Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 9812 |
| Missing cells (%) | 7.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 123.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 1 |
| Text | 1 |
Dataset
| Description | 인구증감 집계 현황 |
|---|---|
| Author | 경기도 |
| URL | https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=JICVCM3R11J31Y3BYWJY27372501&infSeq=1 |
전월 인구수 is highly overall correlated with 당월 인구수 and 5 other fields | High correlation |
당월 인구수 is highly overall correlated with 전월 인구수 and 5 other fields | High correlation |
인구증감 is highly overall correlated with 인구증감 (남자) and 1 other fields | High correlation |
전월 인구수 (남자) is highly overall correlated with 전월 인구수 and 5 other fields | High correlation |
당월 인구수 (남자) is highly overall correlated with 전월 인구수 and 5 other fields | High correlation |
인구증감 (남자) is highly overall correlated with 인구증감 and 1 other fields | High correlation |
전월 인구수 (여자) is highly overall correlated with 전월 인구수 and 5 other fields | High correlation |
당월 인구수 (여자) is highly overall correlated with 전월 인구수 and 5 other fields | High correlation |
인구증감 (여자) is highly overall correlated with 인구증감 and 1 other fields | High correlation |
행정구역구분명 is highly overall correlated with 전월 인구수 and 5 other fields | High correlation |
행정구역구분명 is highly imbalanced (74.5%) | Imbalance |
전월 인구수 (남자) has 2453 (24.5%) missing values | Missing |
인구증감 (남자) has 2453 (24.5%) missing values | Missing |
전월 인구수 (여자) has 2453 (24.5%) missing values | Missing |
인구증감 (여자) has 2453 (24.5%) missing values | Missing |
전월 인구수 is highly skewed (γ1 = 21.73773219) | Skewed |
당월 인구수 is highly skewed (γ1 = 21.74551993) | Skewed |
인구증감 is highly skewed (γ1 = 93.4058153) | Skewed |
전월 인구수 (남자) is highly skewed (γ1 = 20.82959691) | Skewed |
당월 인구수 (남자) is highly skewed (γ1 = 21.75949658) | Skewed |
인구증감 (남자) is highly skewed (γ1 = 81.8275569) | Skewed |
전월 인구수 (여자) is highly skewed (γ1 = 20.8010307) | Skewed |
당월 인구수 (여자) is highly skewed (γ1 = 21.73012303) | Skewed |
인구증감 (여자) is highly skewed (γ1 = 81.87436298) | Skewed |
인구증감 has 128 (1.3%) zeros | Zeros |
인구증감 (남자) has 169 (1.7%) zeros | Zeros |
인구증감 (여자) has 169 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-04-11 02:48:54.420533 |
|---|---|
| Analysis finished | 2024-04-11 02:49:17.702288 |
| Duration | 23.28 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2016.914 |
| Minimum | 2010 |
|---|---|
| Maximum | 2024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 2010 |
|---|---|
| 5-th percentile | 2011 |
| Q1 | 2013 |
| median | 2017 |
| Q3 | 2020 |
| 95-th percentile | 2023 |
| Maximum | 2024 |
| Range | 14 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.9857989 |
|---|---|
| Coefficient of variation (CV) | 0.0019761868 |
| Kurtosis | -1.1779002 |
| Mean | 2016.914 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.0049261327 |
| Sum | 20169140 |
| Variance | 15.886593 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2023 | 759 | 7.6% |
| 2016 | 747 | 7.5% |
| 2013 | 743 | 7.4% |
| 2014 | 739 | 7.4% |
| 2018 | 737 | 7.4% |
| 2011 | 730 | 7.3% |
| 2022 | 727 | 7.3% |
| 2020 | 726 | 7.3% |
| 2021 | 726 | 7.3% |
| 2017 | 717 | 7.2% |
| Other values (5) | 2649 |
| Value | Count | Frequency (%) |
| 2010 | 341 | |
| 2011 | 730 | |
| 2012 | 696 | |
| 2013 | 743 | |
| 2014 | 739 | |
| 2015 | 711 | |
| 2016 | 747 | |
| 2017 | 717 | |
