Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 44 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.3 MiB |
| Average record size in memory | 138.0 B |
Variable types
| Categorical | 4 |
|---|---|
| Text | 1 |
| Numeric | 10 |
Dataset
| Description | 노인장기요양보험 시군구별 등급판정 현황에 대한 데이터로 성별, 연령별, 자격별 장기요양 등급판정 현황을 제공합니다.(시도, 시군구, 자격별, 성별, 연령구분, 신청자, 1등급 , 2등급 , 3등급 , 4등급 , 5등급 , 인지지원등급 , 등급외 )발췌기준- 기준: 제도초기부터 현재까지 장기요양신청일자 기준, 인정자 수(누적)- 발췌구분: 실거주지 관할 시도-시군구별 등급판정결과- 등급판정자: 인정자(1~5등급, 인지지원등급), 등급외자(등급외 A~C)- 인정자: 사망자 제외. 중복건수 제외- 연령구분: 신청당시의 연령기준※ 기초수급, 의료급여자는 소속 시군구를 관할하는 운영센터에서 관리하고 있으니 참고하시기 바랍니다)※ 인정자가 감소한 지역은 인정자가 다른 지역으로 주소 변경하였거나 사망자가 발생하였기 때문입니다 |
|---|---|
| Author | 국민건강보험공단 |
| URL | https://www.data.go.kr/data/3051421/fileData.do |
신청자 is highly overall correlated with 1등급 and 8 other fields | High correlation |
1등급 is highly overall correlated with 신청자 and 6 other fields | High correlation |
2등급 is highly overall correlated with 신청자 and 6 other fields | High correlation |
3등급 is highly overall correlated with 신청자 and 7 other fields | High correlation |
4등급 is highly overall correlated with 신청자 and 7 other fields | High correlation |
5등급 is highly overall correlated with 신청자 and 7 other fields | High correlation |
인지지원등급 is highly overall correlated with 신청자 and 7 other fields | High correlation |
등급외A is highly overall correlated with 신청자 and 8 other fields | High correlation |
등급외B is highly overall correlated with 신청자 and 6 other fields | High correlation |
등급외C is highly overall correlated with 신청자 and 2 other fields | High correlation |
신청자 has 386 (3.9%) zeros | Zeros |
1등급 has 3687 (36.9%) zeros | Zeros |
2등급 has 2800 (28.0%) zeros | Zeros |
3등급 has 1545 (15.4%) zeros | Zeros |
4등급 has 1114 (11.1%) zeros | Zeros |
5등급 has 2596 (26.0%) zeros | Zeros |
인지지원등급 has 4572 (45.7%) zeros | Zeros |
등급외A has 3523 (35.2%) zeros | Zeros |
등급외B has 4053 (40.5%) zeros | Zeros |
등급외C has 5458 (54.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-04-06 08:08:23.773941 |
|---|---|
| Analysis finished | 2024-04-06 08:08:54.112815 |
| Duration | 30.34 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
시도
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 156.2 KiB |
| 경기 | |
|---|---|
| 서울 | |
| 전남 | |
| 경북 | |
| 경남 | |
| Other values (12) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 전북 |
|---|---|
| 2nd row | 인천 |
| 3rd row | 경북 |
| 4th row | 전남 |
| 5th row | 인천 |
Common Values
| Value | Count | Frequency (%) |
| 경기 | 1377 | |
| 서울 | 1106 | |
| 전남 | 956 | |
| 경북 | 929 | |
| 경남 | 782 | |
| 강원 | 765 | |
| 부산 | 709 | |
| 충남 | 645 | 6.5% |
| 전북 | 607 | 6.1% |
| 충북 | 499 | 5.0% |
| Other values (7) | 1625 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 경기 | 1377 | |
| 서울 | 1106 | |
| 전남 | 956 | |
| 경북 | 929 | |
| 경남 | 782 | |
| 강원 | 765 | |
| 부산 | 709 | |
| 충남 | 645 | 6.5% |
| 전북 | 607 | 6.1% |
| 충북 | 499 | 5.0% |
| Other values (7) | 1625 |
시군구
Text
| Distinct | 207 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 44 |
| Missing (%) | 0.4% |
| Memory size | 156.2 KiB |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.9340096 |
| Min length | 2 |
Characters and Unicode
| Total characters | 29211 |
|---|---|
| Distinct characters | 132 |
