Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 36 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.5 KiB |
| Average record size in memory | 128.7 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 12 |
| Text | 1 |
Dataset
| Description | 기타 가축통계(산양) |
|---|---|
| Author | 농림축산식품부 |
| URL | https://data.mafra.go.kr/opendata/data/indexOpenDataDetail.do?data_id=20220216000000001949 |
2013 has constant value "" | Constant |
1 is highly overall correlated with 82575 and 9 other fields | High correlation |
82575 is highly overall correlated with 1 and 10 other fields | High correlation |
58853 is highly overall correlated with 1 and 10 other fields | High correlation |
12411 is highly overall correlated with 1 and 10 other fields | High correlation |
5343 is highly overall correlated with 1 and 10 other fields | High correlation |
2076 is highly overall correlated with 1 and 10 other fields | High correlation |
1757 is highly overall correlated with 1 and 10 other fields | High correlation |
1431 is highly overall correlated with 1 and 10 other fields | High correlation |
635 is highly overall correlated with 1 and 10 other fields | High correlation |
55 is highly overall correlated with 1 and 10 other fields | High correlation |
12 is highly overall correlated with 1 and 10 other fields | High correlation |
2 is highly overall correlated with 82575 and 9 other fields | High correlation |
1 has unique values | Unique |
'94 has unique values | Unique |
82575 has 2 (5.6%) zeros | Zeros |
58853 has 3 (8.3%) zeros | Zeros |
12411 has 3 (8.3%) zeros | Zeros |
5343 has 3 (8.3%) zeros | Zeros |
2076 has 2 (5.6%) zeros | Zeros |
1757 has 3 (8.3%) zeros | Zeros |
1431 has 3 (8.3%) zeros | Zeros |
635 has 3 (8.3%) zeros | Zeros |
55 has 8 (22.2%) zeros | Zeros |
12 has 10 (27.8%) zeros | Zeros |
2 has 13 (36.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-11 03:32:46.650627 |
|---|---|
| Analysis finished | 2023-12-11 03:33:02.066359 |
| Duration | 15.42 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
2013
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 420.0 B |
| 2013 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2013 |
|---|---|
| 2nd row | 2013 |
| 3rd row | 2013 |
| 4th row | 2013 |
| 5th row | 2013 |
Common Values
| Value | Count | Frequency (%) |
| 2013 | 36 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2013 | 36 |
1
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 36 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.5 |
| Minimum | 2 |
|---|---|
| Maximum | 37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3.75 |
| Q1 | 10.75 |
| median | 19.5 |
| Q3 | 28.25 |
| 95-th percentile | 35.25 |
| Maximum | 37 |
| Range | 35 |
| Interquartile range (IQR) | 17.5 |
Descriptive statistics
| Standard deviation | 10.535654 |
|---|---|
| Coefficient of variation (CV) | 0.54028994 |
| Kurtosis | -1.2 |
| Mean | 19.5 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0 |
| Sum | 702 |
| Variance | 111 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 2 | 1 | 2.8% |
| 21 | 1 | 2.8% |
| 23 | 1 | 2.8% |
| 24 | 1 | 2.8% |
| 25 | 1 | 2.8% |
| 26 | 1 | 2.8% |
| 27 | 1 | 2.8% |
| 28 | 1 | 2.8% |
| 29 | 1 | 2.8% |
| 30 | 1 | 2.8% |
| Other values (26) | 26 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 37 | 1 | |
| 36 | 1 | |
| 35 | 1 | |
| 34 | 1 | |
| 33 | 1 | |
| 32 | 1 | |
| 31 | 1 | |
