | 7.4% |
| 3 | 1 | 3.7% |
| 2 | 6 | |
| 1 | 4 | 14.8% |
| 0 | 11 |
제주LNG
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 18.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 348.0 B |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | |
| 10 | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.037037 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 3.7% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 10 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 1 | 4 | 14.8% |
| 2 | 4 | 14.8% |
| 3 | 2 | 7.4% |
| 10 | 1 | 3.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 1 | 4 | 14.8% |
| 2 | 4 | 14.8% |
| 3 | 2 | 7.4% |
| 10 | 1 | 3.7% |
서 울
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.037037 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 19 |
| Zeros (%) | 70.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 8.5 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 5.8341269 |
|---|---|
| Coefficient of variation (CV) | 2.8640259 |
| Kurtosis | 18.914598 |
| Mean | 2.037037 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1791634 |
| Sum | 55 |
| Variance | 34.037037 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 1 | 2 | 7.4% |
| 29 | 1 | 3.7% |
| 3 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 2 | 1 | 3.7% |
| 5 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 1 | 2 | 7.4% |
| 2 | 1 | 3.7% |
| 3 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 5 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 29 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 29 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 5 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 3 | 1 | 3.7% |
| 2 | 1 | 3.7% |
| 1 | 2 | 7.4% |
| 0 | 19 |
인 천
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 18.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 348.0 B |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 22 | 1 |
| 6 | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.037037 |
| Min length | 1 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 7.4% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 22 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 1 | 6 | 22.2% |
| 2 | 2 | 7.4% |
| 22 | 1 | 3.7% |
| 6 | 1 | 3.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 1 | 6 | 22.2% |
| 2 | 2 | 7.4% |
| 22 | 1 | 3.7% |
| 6 | 1 | 3.7% |
경 기
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7037037 |
| Minimum | 0 |
|---|---|
| Maximum | 46 |
| Zeros | 19 |
| Zeros (%) | 70.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 9.1 |
| Maximum | 46 |
| Range | 46 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 8.9692415 |
|---|---|
| Coefficient of variation (CV) | 3.3173907 |
| Kurtosis | 22.964925 |
| Mean | 2.7037037 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.6770732 |
| Sum | 73 |
| Variance | 80.447293 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 3 | 2 | 7.4% |
| 1 | 2 | 7.4% |
| 46 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 2 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 1 | 2 | 7.4% |
| 2 | 1 | 3.7% |
| 3 | 2 | 7.4% |
| 7 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 46 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 46 | 1 | 3.7% |
| 10 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 3 | 2 | 7.4% |
| 2 | 1 | 3.7% |
| 1 | 2 | 7.4% |
| 0 | 19 |
강 원
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 22.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2222222 |
| Minimum | 0 |
|---|---|
| Maximum | 37 |
| Zeros | 20 |
| Zeros (%) | 74.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 6.1 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 7.1754567 |
|---|---|
| Coefficient of variation (CV) | 3.2289555 |
| Kurtosis | 23.381586 |
| Mean | 2.2222222 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.7183664 |
| Sum | 60 |
| Variance | 51.487179 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 3 | 2 | 7.4% |