| 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 | 순창군 |
|---|---|
| 2nd row | 미추홀구 |
| 3rd row | 영양군 |
| 4th row | 무안군 |
| 5th row | 연수구 |
| Value | Count | Frequency (%) |
| 중구 | 261 | 2.6% |
| 동구 | 260 | 2.6% |
| 서구 | 226 | 2.3% |
| 북구 | 181 | 1.8% |
| 남구 | 180 | 1.8% |
| 강서구 | 84 | 0.8% |
| 고성군 | 80 | 0.8% |
| 금정구 | 48 | 0.5% |
| 노원구 | 48 | 0.5% |
| 사천시 | 47 | 0.5% |
| Other values (197) | 8541 |
Most occurring characters
| Value | Count | Frequency (%) |
| 군 | 3624 | 12.4% |
| 시 | 3463 | 11.9% |
| 구 | 3271 | 11.2% |
| 천 | 946 | 3.2% |
| 주 | 892 | 3.1% |
| 양 | 786 | 2.7% |
| 성 | 781 | 2.7% |
| 동 | 744 | 2.5% |
| 산 | 707 | 2.4% |
| 서 | 577 | 2.0% |
| Other values (122) | 13420 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 29211 |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 군 | 3624 | 12.4% |
| 시 | 3463 | 11.9% |
| 구 | 3271 | 11.2% |
| 천 | 946 | 3.2% |
| 주 | 892 | 3.1% |
| 양 | 786 | 2.7% |
| 성 | 781 | 2.7% |
| 동 | 744 | 2.5% |
| 산 | 707 | 2.4% |
| 서 | 577 | 2.0% |
| Other values (122) | 13420 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 29211 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 군 | 3624 | 12.4% |
| 시 | 3463 | 11.9% |
| 구 | 3271 | 11.2% |
| 천 | 946 | 3.2% |
| 주 | 892 | 3.1% |
| 양 | 786 | 2.7% |
| 성 | 781 | 2.7% |
| 동 | 744 | 2.5% |
| 산 | 707 | 2.4% |
| 서 | 577 | 2.0% |
| Other values (122) | 13420 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 29211 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 군 | 3624 | 12.4% |
| 시 | 3463 | 11.9% |
| 구 | 3271 | 11.2% |
| 천 | 946 | 3.2% |
| 주 | 892 | 3.1% |
| 양 | 786 | 2.7% |
| 성 | 781 | 2.7% |
| 동 | 744 | 2.5% |
| 산 | 707 | 2.4% |
| 서 | 577 | 2.0% |
| Other values (122) | 13420 |
자격별
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 156.2 KiB |
| 감경 | |
|---|---|
| 일반 | |
| 기초 | |
| 의료 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 감경 |
|---|---|
| 2nd row | 일반 |
| 3rd row | 감경 |
| 4th row | 일반 |
| 5th row | 일반 |
Common Values
| Value | Count | Frequency (%) |
| 감경 | 2623 | |
| 일반 | 2616 | |
| 기초 | 2597 | |
| 의료 | 2164 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 감경 | 2623 | |
| 일반 | 2616 | |
| 기초 | 2597 | |
| 의료 | 2164 |
성별
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 156.2 KiB |
| 여자 | |
|---|---|
| 남자 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 남자 |
|---|---|
| 2nd row | 여자 |
| 3rd row | 여자 |
| 4th row | 여자 |
| 5th row | 여자 |
Common Values
| Value | Count | Frequency (%) |
| 여자 | 5034 | |
| 남자 | 4966 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 여자 | 5034 | |
| 남자 | 4966 |
연령구분
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 156.2 KiB |
| 85세이상 | |
|---|---|
| 75-79세 | |
| 80-84세 | |
| 70-74세 | |
| 65-69세 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.6755 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 80-84세 |
|---|---|
| 2nd row | 85세이상 |
| 3rd row | 75-79세 |
| 4th row | 65세미만 |
| 5th row | 85세이상 |
Common Values
| Value | Count | Frequency (%) |
| 85세이상 | 1721 | |
| 75-79세 | 1721 | |
| 80-84세 | 1693 | |
| 70-74세 | 1692 | |
| 65-69세 | 1649 | |
| 65세미만 | 1524 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 85세이상 | 1721 | |
| 75-79세 | 1721 | |
| 80-84세 | 1693 | |
| 70-74세 | 1692 | |
