1. Introduction 1.1 Background and Motivation 1.2 Research Questions 1.3 Structure of the Study 2. Literature Review 2.1 Climate Variability Concepts 2.2 Weather Patterns in the Congo 2.3 Time Series Analysis in Climate Studies 3. Methodology 3.1 Data Collection and Sources 3.2 Time Series Analysis Techniques 3.3 Statistical Tools and Software 4. Data Analysis 4.1 Preprocessing of Climate Data 4.2 Identifying Weather Patterns 4.3 Trend and Seasonality Examination 5. Results 5.1 Impact on Temperature Patterns 5.2 Impact on Precipitation Patterns 5.3 Statistical Significance Testing 6. Discussion 6.1 Interpretation of Results 6.2 Comparison with Previous Studies 6.3 Implications for Local Policy 7. Limitations and Future Research 7.1 Methodological Limitations 7.2 Suggestions for Further Studies 7.3 Broader Research Opportunities 8. Conclusion 8.1 Summary of Findings 8.2 Contributions to Climate Science 8.3 Final Remarks
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