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One unusual problem that can occur when initializing SparkContext in Python is the "Py4JJavaError" which can happen if there's a mismatch between the version of PySpark and the version of Apache Spark being used. Another possible problem is the "Address already in use" error, which can occur if the Spark server is already running on the same port. This can be resolved by changing the port number in the Spark configuration.