| 30 | 1 | |
| 29 | 1 | |
| 28 | 1 |
'94
Text
UNIQUE
| Distinct | 36 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 420.0 B |
Length
| Max length | 6 |
|---|---|
| Median length | 4.5 |
| Mean length | 2.6111111 |
| Min length | 2 |
Characters and Unicode
| Total characters | 94 |
|---|---|
| Distinct characters | 34 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 3 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 36 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | '95 |
|---|---|
| 2nd row | '96 |
| 3rd row | '97 |
| 4th row | '98 |
| 5th row | '99 |
| Value | Count | Frequency (%) |
| 95 | 1 | 2.8% |
| 96 | 1 | 2.8% |
| 경기 | 1 | 2.8% |
| 부산 | 1 | 2.8% |
| 대구 | 1 | 2.8% |
| 인천 | 1 | 2.8% |
| 광주 | 1 | 2.8% |
| 대전 | 1 | 2.8% |
| 울산 | 1 | 2.8% |
| 강원 | 1 | 2.8% |
| Other values (26) | 26 |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 18 | |
| 0 | 12 | 12.8% |
| 1 | 7 | 7.4% |
| 9 | 7 | 7.4% |
| 경 | 3 | 3.2% |
| 북 | 3 | 3.2% |
| 2 | 3 | 3.2% |
| 남 | 3 | 3.2% |
| 전 | 3 | 3.2% |
| 8 | 2 | 2.1% |
| Other values (24) | 33 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 40 | |
| Other Letter | 34 | |
| Other Punctuation | 19 | |
| Initial Punctuation | 1 | 1.1% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 경 | 3 | 8.8% |
| 북 | 3 | 8.8% |
| 남 | 3 | 8.8% |
| 전 | 3 | 8.8% |
| 주 | 2 | 5.9% |
| 충 | 2 | 5.9% |
| 울 | 2 | 5.9% |
| 산 | 2 | 5.9% |
| 대 | 2 | 5.9% |
| 세 | 1 | 2.9% |
| Other values (11) | 11 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 1 | 7 | |
| 9 | 7 | |
| 2 | 3 | 7.5% |
| 8 | 2 | 5.0% |
| 7 | 2 | 5.0% |
| 3 | 2 | 5.0% |
| 6 | 2 | 5.0% |
| 5 | 2 | 5.0% |
| 4 | 1 | 2.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 18 | |
| . | 1 | 5.3% |
Initial Punctuation
| Value | Count | Frequency (%) |
| ‘ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 60 | |
| Hangul | 34 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 경 | 3 | 8.8% |
| 북 | 3 | 8.8% |
| 남 | 3 | 8.8% |
| 전 | 3 | 8.8% |
| 주 | 2 | 5.9% |
| 충 | 2 | 5.9% |
| 울 | 2 | 5.9% |
| 산 | 2 | 5.9% |
| 대 | 2 | 5.9% |
| 세 | 1 | 2.9% |
| Other values (11) | 11 |
Common
| Value | Count | Frequency (%) |
| ' | 18 | |
| 0 | 12 | |
| 1 | 7 | 11.7% |
| 9 | 7 | 11.7% |
| 2 | 3 | 5.0% |
| 8 | 2 | 3.3% |
| 7 | 2 | 3.3% |
| 3 | 2 | 3.3% |
| 6 | 2 | 3.3% |
| 5 | 2 | 3.3% |
| Other values (3) | 3 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 59 | |
| Hangul | 34 | |
| Punctuation | 1 | 1.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| ' | 18 | |
| 0 | 12 | |
| 1 | 7 | 11.9% |
| 9 | 7 | 11.9% |
| 2 | 3 | 5.1% |
| 8 | 2 | 3.4% |
| 7 | 2 | 3.4% |
| 3 | 2 | 3.4% |
| 6 | 2 | 3.4% |
| 5 | 2 | 3.4% |
| Other values (2) | 2 | 3.4% |
Hangul
| Value | Count | Frequency (%) |
| 경 | 3 | 8.8% |
| 북 | 3 | 8.8% |
| 남 | 3 | 8.8% |
| 전 | 3 | 8.8% |
| 주 | 2 | 5.9% |
| 충 | 2 | 5.9% |
| 울 | 2 | 5.9% |
| 산 | 2 | 5.9% |
| 대 | 2 | 5.9% |
| 세 | 1 | 2.9% |
| Other values (11) | 11 |
Punctuation
| Value | Count | Frequency (%) |
| ‘ | 1 |
82575
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 35 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21448.361 |
| Minimum | 0 |
|---|---|
| Maximum | 82719 |
| Zeros | 2 |
| Zeros (%) | 5.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 202.25 |
| median | 11316.5 |
| Q3 | 41988.75 |
| 95-th percentile | 67157.75 |
| Maximum | 82719 |
| Range | 82719 |
| Interquartile range (IQR) | 41786.5 |
Descriptive statistics