| 2018 | 737 | |
| 2019 | 714 |
| Value | Count | Frequency (%) |
| 2024 | 187 | 1.9% |
| 2023 | 759 | |
| 2022 | 727 | |
| 2021 | 726 | |
| 2020 | 726 | |
| 2019 | 714 | |
| 2018 | 737 | |
| 2017 | 717 | |
| 2016 | 747 | |
| 2015 | 711 |
월
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4995 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.4888131 |
|---|---|
| Coefficient of variation (CV) | 0.53678177 |
| Kurtosis | -1.231864 |
| Mean | 6.4995 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.0085971257 |
| Sum | 64995 |
| Variance | 12.171817 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1 | 887 | |
| 12 | 877 | |
| 10 | 871 | |
| 2 | 863 | |
| 6 | 834 | |
| 5 | 823 | |
| 9 | 822 | |
| 8 | 821 | |
| 7 | 818 | |
| 3 | 806 | |
| Other values (2) | 1578 |
| Value | Count | Frequency (%) |
| 1 | 887 | |
| 2 | 863 | |
| 3 | 806 | |
| 4 | 777 | |
| 5 | 823 | |
| 6 | 834 | |
| 7 | 818 | |
| 8 | 821 | |
| 9 | 822 | |
| 10 | 871 |
| Value | Count | Frequency (%) |
| 12 | 877 | |
| 11 | 801 | |
| 10 | 871 | |
| 9 | 822 | |
| 8 | 821 | |
| 7 | 818 | |
| 6 | 834 | |
| 5 | 823 | |
| 4 | 777 | |
| 3 | 806 |
행정구역구분명
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 156.2 KiB |
| 읍면동 | |
|---|---|
| 시군 | 520 |
| 구 | 307 |
| 도 | 18 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.883 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 읍면동 |
|---|---|
| 2nd row | 시군 |
| 3rd row | 읍면동 |
| 4th row | 읍면동 |
| 5th row | 읍면동 |
Common Values
| Value | Count | Frequency (%) |
| 읍면동 | 9155 | |
| 시군 | 520 | 5.2% |
| 구 | 307 | 3.1% |
| 도 | 18 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 읍면동 | 9155 | |
| 시군 | 520 | 5.2% |
| 구 | 307 | 3.1% |
| 도 | 18 | 0.2% |
행정구역명
Text
| Distinct | 1011 |
|---|---|
| Distinct (%) | 10.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 156.2 KiB |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 12.9288 |
| Min length | 3 |
Characters and Unicode
| Total characters | 129288 |
|---|---|
| Distinct characters | 214 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 167 ? |
|---|---|
| Unique (%) | 1.7% |
Sample
| 1st row | 경기도 양주시 회천1동 |
|---|---|
| 2nd row | 경기도 동두천시 |
| 3rd row | 경기도 포천시 군내면 |
| 4th row | 경기도 용인시 처인구 유림동 |
| 5th row | 경기도 수원시 장안구 조원2동 |
| Value | Count | Frequency (%) |
| 경기도 | 10000 | |
| 성남시 | 903 | 2.7% |
| 수원시 | 772 | 2.3% |
| 고양시 | 720 | 2.2% |
| 용인시 | 628 | 1.9% |
| 안양시 | 577 | 1.7% |
| 부천시 | 489 | 1.5% |
| 안산시 | 474 | 1.4% |
| 화성시 | 431 | 1.3% |
| 평택시 | 368 | 1.1% |
| Other values (676) | 17996 |
Most occurring characters
| Value | Count | Frequency (%) |
| 24507 | ||
| 기 | 10281 | 8.0% |
| 도 | 10167 | 7.9% |
| 경 | 10014 | 7.7% |
| 시 | 9732 | 7.5% |
| 동 | 7853 | 6.1% |
| 구 | 4533 | 3.5% |
| 양 | 2788 | 2.2% |
| 안 | 2434 | 1.9% |
| 성 | 1879 | 1.5% |
| Other values (204) | 45100 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 101362 | |
| Space Separator | 24507 | 19.0% |
| Decimal Number | 3419 | 2.6% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 기 | 10281 | 10.1% |
| 도 | 10167 | 10.0% |
| 경 | 10014 | 9.9% |
| 시 | 9732 | 9.6% |
| 동 | 7853 | 7.7% |
| 구 | 4533 | 4.5% |
| 양 | 2788 | 2.8% |
| 안 | 2434 | 2.4% |
| 성 | 1879 | 1.9% |
| 천 | 1769 | 1.7% |
| Other values (194) | 39912 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1291 | |
| 2 | 1248 | |
| 3 | 555 | |
| 4 | 142 | 4.2% |
| 6 | 53 | 1.6% |
| 7 | 42 | 1.2% |
