Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 493 |
| Missing cells | 1001 |
| Missing cells (%) | 13.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 46.3 KiB |
| Average record size in memory | 96.1 B |
Variable types
| DateTime | 1 |
|---|---|
| Categorical | 8 |
| Numeric | 5 |
| Boolean | 1 |
Rooli has a high cardinality: 259 distinct values | High cardinality |
Työpaikka has a high cardinality: 73 distinct values | High cardinality |
Vuositulot is highly correlated with Kk-tulot | High correlation |
Kk-tulot is highly correlated with Vuositulot | High correlation |
Vapaa sana is highly correlated with Työpaikka and 1 other fields | High correlation |
Työpaikka is highly correlated with Vapaa sana | High correlation |
Kilpailukykyinen is highly correlated with Vapaa sana | High correlation |
Kaupunki has 5 (1.0%) missing values | Missing |
Sukupuoli has 35 (7.1%) missing values | Missing |
Työaika has 19 (3.9%) missing values | Missing |
Rooli has 13 (2.6%) missing values | Missing |
Kuukausipalkka has 42 (8.5%) missing values | Missing |
Vuositulot has 12 (2.4%) missing values | Missing |
Kilpailukykyinen has 15 (3.0%) missing values | Missing |
Työpaikka has 382 (77.5%) missing values | Missing |
Vapaa sana has 455 (92.3%) missing values | Missing |
Kk-tulot has 12 (2.4%) missing values | Missing |
Vapaa sana is uniformly distributed | Uniform |
Timestamp has unique values | Unique |
Reproduction
| Analysis started | 2021-02-26 10:20:20.639753 |
|---|---|
| Analysis finished | 2021-02-26 10:20:25.749619 |
| Duration | 5.11 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 493 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Minimum | 2021-02-15 11:57:08.316000 |
|---|---|
| Maximum | 2021-02-26 12:16:19.696000 |
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 | 7.231557377 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3529 |
|---|---|
| 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 | 15 ? |
|---|---|
| Unique (%) | 3.1% |
Sample
| 1st row | PK-Seutu |
|---|---|
| 2nd row | Turku |
| 3rd row | PK-Seutu |
| 4th row | Tampere |
| 5th row | PK-Seutu |
| Value | Count | Frequency (%) |
| PK-Seutu | 247 | |
| Tampere | 114 | |
| Turku | 47 | 9.5% |
| Oulu | 26 | 5.3% |
| Jyväskylä | 18 | 3.7% |
| Kuopio | 7 | 1.4% |
| Lontoo | 2 | 0.4% |
| Vaasa | 2 | 0.4% |
| Tallinna | 2 | 0.4% |
| Pori | 2 | 0.4% |
| Other values (18) | 21 | 4.3% |
| (Missing) | 5 | 1.0% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| pk-seutu | 247 | |
| tampere | 114 | |
| turku | 47 | 9.6% |
| oulu | 26 | 5.3% |
| jyväskylä | 18 | 3.7% |
| kuopio | 7 | 1.4% |
| pori | 2 | 0.4% |
| hämeenlinna | 2 | 0.4% |
| vaasa | 2 | 0.4% |
| lontoo | 2 | 0.4% |
| Other values (22) | 25 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 654 | |
| e | 487 | |
| K | 257 | 7.3% |
| t | 254 | 7.2% |
| P | 250 | 7.1% |
| - | 249 | 7.1% |
| S | 249 | 7.1% |
| r | 167 | 4.7% |
| T | 163 | 4.6% |
| a | 141 | 4.0% |
| Other values (30) | 658 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2287 | |
| Uppercase Letter | 988 | |
| Dash Punctuation | 249 | 7.1% |
| Space Separator | 4 | 0.1% |
| Other Punctuation | 1 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| u | 654 | |
| e | 487 | |
| t | 254 | 11.1% |
| r | 167 | 7.3% |
| a | 141 | 6.2% |
| p | 122 | 5.3% |
| m | 120 | 5.2% |
| k | 70 | 3.1% |
| l | 57 | 2.5% |
| ä | 44 | 1.9% |
| Other values (10) | 171 | 7.5% |
| Value | Count | Frequency (%) |
| K | 257 | |
| P | 250 | |
| S | 249 | |
| T | 163 | |
| O | 26 | 2.6% |
| J | 19 | 1.9% |
| L | 5 | 0.5% |
| E | 4 | 0.4% |
| V | 3 | 0.3% |
| H | 3 | 0.3% |
