Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 500 |
| Missing cells | 1018 |
| Missing cells (%) | 13.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 46.9 KiB |
| Average record size in memory | 96.1 B |
Variable types
| DateTime | 1 |
|---|---|
| Categorical | 8 |
| Numeric | 5 |
| Boolean | 1 |
Rooli has a high cardinality: 261 distinct values | High cardinality |
Työpaikka has a high cardinality: 73 distinct values | High cardinality |
Työkokemus is highly correlated with Kuukausipalkka and 2 other fields | High correlation |
Kuukausipalkka is highly correlated with Työkokemus and 2 other fields | High correlation |
Vuositulot is highly correlated with Työkokemus and 2 other fields | High correlation |
Kk-tulot is highly correlated with Työkokemus and 2 other fields | High correlation |
Työkokemus is highly correlated with Kuukausipalkka | High correlation |
Kuukausipalkka is highly correlated with Työkokemus and 2 other fields | High correlation |
Vuositulot is highly correlated with Kuukausipalkka and 1 other fields | High correlation |
Kk-tulot is highly correlated with Kuukausipalkka and 1 other fields | High correlation |
Kuukausipalkka is highly correlated with Vuositulot and 1 other fields | High correlation |
Vuositulot is highly correlated with Kuukausipalkka and 1 other fields | High correlation |
Kk-tulot is highly correlated with Kuukausipalkka and 1 other fields | High correlation |
Vapaa sana is highly correlated with Työpaikka and 1 other fields | High correlation |
Kaupunki is highly correlated with Työpaikka | High correlation |
Työpaikka is highly correlated with Vapaa sana and 2 other fields | High correlation |
Kilpailukykyinen is highly correlated with Vapaa sana | High correlation |
Työsuhteen luonne is highly correlated with Työpaikka | High correlation |
Kaupunki is highly correlated with Työsuhteen luonne and 5 other fields | High correlation |
Ikä is highly correlated with Työkokemus and 2 other fields | High correlation |
Sukupuoli is highly correlated with Vapaa sana | High correlation |
Työkokemus is highly correlated with Ikä and 5 other fields | High correlation |
Työsuhteen luonne is highly correlated with Kaupunki and 4 other fields | High correlation |
Työaika is highly correlated with Työpaikka and 1 other fields | High correlation |
Etä is highly correlated with Vapaa sana | High correlation |
Kuukausipalkka is highly correlated with Kaupunki and 6 other fields | High correlation |
Vuositulot is highly correlated with Kaupunki and 6 other fields | High correlation |
Kilpailukykyinen is highly correlated with Kuukausipalkka and 1 other fields | High correlation |
Työpaikka is highly correlated with Kaupunki and 8 other fields | High correlation |
Vapaa sana is highly correlated with Kaupunki and 11 other fields | High correlation |
Kk-tulot is highly correlated with Kaupunki and 6 other fields | High correlation |
Sukupuoli has 35 (7.0%) missing values | Missing |
Työaika has 19 (3.8%) missing values | Missing |
Rooli has 13 (2.6%) missing values | Missing |
Kuukausipalkka has 44 (8.8%) missing values | Missing |
Vuositulot has 13 (2.6%) missing values | Missing |
Kilpailukykyinen has 15 (3.0%) missing values | Missing |
Työpaikka has 387 (77.4%) missing values | Missing |
Vapaa sana has 462 (92.4%) missing values | Missing |
Kk-tulot has 13 (2.6%) missing values | Missing |
Vapaa sana is uniformly distributed | Uniform |
Timestamp has unique values | Unique |
Reproduction
| Analysis started | 2022-09-27 11:15:11.996317 |
|---|---|
| Analysis finished | 2022-09-27 11:15:18.416059 |
| Duration | 6.42 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Minimum | 2021-02-15 11:57:08.316000 |
|---|---|
| Maximum | 2021-02-27 17:49:24.789000 |
Histogram with fixed size bins (bins=50)
| Distinct | 28 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 5 |
| Missing (%) | 1.0% |
| Memory size | 1.9 KiB |
| PK-Seutu | |
|---|---|
| Tampere | |
| Turku | |
| Oulu | |
| Jyväskylä | 18 |
| Other values (23) |
Length
| Max length | 15 |
|---|---|
| Median length | 8 |
| Mean length | 7.234343434 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3581 |
|---|---|
| Distinct characters | 40 |
| Distinct categories | 5 ? |
| 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 | 14 ? |
|---|---|
| Unique (%) | 2.8% |
Sample
| 1st row | PK-Seutu |
|---|---|
| 2nd row | Turku |
| 3rd row | PK-Seutu |
| 4th row | Tampere |
| 5th row | PK-Seutu |
Common Values
| Value | Count | Frequency (%) |
| PK-Seutu | 250 | |
| Tampere | 117 | |
| Turku | 47 | 9.4% |
| Oulu | 26 | 5.2% |
| Jyväskylä | 18 | 3.6% |
| Kuopio | 7 | 1.4% |
| Lontoo | 2 | 0.4% |
| Vaasa | 2 | 0.4% |
| Tallinna | 2 | 0.4% |
| Pori | 2 | 0.4% |
| Other values (18) | 22 | 4.4% |
| (Missing) | 5 | 1.0% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| pk-seutu | 250 | |
| tampere | 117 | |
