Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 156.4 KiB |
| Average record size in memory | 160.1 B |
Variable types
| CAT | 11 |
|---|---|
| NUM | 6 |
| BOOL | 3 |
Reproduction
| Analysis started | 2020-08-25 01:23:22.185833 |
|---|---|
| Analysis finished | 2020-08-25 01:23:30.454080 |
| Duration | 8.27 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Savings-account has 63 (6.3%) zeros | Zeros |
Purpose has 97 (9.7%) zeros | Zeros |
Credit-history has 40 (4.0%) zeros | Zeros |
Status
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 2 | |
|---|---|
| 0 | |
| 1 | |
| 3 | 63 |
| Value | Count | Frequency (%) | |
| 2 | 394 | 39.4% | |
| 0 | 274 | 27.4% | |
| 1 | 269 | 26.9% | |
| 3 | 63 | 6.3% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 394 | 39.4% | |
| 0 | 274 | 27.4% | |
| 1 | 269 | 26.9% | |
| 3 | 63 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1000 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 394 | 39.4% | |
| 0 | 274 | 27.4% | |
| 1 | 269 | 26.9% | |
| 3 | 63 | 6.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 394 | 39.4% | |
| 0 | 274 | 27.4% | |
| 1 | 269 | 26.9% | |
| 3 | 63 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 394 | 39.4% | |
| 0 | 274 | 27.4% | |
| 1 | 269 | 26.9% | |
| 3 | 63 | 6.3% |
Liable-people
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 2 | 155 |
| Value | Count | Frequency (%) | |
| 1 | 845 | 84.5% | |
| 2 | 155 | 15.5% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 1 | 845 | 28.2% | |
| 2 | 155 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2000 | 66.7% | |
| Other Punctuation | 1000 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 1000 | 50.0% | |
| 1 | 845 | 42.2% | |
| 2 | 155 | 7.8% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 1000 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 3000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 1 | 845 | 28.2% | |
| 2 | 155 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 3000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 1 | 845 | 28.2% | |
| 2 | 155 | 5.2% |
Existing-credits
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 28 |
| 4 | 6 |
| Value | Count | Frequency (%) | |
| 1 | 633 | 63.3% | |
| 2 | 333 | 33.3% | |
| 3 | 28 | 2.8% | |
| 4 | 6 | 0.6% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 1 | 633 | 21.1% | |
| 2 | 333 | 11.1% | |
| 3 | 28 | 0.9% | |
| 4 | 6 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2000 | 66.7% | |
| Other Punctuation | 1000 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 1000 | 50.0% | |
| 1 | 633 | 31.6% | |
| 2 | 333 | 16.7% | |
| 3 | 28 | 1.4% | |
| 4 | 6 | 0.3% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 1000 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 3000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 1 | 633 | 21.1% | |
| 2 | 333 | 11.1% | |
| 3 | 28 | 0.9% | |
| 4 | 6 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 3000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 1 | 633 | 21.1% | |