| 5 | 40 | 1.2% |
| 9 | 27 | 0.8% |
| 8 | 21 | 0.6% |
Space Separator
| Value | Count | Frequency (%) |
| 24507 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 101362 | |
| Common | 27926 | 21.6% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 기 | 10281 | 10.1% |
| 도 | 10167 | 10.0% |
| 경 | 10014 | 9.9% |
| 시 | 9732 | 9.6% |
| 동 | 7853 | 7.7% |
| 구 | 4533 | 4.5% |
| 양 | 2788 | 2.8% |
| 안 | 2434 | 2.4% |
| 성 | 1879 | 1.9% |
| 천 | 1769 | 1.7% |
| Other values (194) | 39912 |
Common
| Value | Count | Frequency (%) |
| 24507 | ||
| 1 | 1291 | 4.6% |
| 2 | 1248 | 4.5% |
| 3 | 555 | 2.0% |
| 4 | 142 | 0.5% |
| 6 | 53 | 0.2% |
| 7 | 42 | 0.2% |
| 5 | 40 | 0.1% |
| 9 | 27 | 0.1% |
| 8 | 21 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 101362 | |
| ASCII | 27926 | 21.6% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 24507 | ||
| 1 | 1291 | 4.6% |
| 2 | 1248 | 4.5% |
| 3 | 555 | 2.0% |
| 4 | 142 | 0.5% |
| 6 | 53 | 0.2% |
| 7 | 42 | 0.2% |
| 5 | 40 | 0.1% |
| 9 | 27 | 0.1% |
| 8 | 21 | 0.1% |
Hangul
| Value | Count | Frequency (%) |
| 기 | 10281 | 10.1% |
| 도 | 10167 | 10.0% |
| 경 | 10014 | 9.9% |
| 시 | 9732 | 9.6% |
| 동 | 7853 | 7.7% |
| 구 | 4533 | 4.5% |
| 양 | 2788 | 2.8% |
| 안 | 2434 | 2.4% |
| 성 | 1879 | 1.9% |
| 천 | 1769 | 1.7% |
| Other values (194) | 39912 |
전월 인구수
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 9039 |
|---|---|
| Distinct (%) | 90.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77584.224 |
| Minimum | 0 |
|---|---|
| Maximum | 13600800 |
| Zeros | 30 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3634 |
| Q1 | 12278.75 |
| median | 22347.5 |
| Q3 | 35532.5 |
| 95-th percentile | 291461.2 |
| Maximum | 13600800 |
| Range | 13600800 |
| Interquartile range (IQR) | 23253.75 |
Descriptive statistics
| Standard deviation | 560267.57 |
|---|---|
| Coefficient of variation (CV) | 7.2214111 |
| Kurtosis | 495.86984 |
| Mean | 77584.224 |
| Median Absolute Deviation (MAD) | 11144 |
| Skewness | 21.737732 |
| Sum | 7.7584224 × 108 |
| Variance | 3.1389975 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 30 | 0.3% |
| 19127 | 4 | < 0.1% |
| 13394 | 4 | < 0.1% |
| 4575 | 4 | < 0.1% |
| 21497 | 4 | < 0.1% |
| 26397 | 4 | < 0.1% |
| 14351 | 4 | < 0.1% |
| 9812 | 3 | < 0.1% |
| 19703 | 3 | < 0.1% |
| 24848 | 3 | < 0.1% |
| Other values (9029) | 9937 |
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 56 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 144 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 162 | 1 | < 0.1% |
| 166 | 1 | < 0.1% |
| 167 | 2 | < 0.1% |
| 169 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13600800 | 1 | |
| 13581496 | 1 | |
| 13557973 | 1 | |
| 13530519 | 1 | |
| 13338020 | 1 | |
| 13288975 | 1 | |
| 13207219 | 1 | |
| 13061074 | 1 | |
| 13012486 | 1 | |
| 12925761 | 1 |
당월 인구수
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 9013 |
|---|---|
| Distinct (%) | 90.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77708.499 |
| Minimum | 0 |
|---|---|
| Maximum | 13603546 |
| Zeros | 25 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3643.45 |
| Q1 | 12319 |
| median | 22357 |
| Q3 | 35523 |
| 95-th percentile | 291415.75 |
| Maximum | 13603546 |
| Range | 13603546 |
| Interquartile range (IQR) | 23204 |
Descriptive statistics
| Standard deviation | 562178.65 |
|---|---|
| Coefficient of variation (CV) | 7.2344551 |