| Other values (7) | 9 | 0.9% |
| Value | Count | Frequency (%) |
| - | 249 |
| Value | Count | Frequency (%) |
| 4 |
| Value | Count | Frequency (%) |
| , | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3275 | |
| Common | 254 | 7.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| u | 654 | |
| e | 487 | |
| K | 257 | 7.8% |
| t | 254 | 7.8% |
| P | 250 | 7.6% |
| S | 249 | 7.6% |
| r | 167 | 5.1% |
| T | 163 | 5.0% |
| a | 141 | 4.3% |
| p | 122 | 3.7% |
| Other values (27) | 531 |
| Value | Count | Frequency (%) |
| - | 249 | |
| 4 | 1.6% | |
| , | 1 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3485 | |
| None | 44 | 1.2% |
Most frequent character per block
| Value | Count | Frequency (%) |
| u | 654 | |
| e | 487 | |
| K | 257 | 7.4% |
| t | 254 | 7.3% |
| P | 250 | 7.2% |
| - | 249 | 7.1% |
| S | 249 | 7.1% |
| r | 167 | 4.8% |
| T | 163 | 4.7% |
| a | 141 | 4.0% |
| Other values (29) | 614 |
| Value | Count | Frequency (%) |
| ä | 44 |
Ikä
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 3 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.76530612 |
|---|---|
| Minimum | 23 |
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 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 | 6.081923702 |
|---|---|
| Coefficient of variation (CV) | 0.1801234581 |
| Kurtosis | 0.2085691786 |
| Mean | 33.76530612 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.4780608832 |
| Sum | 16545 |
| Variance | 36.98979592 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 33 | 164 | |
| 28 | 121 | |
| 38 | 106 | |
| 43 | 53 | 10.8% |
| 23 | 32 | 6.5% |
| 48 | 8 | 1.6% |
| 53 | 6 | 1.2% |
| (Missing) | 3 | 0.6% |
| Value | Count | Frequency (%) |
| 23 | 32 | 6.5% |
| 28 | 121 | |
| 33 | 164 | |
| 38 | 106 | |
| 43 | 53 | 10.8% |
| Value | Count | Frequency (%) |
| 53 | 6 | 1.2% |
| 48 | 8 | 1.6% |
| 43 | 53 | 10.8% |
| 38 | 106 | |
| 33 | 164 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 35 |
| Missing (%) | 7.1% |
| Memory size | 753.0 B |
| mies | |
|---|---|
| nainen | 36 |
| muu | 9 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.137554585 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1895 |
|---|---|
| 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 |
| Value | Count | Frequency (%) |
| mies | 413 | |
| nainen | 36 | 7.3% |
| muu | 9 | 1.8% |
| (Missing) | 35 | 7.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mies | 413 | |
| nainen | 36 | 7.9% |
| muu | 9 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 449 | |
| e | 449 | |
| m | 422 | |
| s | 413 | |
| n | 108 | 5.7% |
| a | 36 | 1.9% |
| u | 18 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1895 |
Most frequent character per category
| Value | Count | Frequency (%) |
| i | 449 | |
| e | 449 | |
| m | 422 | |
| s | 413 | |
| n | 108 | 5.7% |
| a | 36 | 1.9% |
| u | 18 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1895 |
Most frequent character per script
| Value | Count | Frequency (%) |
| i | 449 | |
| e | 449 | |
| m | 422 | |
| s | 413 | |
| n | 108 | 5.7% |
| a | 36 | 1.9% |
| u | 18 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1895 |
Most frequent character per block
| Value | Count | Frequency (%) |
| i | 449 | |
| e | 449 | |
| m | 422 | |
| s | 413 | |
| n | 108 | 5.7% |
| a | 36 | 1.9% |
| u | 18 | 0.9% |
Työkokemus
Real number (ℝ≥0)
| Distinct | 27 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 4 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.525562372 |
|---|---|
| Minimum | 0 |
| Maximum | 30 |
| Zeros | 4 |
| Zeros (%) | 0.8% |
| 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 | 6.054386445 |
|---|---|
