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  3. Open-Source Alternatives: There are open-source alternatives, such as R or Python libraries (e.g., Pandas, NumPy, and Matplotlib), that offer similar functionality to SPSS Statistics.

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  • Free trials: IBM offers a free trial of SPSS Statistics 31, which can be used for a limited time.
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