| Kurtosis | 496.06689 |
| Mean | 77708.499 |
| Median Absolute Deviation (MAD) | 11126 |
| Skewness | 21.74552 |
| Sum | 7.7708499 × 108 |
| Variance | 3.1604483 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 25 | 0.2% |
| 14361 | 5 | 0.1% |
| 26189 | 4 | < 0.1% |
| 13263 | 4 | < 0.1% |
| 24193 | 4 | < 0.1% |
| 4542 | 4 | < 0.1% |
| 26751 | 4 | < 0.1% |
| 4198 | 4 | < 0.1% |
| 15544 | 4 | < 0.1% |
| 14026 | 4 | < 0.1% |
| Other values (9003) | 9938 |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 56 | 2 | < 0.1% |
| 144 | 1 | < 0.1% |
| 150 | 1 | < 0.1% |
| 155 | 1 | < 0.1% |
| 161 | 1 | < 0.1% |
| 165 | 1 | < 0.1% |
| 167 | 2 | < 0.1% |
| 169 | 1 | < 0.1% |
| 171 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13603546 | 1 | |
| 13585967 | 1 | |
| 13565450 | 1 | |
| 13542284 | 1 | |
| 13351891 | 1 | |
| 13311254 | 1 | |
| 13218912 | 1 | |
| 13176011 | 1 | |
| 13077153 | 1 | |
| 13027338 | 1 |
인구증감
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 1242 |
|---|---|
| Distinct (%) | 12.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 124.2753 |
| Minimum | -45987 |
|---|---|
| Maximum | 616160 |
| Zeros | 128 |
| Zeros (%) | 1.3% |
| Negative | 5737 |
| Negative (%) | 57.4% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | -45987 |
|---|---|
| 5-th percentile | -152 |
| Q1 | -44 |
| median | -8 |
| Q3 | 24 |
| 95-th percentile | 441.05 |
| Maximum | 616160 |
| Range | 662147 |
| Interquartile range (IQR) | 68 |
Descriptive statistics
| Standard deviation | 6304.3439 |
|---|---|
| Coefficient of variation (CV) | 50.728857 |
| Kurtosis | 9122.6007 |
| Mean | 124.2753 |
| Median Absolute Deviation (MAD) | 34 |
| Skewness | 93.405815 |
| Sum | 1242753 |
| Variance | 39744752 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 128 | 1.3% |
| 2 | 123 | 1.2% |
| -3 | 105 | 1.1% |
| -6 | 104 | 1.0% |
| -7 | 103 | 1.0% |
| 1 | 102 | 1.0% |
| -4 | 98 | 1.0% |
| -12 | 95 | 0.9% |
| -16 | 94 | 0.9% |
| -2 | 93 | 0.9% |
| Other values (1232) | 8955 |
| Value | Count | Frequency (%) |
| -45987 | 1 | |
| -36168 | 1 | |
| -32047 | 1 | |
| -24804 | 1 | |
| -23979 | 1 | |
| -19207 | 1 | |
| -14882 | 1 | |
| -9187 | 1 | |
| -5531 | 1 | |
| -1640 | 1 |
| Value | Count | Frequency (%) |
| 616160 | 1 | |
| 67855 | 1 | |
| 24828 | 1 | |
| 22397 | 1 | |
| 22279 | 1 | |
| 18770 | 1 | |
| 18350 | 1 | |
| 16840 | 1 | |
| 16397 | 1 | |
| 16079 | 1 |
전월 인구수 (남자)
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 6519 |
|---|---|
| Distinct (%) | 86.4% |
| Missing | 2453 |
| Missing (%) | 24.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40181.994 |
| Minimum | 0 |
|---|---|
| Maximum | 6844167 |
| Zeros | 29 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1880.7 |
| Q1 | 6282.5 |
| median | 11150 |
| Q3 | 17689 |
| 95-th percentile | 143544.8 |
| Maximum | 6844167 |
| Range | 6844167 |
| Interquartile range (IQR) | 11406.5 |
Descriptive statistics
| Standard deviation | 299211.87 |
|---|---|
| Coefficient of variation (CV) | 7.4464166 |
| Kurtosis | 452.50542 |
| Mean | 40181.994 |
| Median Absolute Deviation (MAD) | 5487 |
| Skewness | 20.829597 |
| Sum | 3.0325351 × 108 |
| Variance | 8.9527742 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 29 | 0.3% |
| 7043 | 6 | 0.1% |
| 3526 | 5 | 0.1% |
| 7411 | 5 | 0.1% |
| 93 | 5 | 0.1% |
| 12823 | 4 | < 0.1% |
| 2495 | 4 | < 0.1% |
| 7937 | 4 | < 0.1% |
