## Line Chart: Results of different data scaling
### Overview
The image is a line chart comparing the results of four different data scaling methods (KG, EKG, CKG, and GKG) across varying data percentages (10% to 100%). The chart displays how the results change as the amount of data used for scaling increases.
### Components/Axes
* **Title:** Results of different data scaling
* **X-axis:** Data Percentages, with markers at 10%, 20%, 40%, 60%, 80%, and 100%.
* **Y-axis:** Results, with markers at 30, 40, 50, 60, and 70.
* **Legend:** Located in the top-left corner, the legend identifies each data scaling method with a specific color and marker:
* **Blue line with circle markers:** KG
* **Red dashed line with square markers:** EKG
* **Green dashed line with triangle markers:** CKG
* **Yellow line with diamond markers:** GKG
### Detailed Analysis
* **KG (Blue, Circle):** The KG line starts at approximately 31 at 10% data and increases to approximately 64 at 60% data, then reaches approximately 71 at 80% data, and finally approximately 72 at 100% data. The trend is generally upward, with a slight flattening towards the higher data percentages.
* 10%: 31
* 20%: 43
* 40%: 51
* 60%: 64
* 80%: 70
* 100%: 72
* **EKG (Red, Square):** The EKG line starts at approximately 28 at 10% data and increases to approximately 38 at 20% data, then reaches approximately 45 at 40% data, approximately 55 at 60% data, approximately 61 at 80% data, and approximately 63 at 100% data. The trend is upward, but the rate of increase is less than the other methods.
* 10%: 28
* 20%: 38
* 40%: 45
* 60%: 55
* 80%: 61
* 100%: 63
* **CKG (Green, Triangle):** The CKG line starts at approximately 35 at 10% data and increases to approximately 48 at 20% data, then reaches approximately 51 at 40% data, approximately 62 at 60% data, approximately 69 at 80% data, and approximately 71 at 100% data. The trend is upward, similar to KG.
* 10%: 35
* 20%: 48
* 40%: 51
* 60%: 62
* 80%: 69
* 100%: 71
* **GKG (Yellow, Diamond):** The GKG line starts at approximately 32 at 10% data and increases to approximately 44 at 20% data, then reaches approximately 49 at 40% data, approximately 59 at 60% data, approximately 65 at 80% data, and approximately 68 at 100% data. The trend is upward, but slightly less steep than KG and CKG.
* 10%: 32
* 20%: 44
* 40%: 49
* 60%: 59
* 80%: 65
* 100%: 68
### Key Observations
* All four data scaling methods show an increase in results as the data percentage increases.
* KG and CKG perform similarly and generally yield higher results compared to EKG and GKG.
* EKG consistently shows the lowest results across all data percentages.
* The rate of increase for all methods appears to slow down as the data percentage approaches 100%.
### Interpretation
The chart suggests that increasing the amount of data used for scaling generally improves the results, regardless of the scaling method used. However, the choice of scaling method significantly impacts the overall performance. KG and CKG appear to be more effective scaling methods compared to EKG and GKG, based on the higher results they achieve across different data percentages. The diminishing returns observed at higher data percentages suggest that there might be a point beyond which increasing the data percentage yields only marginal improvements in results.
