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Fix readme typos (#308)
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* fix typos in README.md

* fix other typos in README.md
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wbarnha authored May 25, 2022
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## Why the fork

We have decided to fork the original `Faust` project because there is a critical process of releasing new versions which causes uncertainty in the community. Everybody is welcome to contribute to this `fork`, and you can be added as a manitainer.
We have decided to fork the original `Faust` project because there is a critical process of releasing new versions which causes uncertainty in the community. Everybody is welcome to contribute to this `fork`, and you can be added as a maintainer.

We want to:

- Ensure continues release
- Code quality
- Use of latests versions of kafka drivers (for now only [aiokafka](https://github.com/aio-libs/aiokafka))
- Use of latest versions of kafka drivers (for now only [aiokafka](https://github.com/aio-libs/aiokafka))
- Support kafka transactions
- Update the documentation

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we support tumbling, hopping and sliding windows of time, and old windows
can be expired to stop data from filling up.

For reliability we use a Kafka topic as "write-ahead-log".
For reliability, we use a Kafka topic as "write-ahead-log".
Whenever a key is changed we publish to the changelog.
Standby nodes consume from this changelog to keep an exact replica
of the data and enables instant recovery should any of the nodes fail.
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Aerospike can be enabled as the state store by specifying
`store="aerospike://"`

By default all tables backed by Aerospike use `use_partitioner=True` and generate changelog topic events similar
By default, all tables backed by Aerospike use `use_partitioner=True` and generate changelog topic events similar
to a state store backed by RocksDB.
The following configuration options should be passed in as keys to the options parameter in [Table](https://fauststream.com/en/latest/reference/faust.tables.html)
`namespace` : aerospike namespace
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