Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.4 KiB |
| Average record size in memory | 55.3 B |
Variable types
| Numeric | 6 |
|---|
Dataset
| Description | Sample |
|---|---|
| Author | 국립중앙도서관 |
| URL | https://www.bigdata-culture.kr/bigdata/user/data_market/detail.do?id=42e7c080-3e8c-11eb-af9a-4b03f0a582d6 |
book_mastr_seq_no is highly overall correlated with mxmm_lon_halflife_co and 2 other fields | High correlation |
mumm_lon_halflife_co is highly overall correlated with mxmm_lon_halflife_co and 1 other fields | High correlation |
mxmm_lon_halflife_co is highly overall correlated with book_mastr_seq_no and 2 other fields | High correlation |
avrg_lon_halflife_co is highly overall correlated with book_mastr_seq_no and 2 other fields | High correlation |
book_co is highly overall correlated with book_mastr_seq_no | High correlation |
book_mastr_seq_no has unique values | Unique |
isbn_no has unique values | Unique |
Reproduction
| Analysis started | 2023-12-10 10:06:09.726743 |
|---|---|
| Analysis finished | 2023-12-10 10:06:17.312847 |
| Duration | 7.59 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
book_mastr_seq_no
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4363870.7 |
| Minimum | 116165 |
|---|---|
| Maximum | 5606556 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 116165 |
|---|---|
| 5-th percentile | 116181.75 |
| Q1 | 5577573.8 |
| median | 5577868.5 |
| Q3 | 5578026.8 |
| 95-th percentile | 5606524 |
| Maximum | 5606556 |
| Range | 5490391 |
| Interquartile range (IQR) | 453 |
Descriptive statistics
| Standard deviation | 2262191.4 |
|---|---|
| Coefficient of variation (CV) | 0.51839102 |
| Kurtosis | -0.18600837 |
| Mean | 4363870.7 |
| Median Absolute Deviation (MAD) | 292.5 |
| Skewness | -1.3363938 |
| Sum | 4.3638707 × 108 |
| Variance | 5.1175099 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5577578 | 1 | 1.0% |
| 5577958 | 1 | 1.0% |
| 5577998 | 1 | 1.0% |
| 5606521 | 1 | 1.0% |
| 5577997 | 1 | 1.0% |
| 116198 | 1 | 1.0% |
| 5577978 | 1 | 1.0% |
| 5606518 | 1 | 1.0% |
| 5577965 | 1 | 1.0% |
| 116197 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 116165 | 1 | |
| 116168 | 1 | |
| 116171 | 1 | |
| 116175 | 1 | |
| 116177 | 1 | |
| 116182 | 1 | |
| 116186 | 1 | |
| 116188 | 1 | |
| 116190 | 1 | |
| 116192 | 1 |
| Value | Count | Frequency (%) |
| 5606556 | 1 | |
| 5606530 | 1 | |
| 5606529 | 1 | |
| 5606528 | 1 | |
| 5606525 | 1 | |
| 5606524 | 1 | |
| 5606521 | 1 | |
| 5606518 | 1 | |
| 5606509 | 1 | |
| 5606505 | 1 |
isbn_no
Real number (ℝ)
UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.2915642 × 1012 |
| Minimum | 6.1953386 × 1010 |
|---|---|
| Maximum | 9.7911962 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 6.1953386 × 1010 |
|---|---|
| 5-th percentile | 8.5730973 × 1012 |
| Q1 | 9.7804396 × 1012 |
| median | 9.7883868 × 1012 |
| Q3 | 9.7889755 × 1012 |
| 95-th percentile | 9.7897664 × 1012 |
| Maximum | 9.7911962 × 1012 |
| Range | 9.7292428 × 1012 |
