Demonstrating a simple analysis
Load data¶
| Tone language performance | English performance | Turkish performance | Working memory | Musicality listening index | Performance unkwon song | Performance Happy Birthday | Self estimation of singing capacity | Age | Gender | ... | Second musical_Instrument | Third musical_Instrument | Number of musical instruments played if more than 3 | Musical_instrument_count | Musical instrument played professionally | Russian imitation of all sentences | Japanese imitation of all sentences | Hindi imitation of all sentences | Tamil imitation of all sentences | Chinese imitation of all sentences | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2.725 | 3.500000 | 7.500000 | 15.0 | 38.0 | 8.208333 | 6.416667 | NaN | 35.0 | 0.0 | ... | NaN | NaN | NaN | 3.125 | 5.833333 | 4.00 | 5.45 | 3.20 | ||
| 2 | 1.525 | 2.066667 | 6.000000 | 14.0 | 38.0 | 5.458333 | 5.583333 | 1.0 | 18.0 | 0.0 | ... | 90 | 90 | NaN | 0.0 | 0.0 | 2.875 | 4.458333 | 2.80 | 1.05 | 2.15 |
| 3 | 1.825 | 6.533333 | 7.500000 | 11.0 | 39.0 | 6.000000 | 5.500000 | 4.0 | 24.0 | 1.0 | ... | 90 | 90 | NaN | 0.0 | 0.0 | 2.625 | 3.250000 | 2.80 | 4.05 | 2.30 |
| 4 | 2.550 | 4.466667 | 5.166667 | 9.0 | 39.0 | 6.208333 | 5.500000 | 3.0 | 26.0 | 0.0 | ... | 90 | 90 | 0.0 | 0.0 | 0.0 | 9.625 | 5.666667 | 2.95 | 3.70 | 2.45 |
4 rows × 99 columns
Descriptives¶
| Tone language performance | English performance | Turkish performance | Working memory | Musicality listening index | Performance unkwon song | Performance Happy Birthday | Self estimation of singing capacity | Age | |
|---|---|---|---|---|---|---|---|---|---|
| count | 87.00 | 87.00 | 87.00 | 87.00 | 87.00 | 87.00 | 87.00 | 85.00 | 87.00 |
| mean | 2.00 | 4.24 | 5.88 | 14.84 | 53.97 | 6.10 | 6.19 | 2.85 | 34.53 |
| std | 0.68 | 1.32 | 0.78 | 4.36 | 8.85 | 1.48 | 1.32 | 1.07 | 13.26 |
| min | 0.50 | 1.93 | 4.17 | 3.00 | 35.00 | 2.75 | 3.67 | 1.00 | 12.00 |
| 25% | 1.52 | 3.07 | 5.40 | 12.00 | 48.00 | 5.17 | 5.17 | 2.00 | 23.50 |
| 50% | 1.85 | 4.40 | 5.93 | 15.00 | 53.00 | 5.92 | 6.00 | 3.00 | 34.00 |
| 75% | 2.50 | 5.30 | 6.33 | 18.00 | 59.50 | 7.04 | 6.96 | 4.00 | 44.50 |
| max | 3.92 | 6.70 | 8.17 | 25.00 | 80.00 | 9.17 | 9.50 | 5.00 | 68.00 |
Correlations¶
| Tone.language.performance | English.performance | Turkish.performance | Working.memory | Musicality.listening.index | Performance.unkwon.song | Performance.Happy.Birthday | Self.estimation.of.singing.capacity | Age | |
|---|---|---|---|---|---|---|---|---|---|
| Tone.language.performance | 1 | 0.45*** | 0.22* | 0.41*** | 0.28** | 0.41*** | 0.35*** | 0.05 | 0.02 |
| English.performance | 0.45*** | 1 | 0.21 | 0.25* | 0.26* | 0.49*** | 0.47*** | 0.35*** | -0.16 |
| Turkish.performance | 0.22* | 0.21 | 1 | 0.03 | 0.06 | 0.4*** | 0.28** | 0.08 | -0.19 |
| Working.memory | 0.41*** | 0.25* | 0.03 | 1 | 0.12 | 0.19 | 0.21* | -0 | -0.06 |
| Musicality.listening.index | 0.28** | 0.26* | 0.06 | 0.12 | 1 | 0.34** | 0.45*** | 0.05 | 0.06 |
| Performance.unkwon.song | 0.41*** | 0.49*** | 0.4*** | 0.19 | 0.34** | 1 | 0.83*** | 0.48*** | -0.13 |
| Performance.Happy.Birthday | 0.35*** | 0.47*** | 0.28** | 0.21* | 0.45*** | 0.83*** | 1 | 0.47*** | -0.06 |
| Self.estimation.of.singing.capacity | 0.05 | 0.35*** | 0.08 | -0 | 0.05 | 0.48*** | 0.47*** | 1 | 0.04 |
| Age | 0.02 | -0.16 | -0.19 | -0.06 | 0.06 | -0.13 | -0.06 | 0.04 | 1 |
Boxplots¶
Grouping by musicality¶
Different variables¶