| 2 | 333 | 11.1% | |
| 3 | 28 | 0.9% | |
| 4 | 6 | 0.2% |
Duration
Real number (ℝ≥0)
| Distinct count | 33 |
|---|---|
| Unique (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.903 |
|---|---|
| Minimum | 4.0 |
| Maximum | 72.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 12 |
| median | 18 |
| Q3 | 24 |
| 95-th percentile | 48 |
| Maximum | 72 |
| Range | 68 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 12.05881445 |
|---|---|
| Coefficient of variation (CV) | 0.5768939603 |
| Kurtosis | 0.9197813601 |
| Mean | 20.903 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.094184172 |
| Sum | 20903 |
| Variance | 145.415006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 24 | 184 | 18.4% | |
| 12 | 179 | 17.9% | |
| 18 | 113 | 11.3% | |
| 36 | 83 | 8.3% | |
| 6 | 75 | 7.5% | |
| 15 | 64 | 6.4% | |
| 9 | 49 | 4.9% | |
| 48 | 48 | 4.8% | |
| 30 | 40 | 4.0% | |
| 21 | 30 | 3.0% | |
| 10 | 28 | 2.8% | |
| 27 | 13 | 1.3% | |
| 60 | 13 | 1.3% | |
| 42 | 11 | 1.1% | |
| 11 | 9 | 0.9% | |
| 20 | 8 | 0.8% | |
| 8 | 7 | 0.7% | |
| 4 | 6 | 0.6% | |
| 39 | 5 | 0.5% | |
| 7 | 5 | 0.5% | |
| 45 | 5 | 0.5% | |
| 13 | 4 | 0.4% | |
| 14 | 4 | 0.4% | |
| 33 | 3 | 0.3% | |
| 28 | 3 | 0.3% | |
| Other values (8) | 11 | 1.1% |
| Value | Count | Frequency (%) | |
| 4 | 6 | 0.6% | |
| 5 | 1 | 0.1% | |
| 6 | 75 | 7.5% | |
| 7 | 5 | 0.5% | |
| 8 | 7 | 0.7% | |
| 9 | 49 | 4.9% | |
| 10 | 28 | 2.8% | |
| 11 | 9 | 0.9% | |
| 12 | 179 | 17.9% | |
| 13 | 4 | 0.4% |
| Value | Count | Frequency (%) | |
| 72 | 1 | 0.1% | |
| 60 | 13 | 1.3% | |
| 54 | 2 | 0.2% | |
| 48 | 48 | 4.8% | |
| 47 | 1 | 0.1% | |
| 45 | 5 | 0.5% | |
| 42 | 11 | 1.1% | |
| 40 | 1 | 0.1% | |
| 39 | 5 | 0.5% | |
| 36 | 83 | 8.3% |
Personal-status
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 3 | |
|---|---|
| 0 | |
| 2 | 92 |
| 1 | 50 |
| Value | Count | Frequency (%) | |
| 3 | 548 | 54.8% | |
| 0 | 310 | 31.0% | |
| 2 | 92 | 9.2% | |
| 1 | 50 | 5.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 548 | 54.8% | |
| 0 | 310 | 31.0% | |
| 2 | 92 | 9.2% | |
| 1 | 50 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1000 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 548 | 54.8% | |
| 0 | 310 | 31.0% | |
| 2 | 92 | 9.2% | |
| 1 | 50 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 548 | 54.8% | |
| 0 | 310 | 31.0% | |
| 2 | 92 | 9.2% | |
| 1 | 50 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 548 | 54.8% | |
| 0 | 310 | 31.0% | |
| 2 | 92 | 9.2% | |
| 1 | 50 | 5.0% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.685 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 63 |
| Zeros (%) | 6.3% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.239883991 |
|---|---|
| Coefficient of variation (CV) | 0.7358361967 |
| Kurtosis | -0.434849282 |
| Mean | 1.685 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9932585806 |
| Sum | 1685 |