| 65-69세 | 1649 | |
| 65세미만 | 1524 |
신청자
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 917 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 133.8148 |
| Minimum | 0 |
|---|---|
| Maximum | 4506 |
| Zeros | 386 |
| Zeros (%) | 3.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 11 |
| median | 50 |
| Q3 | 148 |
| 95-th percentile | 555 |
| Maximum | 4506 |
| Range | 4506 |
| Interquartile range (IQR) | 137 |
Descriptive statistics
| Standard deviation | 246.41559 |
|---|---|
| Coefficient of variation (CV) | 1.8414674 |
| Kurtosis | 43.616739 |
| Mean | 133.8148 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | 5.082211 |
| Sum | 1338148 |
| Variance | 60720.641 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 491 | 4.9% |
| 0 | 386 | 3.9% |
| 2 | 330 | 3.3% |
| 3 | 259 | 2.6% |
| 4 | 189 | 1.9% |
| 5 | 186 | 1.9% |
| 6 | 150 | 1.5% |
| 8 | 134 | 1.3% |
| 7 | 129 | 1.3% |
| 10 | 117 | 1.2% |
| Other values (907) | 7629 |
| Value | Count | Frequency (%) |
| 0 | 386 | |
| 1 | 491 | |
| 2 | 330 | |
| 3 | 259 | |
| 4 | 189 | 1.9% |
| 5 | 186 | 1.9% |
| 6 | 150 | 1.5% |
| 7 | 129 | 1.3% |
| 8 | 134 | 1.3% |
| 9 | 105 | 1.1% |
| Value | Count | Frequency (%) |
| 4506 | 1 | |
| 4044 | 1 | |
| 3315 | 1 | |
| 3085 | 1 | |
| 3048 | 1 | |
| 3043 | 1 | |
| 2791 | 1 | |
| 2768 | 1 | |
| 2672 | 1 | |
| 2630 | 1 |
1등급
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 105 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9378 |
| Minimum | 0 |
|---|---|
| Maximum | 290 |
| Zeros | 3687 |
| Zeros (%) | 36.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 21 |
| Maximum | 290 |
| Range | 290 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 11.766001 |
|---|---|
| Coefficient of variation (CV) | 2.3828427 |
| Kurtosis | 110.82639 |
| Mean | 4.9378 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 7.9774093 |
| Sum | 49378 |
| Variance | 138.43878 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3687 | |
| 1 | 1539 | |
| 2 | 921 | 9.2% |
| 3 | 652 | 6.5% |
| 4 | 490 | 4.9% |
| 5 | 394 | 3.9% |
| 6 | 332 | 3.3% |
| 7 | 269 | 2.7% |
| 8 | 212 | 2.1% |
| 9 | 154 | 1.5% |
| Other values (95) | 1350 | 13.5% |
| Value | Count | Frequency (%) |
| 0 | 3687 | |
| 1 | 1539 | |
| 2 | 921 | 9.2% |
| 3 | 652 | 6.5% |
| 4 | 490 | 4.9% |
| 5 | 394 | 3.9% |
| 6 | 332 | 3.3% |
| 7 | 269 | 2.7% |
| 8 | 212 | 2.1% |
| 9 | 154 | 1.5% |
| Value | Count | Frequency (%) |
| 290 | 1 | |
| 271 | 1 | |
| 195 | 1 | |
| 191 | 1 | |
| 183 | 1 | |
| 169 | 1 | |
| 154 | 1 | |
| 148 | 2 | |
| 139 | 1 | |
| 135 | 1 |
2등급
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 179 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.1628 |
| Minimum | 0 |
|---|---|
| Maximum | 487 |
| Zeros | 2800 |
| Zeros (%) | 28.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 8 |
| 95-th percentile | 39 |
| Maximum | 487 |
| Range | 487 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 22.386179 |
|---|---|
| Coefficient of variation (CV) | 2.4431592 |
| Kurtosis | 80.859052 |
| Mean | 9.1628 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 7.194224 |
| Sum | 91628 |
| Variance | 501.14101 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2800 | |
| 1 | 1322 | |
| 2 | 866 | 8.7% |
