[](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-1)In [16]: reader = pa.StreamReader(source) [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-2) [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-3)In [17]: table = reader.read_all() [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-4) [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-5)In [18]: table [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-6)Out[18]: [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-7) [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-8)In [19]: df = table.to_pandas() [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-9) [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-10)In [20]: df.memory_usage().sum() [](https://wesmckinney.com/blog/arrow-streaming-columnar/#cb7-11)Out[20]: 1073741904