| Coefficient of variation (CV) | 0.6355935963 |
| Kurtosis | -0.03215552626 |
| Mean | 9.525562372 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.730374291 |
| Sum | 4658 |
| Variance | 36.65559523 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 5 | 54 | 11.0% |
| 10 | 40 | 8.1% |
| 4 | 31 | 6.3% |
| 7 | 30 | 6.1% |
| 15 | 29 | 5.9% |
| 2 | 28 | 5.7% |
| 3 | 27 | 5.5% |
| 20 | 27 | 5.5% |
| 6 | 27 | 5.5% |
| 8 | 25 | 5.1% |
| Other values (17) | 171 |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.8% |
| 1 | 17 | |
| 2 | 28 | |
| 3 | 27 | |
| 4 | 31 |
| Value | Count | Frequency (%) |
| 30 | 2 | 0.4% |
| 25 | 6 | |
| 24 | 3 | |
| 23 | 4 | |
| 22 | 5 |
Työsuhteen luonne
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 4.0 KiB |
| Työntekijä / palkollinen | |
|---|---|
| Freelancer | 26 |
| Yrittäjä | 26 |
Length
| Max length | 24 |
|---|---|
| Median length | 24 |
| Mean length | 22.41463415 |
| Min length | 8 |
Characters and Unicode
| Total characters | 11028 |
|---|---|
| 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 |
| Value | Count | Frequency (%) |
| Työntekijä / palkollinen | 440 | |
| Freelancer | 26 | 5.3% |
| Yrittäjä | 26 | 5.3% |
| (Missing) | 1 | 0.2% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 440 | ||
| palkollinen | 440 | |
| työntekijä | 440 | |
| yrittäjä | 26 | 1.9% |
| freelancer | 26 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1346 | |
| l | 1346 | |
| e | 958 | 8.7% |
| i | 906 | 8.2% |
| k | 880 | 8.0% |
| 880 | 8.0% | |
| t | 492 | 4.5% |
| ä | 492 | 4.5% |
| j | 466 | 4.2% |
| a | 466 | 4.2% |
| Other values (10) | 2796 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9216 | |
| Space Separator | 880 | 8.0% |
| Uppercase Letter | 492 | 4.5% |
| Other Punctuation | 440 | 4.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 1346 | |
| l | 1346 | |
| e | 958 | |
| i | 906 | |
| k | 880 | |
| t | 492 | 5.3% |
| ä | 492 | 5.3% |
| j | 466 | 5.1% |
| a | 466 | 5.1% |
| y | 440 | 4.8% |
| Other values (5) | 1424 |
| Value | Count | Frequency (%) |
| T | 440 | |
| Y | 26 | 5.3% |
| F | 26 | 5.3% |
| Value | Count | Frequency (%) |
| 880 |
| Value | Count | Frequency (%) |
| / | 440 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9708 | |
| Common | 1320 | 12.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 1346 | |
| l | 1346 | |
| e | 958 | |
| i | 906 | |
| k | 880 | |
| t | 492 | 5.1% |
| ä | 492 | 5.1% |
| j | 466 | 4.8% |
| a | 466 | 4.8% |
| T | 440 | 4.5% |
| Other values (8) | 1916 |
| Value | Count | Frequency (%) |
| 880 | ||
| / | 440 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10096 | |
| None | 932 | 8.5% |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 1346 | |
| l | 1346 | |
| e | 958 | |
| i | 906 | |
| k | 880 | |
| 880 | ||
| t | 492 | 4.9% |
| j | 466 | 4.6% |
| a | 466 | 4.6% |
| T | 440 | 4.4% |
| Other values (8) | 1916 |
| Value | Count | Frequency (%) |
| ä | 492 | |
| ö | 440 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 19 |
| Missing (%) | 3.9% |
| Memory size | 4.0 KiB |
| 1.0 | |
|---|---|
| 0.8 | 23 |
| 0.5 | 4 |
| 0.6 | 1 |
| 0.7 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1422 |
|---|---|
| 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 |
| Value | Count | Frequency (%) |
| 1.0 | 445 | |
| 0.8 | 23 | 4.7% |
| 0.5 | 4 | 0.8% |
| 0.6 | 1 | 0.2% |
| 0.7 | 1 | 0.2% |
| (Missing) | 19 | 3.9% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1.0 | 445 | |
| 0.8 | 23 | 4.9% |
| 0.5 | 4 | 0.8% |
| 0.6 | 1 | 0.2% |
| 0.7 | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 474 | |
| 0 | 474 | |
| 1 | 445 | |
| 8 | 23 | 1.6% |
| 5 | 4 | 0.3% |