| Standard deviation | 25422.555 |
|---|---|
| Coefficient of variation (CV) | 1.1852913 |
| Kurtosis | -0.4070645 |
| Mean | 21448.361 |
| Median Absolute Deviation (MAD) | 11282 |
| Skewness | 0.91906433 |
| Sum | 772141 |
| Variance | 6.463063 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 0 | 2 | 5.6% |
| 76037 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| 79 | 1 | 2.8% |
| 65 | 1 | 2.8% |
| 18 | 1 | 2.8% |
| 101 | 1 | 2.8% |
| 236 | 1 | 2.8% |
| 624 | 1 | 2.8% |
| 82719 | 1 | 2.8% |
| Other values (25) | 25 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 4 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 51 | 1 | |
| 65 | 1 | |
| 79 | 1 | |
| 101 | 1 | |
| 236 | 1 | |
| 624 | 1 |
| Value | Count | Frequency (%) |
| 82719 | 1 | |
| 76037 | 1 | |
| 64198 | 1 | |
| 59775 | 1 | |
| 54171 | 1 | |
| 51585 | 1 | |
| 50824 | 1 | |
| 45231 | 1 | |
| 43008 | 1 | |
| 41649 | 1 |
58853
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 34 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13424.194 |
| Minimum | 0 |
|---|---|
| Maximum | 57020 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 45 |
| median | 4918.5 |
| Q3 | 24018.75 |
| 95-th percentile | 45699.75 |
| Maximum | 57020 |
| Range | 57020 |
| Interquartile range (IQR) | 23973.75 |
Descriptive statistics
| Standard deviation | 17149.336 |
|---|---|
| Coefficient of variation (CV) | 1.2774946 |
| Kurtosis | 0.10017784 |
| Mean | 13424.194 |
| Median Absolute Deviation (MAD) | 4916 |
| Skewness | 1.1253857 |
| Sum | 483271 |
| Variance | 2.9409972 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 0 | 3 | 8.3% |
| 424 | 1 | 2.8% |
| 13 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 3 | 1 | 2.8% |
| 18 | 1 | 2.8% |
| 54 | 1 | 2.8% |
| 233 | 1 | 2.8% |
| 57020 | 1 | 2.8% |
| 4356 | 1 | 2.8% |
| Other values (24) | 24 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 2 | 1 | 2.8% |
| 3 | 1 | 2.8% |
| 13 | 1 | 2.8% |
| 15 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 18 | 1 | 2.8% |
| 54 | 1 | 2.8% |
| 233 | 1 | 2.8% |
| 424 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 57020 | 1 | |
| 52458 | 1 | |
| 43447 | 1 | |
| 40614 | 1 | |
| 36874 | 1 | |
| 34733 | 1 | |
| 34058 | 1 | |
| 28834 | 1 | |
| 25854 | 1 | |
| 23407 | 1 |
12411
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 33 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3768.2222 |
| Minimum | 0 |
|---|---|
| Maximum | 13297 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 33.25 |
| median | 2378 |
| Q3 | 7984.75 |
| 95-th percentile | 10526.5 |
| Maximum | 13297 |
| Range | 13297 |
| Interquartile range (IQR) | 7951.5 |
Descriptive statistics
| Standard deviation | 4192.8962 |
|---|---|
| Coefficient of variation (CV) | 1.1126988 |
| Kurtosis | -0.95574202 |
| Mean | 3768.2222 |
| Median Absolute Deviation (MAD) | 2373.5 |
| Skewness | 0.68795998 |
| Sum | 135656 |
| Variance | 17580379 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 3 | 8.3% |
| 8391 | 2 | 5.6% |
| 13297 | 1 | 2.8% |
| 341 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 1 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 37 | 1 | 2.8% |
| 163 | 1 | 2.8% |
| 220 | 1 | 2.8% |
| Other values (23) | 23 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 1 | 2.8% |
| 2 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 22 | 1 | 2.8% |
| 37 | 1 | 2.8% |
| 163 | 1 | 2.8% |