| Interquartile range (IQR) | 8.5358407 × 109 |
Descriptive statistics
| Standard deviation | 1.9525914 × 1012 |
|---|---|
| Coefficient of variation (CV) | 0.21014668 |
| Kurtosis | 15.740984 |
| Mean | 9.2915642 × 1012 |
| Median Absolute Deviation (MAD) | 2.7767265 × 109 |
| Skewness | -4.1463503 |
| Sum | 9.2915642 × 1014 |
| Variance | 3.8126131 × 1024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9788452147047 | 1 | 1.0% |
| 9780876283059 | 1 | 1.0% |
| 9780439645645 | 1 | 1.0% |
| 9791130803315 | 1 | 1.0% |
| 9780439645621 | 1 | 1.0% |
| 9788975486074 | 1 | 1.0% |
| 8992372078933 | 1 | 1.0% |
| 9781195054572 | 1 | 1.0% |
| 9781570827792 | 1 | 1.0% |
| 9788975486265 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 61953385978 | 1 | |
| 805086838978 | 1 | |
| 1157522181979 | 1 | |
| 1159960712979 | 1 | |
| 1188660004979 | 1 | |
| 8961751891978 | 1 | |
| 8963642410978 | 1 | |
| 8975550753040 | 1 | |
| 8990982545978 | 1 | |
| 8990982715978 | 1 |
| Value | Count | Frequency (%) |
| 9791196214773 | 1 | |
| 9791130803315 | 1 | |
| 9789766439705 | 1 | |
| 9789766430382 | 1 | |
| 9789766430375 | 1 | |
| 9789766430368 | 1 | |
| 9789766422714 | 1 | |
| 9788997688858 | 1 | |
| 9788995763643 | 1 | |
| 9788991623344 | 1 |
mumm_lon_halflife_co
Real number (ℝ)
HIGH CORRELATION
| Distinct | 96 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3393.26 |
| Minimum | 469 |
|---|---|
| Maximum | 7117 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 469 |
|---|---|
| 5-th percentile | 565.8 |
| Q1 | 1528 |
| median | 3607.5 |
| Q3 | 5142.5 |
| 95-th percentile | 5946.35 |
| Maximum | 7117 |
| Range | 6648 |
| Interquartile range (IQR) | 3614.5 |
Descriptive statistics
| Standard deviation | 1960.2068 |
|---|---|
| Coefficient of variation (CV) | 0.57767657 |
| Kurtosis | -1.3816659 |
| Mean | 3393.26 |
| Median Absolute Deviation (MAD) | 1757.5 |
| Skewness | -0.033861372 |
| Sum | 339326 |
| Variance | 3842410.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2230 | 3 | 3.0% |
| 562 | 2 | 2.0% |
| 5114 | 2 | 2.0% |
| 4872 | 1 | 1.0% |
| 3736 | 1 | 1.0% |
| 1661 | 1 | 1.0% |
| 2627 | 1 | 1.0% |
| 1051 | 1 | 1.0% |
| 3853 | 1 | 1.0% |
| 1225 | 1 | 1.0% |
| Other values (86) | 86 |
| Value | Count | Frequency (%) |
| 469 | 1 | |
| 534 | 1 | |
| 558 | 1 | |
| 562 | 2 | |
| 566 | 1 | |
| 587 | 1 | |
| 641 | 1 | |
| 644 | 1 | |
| 677 | 1 | |
| 684 | 1 |
| Value | Count | Frequency (%) |
| 7117 | 1 | |
| 6995 | 1 | |
| 6383 | 1 | |
| 6219 | 1 | |
| 6086 | 1 | |
| 5939 | 1 | |
| 5938 | 1 | |
| 5930 | 1 | |
| 5915 | 1 | |
| 5866 | 1 |
mxmm_lon_halflife_co
Real number (ℝ)
HIGH CORRELATION
| Distinct | 98 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4007.76 |
| Minimum | 469 |
|---|---|
| Maximum | 7117 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 469 |
|---|---|
| 5-th percentile | 638.3 |
| Q1 | 2151.75 |
| median | 4564 |
| Q3 | 5672 |
| 95-th percentile | 6598.55 |
| Maximum | 7117 |
| Range | 6648 |