| Variance | 1.537312312 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 603 | 60.3% | |
| 4 | 183 | 18.3% | |
| 2 | 103 | 10.3% | |
| 0 | 63 | 6.3% | |
| 3 | 48 | 4.8% |
| Value | Count | Frequency (%) | |
| 0 | 63 | 6.3% | |
| 1 | 603 | 60.3% | |
| 2 | 103 | 10.3% | |
| 3 | 48 | 4.8% | |
| 4 | 183 | 18.3% |
| Value | Count | Frequency (%) | |
| 4 | 183 | 18.3% | |
| 3 | 48 | 4.8% | |
| 2 | 103 | 10.3% | |
| 1 | 603 | 60.3% | |
| 0 | 63 | 6.3% |
Property
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 3 | |
| 0 | |
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 332 | 33.2% | |
| 3 | 282 | 28.2% | |
| 0 | 232 | 23.2% | |
| 2 | 154 | 15.4% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 332 | 33.2% | |
| 3 | 282 | 28.2% | |
| 0 | 232 | 23.2% | |
| 2 | 154 | 15.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1000 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 332 | 33.2% | |
| 3 | 282 | 28.2% | |
| 0 | 232 | 23.2% | |
| 2 | 154 | 15.4% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 332 | 33.2% | |
| 3 | 282 | 28.2% | |
| 0 | 232 | 23.2% | |
| 2 | 154 | 15.4% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 332 | 33.2% | |
| 3 | 282 | 28.2% | |
| 0 | 232 | 23.2% | |
| 2 | 154 | 15.4% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.484 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 97 |
| Zeros (%) | 9.7% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.421075299 |
|---|---|
| Coefficient of variation (CV) | 0.5399365075 |
| Kurtosis | -0.3608249899 |
| Mean | 4.484 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.04015026653 |
| Sum | 4484 |
| Variance | 5.861605606 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 6 | 280 | 28.0% | |
| 4 | 234 | 23.4% | |
| 3 | 181 | 18.1% | |
| 9 | 103 | 10.3% | |
| 0 | 97 | 9.7% | |
| 2 | 50 | 5.0% | |
| 7 | 22 | 2.2% | |
| 5 | 12 | 1.2% | |
| 1 | 12 | 1.2% | |
| 8 | 9 | 0.9% |
| Value | Count | Frequency (%) | |
| 0 | 97 | 9.7% | |
| 1 | 12 | 1.2% | |
| 2 | 50 | 5.0% | |
| 3 | 181 | 18.1% | |
| 4 | 234 | 23.4% | |
| 5 | 12 | 1.2% | |
| 6 | 280 | 28.0% | |
| 7 | 22 | 2.2% | |
| 8 | 9 | 0.9% | |
| 9 | 103 | 10.3% |
| Value | Count | Frequency (%) | |
| 9 | 103 | 10.3% | |
| 8 | 9 | 0.9% | |
| 7 | 22 | 2.2% | |
| 6 | 280 | 28.0% | |
| 5 | 12 | 1.2% | |
| 4 | 234 | 23.4% | |
| 3 | 181 | 18.1% | |
| 2 | 50 | 5.0% | |
| 1 | 12 | 1.2% | |
| 0 | 97 | 9.7% |
Telephone
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 596 | 59.6% | |
| 0 | 404 | 40.4% |
Job
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 3 | |
| 0 | |
| 2 | 22 |
| Value | Count | Frequency (%) | |
| 1 | 630 | 63.0% | |
| 3 | 200 | 20.0% | |
| 0 | 148 | 14.8% | |
| 2 | 22 | 2.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 630 | 63.0% | |
| 3 | 200 | 20.0% | |
| 0 | 148 | 14.8% | |
| 2 | 22 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1000 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 630 | 63.0% | |
| 3 | 200 | 20.0% | |