| 4778 | 4 | < 0.1% |
| 7176 | 4 | < 0.1% |
| Other values (6509) | 7477 | |
| (Missing) | 2453 | 24.5% |
| Value | Count | Frequency (%) |
| 0 | 29 | |
| 28 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 78 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 85 | 1 | < 0.1% |
| 86 | 1 | < 0.1% |
| 89 | 1 | < 0.1% |
| 90 | 1 | < 0.1% |
| 92 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6844167 | 1 | |
| 6835968 | 1 | |
| 6823931 | 1 | |
| 6810105 | 1 | |
| 6711047 | 1 | |
| 6684759 | 1 | |
| 6644899 | 1 | |
| 6569721 | 1 | |
| 6545752 | 1 | |
| 6501263 | 1 |
당월 인구수 (남자)
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 8321 |
|---|---|
| Distinct (%) | 83.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39066.333 |
| Minimum | 0 |
|---|---|
| Maximum | 6845505 |
| Zeros | 25 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1913.8 |
| Q1 | 6341.25 |
| median | 11220 |
| Q3 | 17692.5 |
| 95-th percentile | 143619 |
| Maximum | 6845505 |
| Range | 6845505 |
| Interquartile range (IQR) | 11351.25 |
Descriptive statistics
| Standard deviation | 282841.48 |
|---|---|
| Coefficient of variation (CV) | 7.2400315 |
| Kurtosis | 496.50419 |
| Mean | 39066.333 |
| Median Absolute Deviation (MAD) | 5452.5 |
| Skewness | 21.759497 |
| Sum | 3.9066333 × 108 |
| Variance | 7.9999305 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 25 | 0.2% |
| 7054 | 5 | 0.1% |
| 7070 | 5 | 0.1% |
| 3998 | 5 | 0.1% |
| 11307 | 4 | < 0.1% |
| 11277 | 4 | < 0.1% |
| 7315 | 4 | < 0.1% |
| 8255 | 4 | < 0.1% |
| 9937 | 4 | < 0.1% |
| 13405 | 4 | < 0.1% |
| Other values (8311) | 9936 |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 28 | 2 | < 0.1% |
| 78 | 1 | < 0.1% |
| 83 | 2 | < 0.1% |
| 86 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 90 | 1 | < 0.1% |
| 91 | 1 | < 0.1% |
| 92 | 2 | < 0.1% |
| 93 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 6845505 | 1 | |
| 6838396 | 1 | |
| 6827298 | 1 | |
| 6816449 | 1 | |
| 6717812 | 1 | |
| 6696531 | 1 | |
| 6650459 | 1 | |
| 6629105 | 1 | |
| 6577501 | 1 | |
| 6553196 | 1 |
인구증감 (남자)
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 823 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 2453 |
| Missing (%) | 24.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.247781 |
| Minimum | -22373 |
|---|---|
| Maximum | 306380 |
| Zeros | 169 |
| Zeros (%) | 1.7% |
| Negative | 4366 |
| Negative (%) | 43.7% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | -22373 |
|---|---|
| 5-th percentile | -86 |
| Q1 | -25 |
| median | -5 |
| Q3 | 12 |
| 95-th percentile | 210 |
| Maximum | 306380 |
| Range | 328753 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 3598.5606 |
|---|---|
| Coefficient of variation (CV) | 50.507687 |
| Kurtosis | 6960.6765 |
| Mean | 71.247781 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 81.827557 |
| Sum | 537707 |
| Variance | 12949638 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 169 | 1.7% |
| 1 | 139 | 1.4% |
| -3 | 137 | 1.4% |
| -2 | 132 | 1.3% |
| 2 | 132 | 1.3% |
| -1 | 127 | 1.3% |
| -8 | 127 | 1.3% |
| 4 | 120 | 1.2% |
| -9 | 117 | 1.2% |
| -12 | 116 | 1.2% |
| Other values (813) | 6231 | |
| (Missing) | 2453 | 24.5% |
| Value | Count | Frequency (%) |
| -22373 | 1 | |
| -17922 | 1 | |
| -12408 | 1 | |
| -11940 | 1 | |
| -9466 | 1 | |
| -4522 | 1 | |
| -2927 | 1 | |
| -838 | 1 | |