| 7 | 1 | 0.1% |
| 6 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 948 | |
| Other Punctuation | 474 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 474 | |
| 1 | 445 | |
| 8 | 23 | 2.4% |
| 5 | 4 | 0.4% |
| 7 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| . | 474 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1422 |
Most frequent character per script
| Value | Count | Frequency (%) |
| . | 474 | |
| 0 | 474 | |
| 1 | 445 | |
| 8 | 23 | 1.6% |
| 5 | 4 | 0.3% |
| 7 | 1 | 0.1% |
| 6 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1422 |
Most frequent character per block
| Value | Count | Frequency (%) |
| . | 474 | |
| 0 | 474 | |
| 1 | 445 | |
| 8 | 23 | 1.6% |
| 5 | 4 | 0.3% |
| 7 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| Distinct | 259 |
|---|---|
| Distinct (%) | 54.0% |
| Missing | 13 |
| Missing (%) | 2.6% |
| Memory size | 4.0 KiB |
| Ohjelmistokehittäjä | |
|---|---|
| full-stack | |
| Full-stack | 24 |
| ohjelmistokehittäjä | 17 |
| Arkkitehti | 15 |
| Other values (254) |
Length
| Max length | 67 |
|---|---|
| Median length | 18.5 |
| Mean length | 19.28958333 |
| Min length | 2 |
Characters and Unicode
| Total characters | 9259 |
|---|---|
| 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 | 211 ? |
|---|---|
| Unique (%) | 44.0% |
Sample
| 1st row | Arkkitehti |
|---|---|
| 2nd row | full-stack |
| 3rd row | Full-stack ohjelmistokehittäjä |
| 4th row | web-arkkitehti |
| 5th row | Ohjelmistokehittäjä |
| Value | Count | Frequency (%) |
| Ohjelmistokehittäjä | 41 | 8.3% |
| full-stack | 35 | 7.1% |
| Full-stack | 24 | 4.9% |
| ohjelmistokehittäjä | 17 | 3.4% |
| Arkkitehti | 15 | 3.0% |
| Full-stack ohjelmistokehittäjä | 8 | 1.6% |
| full-stack ohjelmistokehittäjä | 7 | 1.4% |
| Frontend | 6 | 1.2% |
| arkkitehti | 6 | 1.2% |
| Full-stack kehittäjä | 5 | 1.0% |
| Other values (249) | 316 | |
| (Missing) | 13 | 2.6% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| full-stack | 142 | 16.0% |
| ohjelmistokehittäjä | 114 | 12.8% |
| developer | 61 | 6.9% |
| 35 | 3.9% | |
| arkkitehti | 35 | 3.9% |
| lead | 33 | 3.7% |
| frontend | 27 | 3.0% |
| senior | 21 | 2.4% |
| backend | 16 | 1.8% |
| kehittäjä | 16 | 1.8% |
| Other values (196) | 390 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 963 | 10.4% |
| e | 854 | 9.2% |
| l | 674 | 7.3% |
| i | 672 | 7.3% |
| k | 510 | 5.5% |
| o | 485 | 5.2% |
| s | 442 | 4.8% |
| a | 442 | 4.8% |
| 416 | 4.5% | |
| h | 370 | 4.0% |
| Other values (48) | 3431 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8037 | |
| Uppercase Letter | 469 | 5.1% |
| Space Separator | 417 | 4.5% |
| Dash Punctuation | 174 | 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
| Value | Count | Frequency (%) |
| t | 963 | |
| e | 854 | 10.6% |
| l | 674 | 8.4% |
| i | 672 | 8.4% |
| k | 510 | 6.3% |
| o | 485 | 6.0% |
| s | 442 | 5.5% |
| a | 442 | 5.5% |
| h | 370 | 4.6% |
| j | 350 | 4.4% |
| Other values (16) | 2275 |
| Value | Count | Frequency (%) |
| F | 105 | |
| O | 97 | |
| S | 52 | |
| D | 42 | 9.0% |
| T | 28 | 6.0% |
| A | 27 | 5.8% |
| L | 21 | 4.5% |
| C | 18 | 3.8% |
| E | 12 | 2.6% |
| P | 11 | 2.3% |
| Other values (11) | 56 |
| Value | Count | Frequency (%) |
| , | 53 | |
| / | 42 | |
| & | 3 | 3.0% |
| . | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 416 | ||
| 1 | 0.2% |
| Value | Count | Frequency (%) |
| - | 174 |
| Value | Count | Frequency (%) |
| ( | 27 |
| Value | Count | Frequency (%) |
| ) | 27 |
| Value | Count | Frequency (%) |
| + | 8 |
| Value | Count | Frequency (%) |
| 1 | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8506 | |