| turku | 47 | 9.4% |
| oulu | 26 | 5.2% |
| jyväskylä | 18 | 3.6% |
| kuopio | 7 | 1.4% |
| eu | 2 | 0.4% |
| hämeenlinna | 2 | 0.4% |
| kouvola | 2 | 0.4% |
| lahti | 2 | 0.4% |
| Other values (22) | 26 | 5.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 661 | |
| e | 496 | |
| K | 261 | 7.3% |
| t | 257 | 7.2% |
| P | 253 | 7.1% |
| - | 252 | 7.0% |
| S | 252 | 7.0% |
| r | 170 | 4.7% |
| T | 166 | 4.6% |
| a | 145 | 4.0% |
| Other values (30) | 668 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2323 | |
| Uppercase Letter | 1001 | |
| Dash Punctuation | 252 | 7.0% |
| Space Separator | 4 | 0.1% |
| Other Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 661 | |
| e | 496 | |
| t | 257 | 11.1% |
| r | 170 | 7.3% |
| a | 145 | 6.2% |
| p | 125 | 5.4% |
| m | 123 | 5.3% |
| k | 70 | 3.0% |
| l | 58 | 2.5% |
| ä | 44 | 1.9% |
| Other values (10) | 174 | 7.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 261 | |
| P | 253 | |
| S | 252 | |
| T | 166 | |
| O | 26 | 2.6% |
| J | 19 | 1.9% |
| L | 5 | 0.5% |
| E | 4 | 0.4% |
| H | 3 | 0.3% |
| V | 3 | 0.3% |
| Other values (7) | 9 | 0.9% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 252 |
Space Separator
| Value | Count | Frequency (%) |
| 4 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3324 | |
| Common | 257 | 7.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 661 | |
| e | 496 | |
| K | 261 | 7.9% |
| t | 257 | 7.7% |
| P | 253 | 7.6% |
| S | 252 | 7.6% |
| r | 170 | 5.1% |
| T | 166 | 5.0% |
| a | 145 | 4.4% |
| p | 125 | 3.8% |
| Other values (27) | 538 |
Common
| Value | Count | Frequency (%) |
| - | 252 | |
| 4 | 1.6% | |
| , | 1 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3537 | |
| None | 44 | 1.2% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| u | 661 | |
| e | 496 | |
| K | 261 | 7.4% |
| t | 257 | 7.3% |
| P | 253 | 7.2% |
| - | 252 | 7.1% |
| S | 252 | 7.1% |
| r | 170 | 4.8% |
| T | 166 | 4.7% |
| a | 145 | 4.1% |
| Other values (29) | 624 |
None
| Value | Count | Frequency (%) |
| ä | 44 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 3 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.77464789 |
| Minimum | 23 |
|---|---|
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 33 |
| Q3 | 38 |
| 95-th percentile | 43 |
| Maximum | 53 |
| Range | 30 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.053651351 |
|---|---|
| Coefficient of variation (CV) | 0.1792365496 |
| Kurtosis | 0.2306290239 |
| Mean | 33.77464789 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.480434113 |
| Sum | 16786 |
| Variance | 36.64669468 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 33 | 170 | |
| 28 | 121 | |
| 38 | 106 | |
| 43 | 54 | 10.8% |
| 23 | 32 | 6.4% |
| 48 | 8 | 1.6% |
| 53 | 6 | 1.2% |
| (Missing) | 3 | 0.6% |
| Value | Count | Frequency (%) |
| 23 | 32 | 6.4% |
| 28 | 121 | |
| 33 | 170 | |
| 38 | 106 | |
| 43 | 54 | 10.8% |
| 48 | 8 | 1.6% |
| 53 | 6 | 1.2% |
| Value | Count | Frequency (%) |
| 53 | 6 | 1.2% |
| 48 | 8 | 1.6% |
| 43 | 54 | 10.8% |
| 38 | 106 | |
| 33 | 170 | |
| 28 | 121 | |
| 23 | 32 | 6.4% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 35 |
| Missing (%) | 7.0% |
| Memory size | 760.0 B |
| mies | |
|---|---|
| nainen | 37 |
| muu | 9 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.139784946 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1925 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mies |
|---|---|
| 2nd row | mies |
| 3rd row | mies |
| 4th row | mies |
| 5th row | mies |
Common Values
| Value | Count | Frequency (%) |
| mies | 419 | |
| nainen | 37 | 7.4% |
| muu | 9 | 1.8% |
| (Missing) | 35 | 7.0% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| mies | 419 | |
| nainen | 37 | 8.0% |
| muu | 9 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 456 | |
| e | 456 | |
| m | 428 | |
| s | 419 | |
| n | 111 | 5.8% |
| a | 37 | 1.9% |
| u | 18 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1925 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 456 | |
| e | 456 | |
| m | 428 | |
| s | 419 | |
| n | 111 | 5.8% |
| a | 37 | 1.9% |
| u | 18 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1925 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 456 | |
| e | 456 | |
| m | 428 | |
| s | 419 | |
| n | 111 | 5.8% |
| a | 37 | 1.9% |
| u | 18 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1925 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 456 | |
| e | 456 | |
| m | 428 | |
| s | 419 | |
| n | 111 | 5.8% |
| a | 37 | 1.9% |
| u | 18 | 0.9% |
| Distinct | 27 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 5 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.523232323 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 4 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 9 |
| Q3 | 13 |
| 95-th percentile | 21 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.053319568 |