| 220 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 13297 | 1 | |
| 11803 | 1 | |
| 10101 | 1 | |
| 9394 | 1 | |
| 8803 | 1 | |
| 8391 | 2 | |
| 8276 | 1 | |
| 8137 | 1 | |
| 7934 | 1 | |
| 7923 | 1 |
5343
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 33 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1843.0556 |
| Minimum | 0 |
|---|---|
| Maximum | 5591 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 39.25 |
| median | 1572.5 |
| Q3 | 3811 |
| 95-th percentile | 4670.75 |
| Maximum | 5591 |
| Range | 5591 |
| Interquartile range (IQR) | 3771.75 |
Descriptive statistics
| Standard deviation | 1925.4586 |
|---|---|
| Coefficient of variation (CV) | 1.04471 |
| Kurtosis | -1.403146 |
| Mean | 1843.0556 |
| Median Absolute Deviation (MAD) | 1562 |
| Skewness | 0.48497421 |
| Sum | 66350 |
| Variance | 3707391 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 3 | 8.3% |
| 229 | 2 | 5.6% |
| 87 | 1 | 2.8% |
| 14 | 1 | 2.8% |
| 13 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| 25 | 1 | 2.8% |
| 44 | 1 | 2.8% |
| 5591 | 1 | 2.8% |
| 5099 | 1 | 2.8% |
| Other values (23) | 23 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 3 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| 8 | 1 | 2.8% |
| 13 | 1 | 2.8% |
| 14 | 1 | 2.8% |
| 25 | 1 | 2.8% |
| 44 | 1 | 2.8% |
| 87 | 1 | 2.8% |
| 119 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 5591 | 1 | |
| 5099 | 1 | |
| 4528 | 1 | |
| 4506 | 1 | |
| 4505 | 1 | |
| 4220 | 1 | |
| 4063 | 1 | |
| 3876 | 1 | |
| 3820 | 1 | |
| 3808 | 1 |
2076
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 34 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 758.02778 |
| Minimum | 0 |
|---|---|
| Maximum | 2229 |
| Zeros | 2 |
| Zeros (%) | 5.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.75 |
| Q1 | 19 |
| median | 701 |
| Q3 | 1539 |
| 95-th percentile | 1873.75 |
| Maximum | 2229 |
| Range | 2229 |
| Interquartile range (IQR) | 1520 |
Descriptive statistics
| Standard deviation | 768.27556 |
|---|---|
| Coefficient of variation (CV) | 1.013519 |
| Kurtosis | -1.4874863 |
| Mean | 758.02778 |
| Median Absolute Deviation (MAD) | 693 |
| Skewness | 0.39998876 |
| Sum | 27289 |
| Variance | 590247.34 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 0 | 2 | 5.6% |
| 4 | 2 | 5.6% |
| 37 | 1 | 2.8% |
| 1 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 3 | 1 | 2.8% |
| 13 | 1 | 2.8% |
| 20 | 1 | 2.8% |
| 2229 | 1 | 2.8% |
| Other values (24) | 24 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 1 | |
| 3 | 1 | |
| 4 | 2 | |
| 12 | 1 | |
| 13 | 1 | |
| 16 | 1 | |
| 20 | 1 | |
| 37 | 1 | |
| 70 | 1 |
| Value | Count | Frequency (%) |
| 2229 | 1 | |
| 2020 | 1 | |
| 1825 | 1 | |
| 1770 | 1 | |
| 1748 | 1 | |
| 1707 | 1 | |
| 1610 | 1 | |
| 1579 | 1 | |
| 1578 | 1 | |
| 1526 | 1 |
1757
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 32 |
|---|---|
| Distinct (%) | 88.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 687.77778 |
| Minimum | 0 |
|---|---|
| Maximum | 1870 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 29 |
| median | 630.5 |
| Q3 | 1396 |
| 95-th percentile | 1764 |
| Maximum | 1870 |
| Range | 1870 |
| Interquartile range (IQR) | 1367 |
Descriptive statistics
| Standard deviation | 701.53766 |
|---|---|
| Coefficient of variation (CV) | 1.0200063 |
| Kurtosis | -1.5375534 |
| Mean | 687.77778 |