| Common | 753 | 8.1% |
Most frequent character per script
| Value | Count | Frequency (%) |
| t | 963 | 11.3% |
| e | 854 | 10.0% |
| l | 674 | 7.9% |
| i | 672 | 7.9% |
| k | 510 | 6.0% |
| o | 485 | 5.7% |
| s | 442 | 5.2% |
| a | 442 | 5.2% |
| h | 370 | 4.3% |
| j | 350 | 4.1% |
| Other values (37) | 2744 |
| Value | Count | Frequency (%) |
| 416 | ||
| - | 174 | |
| , | 53 | 7.0% |
| / | 42 | 5.6% |
| ( | 27 | 3.6% |
| ) | 27 | 3.6% |
| + | 8 | 1.1% |
| & | 3 | 0.4% |
| . | 1 | 0.1% |
| 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8907 | |
| None | 352 | 3.8% |
Most frequent character per block
| Value | Count | Frequency (%) |
| t | 963 | 10.8% |
| e | 854 | 9.6% |
| l | 674 | 7.6% |
| i | 672 | 7.5% |
| k | 510 | 5.7% |
| o | 485 | 5.4% |
| s | 442 | 5.0% |
| a | 442 | 5.0% |
| 416 | 4.7% | |
| h | 370 | 4.2% |
| Other values (45) | 3079 |
| Value | Count | Frequency (%) |
| ä | 335 | |
| ö | 16 | 4.5% |
| 1 | 0.3% |
Etä
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 3 |
| Missing (%) | 0.6% |
| Memory size | 753.0 B |
| Etä | |
|---|---|
| Toimisto | |
| 50/50 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.210204082 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2553 |
|---|---|
| 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 |
| Value | Count | Frequency (%) |
| Etä | 205 | |
| Toimisto | 171 | |
| 50/50 | 114 | |
| (Missing) | 3 | 0.6% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| etä | 205 | |
| toimisto | 171 | |
| 50/50 | 114 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 376 | |
| o | 342 | |
| i | 342 | |
| 5 | 228 | |
| 0 | 228 | |
| E | 205 | |
| ä | 205 | |
| T | 171 | |
| m | 171 | |
| s | 171 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1607 | |
| Decimal Number | 456 | 17.9% |
| Uppercase Letter | 376 | 14.7% |
| Other Punctuation | 114 | 4.5% |
Most frequent character per category
| Value | Count | Frequency (%) |
| t | 376 | |
| o | 342 | |
| i | 342 | |
| ä | 205 | |
| m | 171 | |
| s | 171 |
| Value | Count | Frequency (%) |
| 5 | 228 | |
| 0 | 228 |
| Value | Count | Frequency (%) |
| E | 205 | |
| T | 171 |
| Value | Count | Frequency (%) |
| / | 114 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1983 | |
| Common | 570 | 22.3% |
Most frequent character per script
| Value | Count | Frequency (%) |
| t | 376 | |
| o | 342 | |
| i | 342 | |
| E | 205 | |
| ä | 205 | |
| T | 171 | |
| m | 171 | |
| s | 171 |
| Value | Count | Frequency (%) |
| 5 | 228 | |
| 0 | 228 | |
| / | 114 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2348 | |
| None | 205 | 8.0% |
Most frequent character per block
| Value | Count | Frequency (%) |
| t | 376 | |
| o | 342 | |
| i | 342 | |
| 5 | 228 | |
| 0 | 228 | |
| E | 205 | |
| T | 171 | |
| m | 171 | |
| s | 171 | |
| / | 114 | 4.9% |
| Value | Count | Frequency (%) |
| ä | 205 |
| Distinct | 129 |
|---|---|
| Distinct (%) | 28.6% |
| Missing | 42 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4674.019956 |
|---|---|
| Minimum | 1081 |
| Maximum | 15000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 1081 |
|---|---|
| 5-th percentile | 2785 |
| Q1 | 3800 |
| median | 4500 |
| Q3 | 5485 |
| 95-th percentile | 7000 |
| Maximum | 15000 |
| Range | 13919 |
| Interquartile range (IQR) | 1685 |
Descriptive statistics
| Standard deviation | 1445.075001 |
|---|---|
| Coefficient of variation (CV) | 0.3091717653 |
| Kurtosis | 7.937375566 |
| Mean | 4674.019956 |
| Median Absolute Deviation (MAD) | 775 |
| Skewness | 1.630212835 |
| Sum | 2107983 |
| Variance | 2088241.757 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4000 | 26 | 5.3% |
| 4500 | 24 | 4.9% |