|---|---|
| Coefficient of variation (CV) | 0.6356370781 |
| Kurtosis | -0.03938790912 |
| Mean | 9.523232323 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.7271444909 |
| Sum | 4714 |
| Variance | 36.64267779 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 5 | 54 | 10.8% |
| 10 | 40 | 8.0% |
| 4 | 31 | 6.2% |
| 7 | 30 | 6.0% |
| 15 | 29 | 5.8% |
| 2 | 29 | 5.8% |
| 20 | 28 | 5.6% |
| 3 | 28 | 5.6% |
| 6 | 27 | 5.4% |
| 13 | 25 | 5.0% |
| Other values (17) | 174 |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.8% |
| 1 | 17 | 3.4% |
| 2 | 29 | |
| 3 | 28 | |
| 4 | 31 | |
| 5 | 54 | |
| 6 | 27 | |
| 7 | 30 | |
| 8 | 25 | |
| 9 | 22 |
| Value | Count | Frequency (%) |
| 30 | 2 | 0.4% |
| 25 | 6 | 1.2% |
| 24 | 3 | 0.6% |
| 23 | 4 | 0.8% |
| 22 | 5 | 1.0% |
| 21 | 7 | 1.4% |
| 20 | 28 | |
| 19 | 1 | 0.2% |
| 18 | 2 | 0.4% |
| 17 | 3 | 0.6% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 4.0 KiB |
| Työntekijä / palkollinen | |
|---|---|
| Freelancer | 27 |
| Yrittäjä | 26 |
Length
| Max length | 24 |
|---|---|
| Median length | 24 |
| Mean length | 22.40881764 |
| Min length | 8 |
Characters and Unicode
| Total characters | 11182 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| 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 | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Työntekijä / palkollinen |
|---|---|
| 2nd row | Työntekijä / palkollinen |
| 3rd row | Työntekijä / palkollinen |
| 4th row | Yrittäjä |
| 5th row | Työntekijä / palkollinen |
Common Values
| Value | Count | Frequency (%) |
| Työntekijä / palkollinen | 446 | |
| Freelancer | 27 | 5.4% |
| Yrittäjä | 26 | 5.2% |
| (Missing) | 1 | 0.2% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| työntekijä | 446 | |
| 446 | ||
| palkollinen | 446 | |
| freelancer | 27 | 1.9% |
| yrittäjä | 26 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1365 | |
| l | 1365 | |
| e | 973 | 8.7% |
| i | 918 | 8.2% |
| 892 | 8.0% | |
| k | 892 | 8.0% |
| t | 498 | 4.5% |
| ä | 498 | 4.5% |
| a | 473 | 4.2% |
| j | 472 | 4.2% |
| Other values (10) | 2836 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9345 | |
| Space Separator | 892 | 8.0% |
| Uppercase Letter | 499 | 4.5% |
| Other Punctuation | 446 | 4.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 1365 | |
| l | 1365 | |
| e | 973 | |
| i | 918 | |
| k | 892 | |
| t | 498 | 5.3% |
| ä | 498 | 5.3% |
| a | 473 | 5.1% |
| j | 472 | 5.1% |
| p | 446 | 4.8% |
| Other values (5) | 1445 |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 446 | |
| F | 27 | 5.4% |
| Y | 26 | 5.2% |
Space Separator
| Value | Count | Frequency (%) |
| 892 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 446 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9844 | |
| Common | 1338 | 12.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 1365 | |
| l | 1365 | |
| e | 973 | |
| i | 918 | |
| k | 892 | |
| t | 498 | 5.1% |
| ä | 498 | 5.1% |
| a | 473 | 4.8% |
| j | 472 | 4.8% |
| p | 446 | 4.5% |
| Other values (8) | 1944 |
Common
| Value | Count | Frequency (%) |
| 892 | ||
| / | 446 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10238 | |
| None | 944 | 8.4% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 1365 | |
| l | 1365 | |
| e | 973 | |
| i | 918 | |
| 892 | ||
| k | 892 | |
| t | 498 | 4.9% |
| a | 473 | 4.6% |
| j | 472 | 4.6% |
| p | 446 | 4.4% |
| Other values (8) | 1944 |
None
| Value | Count | Frequency (%) |
| ä | 498 | |
| ö | 446 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 19 |
| Missing (%) | 3.8% |
| Memory size | 4.0 KiB |
| 1.0 | |
|---|---|
| 0.8 | 23 |
| 0.5 | 4 |
| 0.7 | 1 |
| 0.6 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1443 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 452 | |
| 0.8 | 23 | 4.6% |
| 0.5 | 4 | 0.8% |
| 0.7 | 1 | 0.2% |
| 0.6 | 1 | 0.2% |
| (Missing) | 19 | 3.8% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1.0 | 452 | |
| 0.8 | 23 | 4.8% |
| 0.5 | 4 | 0.8% |
| 0.7 | 1 | 0.2% |
| 0.6 | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 481 | |
| 0 | 481 | |
| 1 | 452 | |
| 8 | 23 | 1.6% |
| 5 | 4 | 0.3% |
| 7 | 1 | 0.1% |
| 6 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 962 | |
| Other Punctuation | 481 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 481 | |
| 1 | 452 | |
| 8 | 23 | 2.4% |
| 5 | 4 | 0.4% |
| 7 | 1 | 0.1% |
| 6 | 1 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 481 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1443 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 481 | |
| 0 | 481 | |
| 1 | 452 | |
| 8 | 23 | 1.6% |
| 5 | 4 | 0.3% |
| 7 | 1 | 0.1% |
| 6 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1443 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 481 | |
| 0 | 481 | |
| 1 | 452 | |
| 8 | 23 | 1.6% |
| 5 | 4 | 0.3% |
| 7 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| Distinct | 261 |
|---|---|
