Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 25 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 KiB |
| Average record size in memory | 58.3 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 5 |
Dataset
| Description | 국가과학기술연구회 소관 25개 출연연구기관의 연령대별(20대이하~60대이상) 정규인력 연구직 인력정보를 제공합니다. |
|---|---|
| Author | 국가과학기술연구회 |
| URL | https://www.data.go.kr/data/15045196/fileData.do |
20대 이하 is highly overall correlated with 30대 and 3 other fields | High correlation |
30대 is highly overall correlated with 20대 이하 and 3 other fields | High correlation |
40대 is highly overall correlated with 20대 이하 and 3 other fields | High correlation |
50대 is highly overall correlated with 20대 이하 and 3 other fields | High correlation |
60대 이상 is highly overall correlated with 20대 이하 and 3 other fields | High correlation |
기관명 has unique values | Unique |
20대 이하 has 5 (20.0%) zeros | Zeros |
60대 이상 has 1 (4.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 01:13:01.689948 |
|---|---|
| Analysis finished | 2023-12-12 01:13:05.244466 |
| Duration | 3.55 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
기관명
Text
UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 332.0 B |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 8.28 |
| Min length | 5 |
Characters and Unicode
| Total characters | 207 |
|---|---|
| Distinct characters | 58 |
| 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 | 25 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 한국과학기술연구원 |
|---|---|
| 2nd row | 녹색기술센터 |
| 3rd row | 한국기초과학지원연구원 |
| 4th row | 국가핵융합연구소 |
| 5th row | 한국천문연구원 |
| Value | Count | Frequency (%) |
| 한국과학기술연구원 | 1 | 4.0% |
| 한국표준과학연구원 | 1 | 4.0% |
| 안전성평가연구소 | 1 | 4.0% |
| 한국화학연구원 | 1 | 4.0% |
| 한국전기연구원 | 1 | 4.0% |
| 한국에너지기술연구원 | 1 | 4.0% |
| 한국항공우주연구원 | 1 | 4.0% |
| 재료연구소 | 1 | 4.0% |
| 한국기계연구원 | 1 | 4.0% |
| 한국지질자원연구원 | 1 | 4.0% |
| Other values (15) | 15 |
Most occurring characters
| Value | Count | Frequency (%) |
| 연 | 24 | 11.6% |
| 구 | 24 | 11.6% |
| 원 | 22 | 10.6% |
| 국 | 21 | 10.1% |
| 한 | 20 | 9.7% |
| 기 | 11 | 5.3% |
| 술 | 8 | 3.9% |
| 학 | 7 | 3.4% |
| 소 | 5 | 2.4% |
| 과 | 4 | 1.9% |
| Other values (48) | 61 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 207 |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 연 | 24 | 11.6% |
| 구 | 24 | 11.6% |
| 원 | 22 | 10.6% |
| 국 | 21 | 10.1% |
| 한 | 20 | 9.7% |
| 기 | 11 | 5.3% |
| 술 | 8 | 3.9% |
| 학 | 7 | 3.4% |
| 소 | 5 | 2.4% |
| 과 | 4 | 1.9% |
| Other values (48) | 61 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 207 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 연 | 24 | 11.6% |
| 구 | 24 | 11.6% |
| 원 | 22 | 10.6% |
| 국 | 21 | 10.1% |
| 한 | 20 | 9.7% |
| 기 | 11 | 5.3% |
| 술 | 8 | 3.9% |
| 학 | 7 | 3.4% |
| 소 | 5 | 2.4% |
| 과 | 4 | 1.9% |
| Other values (48) | 61 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 207 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 연 | 24 | 11.6% |
| 구 | 24 | 11.6% |
| 원 | 22 | 10.6% |
| 국 | 21 | 10.1% |
| 한 | 20 | 9.7% |
| 기 | 11 | 5.3% |
| 술 | 8 | 3.9% |
| 학 | 7 | 3.4% |
| 소 | 5 | 2.4% |
| 과 | 4 | 1.9% |
| Other values (48) | 61 |
20대 이하
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 12 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.36 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 5 |
| Zeros (%) | 20.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 28.6 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 10.750504 |
|---|---|
| Coefficient of variation (CV) | 1.4606663 |
| Kurtosis | 3.92928 |
| Mean | 7.36 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.0694264 |