| 0 | 148 | 14.8% | |
| 2 | 22 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 630 | 63.0% | |
| 3 | 200 | 20.0% | |
| 0 | 148 | 14.8% | |
| 2 | 22 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 630 | 63.0% | |
| 3 | 200 | 20.0% | |
| 0 | 148 | 14.8% | |
| 2 | 22 | 2.2% |
Installments
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 | 139 |
| 2 | 47 |
| Value | Count | Frequency (%) | |
| 1 | 814 | 81.4% | |
| 0 | 139 | 13.9% | |
| 2 | 47 | 4.7% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 814 | 81.4% | |
| 0 | 139 | 13.9% | |
| 2 | 47 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1000 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 814 | 81.4% | |
| 0 | 139 | 13.9% | |
| 2 | 47 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 814 | 81.4% | |
| 0 | 139 | 13.9% | |
| 2 | 47 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 814 | 81.4% | |
| 0 | 139 | 13.9% | |
| 2 | 47 | 4.7% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.019 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 40 |
| Zeros (%) | 4.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.174742107 |
|---|---|
| Coefficient of variation (CV) | 0.3891162993 |
| Kurtosis | -0.3948366223 |
| Mean | 3.019 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.8127106653 |
| Sum | 3019 |
| Variance | 1.380019019 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 530 | 53.0% | |
| 2 | 293 | 29.3% | |
| 3 | 88 | 8.8% | |
| 1 | 49 | 4.9% | |
| 0 | 40 | 4.0% |
| Value | Count | Frequency (%) | |
| 0 | 40 | 4.0% | |
| 1 | 49 | 4.9% | |
| 2 | 293 | 29.3% | |
| 3 | 88 | 8.8% | |
| 4 | 530 | 53.0% |
| Value | Count | Frequency (%) | |
| 4 | 530 | 53.0% | |
| 3 | 88 | 8.8% | |
| 2 | 293 | 29.3% | |
| 1 | 49 | 4.9% | |
| 0 | 40 | 4.0% |
Debtors
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 2 | |
|---|---|
| 1 | 52 |
| 0 | 41 |
| Value | Count | Frequency (%) | |
| 2 | 907 | 90.7% | |
| 1 | 52 | 5.2% | |
| 0 | 41 | 4.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 907 | 90.7% | |
| 1 | 52 | 5.2% | |
| 0 | 41 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1000 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 907 | 90.7% | |
| 1 | 52 | 5.2% | |
| 0 | 41 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 907 | 90.7% | |
| 1 | 52 | 5.2% | |
| 0 | 41 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 907 | 90.7% | |
| 1 | 52 | 5.2% | |
| 0 | 41 | 4.1% |
Foreign
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 | 37 |
| Value | Count | Frequency (%) | |
| 1 | 963 | 96.3% | |
| 0 | 37 | 3.7% |
Credit
Real number (ℝ≥0)
| Distinct count | 921 |
|---|---|
| Unique (%) | 92.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3271.258 |
|---|---|
| Minimum | 250.0 |
| Maximum | 18424.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 250 |
|---|---|
| 5-th percentile | 708.95 |
| Q1 | 1365.5 |
| median | 2319.5 |
| Q3 | 3972.25 |
| 95-th percentile | 9162.7 |