| 4 | 2 | 7.4% |
| 37 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 2 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 2 | 1 | 3.7% |
| 3 | 2 | 7.4% |
| 4 | 2 | 7.4% |
| 7 | 1 | 3.7% |
| 37 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 37 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 4 | 2 | 7.4% |
| 3 | 2 | 7.4% |
| 2 | 1 | 3.7% |
| 0 | 20 |
대전충청
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2222222 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 18 |
| Zeros (%) | 66.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 8.4 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 5.9893067 |
|---|---|
| Coefficient of variation (CV) | 2.695188 |
| Kurtosis | 19.158101 |
| Mean | 2.2222222 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1869474 |
| Sum | 60 |
| Variance | 35.871795 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 3 | 3 | 11.1% |
| 2 | 2 | 7.4% |
| 30 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 9 | 1 | 3.7% |
| 1 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 1 | 1 | 3.7% |
| 2 | 2 | 7.4% |
| 3 | 3 | 11.1% |
| 7 | 1 | 3.7% |
| 9 | 1 | 3.7% |
| 30 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 30 | 1 | 3.7% |
| 9 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 3 | 3 | 11.1% |
| 2 | 2 | 7.4% |
| 1 | 1 | 3.7% |
| 0 | 18 |
전 북
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1851852 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| 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 | 2 |
| 95-th percentile | 6.8 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 5.6571061 |
|---|---|
| Coefficient of variation (CV) | 2.5888451 |
| Kurtosis | 21.153773 |
| Mean | 2.1851852 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.4351876 |
| Sum | 59 |
| Variance | 32.002849 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 14 | |
| 1 | 5 | 18.5% |
| 3 | 3 | 11.1% |
| 2 | 2 | 7.4% |
| 4 | 1 | 3.7% |
| 29 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 14 | |
| 1 | 5 | 18.5% |
| 2 | 2 | 7.4% |
| 3 | 3 | 11.1% |
| 4 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| 29 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 29 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 3 | 3 | 11.1% |
| 2 | 2 | 7.4% |
| 1 | 5 | 18.5% |
| 0 | 14 |
광주전남
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 22.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2962963 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 17 |
| Zeros (%) | 63.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 6.7 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 6.414016 |
|---|---|
| Coefficient of variation (CV) | 2.7932005 |
| Kurtosis | 22.10016 |
| Mean | 2.2962963 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.5485787 |
| Sum | 62 |
| Variance | 41.139601 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 2 | 5 | 18.5% |
| 3 | 2 | 7.4% |
| 33 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 6 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 2 | 5 | 18.5% |
| 3 | 2 | 7.4% |
| 6 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 33 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 33 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 6 | 1 | 3.7% |
| 3 | 2 | 7.4% |
| 2 | 5 | 18.5% |
| 0 | 17 |
대구경북
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6666667 |
| Minimum | 0 |
|---|---|
| Maximum | 44 |
| Zeros | 18 |
| Zeros (%) | 66.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1.5 |
| 95-th percentile | 7.7 |
| Maximum | 44 |
| Range | 44 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 8.5304883 |
|---|---|
| Coefficient of variation (CV) | 3.1989331 |
| Kurtosis | 23.350947 |
| Mean | 2.6666667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.7175645 |
| Sum | 72 |
| Variance | 72.769231 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 1 | 2 | 7.4% |
| 2 | 2 | 7.4% |