| Distinct (%) | 53.6% |
| Missing | 13 |
| Missing (%) | 2.6% |
| Memory size | 4.0 KiB |
| Ohjelmistokehittäjä | |
|---|---|
| full-stack | |
| Full-stack | 25 |
| ohjelmistokehittäjä | 17 |
| Arkkitehti | 16 |
| Other values (256) |
Length
| Max length | 67 |
|---|---|
| Median length | 52 |
| Mean length | 19.23408624 |
| Min length | 2 |
Characters and Unicode
| Total characters | 9367 |
|---|---|
| Distinct characters | 58 |
| Distinct categories | 9 ? |
| 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 | 213 ? |
|---|---|
| Unique (%) | 43.7% |
Sample
| 1st row | Arkkitehti |
|---|---|
| 2nd row | full-stack |
| 3rd row | Full-stack ohjelmistokehittäjä |
| 4th row | web-arkkitehti |
| 5th row | Ohjelmistokehittäjä |
Common Values
| Value | Count | Frequency (%) |
| Ohjelmistokehittäjä | 42 | 8.4% |
| full-stack | 36 | 7.2% |
| Full-stack | 25 | 5.0% |
| ohjelmistokehittäjä | 17 | 3.4% |
| Arkkitehti | 16 | 3.2% |
| Full-stack ohjelmistokehittäjä | 8 | 1.6% |
| full-stack ohjelmistokehittäjä | 7 | 1.4% |
| arkkitehti | 6 | 1.2% |
| Frontend | 6 | 1.2% |
| frontend | 6 | 1.2% |
| Other values (251) | 318 | |
| (Missing) | 13 | 2.6% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| full-stack | 145 | 16.1% |
| ohjelmistokehittäjä | 115 | 12.8% |
| developer | 61 | 6.8% |
| arkkitehti | 36 | 4.0% |
| 35 | 3.9% | |
| lead | 33 | 3.7% |
| frontend | 28 | 3.1% |
| senior | 21 | 2.3% |
| backend | 17 | 1.9% |
| kehittäjä | 16 | 1.8% |
| Other values (196) | 393 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 975 | 10.4% |
| e | 862 | 9.2% |
| l | 683 | 7.3% |
| i | 679 | 7.2% |
| k | 517 | 5.5% |
| o | 489 | 5.2% |
| s | 449 | 4.8% |
| a | 448 | 4.8% |
| 419 | 4.5% | |
| h | 374 | 4.0% |
| Other values (48) | 3472 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8134 | |
| Uppercase Letter | 474 | 5.1% |
| Space Separator | 420 | 4.5% |
| Dash Punctuation | 177 | 1.9% |
| Other Punctuation | 99 | 1.1% |
| Open Punctuation | 27 | 0.3% |
| Close Punctuation | 27 | 0.3% |
| Math Symbol | 8 | 0.1% |
| Decimal Number | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 975 | |
| e | 862 | 10.6% |
| l | 683 | 8.4% |
| i | 679 | 8.3% |
| k | 517 | 6.4% |
| o | 489 | 6.0% |
| s | 449 | 5.5% |
| a | 448 | 5.5% |
| h | 374 | 4.6% |
| j | 355 | 4.4% |
| Other values (16) | 2303 |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 107 | |
| O | 99 | |
| S | 52 | |
| D | 42 | 8.9% |
| T | 28 | 5.9% |
| A | 28 | 5.9% |
| L | 21 | 4.4% |
| C | 18 | 3.8% |
| E | 12 | 2.5% |
| P | 11 | 2.3% |
| Other values (11) | 56 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 53 | |
| / | 42 | |
| & | 3 | 3.0% |
| . | 1 | 1.0% |
Space Separator
| Value | Count | Frequency (%) |
| 419 | ||
| 1 | 0.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 177 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 27 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 27 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 8 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8608 | |
| Common | 759 | 8.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 975 | 11.3% |
| e | 862 | 10.0% |
| l | 683 | 7.9% |
| i | 679 | 7.9% |
| k | 517 | 6.0% |
| o | 489 | 5.7% |
| s | 449 | 5.2% |
| a | 448 | 5.2% |
| h | 374 | 4.3% |
| j | 355 | 4.1% |
| Other values (37) | 2777 |
Common
| Value | Count | Frequency (%) |
| 419 | ||
| - | 177 | |
| , | 53 | 7.0% |
| / | 42 | 5.5% |
| ( | 27 | 3.6% |
| ) | 27 | 3.6% |
| + | 8 | 1.1% |
| & | 3 | 0.4% |
| 1 | 1 | 0.1% |
| 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9013 | |
| None | 354 | 3.8% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 975 | 10.8% |
| e | 862 | 9.6% |
| l | 683 | 7.6% |
| i | 679 | 7.5% |
| k | 517 | 5.7% |
| o | 489 | 5.4% |
| s | 449 | 5.0% |
| a | 448 | 5.0% |
| 419 | 4.6% | |
| h | 374 | 4.1% |
| Other values (45) | 3118 |
None
| Value | Count | Frequency (%) |
| ä | 337 | |
| ö | 16 | 4.5% |
| 1 | 0.3% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 3 |
| Missing (%) | 0.6% |
| Memory size | 760.0 B |
| Etä | |
|---|---|
| Toimisto | |
| 50/50 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.207243461 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2588 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 4 ? |
| 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 | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 50/50 |
|---|---|
| 2nd row | Etä |
| 3rd row | Etä |
| 4th row | Etä |
| 5th row | Etä |
Common Values
| Value | Count | Frequency (%) |
| Etä | 208 | |
| Toimisto | 173 | |
| 50/50 | 116 | |
| (Missing) | 3 | 0.6% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| etä | 208 | |
| toimisto | 173 | |
| 50/50 | 116 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 381 | |
| o | 346 | |
| i | 346 | |
| 5 | 232 | |
| 0 | 232 | |
| E | 208 | |
| ä | 208 | |
| T | 173 | |
| m | 173 | |