| 5000 | 18 | 3.7% |
| 5500 | 17 | 3.4% |
| 6000 | 17 | 3.4% |
| 4300 | 13 | 2.6% |
| 4200 | 12 | 2.4% |
| 4800 | 12 | 2.4% |
| 3000 | 12 | 2.4% |
| 3800 | 11 | 2.2% |
| Other values (119) | 289 | |
| (Missing) | 42 | 8.5% |
| Value | Count | Frequency (%) |
| 1081 | 1 | |
| 1100 | 1 | |
| 1666 | 1 | |
| 1700 | 1 | |
| 1800 | 1 |
| Value | Count | Frequency (%) |
| 15000 | 1 | |
| 12000 | 2 | |
| 9300 | 1 | |
| 8500 | 2 | |
| 8200 | 1 |
| Distinct | 184 |
|---|---|
| Distinct (%) | 38.3% |
| Missing | 12 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65447.9553 |
|---|---|
| Minimum | 0 |
| Maximum | 300000 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 33750 |
| Q1 | 49375 |
| median | 58750 |
| Q3 | 75000 |
| 95-th percentile | 120000 |
| Maximum | 300000 |
| Range | 300000 |
| Interquartile range (IQR) | 25625 |
Descriptive statistics
| Standard deviation | 31694.09337 |
|---|---|
| Coefficient of variation (CV) | 0.4842640724 |
| Kurtosis | 12.07232086 |
| Mean | 65447.9553 |
| Median Absolute Deviation (MAD) | 11750 |
| Skewness | 2.675413248 |
| Sum | 31480466.5 |
| Variance | 1004515554 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 55000 | 18 | 3.7% |
| 50000 | 18 | 3.7% |
| 75000 | 16 | 3.2% |
| 60000 | 14 | 2.8% |
| 85000 | 11 | 2.2% |
| 70000 | 11 | 2.2% |
| 62500 | 10 | 2.0% |
| 65000 | 10 | 2.0% |
| 37500 | 10 | 2.0% |
| 47500 | 9 | 1.8% |
| Other values (174) | 354 | |
| (Missing) | 12 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 4000 | 1 | |
| 6100 | 1 | |
| 7500 | 1 | |
| 13750 | 1 |
| Value | Count | Frequency (%) |
| 300000 | 1 | 0.2% |
| 250000 | 1 | 0.2% |
| 220000 | 1 | 0.2% |
| 200000 | 4 | |
| 190000 | 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 | 325 | |
| False | 153 | |
| (Missing) | 15 | 3.0% |
| Distinct | 73 |
|---|---|
| Distinct (%) | 65.8% |
| Missing | 382 |
| Missing (%) | 77.5% |
| Memory size | 4.0 KiB |
| Gofore | |
|---|---|
| Vincit | 7 |
| Futurice | 5 |
| Fraktio | 4 |
| Mavericks | 4 |
| Other values (68) |
Length
| Max length | 132 |
|---|---|
| Median length | 7 |
| Mean length | 10.23423423 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1136 |
|---|---|
| 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 (%) | 53.2% |
Sample
| 1st row | Questrade |
|---|---|
| 2nd row | Digiaj |
| 3rd row | Gofore |
| 4th row | Oura Health |
| 5th row | Wirepas |
| Value | Count | Frequency (%) |
| Gofore | 12 | 2.4% |
| Vincit | 7 | 1.4% |
| Futurice | 5 | 1.0% |
| Fraktio | 4 | 0.8% |
| Mavericks | 4 | 0.8% |
| Pankki | 3 | 0.6% |
| Arado | 3 | 0.6% |
| If | 2 | 0.4% |
| Compile | 2 | 0.4% |
| Columbia Road | 2 | 0.4% |
| Other values (63) | 67 | 13.6% |
| (Missing) | 382 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| gofore | 12 | 7.5% |
| vincit | 7 | 4.4% |
| mavericks | 6 | 3.8% |
| futurice | 5 | 3.1% |
| siili | 4 | 2.5% |
| fraktio | 4 | 2.5% |
| omistama | 3 | 1.9% |
| konsulttitalo | 3 | 1.9% |
| pankki | 3 | 1.9% |
| arado | 3 | 1.9% |
| Other values (96) | 109 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 123 | 10.8% |
| a | 89 | 7.8% |
| o | 89 | 7.8% |
| e | 86 | 7.6% |
| t | 81 | 7.1% |
| r | 63 | 5.5% |
| n | 58 | 5.1% |
| 51 | 4.5% | |
| k | 49 | 4.3% |
| l | 46 | 4.0% |
| Other values (44) | 401 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 946 | |
| Uppercase Letter | 133 | 11.7% |
| Space Separator | 51 | 4.5% |
| Other Punctuation | 3 | 0.3% |
| Dash Punctuation | 3 | 0.3% |
Most frequent character per category
| Value | Count | Frequency (%) |
| i | 123 | |
| a | 89 | |
| o | 89 | |
| e | 86 | 9.1% |
| t | 81 | 8.6% |
| r | 63 | 6.7% |
| n | 58 | 6.1% |