| 44 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 3 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 1 | 2 | 7.4% |
| 2 | 2 | 7.4% |
| 3 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| 44 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 44 | 1 | 3.7% |
| 8 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 3 | 1 | 3.7% |
| 2 | 2 | 7.4% |
| 1 | 2 | 7.4% |
| 0 | 18 |
부산경남
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8888889 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 17 |
| Zeros (%) | 63.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2.5 |
| 95-th percentile | 10.5 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 7.7376867 |
|---|---|
| Coefficient of variation (CV) | 2.67843 |
| Kurtosis | 19.722296 |
| Mean | 2.8888889 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.2597397 |
| Sum | 78 |
| Variance | 59.871795 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 2 | 2 | 7.4% |
| 3 | 2 | 7.4% |
| 39 | 1 | 3.7% |
| 12 | 1 | 3.7% |
| 5 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 1 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 1 | 1 | 3.7% |
| 2 | 2 | 7.4% |
| 3 | 2 | 7.4% |
| 4 | 1 | 3.7% |
| 5 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 12 | 1 | 3.7% |
| 39 | 1 | 3.7% |
| Value | Count | Frequency (%) |
| 39 | 1 | 3.7% |
| 12 | 1 | 3.7% |
| 7 | 1 | 3.7% |
| 5 | 1 | 3.7% |
| 4 | 1 | 3.7% |
| 3 | 2 | 7.4% |
| 2 | 2 | 7.4% |
| 1 | 1 | 3.7% |
| 0 | 17 |
| 장비명 | 본사 | 평택기지 | 인천기지 | 통영기지 | 삼척기지 | 제주LNG | 서 울 | 인 천 | 경 기 | 강 원 | 대전충청 | 전 북 | 광주전남 | 대구경북 | 부산경남 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 장비명 | 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 |
| 본사 | 1.000 | 1.000 | 0.394 | 0.598 | 0.851 | 0.146 | 0.610 | 0.850 | 0.482 | 0.848 | 0.490 | 0.652 | 0.795 | 0.553 | 0.532 | 0.850 |
| 평택기지 | 1.000 | 0.394 | 1.000 | 0.717 | 0.783 | 0.337 | 0.679 | 0.642 | 0.677 | 0.640 | 0.932 | 0.673 | 0.642 | 0.640 | 0.931 | 0.642 |
| 인천기지 | 1.000 | 0.598 | 0.717 | 1.000 | 0.774 | 0.904 | 0.776 | 0.899 | 0.704 | 0.875 | 0.901 | 0.760 | 0.663 | 0.652 | 0.872 | 0.932 |
| 통영기지 | 1.000 | 0.851 | 0.783 | 0.774 | 1.000 | 0.398 | 0.623 | 0.921 | 0.568 | 0.909 | 0.667 | 0.567 | 0.702 | 0.777 | 0.598 | 0.921 |
| 삼척기지 | 1.000 | 0.146 | 0.337 | 0.904 | 0.398 | 1.000 | 0.693 | 0.600 | 0.136 | 0.373 | 0.690 | 0.432 | 0.498 | 0.734 | 0.716 | 0.681 |
| 제주LNG | 1.000 | 0.610 | 0.679 | 0.776 | 0.623 | 0.693 | 1.000 | 0.753 | 0.886 | 0.754 | 0.870 | 0.932 | 0.759 | 0.706 | 1.000 | 0.807 |
| 서 울 | 1.000 | 0.850 | 0.642 | 0.899 | 0.921 | 0.600 | 0.753 | 1.000 | 0.735 | 0.977 | 0.854 | 0.880 | 0.945 | 0.950 | 0.825 | 0.992 |
| 인 천 | 1.000 | 0.482 | 0.677 | 0.704 | 0.568 | 0.136 | 0.886 | 0.735 | 1.000 | 0.893 | 0.716 | 0.910 | 0.659 | 0.641 | 0.756 | 0.704 |
| 경 기 | 1.000 | 0.848 | 0.640 | 0.875 | 0.909 | 0.373 | 0.754 | 0.977 | 0.893 | 1.000 | 0.736 | 0.817 | 0.896 | 0.849 | 0.783 | 0.977 |
| 강 원 | 1.000 | 0.490 | 0.932 | 0.901 | 0.667 | 0.690 | 0.870 | 0.854 | 0.716 | 0.736 | 1.000 | 0.786 | 0.723 | 0.736 | 0.993 | 0.854 |
| 대전충청 | 1.000 | 0.652 | 0.673 | 0.760 | 0.567 | 0.432 | 0.932 | 0.880 | 0.910 | 0.817 | 0.786 | 1.000 | 1.000 | 0.867 | 0.850 | 0.827 |
| 전 북 | 1.000 | 0.795 | 0.642 | 0.663 | 0.702 | 0.498 | 0.759 | 0.945 | 0.659 | 0.896 | 0.723 | 1.000 | 1.000 | 0.986 | 0.777 | 0.903 |
| 광주전남 | 1.000 | 0.553 | 0.640 | 0.652 | 0.777 | 0.734 | 0.706 | 0.950 | 0.641 | 0.849 | 0.736 | 0.867 | 0.986 | 1.000 | 0.783 | 0.910 |
| 대구경북 | 1.000 | 0.532 | 0.931 | 0.872 | 0.598 | 0.716 | 1.000 | 0.825 | 0.756 | 0.783 | 0.993 | 0.850 | 0.777 | 0.783 | 1.000 | 0.825 |
| 부산경남 | 1.000 | 0.850 | 0.642 | 0.932 | 0.921 | 0.681 | 0.807 | 0.992 | 0.704 | 0.977 | 0.854 | 0.827 | 0.903 | 0.910 | 0.825 | 1.000 |
| 제주LNG | 본사 | 인 천 | |
|---|---|---|---|
| 제주LNG | 1.000 | 0.522 | 0.538 |
| 본사 | 0.522 | 1.000 | 0.395 |
| 인 천 | 0.538 | 0.395 | 1.000 |