| 3 | 672 | 6.7% |
| 4 | 512 | 5.1% |
| 5 | 441 | 4.4% |
| 6 | 348 | 3.5% |
| 7 | 303 | 3.0% |
| 8 | 268 | 2.7% |
| 9 | 231 | 2.3% |
| Other values (169) | 2237 |
| Value | Count | Frequency (%) |
| 0 | 2800 | |
| 1 | 1322 | |
| 2 | 866 | 8.7% |
| 3 | 672 | 6.7% |
| 4 | 512 | 5.1% |
| 5 | 441 | 4.4% |
| 6 | 348 | 3.5% |
| 7 | 303 | 3.0% |
| 8 | 268 | 2.7% |
| 9 | 231 | 2.3% |
| Value | Count | Frequency (%) |
| 487 | 1 | |
| 397 | 1 | |
| 355 | 1 | |
| 338 | 1 | |
| 331 | 1 | |
| 300 | 1 | |
| 299 | 1 | |
| 290 | 1 | |
| 280 | 2 | |
| 277 | 1 |
3등급
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 350 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.0992 |
| Minimum | 0 |
|---|---|
| Maximum | 1168 |
| Zeros | 1545 |
| Zeros (%) | 15.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 9 |
| Q3 | 27 |
| 95-th percentile | 120 |
| Maximum | 1168 |
| Range | 1168 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 61.095668 |
|---|---|
| Coefficient of variation (CV) | 2.174285 |
| Kurtosis | 63.385359 |
| Mean | 28.0992 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 6.2910168 |
| Sum | 280992 |
| Variance | 3732.6806 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1545 | 15.4% |
| 1 | 839 | 8.4% |
| 2 | 572 | 5.7% |
| 3 | 449 | 4.5% |
| 4 | 394 | 3.9% |
| 5 | 332 | 3.3% |
| 6 | 298 | 3.0% |
| 7 | 271 | 2.7% |
| 8 | 251 | 2.5% |
| 9 | 244 | 2.4% |
| Other values (340) | 4805 |
| Value | Count | Frequency (%) |
| 0 | 1545 | |
| 1 | 839 | |
| 2 | 572 | 5.7% |
| 3 | 449 | 4.5% |
| 4 | 394 | 3.9% |
| 5 | 332 | 3.3% |
| 6 | 298 | 3.0% |
| 7 | 271 | 2.7% |
| 8 | 251 | 2.5% |
| 9 | 244 | 2.4% |
| Value | Count | Frequency (%) |
| 1168 | 1 | |
| 1110 | 1 | |
| 970 | 1 | |
| 882 | 1 | |
| 864 | 1 | |
| 748 | 1 | |
| 739 | 2 | |
| 730 | 1 | |
| 727 | 1 | |
| 720 | 1 |
4등급
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 464 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.5776 |
| Minimum | 0 |
|---|---|
| Maximum | 1606 |
| Zeros | 1114 |
| Zeros (%) | 11.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 15 |
| Q3 | 49 |
| 95-th percentile | 209 |
| Maximum | 1606 |
| Range | 1606 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 92.316578 |
|---|---|
| Coefficient of variation (CV) | 1.940337 |
| Kurtosis | 39.665294 |
| Mean | 47.5776 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 4.9576175 |
| Sum | 475776 |
| Variance | 8522.3506 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1114 | 11.1% |
| 1 | 730 | 7.3% |
| 2 | 483 | 4.8% |
| 3 | 349 | 3.5% |
| 4 | 286 | 2.9% |
| 5 | 260 | 2.6% |
| 6 | 240 | 2.4% |
| 7 | 232 | 2.3% |
| 8 | 214 | 2.1% |
| 9 | 194 | 1.9% |
| Other values (454) | 5898 |
| Value | Count | Frequency (%) |
| 0 | 1114 | |
| 1 | 730 | |
| 2 | 483 | |
| 3 | 349 | 3.5% |
| 4 | 286 | 2.9% |
| 5 | 260 | 2.6% |
| 6 | 240 | 2.4% |
| 7 | 232 | 2.3% |
| 8 | 214 | 2.1% |
| 9 | 194 | 1.9% |
| Value | Count | Frequency (%) |
| 1606 | 1 | |
| 1439 | 1 | |
| 1152 | 1 | |
| 1114 | 1 | |
| 1086 | 1 | |
| 1031 | 1 | |
| 1028 | 1 | |
| 1013 | 1 | |
| 1012 | 1 | |
| 1005 | 1 |
5등급
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 176 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.8713 |
| Minimum | 0 |
|---|---|
| Maximum | 408 |
| Zeros | 2596 |
| Zeros (%) | 26.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 12 |
| 95-th percentile | 55 |
| Maximum | 408 |
| Range | 408 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 23.395257 |
|---|---|
| Coefficient of variation (CV) | 1.970741 |
| Kurtosis | 38.271863 |
| Mean | 11.8713 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.7896965 |
| Sum | 118713 |
| Variance | 547.33807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2596 | |
| 1 | 1135 | 11.3% |
| 2 | 781 | 7.8% |
| 3 | 584 | 5.8% |
| 4 | 468 | 4.7% |
| 5 | 378 | 3.8% |
| 7 | 329 | 3.3% |
| 6 | 318 | 3.2% |
| 9 | 231 | 2.3% |
| 8 | 217 | 2.2% |
| Other values (166) | 2963 |
| Value | Count | Frequency (%) |
| 0 | 2596 | |
| 1 | 1135 | |
| 2 | 781 | 7.8% |
| 3 | 584 | 5.8% |
| 4 | 468 | 4.7% |
| 5 | 378 | 3.8% |
| 6 | 318 | 3.2% |
| 7 | 329 | 3.3% |
| 8 | 217 | 2.2% |
| 9 | 231 | 2.3% |
| Value | Count | Frequency (%) |
| 408 | 1 | |
| 400 | 1 | |
| 278 | 1 | |
| 275 | 1 | |
| 260 | 1 | |
| 259 | 1 | |
| 252 | 1 | |
| 250 | 1 | |
| 239 | 1 | |
| 233 | 1 |
인지지원등급
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4531 |
| Minimum | 0 |
|---|---|
| Maximum | 123 |
| Zeros | 4572 |
| Zeros (%) | 45.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 11 |
| Maximum | 123 |
| Range | 123 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 5.0965673 |
|---|---|
| Coefficient of variation (CV) | 2.0776027 |
| Kurtosis | 78.736365 |
| Mean | 2.4531 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 6.3129877 |
| Sum | 24531 |
| Variance | 25.974998 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4572 | |
| 1 | 1771 | 17.7% |
| 2 | 979 | 9.8% |
| 3 | 640 | 6.4% |
| 4 | 444 | 4.4% |
| 5 | 313 | 3.1% |
| 6 | 225 | 2.2% |
| 7 | 188 | 1.9% |
| 8 | 147 | 1.5% |
| 9 | 105 | 1.1% |
| Other values (45) | 616 | 6.2% |
| Value | Count | Frequency (%) |
| 0 | 4572 | |
| 1 | 1771 | 17.7% |
| 2 | 979 | 9.8% |
| 3 | 640 | 6.4% |
| 4 | 444 | 4.4% |
| 5 | 313 | 3.1% |
| 6 | 225 | 2.2% |
| 7 | 188 | 1.9% |
| 8 | 147 | 1.5% |
| 9 | 105 | 1.1% |
| Value | Count | Frequency (%) |
| 123 | 1 | |
| 104 | 1 | |
| 85 | 1 | |
| 72 | 1 | |
| 66 | 2 | |
| 61 | 1 | |
| 53 | 1 | |
| 52 | 1 | |
| 49 | 1 | |
| 48 | 2 |
등급외A
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 117 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.9369 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 3523 |
| Zeros (%) | 35.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 7 |
| 95-th percentile | 32 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 13.88144 |
|---|---|
| Coefficient of variation (CV) | 2.0011014 |
| Kurtosis | 30.218188 |
| Mean | 6.9369 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 4.4027712 |
| Sum | 69369 |
| Variance | 192.69439 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3523 | |
| 1 | 1473 | |
| 2 | 791 | 7.9% |
| 3 | 542 | 5.4% |
| 4 | 398 | 4.0% |
| 5 | 340 | 3.4% |
| 6 | 272 | 2.7% |
| 7 | 194 | 1.9% |
| 8 | 178 | 1.8% |
| 9 | 171 | 1.7% |
| Other values (107) | 2118 |
| Value | Count | Frequency (%) |
| 0 | 3523 | |
| 1 | 1473 | |
| 2 | 791 | 7.9% |
| 3 | 542 | 5.4% |
| 4 | 398 | 4.0% |
| 5 | 340 | 3.4% |
| 6 | 272 | 2.7% |