| Median Absolute Deviation (MAD) | 624 |
| Skewness | 0.40754379 |
| Sum | 24760 |
| Variance | 492155.09 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 0 | 3 | 8.3% |
| 90 | 2 | 5.6% |
| 74 | 2 | 5.6% |
| 1870 | 1 | 2.8% |
| 708 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 67 | 1 | 2.8% |
| 80 | 1 | 2.8% |
| 52 | 1 | 2.8% |
| 35 | 1 | 2.8% |
| Other values (22) | 22 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 1 | 2.8% |
| 3 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 8 | 1 | 2.8% |
| 9 | 1 | 2.8% |
| 11 | 1 | 2.8% |
| 35 | 1 | 2.8% |
| 52 | 1 | 2.8% |
| 67 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 1870 | 1 | |
| 1860 | 1 | |
| 1732 | 1 | |
| 1655 | 1 | |
| 1629 | 1 | |
| 1621 | 1 | |
| 1531 | 1 | |
| 1479 | 1 | |
| 1435 | 1 | |
| 1383 | 1 |
1431
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 34 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 555.97222 |
| Minimum | 0 |
|---|---|
| Maximum | 1703 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 19.75 |
| median | 485 |
| Q3 | 1108.5 |
| 95-th percentile | 1541.5 |
| Maximum | 1703 |
| Range | 1703 |
| Interquartile range (IQR) | 1088.75 |
Descriptive statistics
| Standard deviation | 581.1805 |
|---|---|
| Coefficient of variation (CV) | 1.0453409 |
| Kurtosis | -1.2268825 |
| Mean | 555.97222 |
| Median Absolute Deviation (MAD) | 481.5 |
| Skewness | 0.54226288 |
| Sum | 20015 |
| Variance | 337770.77 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 0 | 3 | 8.3% |
| 78 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| 2 | 1 | 2.8% |
| 10 | 1 | 2.8% |
| 27 | 1 | 2.8% |
| 23 | 1 | 2.8% |
| 1703 | 1 | 2.8% |
| 496 | 1 | 2.8% |
| Other values (24) | 24 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 1 | 2.8% |
| 2 | 1 | 2.8% |
| 3 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 10 | 1 | 2.8% |
| 23 | 1 | 2.8% |
| 27 | 1 | 2.8% |
| 47 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 1703 | 1 | |
| 1651 | 1 | |
| 1505 | 1 | |
| 1333 | 1 | |
| 1331 | 1 | |
| 1263 | 1 | |
| 1156 | 1 | |
| 1153 | 1 | |
| 1149 | 1 | |
| 1095 | 1 |
635
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 31 |
|---|---|
| Distinct (%) | 86.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 348.19444 |
| Minimum | 0 |
|---|---|
| Maximum | 1032 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14 |
| median | 323.5 |
| Q3 | 645.5 |
| 95-th percentile | 939.75 |
| Maximum | 1032 |
| Range | 1032 |
| Interquartile range (IQR) | 631.5 |
Descriptive statistics
| Standard deviation | 347.0733 |
|---|---|
| Coefficient of variation (CV) | 0.99678012 |
| Kurtosis | -1.3155014 |
| Mean | 348.19444 |
| Median Absolute Deviation (MAD) | 311.5 |
| Skewness | 0.43328588 |
| Sum | 12535 |
| Variance | 120459.88 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 2 | 3 | 8.3% |
| 0 | 3 | 8.3% |
| 4 | 2 | 5.6% |
| 937 | 1 | 2.8% |
| 1032 | 1 | 2.8% |
| 44 | 1 | 2.8% |
| 93 | 1 | 2.8% |
| 66 | 1 | 2.8% |
| 48 | 1 | 2.8% |
| 35 | 1 | 2.8% |
| Other values (21) | 21 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 2 | 3 | |
| 4 | 2 | |
| 8 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 25 | 1 | 2.8% |
| 35 | 1 | 2.8% |
| 44 | 1 | 2.8% |
| 48 | 1 | 2.8% |
| 51 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 1032 | 1 | |
| 948 | 1 | |
| 937 | 1 | |
| 789 | 1 | |
| 764 | 1 | |
| 757 | 1 | |
| 753 | 1 | |
| 736 | 1 | |
| 692 | 1 | |