| s | 173 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1627 | |
| Decimal Number | 464 | 17.9% |
| Uppercase Letter | 381 | 14.7% |
| Other Punctuation | 116 | 4.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 381 | |
| o | 346 | |
| i | 346 | |
| ä | 208 | |
| m | 173 | |
| s | 173 |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 232 | |
| 0 | 232 |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 208 | |
| T | 173 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 116 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2008 | |
| Common | 580 | 22.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 381 | |
| o | 346 | |
| i | 346 | |
| E | 208 | |
| ä | 208 | |
| T | 173 | |
| m | 173 | |
| s | 173 |
Common
| Value | Count | Frequency (%) |
| 5 | 232 | |
| 0 | 232 | |
| / | 116 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2380 | |
| None | 208 | 8.0% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 381 | |
| o | 346 | |
| i | 346 | |
| 5 | 232 | |
| 0 | 232 | |
| E | 208 | |
| T | 173 | |
| m | 173 | |
| s | 173 | |
| / | 116 | 4.9% |
None
| Value | Count | Frequency (%) |
| ä | 208 |
Kuukausipalkka
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 130 |
|---|---|
| Distinct (%) | 28.5% |
| Missing | 44 |
| Missing (%) | 8.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4671.388158 |
| Minimum | 1081 |
|---|---|
| Maximum | 15000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 1081 |
|---|---|
| 5-th percentile | 2792.5 |
| Q1 | 3800 |
| median | 4500 |
| Q3 | 5477.5 |
| 95-th percentile | 7000 |
| Maximum | 15000 |
| Range | 13919 |
| Interquartile range (IQR) | 1677.5 |
Descriptive statistics
| Standard deviation | 1443.054453 |
|---|---|
| Coefficient of variation (CV) | 0.3089134117 |
| Kurtosis | 7.900697718 |
| Mean | 4671.388158 |
| Median Absolute Deviation (MAD) | 765.5 |
| Skewness | 1.62359699 |
| Sum | 2130153 |
| Variance | 2082406.154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4000 | 26 | 5.2% |
| 4500 | 24 | 4.8% |
| 5000 | 18 | 3.6% |
| 6000 | 17 | 3.4% |
| 5500 | 17 | 3.4% |
| 4800 | 13 | 2.6% |
| 4300 | 13 | 2.6% |
| 3000 | 12 | 2.4% |
| 4200 | 12 | 2.4% |
| 3800 | 12 | 2.4% |
| Other values (120) | 292 | |
| (Missing) | 44 | 8.8% |
| Value | Count | Frequency (%) |
| 1081 | 1 | 0.2% |
| 1100 | 1 | 0.2% |
| 1666 | 1 | 0.2% |
| 1700 | 1 | 0.2% |
| 1800 | 1 | 0.2% |
| 2100 | 1 | 0.2% |
| 2200 | 1 | 0.2% |
| 2275 | 1 | 0.2% |
| 2300 | 1 | 0.2% |
| 2400 | 3 |
| Value | Count | Frequency (%) |
| 15000 | 1 | 0.2% |
| 12000 | 2 | 0.4% |
| 9300 | 1 | 0.2% |
| 8500 | 2 | 0.4% |
| 8200 | 1 | 0.2% |
| 8000 | 6 | |
| 7500 | 3 | 0.6% |
| 7200 | 1 | 0.2% |
| 7000 | 11 | |
| 6956 | 1 | 0.2% |
| Distinct | 185 |
|---|---|
| Distinct (%) | 38.0% |
| Missing | 13 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65593.46304 |
| Minimum | 0 |
|---|---|
| Maximum | 300000 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 34020 |
| Q1 | 49562.5 |
| median | 58750 |
| Q3 | 75000 |
| 95-th percentile | 123500 |
| Maximum | 300000 |
| Range | 300000 |
| Interquartile range (IQR) | 25437.5 |
Descriptive statistics
| Standard deviation | 31817.79458 |
|---|---|
| Coefficient of variation (CV) | 0.4850756937 |
| Kurtosis | 11.75121598 |
| Mean | 65593.46304 |
| Median Absolute Deviation (MAD) | 11750 |
| Skewness | 2.645875828 |
| Sum | 31944016.5 |
| Variance | 1012372052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 55000 | 18 | 3.6% |
| 50000 | 18 | 3.6% |
| 75000 | 17 | 3.4% |
| 60000 | 14 | 2.8% |
| 70000 | 11 | 2.2% |
| 85000 | 11 | 2.2% |
| 65000 | 10 | 2.0% |
| 62500 | 10 | 2.0% |
| 54000 | 10 | 2.0% |
| 37500 | 10 | 2.0% |
| Other values (175) | 358 | |
| (Missing) | 13 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 4000 | 1 | |
| 6100 | 1 | |
| 7500 | 1 | |
| 13750 | 1 | |
| 14000 | 1 | |
| 20000 | 1 | |
| 22000 | 1 | |
| 22500 | 1 | |
| 25000 | 1 |
| Value | Count | Frequency (%) |
| 300000 | 1 | 0.2% |
| 250000 | 1 | 0.2% |
| 220000 | 1 | 0.2% |
| 200000 | 4 | |
| 190000 | 1 | 0.2% |
| 180000 | 1 | 0.2% |
| 165000 | 1 | 0.2% |
| 157300 | 1 | 0.2% |
| 155000 | 1 | 0.2% |
| 150000 | 1 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 15 |
| Missing (%) | 3.0% |
| Memory size | 4.0 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| True | 329 | |
| False | 156 | |
| (Missing) | 15 | 3.0% |
| Distinct | 73 |
|---|---|
| Distinct (%) | 64.6% |
| Missing | 387 |
| Missing (%) | 77.4% |
| Memory size | 4.0 KiB |
| Gofore | |
|---|---|
| Vincit | 8 |
| Futurice | 5 |
| Fraktio | 4 |
| Mavericks | 4 |
| Other values (68) |
Length
| Max length | 132 |
|---|---|
| Median length | 28 |
| Mean length | 10.15044248 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1147 |
|---|---|
| Distinct characters | 54 |
| Distinct categories | 5 ? |
| 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 | 59 ? |
|---|---|