| Maximum | 18424 |
| Range | 18174 |
| Interquartile range (IQR) | 2606.75 |
Descriptive statistics
| Standard deviation | 2822.736876 |
|---|---|
| Coefficient of variation (CV) | 0.8628903241 |
| Kurtosis | 4.292590308 |
| Mean | 3271.258 |
| Median Absolute Deviation (MAD) | 1097.5 |
| Skewness | 1.94962768 |
| Sum | 3271258 |
| Variance | 7967843.471 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1393 | 3 | 0.3% | |
| 1262 | 3 | 0.3% | |
| 1275 | 3 | 0.3% | |
| 1258 | 3 | 0.3% | |
| 1478 | 3 | 0.3% | |
| 1126 | 2 | 0.2% | |
| 2039 | 2 | 0.2% | |
| 433 | 2 | 0.2% | |
| 1597 | 2 | 0.2% | |
| 2978 | 2 | 0.2% | |
| 3959 | 2 | 0.2% | |
| 1374 | 2 | 0.2% | |
| 1382 | 2 | 0.2% | |
| 2578 | 2 | 0.2% | |
| 1940 | 2 | 0.2% | |
| 1154 | 2 | 0.2% | |
| 1533 | 2 | 0.2% | |
| 1546 | 2 | 0.2% | |
| 1231 | 2 | 0.2% | |
| 2384 | 2 | 0.2% | |
| 1410 | 2 | 0.2% | |
| 609 | 2 | 0.2% | |
| 2631 | 2 | 0.2% | |
| 3832 | 2 | 0.2% | |
| 5954 | 2 | 0.2% | |
| Other values (896) | 945 | 94.5% |
| Value | Count | Frequency (%) | |
| 250 | 1 | 0.1% | |
| 276 | 1 | 0.1% | |
| 338 | 1 | 0.1% | |
| 339 | 1 | 0.1% | |
| 343 | 1 | 0.1% | |
| 362 | 1 | 0.1% | |
| 368 | 1 | 0.1% | |
| 385 | 1 | 0.1% | |
| 392 | 1 | 0.1% | |
| 409 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 18424 | 1 | 0.1% | |
| 15945 | 1 | 0.1% | |
| 15857 | 1 | 0.1% | |
| 15672 | 1 | 0.1% | |
| 15653 | 1 | 0.1% | |
| 14896 | 1 | 0.1% | |
| 14782 | 1 | 0.1% | |
| 14555 | 1 | 0.1% | |
| 14421 | 1 | 0.1% | |
| 14318 | 1 | 0.1% |
Age
Real number (ℝ≥0)
| Distinct count | 53 |
|---|---|
| Unique (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.546 |
|---|---|
| Minimum | 19.0 |
| Maximum | 75.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 27 |
| median | 33 |
| Q3 | 42 |
| 95-th percentile | 60 |
| Maximum | 75 |
| Range | 56 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.37546857 |
|---|---|
| Coefficient of variation (CV) | 0.3200210593 |
| Kurtosis | 0.5957795671 |
| Mean | 35.546 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 1.020739269 |
| Sum | 35546 |
| Variance | 129.4012853 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 27 | 51 | 5.1% | |
| 26 | 50 | 5.0% | |
| 23 | 48 | 4.8% | |
| 24 | 44 | 4.4% | |
| 28 | 43 | 4.3% | |
| 25 | 41 | 4.1% | |
| 35 | 40 | 4.0% | |
| 30 | 40 | 4.0% | |
| 36 | 39 | 3.9% | |
| 31 | 38 | 3.8% | |
| 29 | 37 | 3.7% | |
| 32 | 34 | 3.4% | |
| 33 | 33 | 3.3% | |
| 34 | 32 | 3.2% | |
| 37 | 29 | 2.9% | |
| 22 | 27 | 2.7% | |
| 40 | 25 | 2.5% | |
| 38 | 24 | 2.4% | |
| 42 | 22 | 2.2% | |
| 39 | 21 | 2.1% | |
| 46 | 18 | 1.8% | |
| 41 | 17 | 1.7% | |
| 43 | 17 | 1.7% | |
| 44 | 17 | 1.7% | |
| 47 | 17 | 1.7% | |
| Other values (28) | 196 | 19.6% |
| Value | Count | Frequency (%) | |
| 19 | 2 | 0.2% | |
| 20 | 14 | 1.4% | |
| 21 | 14 | 1.4% | |
| 22 | 27 | 2.7% | |
| 23 | 48 | 4.8% | |
| 24 | 44 | 4.4% | |
| 25 | 41 | 4.1% | |
| 26 | 50 | 5.0% | |
| 27 | 51 | 5.1% | |
| 28 | 43 | 4.3% |