| -824 | 1 | |
| -726 | 1 |
| Value | Count | Frequency (%) |
| 306380 | 1 | |
| 33568 | 1 | |
| 13211 | 1 | |
| 11772 | 1 | |
| 10951 | 1 | |
| 9357 | 1 | |
| 9135 | 1 | |
| 8471 | 1 | |
| 8111 | 1 | |
| 7908 | 1 |
전월 인구수 (여자)
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 6499 |
|---|---|
| Distinct (%) | 86.1% |
| Missing | 2453 |
| Missing (%) | 24.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39771.041 |
| Minimum | 0 |
|---|---|
| Maximum | 6756633 |
| Zeros | 29 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1631.3 |
| Q1 | 5874.5 |
| median | 10968 |
| Q3 | 17737.5 |
| 95-th percentile | 146297.1 |
| Maximum | 6756633 |
| Range | 6756633 |
| Interquartile range (IQR) | 11863 |
Descriptive statistics
| Standard deviation | 295582.75 |
|---|---|
| Coefficient of variation (CV) | 7.4321101 |
| Kurtosis | 451.61566 |
| Mean | 39771.041 |
| Median Absolute Deviation (MAD) | 5689 |
| Skewness | 20.801031 |
| Sum | 3.0015204 × 108 |
| Variance | 8.7369164 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 29 | 0.3% |
| 12804 | 5 | 0.1% |
| 82 | 5 | 0.1% |
| 5300 | 5 | 0.1% |
| 13858 | 4 | < 0.1% |
| 13977 | 4 | < 0.1% |
| 6388 | 4 | < 0.1% |
| 11762 | 4 | < 0.1% |
| 7392 | 4 | < 0.1% |
| 14120 | 4 | < 0.1% |
| Other values (6489) | 7479 | |
| (Missing) | 2453 | 24.5% |
| Value | Count | Frequency (%) |
| 0 | 29 | |
| 28 | 2 | < 0.1% |
| 66 | 1 | < 0.1% |
| 68 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 76 | 2 | < 0.1% |
| 77 | 3 | < 0.1% |
| 80 | 2 | < 0.1% |
| 81 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 6756633 | 1 | |
| 6745528 | 1 | |
| 6734042 | 1 | |
| 6720414 | 1 | |
| 6626973 | 1 | |
| 6604216 | 1 | |
| 6562320 | 1 | |
| 6491353 | 1 | |
| 6466734 | 1 | |
| 6424498 | 1 |
당월 인구수 (여자)
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 8331 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38642.166 |
| Minimum | 0 |
|---|---|
| Maximum | 6758041 |
| Zeros | 25 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1679.95 |
| Q1 | 5974 |
| median | 11063 |
| Q3 | 17697 |
| 95-th percentile | 146094.05 |
| Maximum | 6758041 |
| Range | 6758041 |
| Interquartile range (IQR) | 11723 |
Descriptive statistics
| Standard deviation | 279343.2 |
|---|---|
| Coefficient of variation (CV) | 7.2289736 |
| Kurtosis | 495.58311 |
| Mean | 38642.166 |
| Median Absolute Deviation (MAD) | 5693.5 |
| Skewness | 21.730123 |
| Sum | 3.8642166 × 108 |
| Variance | 7.8032621 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 25 | 0.2% |
| 6404 | 5 | 0.1% |
| 82 | 5 | 0.1% |
| 2812 | 5 | 0.1% |
| 3227 | 5 | 0.1% |
| 7307 | 5 | 0.1% |
| 11446 | 4 | < 0.1% |
| 10426 | 4 | < 0.1% |
| 1270 | 4 | < 0.1% |
| 15777 | 4 | < 0.1% |
| Other values (8321) | 9934 |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 28 | 2 | < 0.1% |
| 66 | 1 | < 0.1% |
| 67 | 1 | < 0.1% |
| 72 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 76 | 1 | < 0.1% |
| 77 | 4 | < 0.1% |
| 78 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6758041 | 1 | |
| 6747571 | 1 | |
| 6738152 | 1 | |
| 6725835 | 1 | |
| 6634079 | 1 | |
| 6614723 | 1 | |
| 6568453 | 1 | |
| 6546906 | 1 | |
| 6499652 | 1 | |
| 6474142 | 1 |
인구증감 (여자)
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 788 |
|---|---|
| Distinct (%) | 10.4% |
| Missing | 2453 |
| Missing (%) | 24.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.405592 |