| Sum | 184 |
| Variance | 115.57333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 2 | 3 | |
| 1 | 3 | |
| 3 | 3 | |
| 6 | 3 | |
| 4 | 2 | 8.0% |
| 23 | 1 | 4.0% |
| 42 | 1 | 4.0% |
| 22 | 1 | 4.0% |
| 10 | 1 | 4.0% |
| Other values (2) | 2 | 8.0% |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 3 | |
| 2 | 3 | |
| 3 | 3 | |
| 4 | 2 | 8.0% |
| 6 | 3 | |
| 10 | 1 | 4.0% |
| 13 | 1 | 4.0% |
| 22 | 1 | 4.0% |
| 23 | 1 | 4.0% |
| Value | Count | Frequency (%) |
| 42 | 1 | 4.0% |
| 30 | 1 | 4.0% |
| 23 | 1 | 4.0% |
| 22 | 1 | 4.0% |
| 13 | 1 | 4.0% |
| 10 | 1 | 4.0% |
| 6 | 3 | |
| 4 | 2 | |
| 3 | 3 | |
| 2 | 3 |
30대
Real number (ℝ)
HIGH CORRELATION
| Distinct | 24 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 111.84 |
| Minimum | 20 |
|---|---|
| Maximum | 357 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 24.6 |
| Q1 | 40 |
| median | 79 |
| Q3 | 150 |
| 95-th percentile | 334 |
| Maximum | 357 |
| Range | 337 |
| Interquartile range (IQR) | 110 |
Descriptive statistics
| Standard deviation | 100.02486 |
|---|---|
| Coefficient of variation (CV) | 0.89435679 |
| Kurtosis | 1.2010359 |
| Mean | 111.84 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 1.4282485 |
| Sum | 2796 |
| Variance | 10004.973 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 42 | 2 | 8.0% |
| 197 | 1 | 4.0% |
| 68 | 1 | 4.0% |
| 322 | 1 | 4.0% |
| 80 | 1 | 4.0% |
| 126 | 1 | 4.0% |
| 65 | 1 | 4.0% |
| 111 | 1 | 4.0% |
| 159 | 1 | 4.0% |
| 93 | 1 | 4.0% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 24 | 1 | |
| 27 | 1 | |
| 28 | 1 | |
| 35 | 1 | |
| 39 | 1 | |
| 40 | 1 | |
| 42 | 2 | |
| 43 | 1 | |
| 65 | 1 |
| Value | Count | Frequency (%) |
| 357 | 1 | |
| 337 | 1 | |
| 322 | 1 | |
| 197 | 1 | |
| 190 | 1 | |
| 159 | 1 | |
| 150 | 1 | |
| 126 | 1 | |
| 122 | 1 | |
| 111 | 1 |
40대
Real number (ℝ)
HIGH CORRELATION
| Distinct | 24 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 156.52 |
| Minimum | 12 |
|---|---|
| Maximum | 732 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 28.2 |
| Q1 | 81 |
| median | 105 |
| Q3 | 192 |
| 95-th percentile | 351.2 |
| Maximum | 732 |
| Range | 720 |
| Interquartile range (IQR) | 111 |
Descriptive statistics
| Standard deviation | 150.37734 |
|---|---|
| Coefficient of variation (CV) | 0.96075477 |
| Kurtosis | 8.5310002 |
| Mean | 156.52 |
| Median Absolute Deviation (MAD) | 34 |
| Skewness | 2.6339594 |
| Sum | 3913 |
| Variance | 22613.343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 192 | 2 | 8.0% |
| 218 | 1 | 4.0% |
| 49 | 1 | 4.0% |
| 336 | 1 | 4.0% |
| 72 | 1 | 4.0% |
| 118 | 1 | 4.0% |
| 98 | 1 | 4.0% |
| 139 | 1 | 4.0% |
| 316 | 1 | 4.0% |
| 71 | 1 | 4.0% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 12 | 1 | |
| 23 | 1 | |
| 49 | 1 | |
| 69 | 1 | |
| 71 | 1 | |
| 72 | 1 | |
| 81 | 1 | |
| 83 | 1 | |
| 86 | 1 | |
| 91 | 1 |
| Value | Count | Frequency (%) |
| 732 | 1 | |
| 355 | 1 | |
| 336 | 1 | |
| 316 | 1 | |
| 218 | 1 | |
| 192 | 2 | |
| 154 | 1 | |
| 139 | 1 | |
| 118 | 1 | |
| 116 | 1 |
50대
Real number (ℝ)
HIGH CORRELATION
| Distinct | 24 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108.8 |
| Minimum | 2 |
|---|---|
| Maximum | 673 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7.4 |
| Q1 | 53 |
| median | 76 |
| Q3 | 116 |
| 95-th percentile | 237.4 |
| Maximum | 673 |
| Range | 671 |
| Interquartile range (IQR) | 63 |
Descriptive statistics
| Standard deviation | 131.91822 |
|---|---|
| Coefficient of variation (CV) | 1.2124836 |
| Kurtosis | 14.654757 |
| Mean | 108.8 |