| 평택기지 | 인천기지 | 통영기지 | 삼척기지 | 서 울 | 경 기 | 강 원 | 대전충청 | 전 북 | 광주전남 | 대구경북 | 부산경남 | 본사 | 제주LNG | 인 천 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 평택기지 | 1.000 | 0.772 | 0.757 | 0.502 | 0.397 | 0.343 | 0.336 | 0.359 | 0.383 | 0.393 | 0.359 | 0.421 | 0.371 | 0.623 | 0.622 |
| 인천기지 | 0.772 | 1.000 | 0.653 | 0.603 | 0.435 | 0.399 | 0.358 | 0.365 | 0.320 | 0.348 | 0.434 | 0.537 | 0.417 | 0.611 | 0.521 |
| 통영기지 | 0.757 | 0.653 | 1.000 | 0.562 | 0.589 | 0.449 | 0.517 | 0.460 | 0.433 | 0.371 | 0.513 | 0.677 | 0.503 | 0.535 | 0.479 |
| 삼척기지 | 0.502 | 0.603 | 0.562 | 1.000 | 0.377 | 0.304 | 0.361 | 0.318 | 0.390 | 0.251 | 0.431 | 0.547 | 0.000 | 0.575 | 0.373 |
| 서 울 | 0.397 | 0.435 | 0.589 | 0.377 | 1.000 | 0.699 | 0.928 | 0.906 | 0.652 | 0.851 | 0.895 | 0.872 | 0.501 | 0.682 | 0.659 |
| 경 기 | 0.343 | 0.399 | 0.449 | 0.304 | 0.699 | 1.000 | 0.599 | 0.638 | 0.381 | 0.709 | 0.683 | 0.623 | 0.498 | 0.683 | 0.872 |
| 강 원 | 0.336 | 0.358 | 0.517 | 0.361 | 0.928 | 0.599 | 1.000 | 0.850 | 0.585 | 0.809 | 0.836 | 0.815 | 0.474 | 0.874 | 0.673 |
| 대전충청 | 0.359 | 0.365 | 0.460 | 0.318 | 0.906 | 0.638 | 0.850 | 1.000 | 0.785 | 0.778 | 0.814 | 0.765 | 0.521 | 0.703 | 0.725 |
| 전 북 | 0.383 | 0.320 | 0.433 | 0.390 | 0.652 | 0.381 | 0.585 | 0.785 | 1.000 | 0.520 | 0.561 | 0.577 | 0.430 | 0.689 | 0.573 |
| 광주전남 | 0.393 | 0.348 | 0.371 | 0.251 | 0.851 | 0.709 | 0.809 | 0.778 | 0.520 | 1.000 | 0.748 | 0.710 | 0.233 | 0.626 | 0.555 |
| 대구경북 | 0.359 | 0.434 | 0.513 | 0.431 | 0.895 | 0.683 | 0.836 | 0.814 | 0.561 | 0.748 | 1.000 | 0.771 | 0.521 | 0.957 | 0.725 |
| 부산경남 | 0.421 | 0.537 | 0.677 | 0.547 | 0.872 | 0.623 | 0.815 | 0.765 | 0.577 | 0.710 | 0.771 | 1.000 | 0.501 | 0.750 | 0.623 |
| 본사 | 0.371 | 0.417 | 0.503 | 0.000 | 0.501 | 0.498 | 0.474 | 0.521 | 0.430 | 0.233 | 0.521 | 0.501 | 1.000 | 0.522 | 0.395 |
| 제주LNG | 0.623 | 0.611 | 0.535 | 0.575 | 0.682 | 0.683 | 0.874 | 0.703 | 0.689 | 0.626 | 0.957 | 0.750 | 0.522 | 1.000 | 0.538 |
| 인 천 | 0.622 | 0.521 | 0.479 | 0.373 | 0.659 | 0.872 | 0.673 | 0.725 | 0.573 | 0.555 | 0.725 | 0.623 | 0.395 | 0.538 | 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.
| 장비명 | 본사 | 평택기지 | 인천기지 | 통영기지 | 삼척기지 | 제주LNG | 서 울 | 인 천 | 경 기 | 강 원 | 대전충청 | 전 북 | 광주전남 | 대구경북 | 부산경남 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 가스분석기 | 3 | 2 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 4 | 0 | 0 | 0 |
| 1 | 독성가스분석기 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 가스검지기 | 5 | 13 | 13 | 13 | 8 | 10 | 29 | 22 | 46 | 37 | 30 | 29 | 33 | 44 | 39 |
| 3 | 가스검지기(레이져) | 0 | 1 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 |
| 4 | 가스검지기(FID) | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1 | 0 | 3 | 7 | 8 | 7 | 1 | 2 |
| 5 | 복합가스검지기 | 0 | 4 | 8 | 3 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 |
| 6 | 초음파가스누설검지기 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 7 | 산소농도 측정기 | 5 | 10 | 11 | 13 | 1 | 3 | 10 | 2 | 7 | 4 | 9 | 3 | 3 | 8 | 12 |
| 8 | 안전대(맨홀구조기) | 0 | 2 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 안전블럭 | 0 | 6 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 장비명 | 본사 | 평택기지 | 인천기지 | 통영기지 | 삼척기지 | 제주LNG | 서 울 | 인 천 | 경 기 | 강 원 | 대전충청 | 전 북 | 광주전남 | 대구경북 | 부산경남 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17 | 검전기 | 0 | 2 | 4 | 4 | 9 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 4 |
| 18 | 방독면 | 0 | 102 | 2 | 43 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 19 | 전격방지기 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 20 | 자동심장충격기 | 1 | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 3 | 3 | 1 | 0 | 2 | 1 | 3 |
| 21 | 목고정장치 | 0 | 0 | 1 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 22 | 골절부목 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 23 | 구강기도유지기 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 24 | 들것 | 0 | 2 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 3 | 0 | 0 |
| 25 | 방사선측정기 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 26 | 이동식 국소배기장치 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |