Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 25 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.0 KiB |
| Average record size in memory | 122.3 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 1 |
Dataset
| Description | 사립학교교직원연금공단 신규 사학연금 가입자 현황(연도별 성별 나이별)과 관련된 데이터로 연도별 성별 나이별 신규 사학연금 가입자 수 등의 항목을 제공합니다. |
|---|---|
| URL | https://www.data.go.kr/data/15102544/fileData.do |
연도 is highly overall correlated with 합계 and 6 other fields | High correlation |
합계 is highly overall correlated with 연도 and 6 other fields | High correlation |
신규가입자수 is highly overall correlated with 연도 and 4 other fields | High correlation |
신규가입자수남계 is highly overall correlated with 연도 and 2 other fields | High correlation |
신규가입자수여계 is highly overall correlated with 연도 and 5 other fields | High correlation |
신규가입자수10대 is highly overall correlated with 연도 and 4 other fields | High correlation |
신규가입자수20대 is highly overall correlated with 연도 and 4 other fields | High correlation |
신규가입자수30대 is highly overall correlated with 연도 and 5 other fields | High correlation |
신규가입자수40대 is highly overall correlated with 신규가입자수50대 and 1 other fields | High correlation |
신규가입자수50대 is highly overall correlated with 신규가입자수40대 and 1 other fields | High correlation |
신규가입자수60대 is highly overall correlated with 신규가입자수40대 and 1 other fields | High correlation |
신규가입자수70대 is highly overall correlated with 신규가입자수80대 | High correlation |
신규가입자수80대 is highly overall correlated with 신규가입자수70대 | High correlation |
연도 has unique values | Unique |
합계 has unique values | Unique |
신규가입자수 has unique values | Unique |
신규가입자수남계 has unique values | Unique |
신규가입자수여계 has unique values | Unique |
신규가입자수20대 has unique values | Unique |
신규가입자수30대 has unique values | Unique |
신규가입자수40대 has unique values | Unique |
신규가입자수50대 has unique values | Unique |
신규가입자수60대 has unique values | Unique |
신규가입자수70대 has 6 (24.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 18:23:36.161728 |
|---|---|
| Analysis finished | 2023-12-12 18:23:53.315590 |
| Duration | 17.15 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2010 |
| Minimum | 1998 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1998 |
|---|---|
| 5-th percentile | 1999.2 |
| Q1 | 2004 |
| median | 2010 |
| Q3 | 2016 |
| 95-th percentile | 2020.8 |
| Maximum | 2022 |
| Range | 24 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.3598007 |
|---|---|
| Coefficient of variation (CV) | 0.0036615924 |
| Kurtosis | -1.2 |
| Mean | 2010 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0 |
| Sum | 50250 |
| Variance | 54.166667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 1998 | 1 | 4.0% |
| 1999 | 1 | 4.0% |
| 2022 | 1 | 4.0% |
| 2021 | 1 | 4.0% |
| 2020 | 1 | 4.0% |
| 2019 | 1 | 4.0% |
| 2018 | 1 | 4.0% |
| 2017 | 1 | 4.0% |
| 2016 | 1 | 4.0% |
| 2015 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 1998 | 1 | |
| 1999 | 1 | |
| 2000 | 1 | |
| 2001 | 1 | |
| 2002 | 1 | |
| 2003 | 1 | |
| 2004 | 1 | |
| 2005 | 1 | |
| 2006 | 1 | |
| 2007 | 1 |
| Value | Count | Frequency (%) |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 |
합계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 267472.24 |
| Minimum | 206278 |
|---|---|
| Maximum | 333231 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 206278 |
|---|---|
| 5-th percentile | 208303.8 |
| Q1 | 229926 |
| median | 267481 |
| Q3 | 313156 |
| 95-th percentile | 329830.4 |
| Maximum | 333231 |
| Range | 126953 |
| Interquartile range (IQR) | 83230 |
Descriptive statistics
| Standard deviation | 42506.35 |
|---|---|
| Coefficient of variation (CV) | 0.15891873 |
| Kurtosis | -1.2648007 |
| Mean | 267472.24 |
| Median Absolute Deviation (MAD) | 42127 |
| Skewness | 0.16140107 |
| Sum | 6686806 |
| Variance | 1.8067898 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 206278 | 1 | 4.0% |
| 207664 | 1 | 4.0% |
| 333231 | 1 | 4.0% |
| 330322 | 1 | 4.0% |
| 327864 | 1 | 4.0% |
| 323697 | 1 | 4.0% |
| 320326 | 1 | 4.0% |
| 317602 | 1 | 4.0% |
| 313156 | 1 | 4.0% |
| 282467 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 206278 | 1 | |
| 207664 | 1 | |
| 210863 | 1 | |
| 216361 | 1 | |
| 220874 | 1 | |
| 225354 | 1 | |
| 229926 | 1 | |
| 236726 | 1 | |
| 245520 | 1 | |
| 250652 | 1 |
| Value | Count | Frequency (%) |
| 333231 | 1 | |
| 330322 | 1 | |
| 327864 | 1 | |
| 323697 | 1 | |
| 320326 | 1 | |
| 317602 | 1 | |
| 313156 | 1 | |
| 282467 | 1 | |
| 280721 | 1 | |
| 276959 | 1 |
신규가입자수
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29193.44 |
| Minimum | 19891 |
|---|---|
| Maximum | 53413 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 19891 |
|---|---|
| 5-th percentile | 24417.4 |
| Q1 | 25942 |
| median | 28093 |
| Q3 | 30683 |
| 95-th percentile | 33092.6 |
| Maximum | 53413 |
| Range | 33522 |
| Interquartile range (IQR) | 4741 |
Descriptive statistics
| Standard deviation | 5913.1359 |
|---|---|
| Coefficient of variation (CV) | 0.20255016 |
| Kurtosis | 12.06865 |
| Mean | 29193.44 |
| Median Absolute Deviation (MAD) | 2360 |
| Skewness | 2.8825056 |
| Sum | 729836 |
| Variance | 34965176 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 19891 | 1 | 4.0% |
| 24122 | 1 | 4.0% |
| 31954 | 1 | 4.0% |
| 30683 | 1 | 4.0% |
| 32555 | 1 | 4.0% |
| 33227 | 1 | 4.0% |
| 32100 | 1 | 4.0% |
| 30623 | 1 | 4.0% |
| 53413 | 1 | 4.0% |
| 25599 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 19891 | 1 | |
| 24122 | 1 | |
| 25599 | 1 | |
| 25669 | 1 | |
| 25733 | 1 | |
| 25941 | 1 | |
| 25942 | 1 | |
| 25993 | 1 | |
| 26292 | 1 | |
| 27326 | 1 |
| Value | Count | Frequency (%) |
| 53413 | 1 | |
| 33227 | 1 | |
| 32555 | 1 | |
| 32100 | 1 | |
| 31954 | 1 | |
| 30687 | 1 | |
| 30683 | 1 | |
| 30623 | 1 | |
| 30398 | 1 | |
| 30316 | 1 |
신규가입자수남계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10134.24 |
| Minimum | 7582 |
|---|---|
| Maximum | 14758 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 7582 |
|---|---|
| 5-th percentile | 8028.8 |
| Q1 | 9124 |
| median | 9464 |
| Q3 | 11499 |
| 95-th percentile | 12318 |
| Maximum | 14758 |
| Range | 7176 |
| Interquartile range (IQR) | 2375 |
Descriptive statistics
| Standard deviation | 1746.8562 |
|---|---|
| Coefficient of variation (CV) | 0.1723717 |
| Kurtosis | 0.26763883 |
| Mean | 10134.24 |
| Median Absolute Deviation (MAD) | 1088 |
| Skewness | 0.77754569 |
| Sum | 253356 |
| Variance | 3051506.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 11832 | 1 | 4.0% |
| 12355 | 1 | 4.0% |
| 9205 | 1 | 4.0% |
| 9432 | 1 | 4.0% |
| 9898 | 1 | 4.0% |
| 9202 | 1 | 4.0% |
| 8579 | 1 | 4.0% |
| 8530 | 1 | 4.0% |
| 14758 | 1 | 4.0% |
| 7582 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 7582 | 1 | |
| 7965 | 1 | |
| 8284 | 1 | |
| 8376 | 1 | |
| 8530 | 1 | |
| 8579 | 1 | |
| 9124 | 1 | |
| 9202 | 1 | |
| 9205 | 1 | |
| 9331 | 1 |
| Value | Count | Frequency (%) |
| 14758 | 1 | |
| 12355 | 1 | |
| 12170 | 1 | |
| 12104 | 1 | |
| 11832 | 1 | |
| 11739 | 1 | |
| 11499 | 1 | |
| 11485 | 1 | |
| 11478 | 1 | |
| 9950 | 1 |
신규가입자수여계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19059.2 |
| Minimum | 8059 |
|---|---|
| Maximum | 38655 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 8059 |
|---|---|
| 5-th percentile | 12191.4 |
| Q1 | 16027 |
| median | 18517 |
| Q3 | 21251 |
| 95-th percentile | 23924.2 |
| Maximum | 38655 |
| Range | 30596 |
| Interquartile range (IQR) | 5224 |
Descriptive statistics
| Standard deviation | 5587.134 |
|---|---|
| Coefficient of variation (CV) | 0.2931463 |
| Kurtosis | 5.8301066 |
| Mean | 19059.2 |
| Median Absolute Deviation (MAD) | 2690 |
| Skewness | 1.4928349 |
| Sum | 476480 |
| Variance | 31216066 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 8059 | 1 | 4.0% |
| 11767 | 1 | 4.0% |
| 22749 | 1 | 4.0% |
| 21251 | 1 | 4.0% |
| 22657 | 1 | 4.0% |
| 24025 | 1 | 4.0% |
| 23521 | 1 | 4.0% |
| 22093 | 1 | 4.0% |
| 38655 | 1 | 4.0% |
| 18017 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 8059 | 1 | |
| 11767 | 1 | |
| 13889 | 1 | |
| 14255 | 1 | |
| 14456 | 1 | |
| 15827 | 1 | |
| 16027 | 1 | |
| 17566 | 1 | |
| 17704 | 1 | |
| 18008 | 1 |
| Value | Count | Frequency (%) |
| 38655 | 1 | |
| 24025 | 1 | |
| 23521 | 1 | |
| 22749 | 1 | |
| 22657 | 1 | |
| 22093 | 1 | |
| 21251 | 1 | |
| 20985 | 1 | |
| 20834 | 1 | |
| 20006 | 1 |
신규가입자수10대
Real number (ℝ)
HIGH CORRELATION
| Distinct | 24 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56 |
| Minimum | 8 |
|---|---|
| Maximum | 184 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 9.4 |
| Q1 | 19 |
| median | 35 |
| Q3 | 53 |
| 95-th percentile | 178.2 |
| Maximum | 184 |
| Range | 176 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 57.874865 |
|---|---|
| Coefficient of variation (CV) | 1.0334797 |
| Kurtosis | 0.55308012 |
| Mean | 56 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 1.4192539 |
| Sum | 1400 |
| Variance | 3349.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 24 | 2 | 8.0% |
| 179 | 1 | 4.0% |
| 23 | 1 | 4.0% |
| 14 | 1 | 4.0% |
| 9 | 1 | 4.0% |
| 37 | 1 | 4.0% |
| 16 | 1 | 4.0% |
| 19 | 1 | 4.0% |
| 35 | 1 | 4.0% |
| 11 | 1 | 4.0% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 8 | 1 | |
| 9 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 14 | 1 | |
| 16 | 1 | |
| 19 | 1 | |
| 22 | 1 | |
| 23 | 1 | |
| 24 | 2 |
| Value | Count | Frequency (%) |
| 184 | 1 | |
| 179 | 1 | |
| 175 | 1 | |
| 147 | 1 | |
| 132 | 1 | |
| 81 | 1 | |
| 53 | 1 | |
| 47 | 1 | |
| 44 | 1 | |
| 42 | 1 |
신규가입자수20대
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17204.96 |
| Minimum | 9305 |
|---|---|
| Maximum | 23633 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 9305 |
|---|---|
| 5-th percentile | 13425.8 |
| Q1 | 15078 |
| median | 18269 |
| Q3 | 19446 |
| 95-th percentile | 21156.2 |
| Maximum | 23633 |
| Range | 14328 |
| Interquartile range (IQR) | 4368 |
Descriptive statistics
| Standard deviation | 3175.9196 |
|---|---|
| Coefficient of variation (CV) | 0.18459326 |
| Kurtosis | 0.24448856 |
| Mean | 17204.96 |
| Median Absolute Deviation (MAD) | 2251 |
| Skewness | -0.35114293 |
| Sum | 430124 |
| Variance | 10086466 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 9305 | 1 | 4.0% |
| 13348 | 1 | 4.0% |
| 20525 | 1 | 4.0% |
| 19240 | 1 | 4.0% |
| 19620 | 1 | 4.0% |
| 21314 | 1 | 4.0% |
| 20431 | 1 | 4.0% |
| 18320 | 1 | 4.0% |
| 23633 | 1 | 4.0% |
| 14314 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 9305 | 1 | |
| 13348 | 1 | |
| 13737 | 1 | |
| 13841 | 1 | |
| 14091 | 1 | |
| 14314 | 1 | |
| 15078 | 1 | |
| 15126 | 1 | |
| 15356 | 1 | |
| 16018 | 1 |
| Value | Count | Frequency (%) |
| 23633 | 1 | |
| 21314 | 1 | |
| 20525 | 1 | |
| 20431 | 1 | |
| 19679 | 1 | |
| 19620 | 1 | |
| 19446 | 1 | |
| 19240 | 1 | |
| 18813 | 1 | |
| 18370 | 1 |
신규가입자수30대
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7304.4 |
| Minimum | 5860 |
|---|---|
| Maximum | 17648 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 5860 |
|---|---|
| 5-th percentile | 6207.6 |
| Q1 | 6528 |
| median | 6873 |
| Q3 | 7290 |
| 95-th percentile | 7738.8 |
| Maximum | 17648 |
| Range | 11788 |
| Interquartile range (IQR) | 762 |
Descriptive statistics
| Standard deviation | 2209.623 |
|---|---|
| Coefficient of variation (CV) | 0.30250575 |
| Kurtosis | 22.31114 |
| Mean | 7304.4 |
| Median Absolute Deviation (MAD) | 417 |
| Skewness | 4.6050066 |
| Sum | 182610 |
| Variance | 4882433.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 5860 | 1 | 4.0% |
| 6191 | 1 | 4.0% |
| 7271 | 1 | 4.0% |
| 6906 | 1 | 4.0% |
| 7802 | 1 | 4.0% |
| 7400 | 1 | 4.0% |
| 7346 | 1 | 4.0% |
| 7455 | 1 | 4.0% |
| 17648 | 1 | 4.0% |
| 6565 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 5860 | 1 | |
| 6191 | 1 | |
| 6274 | 1 | |
| 6280 | 1 | |
| 6309 | 1 | |
| 6445 | 1 | |
| 6528 | 1 | |
| 6565 | 1 | |
| 6698 | 1 | |
| 6740 | 1 |
| Value | Count | Frequency (%) |
| 17648 | 1 | |
| 7802 | 1 | |
| 7486 | 1 | |
| 7455 | 1 | |
| 7400 | 1 | |
| 7346 | 1 | |
| 7290 | 1 | |
| 7271 | 1 | |
| 7261 | 1 | |
| 7185 | 1 |
신규가입자수40대
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3137.4 |
| Minimum | 1970 |
|---|---|
| Maximum | 8180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1970 |
|---|---|
| 5-th percentile | 2250.2 |
| Q1 | 2798 |
| median | 2955 |
| Q3 | 3216 |
| 95-th percentile | 3767.8 |
| Maximum | 8180 |
| Range | 6210 |
| Interquartile range (IQR) | 418 |
Descriptive statistics
| Standard deviation | 1122.519 |
|---|---|
| Coefficient of variation (CV) | 0.35778637 |
| Kurtosis | 18.499258 |
| Mean | 3137.4 |
| Median Absolute Deviation (MAD) | 187 |
| Skewness | 4.0102149 |
| Sum | 78435 |
| Variance | 1260048.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 3003 | 1 | 4.0% |
| 2819 | 1 | 4.0% |
| 2798 | 1 | 4.0% |
| 2917 | 1 | 4.0% |
| 3220 | 1 | 4.0% |
| 2980 | 1 | 4.0% |
| 2877 | 1 | 4.0% |
| 3257 | 1 | 4.0% |
| 8180 | 1 | 4.0% |
| 3109 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 1970 | 1 | |
| 2230 | 1 | |
| 2331 | 1 | |
| 2554 | 1 | |
| 2616 | 1 | |
| 2783 | 1 | |
| 2798 | 1 | |
| 2819 | 1 | |
| 2850 | 1 | |
| 2877 | 1 |
| Value | Count | Frequency (%) |
| 8180 | 1 | |
| 3855 | 1 | |
| 3419 | 1 | |
| 3400 | 1 | |
| 3257 | 1 | |
| 3220 | 1 | |
| 3216 | 1 | |
| 3142 | 1 | |
| 3109 | 1 | |
| 3025 | 1 |
신규가입자수50대
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1284.56 |
| Minimum | 647 |
|---|---|
| Maximum | 3665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 647 |
|---|---|
| 5-th percentile | 695.2 |
| Q1 | 1018 |
| median | 1248 |
| Q3 | 1386 |
| 95-th percentile | 1589 |
| Maximum | 3665 |
| Range | 3018 |
| Interquartile range (IQR) | 368 |
Descriptive statistics
| Standard deviation | 564.33752 |
|---|---|
| Coefficient of variation (CV) | 0.4393236 |
| Kurtosis | 13.775013 |
| Mean | 1284.56 |
| Median Absolute Deviation (MAD) | 188 |
| Skewness | 3.2126611 |
| Sum | 32114 |
| Variance | 318476.84 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 1191 | 1 | 4.0% |
| 1411 | 1 | 4.0% |
| 1150 | 1 | 4.0% |
| 1311 | 1 | 4.0% |
| 1591 | 1 | 4.0% |
| 1306 | 1 | 4.0% |
| 1248 | 1 | 4.0% |
| 1384 | 1 | 4.0% |
| 3665 | 1 | 4.0% |
| 1369 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 647 | 1 | |
| 665 | 1 | |
| 816 | 1 | |
| 831 | 1 | |
| 889 | 1 | |
| 1011 | 1 | |
| 1018 | 1 | |
| 1060 | 1 | |
| 1061 | 1 | |
| 1150 | 1 |
| Value | Count | Frequency (%) |
| 3665 | 1 | |
| 1591 | 1 | |
| 1581 | 1 | |
| 1517 | 1 | |
| 1493 | 1 | |
| 1411 | 1 | |
| 1386 | 1 | |
| 1384 | 1 | |
| 1369 | 1 | |
| 1311 | 1 |
신규가입자수60대
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 198.56 |
| Minimum | 110 |
|---|---|
| Maximum | 345 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 110 |
|---|---|
| 5-th percentile | 120.2 |
| Q1 | 157 |
| median | 188 |
| Q3 | 229 |
| 95-th percentile | 299.6 |
| Maximum | 345 |
| Range | 235 |
| Interquartile range (IQR) | 72 |
Descriptive statistics
| Standard deviation | 57.115439 |
|---|---|
| Coefficient of variation (CV) | 0.28764826 |
| Kurtosis | 0.69039486 |
| Mean | 198.56 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 0.82644515 |
| Sum | 4964 |
| Variance | 3262.1733 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 345 | 1 | 4.0% |
| 218 | 1 | 4.0% |
| 196 | 1 | 4.0% |
| 300 | 1 | 4.0% |
| 298 | 1 | 4.0% |
| 190 | 1 | 4.0% |
| 182 | 1 | 4.0% |
| 188 | 1 | 4.0% |
| 242 | 1 | 4.0% |
| 223 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 110 | 1 | |
| 117 | 1 | |
| 133 | 1 | |
| 145 | 1 | |
| 153 | 1 | |
| 155 | 1 | |
| 157 | 1 | |
| 169 | 1 | |
| 174 | 1 | |
| 176 | 1 |
| Value | Count | Frequency (%) |
| 345 | 1 | |
| 300 | 1 | |
| 298 | 1 | |
| 242 | 1 | |
| 233 | 1 | |
| 232 | 1 | |
| 229 | 1 | |
| 223 | 1 | |
| 219 | 1 | |
| 218 | 1 |
신규가입자수70대
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 12 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.08 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 6 |
| Zeros (%) | 24.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 17.2 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 6.7386942 |
|---|---|
| Coefficient of variation (CV) | 0.95179297 |
| Kurtosis | 4.6191235 |
| Mean | 7.08 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7198704 |
| Sum | 177 |
| Variance | 45.41 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 8 | 5 | |
| 7 | 3 | |
| 3 | 2 | 8.0% |
| 6 | 2 | 8.0% |
| 30 | 1 | 4.0% |
| 4 | 1 | 4.0% |
| 13 | 1 | 4.0% |
| 18 | 1 | 4.0% |
| 9 | 1 | 4.0% |
| Other values (2) | 2 | 8.0% |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 3 | 2 | 8.0% |
| 4 | 1 | 4.0% |
| 6 | 2 | 8.0% |
| 7 | 3 | |
| 8 | 5 | |
| 9 | 1 | 4.0% |
| 10 | 1 | 4.0% |
| 13 | 1 | 4.0% |
| 14 | 1 | 4.0% |
| Value | Count | Frequency (%) |
| 30 | 1 | 4.0% |
| 18 | 1 | 4.0% |
| 14 | 1 | 4.0% |
| 13 | 1 | 4.0% |
| 10 | 1 | 4.0% |
| 9 | 1 | 4.0% |
| 8 | 5 | |
| 7 | 3 | |
| 6 | 2 | 8.0% |
| 4 | 1 | 4.0% |
신규가입자수80대
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 332.0 B |
| 0 | |
|---|---|
| 2 | |
| 1 | |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 4.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 2 | 3 | 12.0% |
| 1 | 3 | 12.0% |
| 3 | 1 | 4.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 2 | 3 | 12.0% |
| 1 | 3 | 12.0% |
| 3 | 1 | 4.0% |
| 연도 | 합계 | 신규가입자수 | 신규가입자수남계 | 신규가입자수여계 | 신규가입자수10대 | 신규가입자수20대 | 신규가입자수30대 | 신규가입자수40대 | 신규가입자수50대 | 신규가입자수60대 | 신규가입자수70대 | 신규가입자수80대 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.869 | 0.740 | 0.830 | 0.891 | 0.663 | 0.680 | 0.223 | 0.663 | 0.709 | 0.710 | 0.638 | 0.590 |
| 합계 | 0.869 | 1.000 | 0.764 | 0.751 | 0.769 | 0.694 | 0.750 | 0.724 | 0.768 | 0.488 | 0.622 | 0.567 | 0.514 |
| 신규가입자수 | 0.740 | 0.764 | 1.000 | 0.758 | 0.877 | 0.501 | 0.959 | 0.807 | 0.723 | 0.654 | 0.743 | 0.682 | 0.000 |
| 신규가입자수남계 | 0.830 | 0.751 | 0.758 | 1.000 | 0.816 | 0.303 | 0.801 | 0.791 | 0.722 | 0.715 | 0.709 | 0.680 | 0.000 |
| 신규가입자수여계 | 0.891 | 0.769 | 0.877 | 0.816 | 1.000 | 0.684 | 0.870 | 0.980 | 0.591 | 0.575 | 0.595 | 0.536 | 0.000 |
| 신규가입자수10대 | 0.663 | 0.694 | 0.501 | 0.303 | 0.684 | 1.000 | 0.650 | 0.101 | 0.341 | 0.097 | 0.487 | 0.565 | 0.421 |
| 신규가입자수20대 | 0.680 | 0.750 | 0.959 | 0.801 | 0.870 | 0.650 | 1.000 | 0.836 | 0.782 | 0.677 | 0.702 | 0.442 | 0.000 |
| 신규가입자수30대 | 0.223 | 0.724 | 0.807 | 0.791 | 0.980 | 0.101 | 0.836 | 1.000 | 0.722 | 0.708 | 0.523 | 0.572 | 0.000 |
| 신규가입자수40대 | 0.663 | 0.768 | 0.723 | 0.722 | 0.591 | 0.341 | 0.782 | 0.722 | 1.000 | 0.951 | 0.000 | 0.461 | 0.245 |
| 신규가입자수50대 | 0.709 | 0.488 | 0.654 | 0.715 | 0.575 | 0.097 | 0.677 | 0.708 | 0.951 | 1.000 | 0.522 | 0.404 | 0.000 |
| 신규가입자수60대 | 0.710 | 0.622 | 0.743 | 0.709 | 0.595 | 0.487 | 0.702 | 0.523 | 0.000 | 0.522 | 1.000 | 0.410 | 0.000 |
| 신규가입자수70대 | 0.638 | 0.567 | 0.682 | 0.680 | 0.536 | 0.565 | 0.442 | 0.572 | 0.461 | 0.404 | 0.410 | 1.000 | 0.774 |
| 신규가입자수80대 | 0.590 | 0.514 | 0.000 | 0.000 | 0.000 | 0.421 | 0.000 | 0.000 | 0.245 | 0.000 | 0.000 | 0.774 | 1.000 |
| 연도 | 합계 | 신규가입자수 | 신규가입자수남계 | 신규가입자수여계 | 신규가입자수10대 | 신규가입자수20대 | 신규가입자수30대 | 신규가입자수40대 | 신규가입자수50대 | 신규가입자수60대 | 신규가입자수70대 | 신규가입자수80대 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.999 | 0.667 | -0.612 | 0.843 | -0.824 | 0.612 | 0.743 | 0.180 | 0.362 | 0.401 | -0.353 | 0.339 |
| 합계 | 0.999 | 1.000 | 0.675 | -0.605 | 0.850 | -0.821 | 0.622 | 0.749 | 0.175 | 0.353 | 0.391 | -0.355 | 0.314 |
| 신규가입자수 | 0.667 | 0.675 | 1.000 | 0.001 | 0.913 | -0.310 | 0.918 | 0.783 | 0.081 | 0.126 | 0.029 | -0.390 | 0.000 |
| 신규가입자수남계 | -0.612 | -0.605 | 0.001 | 1.000 | -0.302 | 0.722 | -0.024 | -0.223 | 0.052 | -0.033 | -0.118 | 0.034 | 0.000 |
| 신규가입자수여계 | 0.843 | 0.850 | 0.913 | -0.302 | 1.000 | -0.549 | 0.902 | 0.772 | 0.007 | 0.119 | 0.105 | -0.325 | 0.000 |
| 신규가입자수10대 | -0.824 | -0.821 | -0.310 | 0.722 | -0.549 | 1.000 | -0.253 | -0.527 | -0.140 | -0.340 | -0.381 | 0.082 | 0.253 |
| 신규가입자수20대 | 0.612 | 0.622 | 0.918 | -0.024 | 0.902 | -0.253 | 1.000 | 0.602 | -0.194 | -0.155 | -0.158 | -0.321 | 0.000 |
| 신규가입자수30대 | 0.743 | 0.749 | 0.783 | -0.223 | 0.772 | -0.527 | 0.602 | 1.000 | 0.422 | 0.482 | 0.255 | -0.289 | 0.000 |
| 신규가입자수40대 | 0.180 | 0.175 | 0.081 | 0.052 | 0.007 | -0.140 | -0.194 | 0.422 | 1.000 | 0.856 | 0.613 | -0.081 | 0.237 |
| 신규가입자수50대 | 0.362 | 0.353 | 0.126 | -0.033 | 0.119 | -0.340 | -0.155 | 0.482 | 0.856 | 1.000 | 0.788 | -0.210 | 0.000 |
| 신규가입자수60대 | 0.401 | 0.391 | 0.029 | -0.118 | 0.105 | -0.381 | -0.158 | 0.255 | 0.613 | 0.788 | 1.000 | -0.139 | 0.000 |
| 신규가입자수70대 | -0.353 | -0.355 | -0.390 | 0.034 | -0.325 | 0.082 | -0.321 | -0.289 | -0.081 | -0.210 | -0.139 | 1.000 | 0.614 |
| 신규가입자수80대 | 0.339 | 0.314 | 0.000 | 0.000 | 0.000 | 0.253 | 0.000 | 0.000 | 0.237 | 0.000 | 0.000 | 0.614 | 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.
| 연도 | 합계 | 신규가입자수 | 신규가입자수남계 | 신규가입자수여계 | 신규가입자수10대 | 신규가입자수20대 | 신규가입자수30대 | 신규가입자수40대 | 신규가입자수50대 | 신규가입자수60대 | 신규가입자수70대 | 신규가입자수80대 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1998 | 206278 | 19891 | 11832 | 8059 | 179 | 9305 | 5860 | 3003 | 1191 | 345 | 8 | 0 |
| 1 | 1999 | 207664 | 24122 | 12355 | 11767 | 132 | 13348 | 6191 | 2819 | 1411 | 218 | 3 | 0 |
| 2 | 2000 | 210863 | 25993 | 12104 | 13889 | 175 | 15126 | 6774 | 2783 | 1011 | 117 | 7 | 0 |
| 3 | 2001 | 216361 | 25733 | 11478 | 14255 | 184 | 15078 | 6280 | 2955 | 1061 | 169 | 6 | 0 |
| 4 | 2002 | 220874 | 25941 | 11485 | 14456 | 147 | 15356 | 6309 | 2929 | 1018 | 176 | 6 | 0 |
| 5 | 2003 | 225354 | 27326 | 11499 | 15827 | 81 | 16157 | 6528 | 3142 | 1206 | 180 | 30 | 2 |
| 6 | 2004 | 229926 | 27766 | 11739 | 16027 | 42 | 16018 | 6843 | 3400 | 1307 | 153 | 3 | 0 |
| 7 | 2005 | 236726 | 30687 | 12170 | 18517 | 44 | 17787 | 7261 | 3855 | 1517 | 219 | 4 | 0 |
| 8 | 2006 | 245520 | 28651 | 9950 | 18701 | 47 | 18370 | 6740 | 2554 | 816 | 110 | 13 | 1 |
| 9 | 2007 | 250652 | 27392 | 9124 | 18268 | 53 | 18306 | 6274 | 1970 | 647 | 133 | 8 | 1 |
| 연도 | 합계 | 신규가입자수 | 신규가입자수남계 | 신규가입자수여계 | 신규가입자수10대 | 신규가입자수20대 | 신규가입자수30대 | 신규가입자수40대 | 신규가입자수50대 | 신규가입자수60대 | 신규가입자수70대 | 신규가입자수80대 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15 | 2013 | 276959 | 26292 | 8284 | 18008 | 24 | 13737 | 7290 | 3419 | 1581 | 233 | 8 | 0 |
| 16 | 2014 | 280721 | 25669 | 7965 | 17704 | 8 | 13841 | 6873 | 3216 | 1493 | 229 | 8 | 1 |
| 17 | 2015 | 282467 | 25599 | 7582 | 18017 | 11 | 14314 | 6565 | 3109 | 1369 | 223 | 8 | 0 |
| 18 | 2016 | 313156 | 53413 | 14758 | 38655 | 35 | 23633 | 17648 | 8180 | 3665 | 242 | 10 | 0 |
| 19 | 2017 | 317602 | 30623 | 8530 | 22093 | 19 | 18320 | 7455 | 3257 | 1384 | 188 | 0 | 0 |
| 20 | 2018 | 320326 | 32100 | 8579 | 23521 | 16 | 20431 | 7346 | 2877 | 1248 | 182 | 0 | 0 |
| 21 | 2019 | 323697 | 33227 | 9202 | 24025 | 37 | 21314 | 7400 | 2980 | 1306 | 190 | 0 | 0 |
| 22 | 2020 | 327864 | 32555 | 9898 | 22657 | 24 | 19620 | 7802 | 3220 | 1591 | 298 | 0 | 0 |
| 23 | 2021 | 330322 | 30683 | 9432 | 21251 | 9 | 19240 | 6906 | 2917 | 1311 | 300 | 0 | 0 |
| 24 | 2022 | 333231 | 31954 | 9205 | 22749 | 14 | 20525 | 7271 | 2798 | 1150 | 196 | 0 | 0 |