| Interquartile range (IQR) | 3520.25 |
Descriptive statistics
| Standard deviation | 2029.3767 |
|---|---|
| Coefficient of variation (CV) | 0.50636183 |
| Kurtosis | -1.1872022 |
| Mean | 4007.76 |
| Median Absolute Deviation (MAD) | 1382 |
| Skewness | -0.45840965 |
| Sum | 400776 |
| Variance | 4118369.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5114 | 2 | 2.0% |
| 2627 | 2 | 2.0% |
| 5176 | 1 | 1.0% |
| 1661 | 1 | 1.0% |
| 5681 | 1 | 1.0% |
| 3853 | 1 | 1.0% |
| 1225 | 1 | 1.0% |
| 5930 | 1 | 1.0% |
| 2830 | 1 | 1.0% |
| 4468 | 1 | 1.0% |
| Other values (88) | 88 |
| Value | Count | Frequency (%) |
| 469 | 1 | |
| 558 | 1 | |
| 562 | 1 | |
| 566 | 1 | |
| 587 | 1 | |
| 641 | 1 | |
| 644 | 1 | |
| 677 | 1 | |
| 684 | 1 | |
| 693 | 1 |
| Value | Count | Frequency (%) |
| 7117 | 1 | |
| 6995 | 1 | |
| 6872 | 1 | |
| 6657 | 1 | |
| 6609 | 1 | |
| 6598 | 1 | |
| 6483 | 1 | |
| 6326 | 1 | |
| 6296 | 1 | |
| 6219 | 1 |
avrg_lon_halflife_co
Real number (ℝ)
HIGH CORRELATION
| Distinct | 98 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3749.96 |
| Minimum | 469 |
|---|---|
| Maximum | 7117 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 469 |
|---|---|
| 5-th percentile | 638.3 |
| Q1 | 2151.75 |
| median | 4197.5 |
| Q3 | 5175.5 |
| 95-th percentile | 6087 |
| Maximum | 7117 |
| Range | 6648 |
| Interquartile range (IQR) | 3023.75 |
Descriptive statistics
| Standard deviation | 1872.7373 |
|---|---|
| Coefficient of variation (CV) | 0.49940195 |
| Kurtosis | -1.1011363 |
| Mean | 3749.96 |
| Median Absolute Deviation (MAD) | 1369 |
| Skewness | -0.39988905 |
| Sum | 374996 |
| Variance | 3507145.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5114 | 2 | 2.0% |
| 5059 | 2 | 2.0% |
| 4528 | 1 | 1.0% |
| 2230 | 1 | 1.0% |
| 1661 | 1 | 1.0% |
| 2627 | 1 | 1.0% |
| 2803 | 1 | 1.0% |
| 3853 | 1 | 1.0% |
| 1225 | 1 | 1.0% |
| 5930 | 1 | 1.0% |
| Other values (88) | 88 |
| Value | Count | Frequency (%) |
| 469 | 1 | |
| 558 | 1 | |
| 562 | 1 | |
| 566 | 1 | |
| 587 | 1 | |
| 641 | 1 | |
| 644 | 1 | |
| 677 | 1 | |
| 684 | 1 | |
| 693 | 1 |
| Value | Count | Frequency (%) |
| 7117 | 1 | |
| 6995 | 1 | |
| 6496 | 1 | |
| 6219 | 1 | |
| 6106 | 1 | |
| 6086 | 1 | |
| 5960 | 1 | |
| 5939 | 1 | |
| 5938 | 1 | |
| 5930 | 1 |
book_co
Real number (ℝ)
HIGH CORRELATION
| Distinct | 17 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.66 |
| Minimum | 1 |
|---|---|
| Maximum | 69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 25.3 |
| Maximum | 69 |
| Range | 68 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 10.912156 |
|---|---|
| Coefficient of variation (CV) | 2.3416644 |
| Kurtosis | 17.121776 |
| Mean | 4.66 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.9970962 |
| Sum | 466 |
| Variance | 119.07515 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 1 | 66 | |
| 2 | 15 | 15.0% |
| 3 | 3 | 3.0% |
| 4 | 2 | 2.0% |
| 11 | 2 | 2.0% |
| 52 | 1 | 1.0% |
| 5 | 1 | 1.0% |
| 17 | 1 | 1.0% |
| 8 | 1 | 1.0% |
| 37 | 1 | 1.0% |