| Minimum | -23614 |
|---|---|
| Maximum | 309780 |
| Zeros | 169 |
| Zeros (%) | 1.7% |
| Negative | 4465 |
| Negative (%) | 44.6% |
| Memory size | 166.0 KiB |
Quantile statistics
| Minimum | -23614 |
|---|---|
| 5-th percentile | -82 |
| Q1 | -25 |
| median | -6 |
| Q3 | 11 |
| 95-th percentile | 211.7 |
| Maximum | 309780 |
| Range | 333394 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 3637.7282 |
|---|---|
| Coefficient of variation (CV) | 50.944584 |
| Kurtosis | 6966.672 |
| Mean | 71.405592 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 81.874363 |
| Sum | 538898 |
| Variance | 13233066 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 169 | 1.7% |
| -2 | 156 | 1.6% |
| -1 | 148 | 1.5% |
| 1 | 146 | 1.5% |
| -4 | 138 | 1.4% |
| -7 | 134 | 1.3% |
| -12 | 124 | 1.2% |
| -5 | 124 | 1.2% |
| -8 | 120 | 1.2% |
| -6 | 119 | 1.2% |
| Other values (778) | 6169 | |
| (Missing) | 2453 | 24.5% |
| Value | Count | Frequency (%) |
| -23614 | 1 | |
| -18246 | 1 | |
| -12864 | 1 | |
| -11571 | 1 | |
| -9741 | 1 | |
| -4665 | 1 | |
| -2604 | 1 | |
| -815 | 1 | |
| -802 | 1 | |
| -774 | 1 |
| Value | Count | Frequency (%) |
| 309780 | 1 | |
| 34287 | 1 | |
| 11617 | 1 | |
| 11446 | 1 | |
| 10507 | 1 | |
| 9413 | 1 | |
| 9215 | 1 | |
| 8369 | 1 | |
| 8299 | 1 | |
| 8286 | 1 |
| 연도 | 월 | 행정구역구분명 | 전월 인구수 | 당월 인구수 | 인구증감 | 전월 인구수 (남자) | 당월 인구수 (남자) | 인구증감 (남자) | 전월 인구수 (여자) | 당월 인구수 (여자) | 인구증감 (여자) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.113 | 0.038 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.011 |
| 월 | 0.113 | 1.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | 0.037 |
| 행정구역구분명 | 0.038 | 0.000 | 1.000 | 0.676 | 0.676 | 0.195 | 1.000 | 0.676 | 0.213 | 1.000 | 0.676 | 0.213 |
| 전월 인구수 | 0.000 | 0.000 | 0.676 | 1.000 | 1.000 | 0.501 | 0.999 | 1.000 | 0.175 | 0.999 | 1.000 | 0.175 |
| 당월 인구수 | 0.000 | 0.000 | 0.676 | 1.000 | 1.000 | 0.501 | 0.999 | 1.000 | 0.175 | 0.999 | 1.000 | 0.175 |
| 인구증감 | 0.018 | 0.030 | 0.195 | 0.501 | 0.501 | 1.000 | 0.175 | 0.501 | 1.000 | 0.175 | 0.501 | 1.000 |
| 전월 인구수 (남자) | 0.000 | 0.000 | 1.000 | 0.999 | 0.999 | 0.175 | 1.000 | 0.999 | 0.175 | 0.999 | 0.999 | 0.175 |
| 당월 인구수 (남자) | 0.000 | 0.000 | 0.676 | 1.000 | 1.000 | 0.501 | 0.999 | 1.000 | 0.175 | 0.999 | 1.000 | 0.175 |
| 인구증감 (남자) | 0.011 | 0.037 | 0.213 | 0.175 | 0.175 | 1.000 | 0.175 | 0.175 | 1.000 | 0.175 | 0.175 | 1.000 |
| 전월 인구수 (여자) | 0.000 | 0.000 | 1.000 | 0.999 | 0.999 | 0.175 | 0.999 | 0.999 | 0.175 | 1.000 | 0.999 | 0.175 |
| 당월 인구수 (여자) | 0.000 | 0.000 | 0.676 | 1.000 | 1.000 | 0.501 | 0.999 | 1.000 | 0.175 | 0.999 | 1.000 | 0.175 |
| 인구증감 (여자) | 0.011 | 0.037 | 0.213 | 0.175 | 0.175 | 1.000 | 0.175 | 0.175 | 1.000 | 0.175 | 0.175 | 1.000 |
| 연도 | 월 | 전월 인구수 | 당월 인구수 | 인구증감 | 전월 인구수 (남자) | 당월 인구수 (남자) | 인구증감 (남자) | 전월 인구수 (여자) | 당월 인구수 (여자) | 인구증감 (여자) | 행정구역구분명 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | -0.101 | 0.001 | 0.001 | -0.128 | 0.010 | 0.001 | -0.083 | 0.009 | 0.000 | -0.084 | 0.024 |
| 월 | -0.101 | 1.000 | 0.003 | 0.003 | 0.017 | 0.008 | 0.003 | 0.015 | 0.009 | 0.003 | 0.009 | 0.000 |
| 전월 인구수 | 0.001 | 0.003 | 1.000 | 0.999 | 0.003 | 0.999 | 0.998 | -0.040 | 0.999 | 0.998 | -0.027 | 0.707 |
| 당월 인구수 | 0.001 | 0.003 | 0.999 | 1.000 | 0.011 | 0.997 | 0.999 | -0.031 | 0.997 | 0.999 | -0.018 | 0.707 |