| Value | Count | Frequency (%) | |
| 75 | 2 | 0.2% | |
| 74 | 4 | 0.4% | |
| 70 | 1 | 0.1% | |
| 68 | 3 | 0.3% | |
| 67 | 3 | 0.3% | |
| 66 | 5 | 0.5% | |
| 65 | 5 | 0.5% | |
| 64 | 5 | 0.5% | |
| 63 | 8 | 0.8% | |
| 62 | 2 | 0.2% |
Installment-rate
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 4 | |
|---|---|
| 2 | |
| 3 | |
| 1 |
| Value | Count | Frequency (%) | |
| 4 | 476 | 47.6% | |
| 2 | 231 | 23.1% | |
| 3 | 157 | 15.7% | |
| 1 | 136 | 13.6% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 4 | 476 | 15.9% | |
| 2 | 231 | 7.7% | |
| 3 | 157 | 5.2% | |
| 1 | 136 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2000 | 66.7% | |
| Other Punctuation | 1000 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 1000 | 50.0% | |
| 4 | 476 | 23.8% | |
| 2 | 231 | 11.6% | |
| 3 | 157 | 7.8% | |
| 1 | 136 | 6.8% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 1000 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 3000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 4 | 476 | 15.9% | |
| 2 | 231 | 7.7% | |
| 3 | 157 | 5.2% | |
| 1 | 136 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 3000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 4 | 476 | 15.9% | |
| 2 | 231 | 7.7% | |
| 3 | 157 | 5.2% | |
| 1 | 136 | 4.5% |
Residence-time
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 4 | |
|---|---|
| 2 | |
| 3 | |
| 1 |
| Value | Count | Frequency (%) | |
| 4 | 413 | 41.3% | |
| 2 | 308 | 30.8% | |
| 3 | 149 | 14.9% | |
| 1 | 130 | 13.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 4 | 413 | 13.8% | |
| 2 | 308 | 10.3% | |
| 3 | 149 | 5.0% | |
| 1 | 130 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2000 | 66.7% | |
| Other Punctuation | 1000 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 1000 | 50.0% | |
| 4 | 413 | 20.6% | |
| 2 | 308 | 15.4% | |
| 3 | 149 | 7.4% | |
| 1 | 130 | 6.5% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 1000 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 3000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 4 | 413 | 13.8% | |
| 2 | 308 | 10.3% | |
| 3 | 149 | 5.0% | |
| 1 | 130 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 3000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| . | 1000 | 33.3% | |
| 0 | 1000 | 33.3% | |
| 4 | 413 | 13.8% | |
| 2 | 308 | 10.3% | |
| 3 | 149 | 5.0% | |
| 1 | 130 | 4.3% |
Housing
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 | 108 |
| Value | Count | Frequency (%) | |
| 1 | 713 | 71.3% | |
| 2 | 179 | 17.9% | |
| 0 | 108 | 10.8% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 713 | 71.3% | |
| 2 | 179 | 17.9% | |
| 0 | 108 | 10.8% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1000 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 713 | 71.3% | |
| 2 | 179 | 17.9% | |
| 0 | 108 | 10.8% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1000 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 713 | 71.3% | |
| 2 | 179 | 17.9% | |