| Unique (%) | 52.2% |
Sample
| 1st row | Questrade |
|---|---|
| 2nd row | Digiaj |
| 3rd row | Gofore |
| 4th row | Oura Health |
| 5th row | Wirepas |
Common Values
| Value | Count | Frequency (%) |
| Gofore | 12 | 2.4% |
| Vincit | 8 | 1.6% |
| Futurice | 5 | 1.0% |
| Fraktio | 4 | 0.8% |
| Mavericks | 4 | 0.8% |
| Pankki | 3 | 0.6% |
| Siili | 3 | 0.6% |
| Arado | 3 | 0.6% |
| Qvik | 2 | 0.4% |
| KVTES-alainen kunnan omistama | 2 | 0.4% |
| Other values (63) | 67 | 13.4% |
| (Missing) | 387 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| gofore | 12 | 7.5% |
| vincit | 8 | 5.0% |
| mavericks | 6 | 3.7% |
| futurice | 5 | 3.1% |
| siili | 5 | 3.1% |
| fraktio | 4 | 2.5% |
| if | 3 | 1.9% |
| pankki | 3 | 1.9% |
| arado | 3 | 1.9% |
| konsulttitalo | 3 | 1.9% |
| Other values (96) | 109 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 128 | 11.2% |
| a | 89 | 7.8% |
| o | 89 | 7.8% |
| e | 86 | 7.5% |
| t | 82 | 7.1% |
| r | 63 | 5.5% |
| n | 59 | 5.1% |
| 51 | 4.4% | |
| k | 49 | 4.3% |
| l | 47 | 4.1% |
| Other values (44) | 404 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 955 | |
| Uppercase Letter | 135 | 11.8% |
| Space Separator | 51 | 4.4% |
| Dash Punctuation | 3 | 0.3% |
| Other Punctuation | 3 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 128 | |
| a | 89 | |
| o | 89 | |
| e | 86 | 9.0% |
| t | 82 | 8.6% |
| r | 63 | 6.6% |
| n | 59 | 6.2% |
| k | 49 | 5.1% |
| l | 47 | 4.9% |
| u | 45 | 4.7% |
| Other values (16) | 218 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 15 | 11.1% |
| G | 15 | 11.1% |
| V | 14 | 10.4% |
| F | 10 | 7.4% |
| K | 8 | 5.9% |
| A | 7 | 5.2% |
| M | 7 | 5.2% |
| P | 6 | 4.4% |
| T | 6 | 4.4% |
| C | 6 | 4.4% |
| Other values (15) | 41 |
Space Separator
| Value | Count | Frequency (%) |
| 51 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1090 | |
| Common | 57 | 5.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 128 | 11.7% |
| a | 89 | 8.2% |
| o | 89 | 8.2% |
| e | 86 | 7.9% |
| t | 82 | 7.5% |
| r | 63 | 5.8% |
| n | 59 | 5.4% |
| k | 49 | 4.5% |
| l | 47 | 4.3% |
| u | 45 | 4.1% |
| Other values (41) | 353 |
Common
| Value | Count | Frequency (%) |
| 51 | ||
| - | 3 | 5.3% |
| . | 3 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1135 | |
| None | 12 | 1.0% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 128 | 11.3% |
| a | 89 | 7.8% |
| o | 89 | 7.8% |
| e | 86 | 7.6% |
| t | 82 | 7.2% |
| r | 63 | 5.6% |
| n | 59 | 5.2% |
| 51 | 4.5% | |
| k | 49 | 4.3% |
| l | 47 | 4.1% |
| Other values (42) | 392 |
None
| Value | Count | Frequency (%) |
| ä | 11 | |
| ö | 1 | 8.3% |
| Distinct | 37 |
|---|---|
| Distinct (%) | 97.4% |
| Missing | 462 |
| Missing (%) | 92.4% |
| Memory size | 4.0 KiB |
| palkan lisänä lounas- ja virkistysetu | 2 |
|---|---|
| it-ala 10+v koodaus 6v | 1 |
| Opiskelija | 1 |
| Teen 80% työaikaa jotta ehtisin harrastaa kaikenlaista työnteon lisäksi | 1 |
| Halpaa freelancer laskutusta oman tuotekehityksen sivussa | 1 |
| Other values (32) |
Length
| Max length | 286 |
|---|---|
| Median length | 104.5 |
| Mean length | 95.57894737 |
| Min length | 7 |
Characters and Unicode
| Total characters | 3632 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 9 ? |
| 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 | 36 ? |
|---|---|
| Unique (%) | 94.7% |
Sample
| 1st row | Kuukausipalkkaan tulossa ihan juuri firman laajuinen pieni (muistaakseni 50 e) yleiskorotus + palkka nousee ainakin 2800 e/kk, kunhan valmistuisi. |
|---|---|
| 2nd row | Työskentelen toimistolla, koska täällä ei ole ketään muita. Työnantajan puolesta voisin työskennellä myös kotoa. |
| 3rd row | palkan lisäksi kompensaatioon kuuluu varsin runsas ja suomen it-alalla uniikki etupaketti. pelkkä palkka ei välttämättä ole kilpailukykyinen, mutta koko kompensaatio yleisesti työstäni on ehdottomasti kilpailukykyinen. |
| 4th row | Rahapalkan päälle tulee vielä kohtuullinen optiopotti, mutta se toki on lähinnä arpalippu |
| 5th row | Osittain laskutukseen perustuva palkka joten vaihtelee. |
Common Values
| Value | Count | Frequency (%) |
| palkan lisänä lounas- ja virkistysetu | 2 | 0.4% |
| it-ala 10+v koodaus 6v | 1 | 0.2% |
| Opiskelija | 1 | 0.2% |
| Teen 80% työaikaa jotta ehtisin harrastaa kaikenlaista työnteon lisäksi | 1 | 0.2% |
| Halpaa freelancer laskutusta oman tuotekehityksen sivussa | 1 | 0.2% |
| Palkka riippuu osittain firman tuloksesta, joten vaikea sanoa tarkkaan. | 1 | 0.2% |
| Vaikea vastata henkilönä joka tekee yrityksen kautta yhdelle ulkomaalaiselle yritykselle töitä (jolla ei ole entiteettiä suomessa). Vastasin nyt ikään kuin olisin yrittäjä vaikka käytännössä tämä on sama kuin olisin palkkaduunissa. | 1 | 0.2% |
| Pakettiin kuuluu reilu määrä optioita ja palkka nousee (ja laskee) firman liikevaihdon myötä. | 1 | 0.2% |