| 630 | 1 |
55
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 26 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.472222 |
| Minimum | 0 |
|---|---|
| Maximum | 103 |
| Zeros | 8 |
| Zeros (%) | 22.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.75 |
| median | 56.5 |
| Q3 | 80.25 |
| 95-th percentile | 96 |
| Maximum | 103 |
| Range | 103 |
| Interquartile range (IQR) | 78.5 |
Descriptive statistics
| Standard deviation | 39.073912 |
|---|---|
| Coefficient of variation (CV) | 0.89882482 |
| Kurtosis | -1.7633627 |
| Mean | 43.472222 |
| Median Absolute Deviation (MAD) | 39.5 |
| Skewness | 0.083602179 |
| Sum | 1565 |
| Variance | 1526.7706 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 59 | 2 | 5.6% |
| 91 | 2 | 5.6% |
| 2 | 2 | 5.6% |
| 68 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 13 | 1 | 2.8% |
| 24 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 8 | 1 | 2.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 1 | 1 | 2.8% |
| 2 | 2 | 5.6% |
| 5 | 1 | 2.8% |
| 8 | 1 | 2.8% |
| 10 | 1 | 2.8% |
| 13 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 24 | 1 | 2.8% |
| 56 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 103 | 1 | |
| 99 | 1 | |
| 95 | 1 | |
| 92 | 1 | |
| 91 | 2 | |
| 89 | 1 | |
| 86 | 1 | |
| 81 | 1 | |
| 80 | 1 | |
| 79 | 1 |
12
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 22 |
|---|---|
| Distinct (%) | 61.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.722222 |
| Minimum | 0 |
|---|---|
| Maximum | 53 |
| Zeros | 10 |
| Zeros (%) | 27.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 12 |
| Q3 | 25 |
| 95-th percentile | 45.5 |
| Maximum | 53 |
| Range | 53 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 15.882805 |
|---|---|
| Coefficient of variation (CV) | 1.0102137 |
| Kurtosis | -0.38366975 |
| Mean | 15.722222 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.78182432 |
| Sum | 566 |
| Variance | 252.26349 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 12 | 3 | 8.3% |
| 23 | 2 | 5.6% |
| 35 | 2 | 5.6% |
| 2 | 2 | 5.6% |
| 24 | 1 | 2.8% |
| 6 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 14 | 1 | 2.8% |
| 1 | 1 | 2.8% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 1 | 1 | 2.8% |
| 2 | 2 | 5.6% |
| 6 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 9 | 1 | 2.8% |
| 12 | 3 | 8.3% |
| 14 | 1 | 2.8% |
| 16 | 1 | 2.8% |
| 17 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 53 | 1 | |
| 50 | 1 | |
| 44 | 1 | |
| 39 | 1 | |
| 35 | 2 | |
| 32 | 1 | |
| 31 | 1 | |
| 28 | 1 | |
| 24 | 1 | |
| 23 | 2 |
2
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 13 |
|---|---|
| Distinct (%) | 36.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7222222 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 13 |
| Zeros (%) | 36.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2.5 |
| Q3 | 7.25 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 7.25 |
Descriptive statistics
| Standard deviation | 4.0398806 |
|---|---|
| Coefficient of variation (CV) | 1.085341 |
| Kurtosis | -1.0146705 |
| Mean | 3.7222222 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 0.68218102 |
| Sum | 134 |
| Variance | 16.320635 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1 | 4 | 11.1% |
| 3 | 3 | 8.3% |
| 9 | 3 | 8.3% |
| 4 | 2 | 5.6% |
| 6 | 2 | 5.6% |
| 11 | 2 | 5.6% |
| 8 | 2 | 5.6% |