| 0 | 108 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 713 | 71.3% | |
| 2 | 179 | 17.9% | |
| 0 | 108 | 10.8% |
target
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 700 | 70.0% | |
| 0 | 300 | 30.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Status | Liable-people | Existing-credits | Duration | Personal-status | Savings-account | Property | Purpose | Telephone | Job | Installments | Credit-history | Debtors | Foreign | Credit | Age | Installment-rate | Residence-time | Housing | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 1.0 | 1.0 | 42.0 | 2 | 4 | 0 | 6 | 0 | 1 | 1 | 4 | 2 | 1 | 7166.0 | 29.0 | 2.0 | 4.0 | 2 | 1 |
| 1 | 2 | 1.0 | 1.0 | 18.0 | 0 | 4 | 3 | 6 | 0 | 1 | 1 | 4 | 2 | 1 | 1126.0 | 21.0 | 4.0 | 2.0 | 2 | 1 |
| 2 | 1 | 1.0 | 1.0 | 24.0 | 0 | 4 | 0 | 3 | 0 | 3 | 1 | 4 | 2 | 1 | 4351.0 | 48.0 | 1.0 | 4.0 | 1 | 1 |
| 3 | 0 | 1.0 | 1.0 | 12.0 | 0 | 4 | 0 | 2 | 0 | 1 | 0 | 4 | 2 | 1 | 1200.0 | 23.0 | 4.0 | 4.0 | 2 | 1 |
| 4 | 2 | 2.0 | 2.0 | 12.0 | 3 | 1 | 1 | 6 | 0 | 0 | 1 | 4 | 2 | 1 | 1963.0 | 31.0 | 4.0 | 2.0 | 2 | 1 |
| 5 | 2 | 1.0 | 2.0 | 12.0 | 0 | 1 | 0 | 6 | 1 | 1 | 1 | 2 | 2 | 1 | 1291.0 | 35.0 | 4.0 | 2.0 | 1 | 1 |
| 6 | 0 | 1.0 | 1.0 | 14.0 | 3 | 1 | 2 | 4 | 1 | 1 | 1 | 4 | 2 | 1 | 3973.0 | 22.0 | 1.0 | 4.0 | 0 | 1 |
| 7 | 2 | 1.0 | 2.0 | 18.0 | 0 | 1 | 1 | 6 | 1 | 2 | 1 | 2 | 2 | 1 | 1098.0 | 65.0 | 4.0 | 4.0 | 1 | 1 |
| 8 | 2 | 1.0 | 1.0 | 9.0 | 0 | 1 | 3 | 1 | 0 | 1 | 1 | 4 | 2 | 1 | 1236.0 | 23.0 | 1.0 | 4.0 | 2 | 1 |
| 9 | 2 | 1.0 | 1.0 | 12.0 | 0 | 4 | 1 | 2 | 1 | 1 | 1 | 2 | 2 | 1 | 2012.0 | 61.0 | 4.0 | 2.0 | 1 | 1 |
Last rows
| Status | Liable-people | Existing-credits | Duration | Personal-status | Savings-account | Property | Purpose | Telephone | Job | Installments | Credit-history | Debtors | Foreign | Credit | Age | Installment-rate | Residence-time | Housing | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0 | 1.0 | 1.0 | 36.0 | 3 | 1 | 0 | 3 | 1 | 1 | 1 | 4 | 2 | 1 | 5179.0 | 29.0 | 4.0 | 2.0 | 1 | 0 |
| 991 | 0 | 1.0 | 1.0 | 18.0 | 2 | 1 | 3 | 6 | 1 | 1 | 0 | 4 | 2 | 1 | 1345.0 | 26.0 | 4.0 | 3.0 | 1 | 0 |
| 992 | 0 | 1.0 | 2.0 | 12.0 | 3 | 1 | 1 | 4 | 0 | 1 | 0 | 1 | 2 | 1 | 697.0 | 46.0 | 4.0 | 2.0 | 1 | 0 |
| 993 | 2 | 1.0 | 1.0 | 48.0 | 3 | 1 | 1 | 0 | 0 | 0 | 0 | 4 | 2 | 1 | 4844.0 | 33.0 | 3.0 | 2.0 | 2 | 0 |
| 994 | 1 | 1.0 | 2.0 | 36.0 | 3 | 1 | 2 | 4 | 0 | 1 | 0 | 3 | 2 | 1 | 2225.0 | 57.0 | 4.0 | 4.0 | 0 | 0 |
| 995 | 1 | 1.0 | 1.0 | 24.0 | 0 | 1 | 0 | 4 | 0 | 3 | 1 | 4 | 2 | 1 | 2718.0 | 20.0 | 3.0 | 4.0 | 2 | 0 |
| 996 | 1 | 1.0 | 1.0 | 36.0 | 0 | 2 | 2 | 6 | 1 | 1 | 1 | 4 | 0 | 1 | 2671.0 | 50.0 | 4.0 | 4.0 | 0 | 0 |
| 997 | 0 | 1.0 | 1.0 | 36.0 | 0 | 1 | 1 | 4 | 0 | 1 | 1 | 4 | 2 | 1 | 1842.0 | 34.0 | 4.0 | 4.0 | 1 | 0 |
| 998 | 1 | 1.0 | 1.0 | 24.0 | 1 | 1 | 1 | 3 | 0 | 1 | 1 | 4 | 2 | 1 | 4057.0 | 43.0 | 3.0 | 3.0 | 1 | 0 |
| 999 | 0 | 1.0 | 1.0 | 24.0 | 0 | 1 | 3 | 6 | 0 | 1 | 1 | 4 | 2 | 1 | 2439.0 | 35.0 | 4.0 | 4.0 | 1 | 0 |