# Personalized Daily Hand Movement Training Methods and Effects: A Case Study
## 3 Results
**Subjective Happiness (SHS):**\(t=4.23\), \(p<0.001\), showing a significant difference, indicating a significant increase in subjective happiness. **Positive Affect (PANAS_Positive):**\(t=5.51\), \(p<0.001\), showing a significant difference, indicating a significant enhancement in positive emotions. **Negative Affect (PANAS_Negative):**\(t=-3.15\), \(p=0.003\), showing a significant difference, indicating a significant reduction in negative emotions. **Psychological Well-Being (PWB):**\(t=4.51\), \(p<0.001\), showing a significant difference, indicating a significant improvement in psychological well-being. **Physical Health (DASH):**\(t=-3.42\), \(p=0.002\), showing a significant difference, indicating a significant improvement in physical health. Combining the paired \(t\)-test and boxplot analysis, a dual \"quantitative-qualitative\" analysis of the data has been achieved. The \(t\)-test provides quantitative significance testing, while the boxplot visually supplements qualitative information, making the research results more comprehensive and intuitive. Figure 5 displays the distributions of SWLS, SHS, PWB, PANAS_Positive, PANAS_Negative, and DASH, leading to the following conclusions:  
**Overall High Well-being:** The median and IQR of SWLS, SHS, and PWB indicate that the overall sample exhibits high levels of satisfaction, subjective happiness, and psychological well-being. **Comparison of Positive and Negative Emotions:** The distribution of PANAS_Positive shows significant variability, indicating that the participant's experiences of positive emotions varied considerably over time. In contrast, the PANAS_Negative scores are more concentrated but with a higher median, suggesting that the participant consistently experienced relatively high levels of negative emotions during the study period. **Health Impairment:** The median in the box plot of DASH is relatively low, indicating that the participant generally did not perceive severe health impairments, and the reports of health impairments were relatively consistent. \begin{table}
\begin{tabular}{c c c c c c c} \hline \hline  & **Coef** & **Std Err** & \(t\) & \(p>1t1\) & **[0.025** & **0.975**] \\ \hline
**CONST** & 60.83 & 21.58 & 2.82 & 0.01 & 16.28 & 105.38 \\ \hline
**SWLS** & \(-2.62\) & 0.58 & \(-4.52\) & 0.00 & \(-3.81\) & \(-1.42\) \\ \hline
**SHS** & 2.57 & 2.12 & 1.21 & 0.24 & \(-1.81\) & 6.94 \\ \hline
**PANAS Positive** & \(-0.11\) & 0.13 & \(-0.84\) & 0.41 & \(-0.36\) & 0.15 \\ \hline
**PANAS Negative** & 0.48 & 0.42 & 1.14 & 0.27 & \(-0.39\) & 1.35 \\ \hline
**PWB** & 0.23 & 0.21 & 1.10 & 0.29 & \(-0.20\) & 0.66 \\ \hline
**R-squared** & 0.97 & **Omnibus** & 0.83 & **F-statistic** & 160.5 \\ \hline
**Adj. R-squared** & 0.96 & **Prob (Omnibus)** & 0.66 & **Prob (F-statistic)** & \(1.25\times 10^{-17}\) \\ \hline
**Durbin–Watson** & 1.09 & **Jarque–Bera (JB)** & 0.87 & & \\ \hline \hline \end{tabular}  
* Coef: Coefficient; Std err: Standard Error; \(t\)-Value (\(t\)-statistic); \(p>1t1\); \(p\)-Value (Probability \(>t\)); [0.025, 0.975]: 95% Confidence Interval (CI) [Lower Bound 0.025, Upper Bound 0.975]: CONST: Constant; SWLS: Satisfaction With Life Scale; SHS: Subjective Happiness Scale; PANAS_Positive: Positive: Positive Affect of the Positive and Negative Affect Schedule; PANAS_Negative: Negative Affect of the Positive and Negative Affect Schedule; PWB: Psychological Well-Being; R-squared: Coefficient of Determination; Adj. R-squared: Adjusted R-squared; Durbin–Watson: Durbin-Watson: Statistic; Omnibus: Omnibus Test of Model Coefficients; Prob (Omnibus): Probability of Omnibus Test; F-statistic: F-statistic; Prob (F-statistic): Probability of F-statistic; Jarque–Bera (JB): Jarque–Bera Test.  
\end{table} 
Table 2: OLS regression results. The analysis of the box plots suggests that the participant generally has good psychological states, with high levels in SWLS, SHS, PWB, and PANAS_Positive, but PANAS_Negative and DASH remain issues that need attention.