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fix punctuation and "api" #673

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fix punctuation and "api" #673

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20 changes: 10 additions & 10 deletions docs/website/docs/examples/transformers/index.md
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Expand Up @@ -7,23 +7,23 @@ keywords: [transformers, parallelism, example]
import Header from '../_examples-header.md';

<Header
intro="In this example you will learn how load a list of pokemon from the pokeapi and with the help of dlt transformers
automatically query additional data per retrieved pokemon. You will also learn how to harness parallelism with a thread pool."
intro="In this example, you will learn how to load a list of Pokemon from the PokeAPI and with the help of dlt transformers
automatically query additional data per retrieved Pokemon. You will also learn how to harness parallelism with a thread pool."
slug="transformer"
run_file="pokemon" />


## Using transformers with the pokemon api
## Using transformers with the Pokemon API

For this example we will be loading pokemon data from the [Poke Api](https://pokeapi.co/) with the help of transformers to load
pokemon details in parallel
For this example, we will be loading Pokemon data from the [PokeAPI](https://pokeapi.co/) with the help of transformers to load
Pokemon details in parallel.

We'll learn how to:
- create 2 [transformers](../../general-usage/resource.md#feeding-data-from-one-resource-into-another) and connect them to a resource with the pipe operator `|`
- [load these transformers in parallel](../../reference/performance.md#parallelism) using the `@dlt.defer` decorator
- [configure parallelism](../../reference/performance.md#parallel-pipeline-config-example) in the `config.toml` file
- deselect the main resource so it will not be loaded into the database.
- importing and using a pre-configured `requests` library with automatic retries (`from dlt.sources.helpers import requests`)
- create 2 [transformers](../../general-usage/resource.md#feeding-data-from-one-resource-into-another) and connect them to a resource with the pipe operator `|`;
- [load these transformers in parallel](../../reference/performance.md#parallelism) using the `@dlt.defer` decorator;
- [configure parallelism](../../reference/performance.md#parallel-pipeline-config-example) in the `config.toml` file;
- deselect the main resource, so it will not be loaded into the database;
- importing and using a pre-configured `requests` library with automatic retries (`from dlt.sources.helpers import requests`).

### Loading code

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