| Vaikka merkitsin, että palkkani ei ole mielestäni kilpailukykyinen, se ei tarkoita ettenkö olisi siihen tyytyväinen. Tilanne yrittäjillä ei yleensä vastaa samaa kuin palkansaajilla, joten palkka ei ole yrittäjille monestikaan niin mustavalkoinen asia vaan kysymys on isommasta kuviosta. | 1 | 0.2% |
| Kuukausipalkkaan tulossa ihan juuri firman laajuinen pieni (muistaakseni 50 e) yleiskorotus + palkka nousee ainakin 2800 e/kk, kunhan valmistuisi. | 1 | 0.2% |
| Other values (27) | 27 | 5.4% |
| (Missing) | 462 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ja | 11 | 2.4% |
| ei | 11 | 2.4% |
| palkka | 10 | 2.2% |
| on | 10 | 2.2% |
| mutta | 9 | 2.0% |
| ole | 6 | 1.3% |
| nyt | 5 | 1.1% |
| palkan | 4 | 0.9% |
| ihan | 4 | 0.9% |
| joten | 4 | 0.9% |
| Other values (321) | 383 |
Most occurring characters
| Value | Count | Frequency (%) |
| 422 | ||
| a | 383 | 10.5% |
| i | 311 | 8.6% |
| t | 284 | 7.8% |
| n | 245 | 6.7% |
| s | 237 | 6.5% |
| e | 228 | 6.3% |
| k | 206 | 5.7% |
| l | 183 | 5.0% |
| o | 169 | 4.7% |
| Other values (46) | 964 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3025 | |
| Space Separator | 422 | 11.6% |
| Other Punctuation | 85 | 2.3% |
| Uppercase Letter | 53 | 1.5% |
| Decimal Number | 28 | 0.8% |
| Dash Punctuation | 8 | 0.2% |
| Close Punctuation | 4 | 0.1% |
| Open Punctuation | 4 | 0.1% |
| Math Symbol | 3 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 383 | |
| i | 311 | |
| t | 284 | |
| n | 245 | 8.1% |
| s | 237 | 7.8% |
| e | 228 | 7.5% |
| k | 206 | 6.8% |
| l | 183 | 6.0% |
| o | 169 | 5.6% |
| u | 140 | 4.6% |
| Other values (14) | 639 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 9 | |
| O | 7 | |
| T | 7 | |
| E | 6 | |
| V | 6 | |
| K | 5 | |
| S | 4 | |
| H | 2 | 3.8% |
| J | 2 | 3.8% |
| I | 2 | 3.8% |
| Other values (3) | 3 | 5.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1 | 3 | 10.7% |
| 5 | 2 | 7.1% |
| 2 | 2 | 7.1% |
| 8 | 2 | 7.1% |
| 6 | 2 | 7.1% |
| 3 | 1 | 3.6% |
| 7 | 1 | 3.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 44 | |
| , | 28 | |
| / | 5 | 5.9% |
| % | 4 | 4.7% |
| " | 2 | 2.4% |
| ? | 2 | 2.4% |
Space Separator
| Value | Count | Frequency (%) |
| 422 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 8 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 4 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 4 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3078 | |
| Common | 554 | 15.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 383 | |
| i | 311 | |
| t | 284 | |
| n | 245 | 8.0% |
| s | 237 | 7.7% |
| e | 228 | 7.4% |
| k | 206 | 6.7% |
| l | 183 | 5.9% |
| o | 169 | 5.5% |
| u | 140 | 4.5% |
| Other values (27) | 692 |
Common
| Value | Count | Frequency (%) |
| 422 | ||
| . | 44 | 7.9% |
| , | 28 | 5.1% |
| 0 | 15 | 2.7% |
| - | 8 | 1.4% |
| / | 5 | 0.9% |
| ) | 4 | 0.7% |
| ( | 4 | 0.7% |
| % | 4 | 0.7% |
| 1 | 3 | 0.5% |
| Other values (9) | 17 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3479 | |
| None | 153 | 4.2% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 422 | ||
| a | 383 | |
| i | 311 | 8.9% |
| t | 284 | 8.2% |
| n | 245 | 7.0% |
| s | 237 | 6.8% |
| e | 228 | 6.6% |
| k | 206 | 5.9% |
| l | 183 | 5.3% |
| o | 169 | 4.9% |
| Other values (44) | 811 |
None
| Value | Count | Frequency (%) |
| ä | 126 | |
| ö | 27 | 17.6% |
| Distinct | 185 |
|---|---|
| Distinct (%) | 38.0% |
| Missing | 13 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5466.12192 |
| Minimum | 0 |
|---|---|
| Maximum | 25000 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2835 |
| Q1 | 4130.208333 |
| median | 4895.833333 |
| Q3 | 6250 |
| 95-th percentile | 10291.66667 |
| Maximum | 25000 |
| Range | 25000 |
| Interquartile range (IQR) | 2119.791667 |
Descriptive statistics
| Standard deviation | 2651.482882 |
|---|---|
| Coefficient of variation (CV) | 0.4850756937 |
| Kurtosis | 11.75121598 |
| Mean | 5466.12192 |
| Median Absolute Deviation (MAD) | 979.1666667 |
| Skewness | 2.645875828 |
| Sum | 2662001.375 |
| Variance | 7030361.474 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4583.333333 | 18 | 3.6% |
| 4166.666667 | 18 | 3.6% |
| 6250 | 17 | 3.4% |
| 5000 | 14 | 2.8% |
| 5833.333333 | 11 | 2.2% |
| 7083.333333 | 11 | 2.2% |
| 5416.666667 | 10 | 2.0% |
| 5208.333333 | 10 | 2.0% |
| 4500 | 10 | 2.0% |
| 3125 | 10 | 2.0% |
| Other values (175) | 358 | |
| (Missing) | 13 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 333.3333333 | 1 | |
| 508.3333333 | 1 | |
| 625 | 1 | |
| 1145.833333 | 1 | |
| 1166.666667 | 1 | |
| 1666.666667 | 1 | |
| 1833.333333 | 1 | |
| 1875 | 1 | |
| 2083.333333 | 1 |
| Value | Count | Frequency (%) |
| 25000 | 1 | 0.2% |
| 20833.33333 | 1 | 0.2% |
| 18333.33333 | 1 | 0.2% |
| 16666.66667 | 4 | |
| 15833.33333 | 1 | 0.2% |
| 15000 | 1 | 0.2% |
| 13750 | 1 | 0.2% |
| 13108.33333 | 1 | 0.2% |
| 12916.66667 | 1 | 0.2% |
| 12500 | 1 | 0.2% |
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.