| 7 | 194 | 1.9% |
| 8 | 178 | 1.8% |
| 9 | 171 | 1.7% |
| Value | Count | Frequency (%) |
| 199 | 1 | |
| 191 | 1 | |
| 188 | 1 | |
| 168 | 1 | |
| 165 | 1 | |
| 162 | 1 | |
| 158 | 1 | |
| 147 | 1 | |
| 143 | 1 | |
| 141 | 1 |
등급외B
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 71 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2858 |
| Minimum | 0 |
|---|---|
| Maximum | 106 |
| Zeros | 4053 |
| Zeros (%) | 40.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 19 |
| Maximum | 106 |
| Range | 106 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 7.9485116 |
|---|---|
| Coefficient of variation (CV) | 1.8546156 |
| Kurtosis | 21.145837 |
| Mean | 4.2858 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.7846795 |
| Sum | 42858 |
| Variance | 63.178836 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4053 | |
| 1 | 1464 | 14.6% |
| 2 | 809 | 8.1% |
| 3 | 554 | 5.5% |
| 4 | 417 | 4.2% |
| 5 | 345 | 3.5% |
| 6 | 297 | 3.0% |
| 7 | 250 | 2.5% |
| 8 | 197 | 2.0% |
| 9 | 190 | 1.9% |
| Other values (61) | 1424 | 14.2% |
| Value | Count | Frequency (%) |
| 0 | 4053 | |
| 1 | 1464 | 14.6% |
| 2 | 809 | 8.1% |
| 3 | 554 | 5.5% |
| 4 | 417 | 4.2% |
| 5 | 345 | 3.5% |
| 6 | 297 | 3.0% |
| 7 | 250 | 2.5% |
| 8 | 197 | 2.0% |
| 9 | 190 | 1.9% |
| Value | Count | Frequency (%) |
| 106 | 1 | |
| 87 | 2 | |
| 78 | 2 | |
| 76 | 2 | |
| 75 | 2 | |
| 74 | 1 | |
| 71 | 1 | |
| 70 | 1 | |
| 68 | 2 | |
| 65 | 1 |
등급외C
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6465 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 5458 |
| Zeros (%) | 54.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.0440211 |
|---|---|
| Coefficient of variation (CV) | 1.8487829 |
| Kurtosis | 20.830096 |
| Mean | 1.6465 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.546459 |
| Sum | 16465 |
| Variance | 9.2660644 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 0 | 5458 | |
| 1 | 1547 | 15.5% |
| 2 | 805 | 8.1% |
| 3 | 571 | 5.7% |
| 4 | 410 | 4.1% |
| 5 | 323 | 3.2% |
| 6 | 198 | 2.0% |
| 7 | 189 | 1.9% |
| 8 | 106 | 1.1% |
| 9 | 99 | 1.0% |
| Other values (24) | 294 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 5458 | |
| 1 | 1547 | 15.5% |
| 2 | 805 | 8.1% |
| 3 | 571 | 5.7% |
| 4 | 410 | 4.1% |
| 5 | 323 | 3.2% |
| 6 | 198 | 2.0% |
| 7 | 189 | 1.9% |
| 8 | 106 | 1.1% |
| 9 | 99 | 1.0% |
| Value | Count | Frequency (%) |
| 48 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 29 | 2 | |
| 27 | 2 | |
| 26 | 2 | |
| 25 | 1 | < 0.1% |
| 24 | 3 |
| 시도 | 자격별 | 성별 | 연령구분 | 신청자 | 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 인지지원등급 | 등급외A | 등급외B | 등급외C | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 시도 | 1.000 | 0.000 | 0.000 | 0.000 | 0.097 | 0.115 | 0.086 | 0.102 | 0.076 | 0.119 | 0.101 | 0.102 | 0.136 | 0.145 |
| 자격별 | 0.000 | 1.000 | 0.000 | 0.062 | 0.240 | 0.199 | 0.157 | 0.191 | 0.226 | 0.319 | 0.187 | 0.458 | 0.436 | 0.372 |
| 성별 | 0.000 | 0.000 | 1.000 | 0.000 | 0.267 | 0.207 | 0.230 | 0.247 | 0.280 | 0.270 | 0.134 | 0.212 | 0.201 | 0.050 |
| 연령구분 | 0.000 | 0.062 | 0.000 | 1.000 | 0.246 | 0.185 | 0.242 | 0.258 | 0.268 | 0.243 | 0.175 | 0.127 | 0.149 | 0.115 |
| 신청자 | 0.097 | 0.240 | 0.267 | 0.246 | 1.000 | 0.826 | 0.953 | 0.947 | 0.975 | 0.823 | 0.838 | 0.812 | 0.840 | 0.714 |