| 인구증감 | -0.128 | 0.017 | 0.003 | 0.011 | 1.000 | -0.040 | 0.011 | 0.939 | -0.040 | 0.011 | 0.935 | 0.185 |
| 전월 인구수 (남자) | 0.010 | 0.008 | 0.999 | 0.997 | -0.040 | 1.000 | 0.998 | -0.039 | 0.995 | 0.993 | -0.027 | 1.000 |
| 당월 인구수 (남자) | 0.001 | 0.003 | 0.998 | 0.999 | 0.011 | 0.998 | 1.000 | -0.030 | 0.993 | 0.995 | -0.019 | 0.707 |
| 인구증감 (남자) | -0.083 | 0.015 | -0.040 | -0.031 | 0.939 | -0.039 | -0.030 | 1.000 | -0.041 | -0.032 | 0.780 | 0.203 |
| 전월 인구수 (여자) | 0.009 | 0.009 | 0.999 | 0.997 | -0.040 | 0.995 | 0.993 | -0.041 | 1.000 | 0.999 | -0.026 | 1.000 |
| 당월 인구수 (여자) | 0.000 | 0.003 | 0.998 | 0.999 | 0.011 | 0.993 | 0.995 | -0.032 | 0.999 | 1.000 | -0.017 | 0.707 |
| 인구증감 (여자) | -0.084 | 0.009 | -0.027 | -0.018 | 0.935 | -0.027 | -0.019 | 0.780 | -0.026 | -0.017 | 1.000 | 0.203 |
| 행정구역구분명 | 0.024 | 0.000 | 0.707 | 0.707 | 0.185 | 1.000 | 0.707 | 0.203 | 1.000 | 0.707 | 0.203 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| 연도 | 월 | 행정구역구분명 | 행정구역명 | 전월 인구수 | 당월 인구수 | 인구증감 | 전월 인구수 (남자) | 당월 인구수 (남자) | 인구증감 (남자) | 전월 인구수 (여자) | 당월 인구수 (여자) | 인구증감 (여자) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 74278 | 2014 | 2 | 읍면동 | 경기도 양주시 회천1동 | 7747 | 7756 | 9 | 4097 | 4115 | 18 | 3650 | 3641 | -9 |
| 4641 | 2023 | 8 | 시군 | 경기도 동두천시 | 89316 | 89174 | -142 | 44529 | 44450 | -79 | 44787 | 44724 | -63 |
| 31286 | 2020 | 1 | 읍면동 | 경기도 포천시 군내면 | 8745 | 8716 | -29 | 4700 | 4683 | -17 | 4045 | 4033 | -12 |
| 74958 | 2014 | 1 | 읍면동 | 경기도 용인시 처인구 유림동 | 32930 | 32798 | -132 | 16719 | 16666 | -53 | 16211 | 16132 | -79 |
| 23215 | 2021 | 2 | 읍면동 | 경기도 수원시 장안구 조원2동 | 19103 | 19057 | -46 | 9214 | 9188 | -26 | 9889 | 9869 | -20 |
| 58039 | 2016 | 5 | 읍면동 | 경기도 포천시 소흘읍 | 47324 | 47309 | -15 | 24067 | 24069 | 2 | 23257 | 23240 | -17 |
| 14657 | 2022 | 4 | 읍면동 | 경기도 수원시 권선구 서둔동 | 37880 | 37909 | 29 | 19296 | 19291 | -5 | 18584 | 18618 | 34 |
| 87242 | 2012 | 4 | 읍면동 | 경기도 부천시 원미구 상동 | 21124 | 21108 | -16 | <NA> | 10423 | <NA> | <NA> | 10685 | <NA> |
| 29597 | 2020 | 3 | 읍면동 | 경기도 고양시 일산서구 송산동 | 51511 | 51769 | 258 | 25412 | 25523 | 111 | 26099 | 26246 | 147 |
| 68067 | 2014 | 12 | 읍면동 | 경기도 성남시 수정구 신흥2동 | 29685 | 29657 | -28 | 14987 | 14972 | -15 | 14698 | 14685 | -13 |
| 연도 | 월 | 행정구역구분명 | 행정구역명 | 전월 인구수 | 당월 인구수 | 인구증감 | 전월 인구수 (남자) | 당월 인구수 (남자) | 인구증감 (남자) | 전월 인구수 (여자) | 당월 인구수 (여자) | 인구증감 (여자) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 48358 | 2017 | 8 | 구 | 경기도 고양시 일산동구 | 293742 | 293729 | -13 | 143434 | 143428 | -6 | 150308 | 150301 | -7 |
| 43175 | 2018 | 5 | 읍면동 | 경기도 안성시 금광면 | 8205 | 8185 | -20 | 4061 | 4050 | -11 | 4144 | 4135 | -9 |
| 20314 | 2021 | 7 | 읍면동 | 경기도 양평군 강상면 | 10506 | 10504 | -2 | 5211 | 5211 | 0 | 5295 | 5293 | -2 |
| 39344 | 2018 | 11 | 읍면동 | 경기도 부천시 역곡3동 | 23754 | 23669 | -85 | 11619 | 11577 | -42 | 12135 | 12092 | -43 |
| 60491 | 2016 | 1 | 읍면동 | 경기도 포천시 영중면 | 5524 | 5522 | -2 | 2956 | 2962 | 6 | 2568 | 2560 | -8 |
| 78855 | 2013 | 6 | 구 | 경기도 부천시 오정구 | 191043 | 190707 | -336 | <NA> | 97084 | <NA> | <NA> | 93623 | <NA> |
| 63480 | 2015 | 8 | 읍면동 | 경기도 이천시 마장면 | 8736 | 8801 | 65 | 4848 | 4899 | 51 | 3888 | 3902 | 14 |
| 18611 | 2021 | 10 | 읍면동 | 경기도 이천시 장호원읍 | 14576 | 14584 | 8 | 7411 | 7410 | -1 | 7165 | 7174 | 9 |
| 24068 | 2021 | 1 | 읍면동 | 경기도 파주시 금촌2동 | 33158 | 33156 | -2 | 16262 | 16230 | -32 | 16896 | 16926 | 30 |
| 64642 | 2015 | 6 | 읍면동 | 경기도 용인시 기흥구 동백동 | 76695 | 76981 | 286 | 37631 | 37787 | 156 | 39064 | 39194 | 130 |