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.
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.
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.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. 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.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Timestamp | Kaupunki | Ikä | Sukupuoli | Työkokemus | Työsuhteen luonne | Työaika | Rooli | Etä | Kuukausipalkka | Vuositulot | Kilpailukykyinen | Työpaikka | Vapaa sana | Kk-tulot | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2021-02-15 11:57:08.316 | PK-Seutu | 33 | NaN | 10.0 | Työntekijä / palkollinen | 1.0 | Arkkitehti | 50/50 | 6500.0 | 83000.0 | True | NaN | NaN | 6916.666667 |
| 1 | 2021-02-15 11:57:19.676 | Turku | 33 | mies | 14.0 | Työntekijä / palkollinen | 1.0 | full-stack | Etä | 5000.0 | 62500.0 | True | NaN | NaN | 5208.333333 |
| 2 | 2021-02-15 11:58:03.592 | PK-Seutu | 28 | mies | 2.0 | Työntekijä / palkollinen | 1.0 | Full-stack ohjelmistokehittäjä | Etä | 2475.0 | 30000.0 | False | NaN | NaN | 2500.000000 |
| 3 | 2021-02-15 11:58:15.261 | Tampere | 33 | mies | 22.0 | Yrittäjä | 1.0 | web-arkkitehti | Etä | 4300.0 | 100000.0 | True | NaN | NaN | 8333.333333 |
| 4 | 2021-02-15 11:58:16.983 | PK-Seutu | 28 | mies | 2.0 | Työntekijä / palkollinen | 1.0 | Ohjelmistokehittäjä | Etä | 3000.0 | 37500.0 | False | NaN | NaN | 3125.000000 |
| 5 | 2021-02-15 11:58:49.454 | PK-Seutu | 43 | mies | 23.0 | Työntekijä / palkollinen | 1.0 | Ohjelmistokehittäjä | Toimisto | 8000.0 | 100000.0 | True | NaN | NaN | 8333.333333 |
| 6 | 2021-02-15 12:00:03.771 | PK-Seutu | 33 | mies | 10.0 | Freelancer | 1.0 | Ohjelmistokehittäjä | Etä | 6000.0 | 140000.0 | True | NaN | NaN | 11666.666667 |
| 7 | 2021-02-15 12:00:04.655 | Tampere | 33 | NaN | 10.0 | Työntekijä / palkollinen | 1.0 | Ohjelmistokehittäjä | Toimisto | 4250.0 | 54000.0 | True | NaN | NaN | 4500.000000 |
| 8 | 2021-02-15 12:01:00.769 | Tampere | 33 | mies | 6.0 | Työntekijä / palkollinen | 1.0 | Lead developer | Toimisto | 4000.0 | 50000.0 | False | NaN | NaN | 4166.666667 |
| 9 | 2021-02-15 12:02:03.577 | Tallinna | 33 | mies | 12.0 | Freelancer | 1.0 | NaN | Etä | NaN | 200000.0 | True | Questrade | NaN | 16666.666667 |
Last rows
| Timestamp | Kaupunki | Ikä | Sukupuoli | Työkokemus | Työsuhteen luonne | Työaika | Rooli | Etä | Kuukausipalkka | Vuositulot | Kilpailukykyinen | Työpaikka | Vapaa sana | Kk-tulot | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 490 | 2021-02-25 21:17:36.323 | PK-Seutu | 33 | mies | 10.0 | Työntekijä / palkollinen | 1.0 | Full-stack ohjemistokehittäjä | Toimisto | 4600.0 | 58000.0 | True | NaN | NaN | 4833.333333 |
| 491 | 2021-02-26 09:32:59.778 | Oulu | 48 | mies | 21.0 | Työntekijä / palkollinen | 1.0 | Backend-koodari | Etä | 5000.0 | 70000.0 | True | Nokia | NaN | 5833.333333 |
| 492 | 2021-02-26 12:16:19.696 | Tampere | 38 | mies | 15.0 | Työntekijä / palkollinen | 1.0 | Ohjelmistosuunnittelija | Toimisto | 4300.0 | 53750.0 | False | Gofore | NaN | 4479.166667 |
| 493 | 2021-02-26 12:21:52.296 | Tampere | 33 | mies | 11.0 | Freelancer | 1.0 | frontend | Etä | NaN | 157300.0 | True | NaN | NaN | 13108.333333 |
| 494 | 2021-02-26 12:46:37.404 | PK-Seutu | 33 | mies | 11.0 | Työntekijä / palkollinen | 1.0 | Arkkitehti | Toimisto | 6500.0 | 81250.0 | True | Siili | NaN | 6770.833333 |
| 495 | 2021-02-26 12:47:26.116 | PK-Seutu | 33 | nainen | 3.0 | Työntekijä / palkollinen | 1.0 | Full-stack | 50/50 | 3800.0 | NaN | False | NaN | NaN | NaN |
| 496 | 2021-02-26 13:24:35.647 | PK-Seutu | 33 | mies | NaN | Työntekijä / palkollinen | 1.0 | Ohjelmistokehittäjä | 50/50 | NaN | 75000.0 | True | Vincit | NaN | 6250.000000 |
| 497 | 2021-02-26 16:28:30.010 | Tampere | 43 | mies | 20.0 | Työntekijä / palkollinen | 1.0 | full-stack | Toimisto | 4800.0 | 61000.0 | True | NaN | NaN | 5083.333333 |
| 498 | 2021-02-27 12:38:00.760 | Tampere | 33 | mies | 9.0 | Työntekijä / palkollinen | 1.0 | backend ja devops | Etä | 4270.0 | 54000.0 | False | NaN | NaN | 4500.000000 |
| 499 | 2021-02-27 17:49:24.789 | Kouvola | 33 | mies | 2.0 | Työntekijä / palkollinen | 1.0 | Full-stack Ohjelmistosuunnittelija | Etä | 2800.0 | 35000.0 | False | NaN | NaN | 2916.666667 |