| Median Absolute Deviation (MAD) | 32 |
| Skewness | 3.5222878 |
| Sum | 2720 |
| Variance | 17402.417 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 63 | 2 | 8.0% |
| 120 | 1 | 4.0% |
| 87 | 1 | 4.0% |
| 249 | 1 | 4.0% |
| 21 | 1 | 4.0% |
| 67 | 1 | 4.0% |
| 78 | 1 | 4.0% |
| 53 | 1 | 4.0% |
| 191 | 1 | 4.0% |
| 76 | 1 | 4.0% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 4 | 1 | |
| 21 | 1 | |
| 31 | 1 | |
| 36 | 1 | |
| 44 | 1 | |
| 53 | 1 | |
| 55 | 1 | |
| 58 | 1 | |
| 63 | 2 |
| Value | Count | Frequency (%) |
| 673 | 1 | |
| 249 | 1 | |
| 191 | 1 | |
| 188 | 1 | |
| 161 | 1 | |
| 120 | 1 | |
| 116 | 1 | |
| 104 | 1 | |
| 103 | 1 | |
| 87 | 1 |
60대 이상
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 22 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.96 |
| Minimum | 0 |
|---|---|
| Maximum | 182 |
| Zeros | 1 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 7 |
| median | 19 |
| Q3 | 40 |
| 95-th percentile | 80.4 |
| Maximum | 182 |
| Range | 182 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 38.244259 |
|---|---|
| Coefficient of variation (CV) | 1.2765106 |
| Kurtosis | 10.328253 |
| Mean | 29.96 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 2.8821704 |
| Sum | 749 |
| Variance | 1462.6233 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 2 | 2 | 8.0% |
| 23 | 2 | 8.0% |
| 46 | 2 | 8.0% |
| 62 | 1 | 4.0% |
| 35 | 1 | 4.0% |
| 182 | 1 | 4.0% |
| 32 | 1 | 4.0% |
| 49 | 1 | 4.0% |
| 9 | 1 | 4.0% |
| 40 | 1 | 4.0% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 2 | |
| 3 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 14 | 1 | |
| 16 | 1 |
| Value | Count | Frequency (%) |
| 182 | 1 | |
| 85 | 1 | |
| 62 | 1 | |
| 49 | 1 | |
| 46 | 2 | |
| 40 | 1 | |
| 35 | 1 | |
| 32 | 1 | |
| 23 | 2 | |
| 20 | 1 |
| 기관명 | 20대 이하 | 30대 | 40대 | 50대 | 60대 이상 | |
|---|---|---|---|---|---|---|
| 기관명 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 20대 이하 | 1.000 | 1.000 | 0.853 | 0.772 | 0.835 | 0.820 |
| 30대 | 1.000 | 0.853 | 1.000 | 0.772 | 0.782 | 0.796 |
| 40대 | 1.000 | 0.772 | 0.772 | 1.000 | 0.957 | 0.744 |
| 50대 | 1.000 | 0.835 | 0.782 | 0.957 | 1.000 | 0.795 |
| 60대 이상 | 1.000 | 0.820 | 0.796 | 0.744 | 0.795 | 1.000 |
| 20대 이하 | 30대 | 40대 | 50대 | 60대 이상 | |
|---|---|---|---|---|---|
| 20대 이하 | 1.000 | 0.837 | 0.678 | 0.506 | 0.552 |
| 30대 | 0.837 | 1.000 | 0.831 | 0.601 | 0.608 |
| 40대 | 0.678 | 0.831 | 1.000 | 0.779 | 0.679 |
| 50대 | 0.506 | 0.601 | 0.779 | 1.000 | 0.750 |
| 60대 이상 | 0.552 | 0.608 | 0.679 | 0.750 | 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.
| 기관명 | 20대 이하 | 30대 | 40대 | 50대 | 60대 이상 | |
|---|---|---|---|---|---|---|
| 0 | 한국과학기술연구원 | 2 | 197 | 218 | 120 | 62 |
| 1 | 녹색기술센터 | 2 | 27 | 12 | 2 | 0 |
| 2 | 한국기초과학지원연구원 | 1 | 24 | 69 | 63 | 7 |
| 3 | 국가핵융합연구소 | 0 | 28 | 91 | 55 | 2 |
| 4 | 한국천문연구원 | 0 | 20 | 83 | 58 | 14 |
| 5 | 한국생명공학연구원 | 2 | 42 | 105 | 77 | 23 |
| 6 | 한국과학기술정보연구원 | 1 | 43 | 154 | 103 | 10 |
| 7 | 한국한의학연구원 | 0 | 35 | 81 | 31 | 5 |
| 8 | 한국생산기술연구원 | 23 | 357 | 355 | 188 | 19 |
| 9 | 한국전자통신연구원 | 42 | 337 | 732 | 673 | 85 |
| 기관명 | 20대 이하 | 30대 | 40대 | 50대 | 60대 이상 | |
|---|---|---|---|---|---|---|
| 15 | 세계김치연구소 | 1 | 42 | 23 | 4 | 1 |
| 16 | 한국지질자원연구원 | 6 | 79 | 96 | 104 | 46 |
| 17 | 한국기계연구원 | 10 | 122 | 116 | 76 | 40 |
| 18 | 재료연구소 | 3 | 93 | 71 | 63 | 9 |
| 19 | 한국항공우주연구원 | 13 | 159 | 316 | 191 | 49 |
| 20 | 한국에너지기술연구원 | 3 | 111 | 139 | 53 | 32 |
| 21 | 한국전기연구원 | 6 | 65 | 98 | 78 | 23 |
| 22 | 한국화학연구원 | 6 | 126 | 118 | 67 | 46 |
| 23 | 안전성평가연구소 | 4 | 80 | 72 | 21 | 2 |
| 24 | 한국원자력연구원 | 30 | 322 | 336 | 249 | 182 |