| 1등급 | 0.115 | 0.199 | 0.207 | 0.185 | 0.826 | 1.000 | 0.860 | 0.820 | 0.796 | 0.751 | 0.612 | 0.467 | 0.397 | 0.383 |
| 2등급 | 0.086 | 0.157 | 0.230 | 0.242 | 0.953 | 0.860 | 1.000 | 0.965 | 0.953 | 0.690 | 0.706 | 0.608 | 0.515 | 0.355 |
| 3등급 | 0.102 | 0.191 | 0.247 | 0.258 | 0.947 | 0.820 | 0.965 | 1.000 | 0.946 | 0.682 | 0.680 | 0.610 | 0.556 | 0.407 |
| 4등급 | 0.076 | 0.226 | 0.280 | 0.268 | 0.975 | 0.796 | 0.953 | 0.946 | 1.000 | 0.784 | 0.777 | 0.723 | 0.628 | 0.450 |
| 5등급 | 0.119 | 0.319 | 0.270 | 0.243 | 0.823 | 0.751 | 0.690 | 0.682 | 0.784 | 1.000 | 0.792 | 0.594 | 0.625 | 0.585 |
| 인지지원등급 | 0.101 | 0.187 | 0.134 | 0.175 | 0.838 | 0.612 | 0.706 | 0.680 | 0.777 | 0.792 | 1.000 | 0.714 | 0.733 | 0.892 |
| 등급외A | 0.102 | 0.458 | 0.212 | 0.127 | 0.812 | 0.467 | 0.608 | 0.610 | 0.723 | 0.594 | 0.714 | 1.000 | 0.889 | 0.654 |
| 등급외B | 0.136 | 0.436 | 0.201 | 0.149 | 0.840 | 0.397 | 0.515 | 0.556 | 0.628 | 0.625 | 0.733 | 0.889 | 1.000 | 0.752 |
| 등급외C | 0.145 | 0.372 | 0.050 | 0.115 | 0.714 | 0.383 | 0.355 | 0.407 | 0.450 | 0.585 | 0.892 | 0.654 | 0.752 | 1.000 |
| 자격별 | 시도 | 연령구분 | 성별 | |
|---|---|---|---|---|
| 자격별 | 1.000 | 0.000 | 0.040 | 0.000 |
| 시도 | 0.000 | 1.000 | 0.000 | 0.000 |
| 연령구분 | 0.040 | 0.000 | 1.000 | 0.000 |
| 성별 | 0.000 | 0.000 | 0.000 | 1.000 |
| 신청자 | 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 인지지원등급 | 등급외A | 등급외B | 등급외C | 시도 | 자격별 | 성별 | 연령구분 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 신청자 | 1.000 | 0.826 | 0.902 | 0.958 | 0.974 | 0.916 | 0.792 | 0.704 | 0.662 | 0.551 | 0.038 | 0.146 | 0.205 | 0.132 |
| 1등급 | 0.826 | 1.000 | 0.817 | 0.834 | 0.789 | 0.721 | 0.647 | 0.525 | 0.459 | 0.402 | 0.048 | 0.089 | 0.151 | 0.102 |
| 2등급 | 0.902 | 0.817 | 1.000 | 0.902 | 0.886 | 0.820 | 0.707 | 0.540 | 0.488 | 0.404 | 0.034 | 0.094 | 0.176 | 0.130 |
| 3등급 | 0.958 | 0.834 | 0.902 | 1.000 | 0.943 | 0.875 | 0.748 | 0.584 | 0.531 | 0.441 | 0.040 | 0.115 | 0.189 | 0.139 |
| 4등급 | 0.974 | 0.789 | 0.886 | 0.943 | 1.000 | 0.916 | 0.775 | 0.607 | 0.575 | 0.456 | 0.029 | 0.137 | 0.215 | 0.144 |
| 5등급 | 0.916 | 0.721 | 0.820 | 0.875 | 0.916 | 1.000 | 0.786 | 0.572 | 0.554 | 0.438 | 0.050 | 0.147 | 0.203 | 0.137 |
| 인지지원등급 | 0.792 | 0.647 | 0.707 | 0.748 | 0.775 | 0.786 | 1.000 | 0.521 | 0.512 | 0.433 | 0.040 | 0.120 | 0.134 | 0.088 |
| 등급외A | 0.704 | 0.525 | 0.540 | 0.584 | 0.607 | 0.572 | 0.521 | 1.000 | 0.821 | 0.733 | 0.040 | 0.290 | 0.162 | 0.067 |
| 등급외B | 0.662 | 0.459 | 0.488 | 0.531 | 0.575 | 0.554 | 0.512 | 0.821 | 1.000 | 0.738 | 0.053 | 0.275 | 0.154 | 0.079 |
| 등급외C | 0.551 | 0.402 | 0.404 | 0.441 | 0.456 | 0.438 | 0.433 | 0.733 | 0.738 | 1.000 | 0.058 | 0.246 | 0.050 | 0.057 |
| 시도 | 0.038 | 0.048 | 0.034 | 0.040 | 0.029 | 0.050 | 0.040 | 0.040 | 0.053 | 0.058 | 1.000 | 0.000 | 0.000 | 0.000 |
| 자격별 | 0.146 | 0.089 | 0.094 | 0.115 | 0.137 | 0.147 | 0.120 | 0.290 | 0.275 | 0.246 | 0.000 | 1.000 | 0.000 | 0.040 |
| 성별 | 0.205 | 0.151 | 0.176 | 0.189 | 0.215 | 0.203 | 0.134 | 0.162 | 0.154 | 0.050 | 0.000 | 0.000 | 1.000 | 0.000 |
| 연령구분 | 0.132 | 0.102 | 0.130 | 0.139 | 0.144 | 0.137 | 0.088 | 0.067 | 0.079 | 0.057 | 0.000 | 0.040 | 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.