| k | 49 | 5.2% |
| l | 46 | 4.9% |
| u | 45 | 4.8% |
| Other values (16) | 217 |
| Value | Count | Frequency (%) |
| G | 15 | 11.3% |
| S | 14 | 10.5% |
| V | 13 | 9.8% |
| F | 10 | 7.5% |
| K | 8 | 6.0% |
| A | 7 | 5.3% |
| M | 7 | 5.3% |
| C | 6 | 4.5% |
| P | 6 | 4.5% |
| T | 6 | 4.5% |
| Other values (15) | 41 |
| Value | Count | Frequency (%) |
| 51 |
| Value | Count | Frequency (%) |
| . | 3 |
| Value | Count | Frequency (%) |
| - | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1079 | |
| Common | 57 | 5.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| i | 123 | 11.4% |
| a | 89 | 8.2% |
| o | 89 | 8.2% |
| e | 86 | 8.0% |
| t | 81 | 7.5% |
| r | 63 | 5.8% |
| n | 58 | 5.4% |
| k | 49 | 4.5% |
| l | 46 | 4.3% |
| u | 45 | 4.2% |
| Other values (41) | 350 |
| Value | Count | Frequency (%) |
| 51 | ||
| . | 3 | 5.3% |
| - | 3 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1124 | |
| None | 12 | 1.1% |
Most frequent character per block
| Value | Count | Frequency (%) |
| i | 123 | 10.9% |
| a | 89 | 7.9% |
| o | 89 | 7.9% |
| e | 86 | 7.7% |
| t | 81 | 7.2% |
| r | 63 | 5.6% |
| n | 58 | 5.2% |
| 51 | 4.5% | |
| k | 49 | 4.4% |
| l | 46 | 4.1% |
| Other values (42) | 389 |
| Value | Count | Frequency (%) |
| ä | 11 | |
| ö | 1 | 8.3% |
| Distinct | 37 |
|---|---|
| Distinct (%) | 97.4% |
| Missing | 455 |
| Missing (%) | 92.3% |
| Memory size | 4.0 KiB |
| palkan lisänä lounas- ja virkistysetu | 2 |
|---|---|
| Korona-aika on lisännyt etätyön määrää. Aiemmin pari päivää viikossa etänä, nyt kokonaan. Paluuta vanhaan ei varmaankaan ole, ehkä päivä viikossa konttorilla ihan sosiaalisten kontaktien takia. | 1 |
| startup, palkan lisäksi optiopaketti. | 1 |
| hyvä kysely | 1 |
| + merkittävä optiopaketti | 1 |
| Other values (32) |
Length
| Max length | 286 |
|---|---|
| Median length | 73 |
| 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. |
| Value | Count | Frequency (%) |
| palkan lisänä lounas- ja virkistysetu | 2 | 0.4% |
| Korona-aika on lisännyt etätyön määrää. Aiemmin pari päivää viikossa etänä, nyt kokonaan. Paluuta vanhaan ei varmaankaan ole, ehkä päivä viikossa konttorilla ihan sosiaalisten kontaktien takia. | 1 | 0.2% |
| startup, palkan lisäksi optiopaketti. | 1 | 0.2% |
| hyvä kysely | 1 | 0.2% |
| + merkittävä optiopaketti | 1 | 0.2% |
| Startup | 1 | 0.2% |
| Pakettiin kuuluu reilu määrä optioita ja palkka nousee (ja laskee) firman liikevaihdon myötä. | 1 | 0.2% |
| Palkka perustuu osittain laskutukseen, joten vuositulot vaihtelevat hieman. | 1 | 0.2% |
| Työskentelen toimistolla, koska täällä ei ole ketään muita. Työnantajan puolesta voisin työskennellä myös kotoa. | 1 | 0.2% |
| Ihan OK. Edut myös kovat. | 1 | 0.2% |
| Other values (27) | 27 | 5.5% |
| (Missing) | 455 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ei | 11 | 2.4% |
| ja | 11 | 2.4% |
| on | 10 | 2.2% |
| palkka | 10 | 2.2% |
| mutta | 9 | 2.0% |
| ole | 6 | 1.3% |
| nyt | 5 | 1.1% |
| olen | 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% |
| Open Punctuation | 4 | 0.1% |
| Close Punctuation | 4 | 0.1% |
| Math Symbol | 3 | 0.1% |
Most frequent character per category
| 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 |
| Value | Count | Frequency (%) |
| P | 9 | |
| T | 7 | |
| O | 7 | |
| E | 6 | |
| V | 6 | |
| K | 5 | |
| S | 4 | |
| I | 2 | 3.8% |
| J | 2 | 3.8% |
| H | 2 | 3.8% |
| Other values (3) | 3 | 5.7% |
| 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% |
| Value | Count | Frequency (%) |
| . | 44 | |
| , | 28 | |
| / | 5 | 5.9% |
| % | 4 | 4.7% |
| " | 2 | 2.4% |
| ? | 2 | 2.4% |
| Value | Count | Frequency (%) |
| 422 |