| 2 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| Other values (3) | 3 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1 | 4 | 11.1% |
| 2 | 1 | 2.8% |
| 3 | 3 | 8.3% |
| 4 | 2 | 5.6% |
| 5 | 1 | 2.8% |
| 6 | 2 | 5.6% |
| 7 | 1 | 2.8% |
| 8 | 2 | 5.6% |
| 9 | 3 | 8.3% |
| Value | Count | Frequency (%) |
| 12 | 1 | 2.8% |
| 11 | 2 | |
| 10 | 1 | 2.8% |
| 9 | 3 | |
| 8 | 2 | |
| 7 | 1 | 2.8% |
| 6 | 2 | |
| 5 | 1 | 2.8% |
| 4 | 2 | |
| 3 | 3 |
| 1 | '94 | 82575 | 58853 | 12411 | 5343 | 2076 | 1757 | 1431 | 635 | 55 | 12 | 2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1.000 | 1.000 | 0.856 | 0.844 | 0.775 | 0.805 | 0.741 | 0.865 | 0.764 | 0.856 | 0.484 | 0.873 | 0.826 |
| '94 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 82575 | 0.856 | 1.000 | 1.000 | 0.988 | 0.984 | 0.916 | 0.923 | 0.929 | 0.918 | 0.928 | 0.732 | 0.821 | 0.856 |
| 58853 | 0.844 | 1.000 | 0.988 | 1.000 | 0.960 | 0.875 | 0.892 | 0.895 | 0.869 | 0.923 | 0.731 | 0.777 | 0.882 |
| 12411 | 0.775 | 1.000 | 0.984 | 0.960 | 1.000 | 0.924 | 0.908 | 0.891 | 0.917 | 0.879 | 0.642 | 0.828 | 0.847 |
| 5343 | 0.805 | 1.000 | 0.916 | 0.875 | 0.924 | 1.000 | 0.979 | 0.941 | 0.987 | 0.902 | 0.806 | 0.835 | 0.793 |
| 2076 | 0.741 | 1.000 | 0.923 | 0.892 | 0.908 | 0.979 | 1.000 | 0.930 | 0.992 | 0.891 | 0.825 | 0.744 | 0.810 |
| 1757 | 0.865 | 1.000 | 0.929 | 0.895 | 0.891 | 0.941 | 0.930 | 1.000 | 0.949 | 0.943 | 0.671 | 0.746 | 0.837 |
| 1431 | 0.764 | 1.000 | 0.918 | 0.869 | 0.917 | 0.987 | 0.992 | 0.949 | 1.000 | 0.911 | 0.781 | 0.783 | 0.764 |
| 635 | 0.856 | 1.000 | 0.928 | 0.923 | 0.879 | 0.902 | 0.891 | 0.943 | 0.911 | 1.000 | 0.732 | 0.762 | 0.870 |
| 55 | 0.484 | 1.000 | 0.732 | 0.731 | 0.642 | 0.806 | 0.825 | 0.671 | 0.781 | 0.732 | 1.000 | 0.730 | 0.780 |
| 12 | 0.873 | 1.000 | 0.821 | 0.777 | 0.828 | 0.835 | 0.744 | 0.746 | 0.783 | 0.762 | 0.730 | 1.000 | 0.808 |
| 2 | 0.826 | 1.000 | 0.856 | 0.882 | 0.847 | 0.793 | 0.810 | 0.837 | 0.764 | 0.870 | 0.780 | 0.808 | 1.000 |
| 1 | 82575 | 58853 | 12411 | 5343 | 2076 | 1757 | 1431 | 635 | 55 | 12 | 2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1.000 | -0.837 | -0.834 | -0.831 | -0.821 | -0.812 | -0.822 | -0.818 | -0.789 | -0.697 | -0.552 | -0.454 |
| 82575 | -0.837 | 1.000 | 0.997 | 0.996 | 0.982 | 0.972 | 0.973 | 0.975 | 0.954 | 0.831 | 0.694 | 0.557 |
| 58853 | -0.834 | 0.997 | 1.000 | 0.993 | 0.978 | 0.968 | 0.969 | 0.971 | 0.950 | 0.829 | 0.697 | 0.560 |
| 12411 | -0.831 | 0.996 | 0.993 | 1.000 | 0.986 | 0.975 | 0.974 | 0.979 | 0.955 | 0.842 | 0.701 | 0.560 |
| 5343 | -0.821 | 0.982 | 0.978 | 0.986 | 1.000 | 0.991 | 0.991 | 0.988 | 0.966 | 0.877 | 0.734 | 0.598 |
| 2076 | -0.812 | 0.972 | 0.968 | 0.975 | 0.991 | 1.000 | 0.992 | 0.989 | 0.967 | 0.888 | 0.744 | 0.592 |
| 1757 | -0.822 | 0.973 | 0.969 | 0.974 | 0.991 | 0.992 | 1.000 | 0.994 | 0.973 | 0.884 | 0.748 | 0.602 |
| 1431 | -0.818 | 0.975 | 0.971 | 0.979 | 0.988 | 0.989 | 0.994 | 1.000 | 0.975 | 0.880 | 0.739 | 0.593 |
| 635 | -0.789 | 0.954 | 0.950 | 0.955 | 0.966 | 0.967 | 0.973 | 0.975 | 1.000 | 0.880 | 0.752 | 0.584 |
| 55 | -0.697 | 0.831 | 0.829 | 0.842 | 0.877 | 0.888 | 0.884 | 0.880 | 0.880 | 1.000 | 0.876 | 0.740 |
| 12 | -0.552 | 0.694 | 0.697 | 0.701 | 0.734 | 0.744 | 0.748 | 0.739 | 0.752 | 0.876 | 1.000 | 0.846 |
| 2 | -0.454 | 0.557 | 0.560 | 0.560 | 0.598 | 0.592 | 0.602 | 0.593 | 0.584 | 0.740 | 0.846 | 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.