| 시도 | 시군구 | 자격별 | 성별 | 연령구분 | 신청자 | 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 인지지원등급 | 등급외A | 등급외B | 등급외C | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7544 | 전북 | 순창군 | 감경 | 남자 | 80-84세 | 45 | 0 | 4 | 5 | 27 | 7 | 1 | 0 | 0 | 0 |
| 2435 | 인천 | 미추홀구 | 일반 | 여자 | 85세이상 | 1217 | 65 | 131 | 341 | 415 | 63 | 10 | 48 | 23 | 2 |
| 9255 | 경북 | 영양군 | 감경 | 여자 | 75-79세 | 29 | 0 | 2 | 6 | 16 | 1 | 0 | 1 | 1 | 0 |
| 8346 | 전남 | 무안군 | 일반 | 여자 | 65세미만 | 12 | 1 | 1 | 0 | 4 | 0 | 1 | 0 | 1 | 0 |
| 2483 | 인천 | 연수구 | 일반 | 여자 | 85세이상 | 875 | 39 | 91 | 262 | 331 | 33 | 3 | 34 | 10 | 2 |
| 5867 | 충북 | 충주시 | 의료 | 남자 | 85세이상 | 6 | 0 | 1 | 0 | 4 | 0 | 1 | 0 | 0 | 0 |
| 7620 | 전북 | 부안군 | 기초 | 여자 | 80-84세 | 70 | 0 | 0 | 11 | 25 | 17 | 4 | 6 | 3 | 1 |
| 6944 | 충남 | 태안군 | 의료 | 여자 | 85세이상 | 11 | 0 | 0 | 5 | 3 | 1 | 0 | 1 | 0 | 0 |
| 647 | 서울 | 양천구 | 일반 | 남자 | 65-69세 | 163 | 10 | 11 | 35 | 33 | 7 | 0 | 14 | 6 | 5 |
| 7227 | 전북 | 남원시 | 의료 | 여자 | 75-79세 | 5 | 0 | 1 | 1 | 1 | 0 | 0 | 2 | 0 | 0 |
| 시도 | 시군구 | 자격별 | 성별 | 연령구분 | 신청자 | 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 인지지원등급 | 등급외A | 등급외B | 등급외C | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4777 | 경기 | 포천시 | 기초 | 남자 | 65세미만 | 98 | 4 | 3 | 19 | 19 | 8 | 5 | 10 | 5 | 9 |
| 7927 | 전남 | 곡성군 | 일반 | 남자 | 65-69세 | 18 | 0 | 0 | 4 | 2 | 0 | 1 | 5 | 0 | 1 |
| 2616 | 인천 | 계양구 | 일반 | 남자 | 65-69세 | 119 | 3 | 5 | 21 | 24 | 7 | 0 | 16 | 9 | 3 |
| 2892 | 광주 | 남구 | 일반 | 여자 | 65세미만 | 45 | 6 | 1 | 5 | 7 | 2 | 0 | 9 | 3 | 2 |
| 9600 | 경북 | 울진군 | 감경 | 남자 | 70-74세 | 30 | 0 | 0 | 9 | 15 | 4 | 0 | 0 | 1 | 0 |
| 7704 | 전남 | 여수시 | 기초 | 남자 | 70-74세 | 98 | 0 | 3 | 15 | 39 | 9 | 3 | 7 | 9 | 7 |
| 3883 | 경기 | 동두천시 | 일반 | 남자 | 65세미만 | 26 | 2 | 1 | 3 | 3 | 0 | 0 | 8 | 2 | 0 |
| 7102 | 전북 | 익산시 | 일반 | 남자 | 75-79세 | 283 | 5 | 8 | 32 | 76 | 40 | 9 | 26 | 9 | 3 |
| 8005 | 전남 | 구례군 | 의료 | 여자 | 85세이상 | 11 | 0 | 1 | 1 | 4 | 4 | 1 | 0 | 0 | 0 |
| 7899 | 전남 | 담양군 | 기초 | 여자 | 65-69세 | 15 | 0 | 1 | 2 | 4 | 2 | 0 | 1 | 3 | 0 |