| Value | Count | Frequency (%) |
| ( | 4 |
| Value | Count | Frequency (%) |
| ) | 4 |
| Value | Count | Frequency (%) |
| + | 3 |
| Value | Count | Frequency (%) |
| - | 8 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3078 | |
| Common | 554 | 15.3% |
Most frequent character per script
| 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 |
| 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% |
| + | 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
| 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 |
| Value | Count | Frequency (%) |
| ä | 126 | |
| ö | 27 | 17.6% |
| Distinct | 184 |
|---|---|
| Distinct (%) | 38.3% |
| Missing | 12 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5453.996275 |
|---|---|
| Minimum | 0 |
| Maximum | 25000 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2812.5 |
| Q1 | 4114.583333 |
| median | 4895.833333 |
| Q3 | 6250 |
| 95-th percentile | 10000 |
| Maximum | 25000 |
| Range | 25000 |
| Interquartile range (IQR) | 2135.416667 |
Descriptive statistics
| Standard deviation | 2641.174447 |
|---|---|
| Coefficient of variation (CV) | 0.4842640724 |
| Kurtosis | 12.07232086 |
| Mean | 5453.996275 |
| Median Absolute Deviation (MAD) | 979.1666667 |
| Skewness | 2.675413248 |
| Sum | 2623372.208 |
| Variance | 6975802.461 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4166.666667 | 18 | 3.7% |
| 4583.333333 | 18 | 3.7% |
| 6250 | 16 | 3.2% |
| 5000 | 14 | 2.8% |
| 5833.333333 | 11 | 2.2% |
| 7083.333333 | 11 | 2.2% |
| 3125 | 10 | 2.0% |
| 5208.333333 | 10 | 2.0% |
| 5416.666667 | 10 | 2.0% |
| 6666.666667 | 9 | 1.8% |
| Other values (174) | 354 | |
| (Missing) | 12 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 333.3333333 | 1 | |
| 508.3333333 | 1 | |
| 625 | 1 | |
| 1145.833333 | 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% |
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.
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. 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 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 483 | 2021-02-24 23:49:22.242 | Tampere | 28 | mies | 2.0 | Työntekijä / palkollinen | 1.0 | Ohjelmistokehittäjä (frontend) | Etä | 2860.0 | 35850.0 | False | NaN | NaN | 2987.500000 |
| 484 | 2021-02-25 09:34:48.368 | Kuopio | 33 | mies | 6.0 | Työntekijä / palkollinen | 1.0 | Ohjelmistokehittäjä, Tech Lead | Toimisto | 4500.0 | 56250.0 | True | NaN | NaN | 4687.500000 |
| 485 | 2021-02-25 10:53:41.881 | PK-Seutu | 28 | mies | 6.0 | Työntekijä / palkollinen | 1.0 | full-stack | 50/50 | 5100.0 | 64000.0 | False | NaN | NaN | 5333.333333 |
| 486 | 2021-02-25 11:09:16.999 | PK-Seutu | 28 | mies | 3.0 | Työntekijä / palkollinen | 1.0 | Fullstack ja pientä devops tunkkia | Toimisto | 3500.0 | 44000.0 | False | NaN | NaN | 3666.666667 |
| 487 | 2021-02-25 11:10:42.322 | NaN | 33 | NaN | 15.0 | Työntekijä / palkollinen | 1.0 | NaN | Toimisto | 5200.0 | 68000.0 | False | NaN | NaN | 5666.666667 |
| 488 | 2021-02-25 12:33:58.490 | PK-Seutu | 28 | mies | 5.0 | Työntekijä / palkollinen | 1.0 | Full-stack developer | Toimisto | 5500.0 | 68000.0 | True | NaN | NaN | 5666.666667 |
| 489 | 2021-02-25 14:10:32.597 | Tampere | 23 | muu | 1.0 | Työntekijä / palkollinen | 0.5 | Systems Administrator ja firmän sisäinen 1st line -tukihessu | Toimisto | 1081.0 | 14000.0 | True | NaN | Kk-palkkani on varsinkin vaihteleva, koska riippuu vuorolisistä (mahdollisista pyhä- ja yövuoroista ja tuurauksista). Jonkinlaisen oletuksen nyt yritin lyödä vuositulolle, mutta taitaa jäädä todellisuudessa hivenen sen alle. | 1166.666667 |
| 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 |