| 2013 | 1 | '94 | 82575 | 58853 | 12411 | 5343 | 2076 | 1757 | 1431 | 635 | 55 | 12 | 2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2013 | 2 | '95 | 82719 | 57020 | 13297 | 5591 | 2229 | 1870 | 1703 | 937 | 59 | 12 | 1 |
| 1 | 2013 | 3 | '96 | 76037 | 52458 | 11803 | 5099 | 2020 | 1860 | 1651 | 1032 | 103 | 9 | 2 |
| 2 | 2013 | 4 | '97 | 64198 | 43447 | 10101 | 4528 | 1825 | 1732 | 1505 | 948 | 92 | 20 | 0 |
| 3 | 2013 | 5 | '98 | 59775 | 40614 | 9394 | 4220 | 1707 | 1621 | 1331 | 789 | 80 | 16 | 3 |
| 4 | 2013 | 6 | '99 | 54171 | 36874 | 8803 | 3808 | 1437 | 1383 | 1156 | 630 | 64 | 12 | 4 |
| 5 | 2013 | 7 | '00 | 51585 | 34733 | 8391 | 3820 | 1578 | 1348 | 1064 | 571 | 57 | 19 | 4 |
| 6 | 2013 | 8 | '01 | 50824 | 34058 | 8391 | 3876 | 1515 | 1325 | 1040 | 538 | 59 | 17 | 5 |
| 7 | 2013 | 9 | '02 | 45231 | 28834 | 7934 | 3740 | 1526 | 1435 | 1095 | 581 | 56 | 23 | 7 |
| 8 | 2013 | 10 | '03 | 43008 | 25854 | 7923 | 4063 | 1610 | 1531 | 1149 | 757 | 89 | 23 | 9 |
| 9 | 2013 | 11 | '04 | 41649 | 23407 | 8137 | 4506 | 1748 | 1629 | 1333 | 753 | 91 | 35 | 10 |
| 2013 | 1 | '94 | 82575 | 58853 | 12411 | 5343 | 2076 | 1757 | 1431 | 635 | 55 | 12 | 2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26 | 2013 | 28 | 경기 | 236 | 54 | 37 | 44 | 20 | 35 | 27 | 16 | 2 | 0 | 1 |
| 27 | 2013 | 29 | 강원 | 624 | 233 | 163 | 87 | 37 | 52 | 23 | 25 | 2 | 2 | 0 |
| 28 | 2013 | 30 | 충북 | 1325 | 424 | 341 | 229 | 111 | 80 | 78 | 51 | 10 | 1 | 0 |
| 29 | 2013 | 31 | 충남 | 1276 | 593 | 267 | 177 | 70 | 74 | 47 | 35 | 8 | 2 | 3 |
| 30 | 2013 | 32 | 전북 | 1112 | 498 | 220 | 119 | 75 | 67 | 57 | 48 | 16 | 12 | 0 |
| 31 | 2013 | 33 | 전남 | 1758 | 768 | 354 | 281 | 89 | 90 | 66 | 66 | 24 | 14 | 6 |
| 32 | 2013 | 34 | 경북 | 1395 | 457 | 271 | 234 | 118 | 90 | 111 | 93 | 13 | 7 | 1 |
| 33 | 2013 | 35 | 경남 | 2230 | 1262 | 448 | 229 | 102 | 74 | 60 | 44 | 5 | 6 | 0 |
| 34 | 2013 | 36 | 제주 | 17 | 2 | 2 | 3 | 4 | 0 | 1 | 4 | 0 | 0 | 1 |
| 35 | 2013 | 37 | 세종 | 51 | 15 | 12 | 8 | 4 | 5 | 3 | 4 | 0 | 0 | 0 |