| Other values (7) | 7 | 7.0% |
| Value | Count | Frequency (%) |
| 1 | 66 | |
| 2 | 15 | 15.0% |
| 3 | 3 | 3.0% |
| 4 | 2 | 2.0% |
| 5 | 1 | 1.0% |
| 8 | 1 | 1.0% |
| 9 | 1 | 1.0% |
| 10 | 1 | 1.0% |
| 11 | 2 | 2.0% |
| 17 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 69 | 1 | |
| 52 | 1 | |
| 45 | 1 | |
| 37 | 1 | |
| 31 | 1 | |
| 25 | 1 | |
| 23 | 1 | |
| 17 | 1 | |
| 11 | 2 | |
| 10 | 1 |
| book_mastr_seq_no | isbn_no | mumm_lon_halflife_co | mxmm_lon_halflife_co | avrg_lon_halflife_co | book_co | |
|---|---|---|---|---|---|---|
| book_mastr_seq_no | 1.000 | 0.000 | 0.606 | 0.485 | 0.566 | 0.808 |
| isbn_no | 0.000 | 1.000 | 0.000 | 0.075 | 0.075 | 0.000 |
| mumm_lon_halflife_co | 0.606 | 0.000 | 1.000 | 0.979 | 0.986 | 0.000 |
| mxmm_lon_halflife_co | 0.485 | 0.075 | 0.979 | 1.000 | 0.987 | 0.284 |
| avrg_lon_halflife_co | 0.566 | 0.075 | 0.986 | 0.987 | 1.000 | 0.000 |
| book_co | 0.808 | 0.000 | 0.000 | 0.284 | 0.000 | 1.000 |
| book_mastr_seq_no | isbn_no | mumm_lon_halflife_co | mxmm_lon_halflife_co | avrg_lon_halflife_co | book_co | |
|---|---|---|---|---|---|---|
| book_mastr_seq_no | 1.000 | -0.404 | -0.368 | -0.746 | -0.588 | -0.501 |
| isbn_no | -0.404 | 1.000 | 0.065 | 0.334 | 0.206 | 0.265 |
| mumm_lon_halflife_co | -0.368 | 0.065 | 1.000 | 0.668 | 0.912 | -0.215 |
| mxmm_lon_halflife_co | -0.746 | 0.334 | 0.668 | 1.000 | 0.897 | 0.367 |
| avrg_lon_halflife_co | -0.588 | 0.206 | 0.912 | 0.897 | 1.000 | 0.040 |
| book_co | -0.501 | 0.265 | -0.215 | 0.367 | 0.040 | 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.
| book_mastr_seq_no | isbn_no | mumm_lon_halflife_co | mxmm_lon_halflife_co | avrg_lon_halflife_co | book_co | |
|---|---|---|---|---|---|---|
| 0 | 5577578 | 9788452147047 | 5854 | 6066 | 5960 | 2 |
| 1 | 5577561 | 9788321418063 | 5938 | 5938 | 5938 | 1 |
| 2 | 5577622 | 9780435140670 | 5333 | 5333 | 5333 | 1 |
| 3 | 116165 | 9788975486456 | 2492 | 5008 | 4183 | 9 |
| 4 | 5577651 | 9781888182491 | 5603 | 5603 | 5603 | 1 |
| 5 | 5606439 | 9788901217907 | 1012 | 1012 | 1012 | 1 |
| 6 | 5577680 | 9780521775489 | 4700 | 5773 | 5158 | 3 |
| 7 | 5577573 | 9788921713209 | 5939 | 5939 | 5939 | 1 |
| 8 | 5577699 | 9780751372441 | 5554 | 5554 | 5554 | 1 |
| 9 | 5606449 | 9788934918020 | 4897 | 4897 | 4897 | 1 |
| book_mastr_seq_no | isbn_no | mumm_lon_halflife_co | mxmm_lon_halflife_co | avrg_lon_halflife_co | book_co | |
|---|---|---|---|---|---|---|
| 90 | 5578010 | 9780713652253 | 3313 | 3313 | 3313 | 2 |
| 91 | 116203 | 9788972788126 | 2291 | 6326 | 5040 | 69 |
| 92 | 5578013 | 9788956550688 | 6086 | 6086 | 6086 | 1 |
| 93 | 5606530 | 9788997688858 | 707 | 707 | 707 | 1 |
| 94 | 5578020 | 9788982010405 | 3768 | 3768 | 3768 | 1 |
| 95 | 116207 | 9788980366828 | 3396 | 3396 | 3396 | 1 |
| 96 | 5578025 | 9788988377451 | 4031 | 4031 | 4031 | 1 |
| 97 | 5606556 | 1157522181979 | 1683 | 1683 | 1683 | 1 |
| 98 | 5578032 | 9788959329992 | 3479 | 3490 | 3485 | 2 |
| 99 | 116208 | 9788972783435 | 1522 | 1522 | 1522 | 1 |