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Added dedup sort example #2235
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Added dedup sort example #2235
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Original file line number | Diff line number | Diff line change | ||||
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@@ -120,6 +120,39 @@ If you use the `merge` write disposition, but do not specify merge or primary ke | |||||
The appended data will be inserted from a staging table in one transaction for most destinations in this case. | ||||||
::: | ||||||
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Example: Deduplication with Timestamp based sorting | ||||||
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```py | ||||||
# Sample data | ||||||
data = [ | ||||||
{"id": 1, "metadata_modified": "2024-01-01", "value": "A"}, | ||||||
{"id": 1, "metadata_modified": "2024-01-02", "value": "B"}, | ||||||
{"id": 2, "metadata_modified": "2024-01-01", "value": "C"}, | ||||||
{"id": 2, "metadata_modified": "2024-01-01", "value": "D"}, # Same metadata_modified as above | ||||||
] | ||||||
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# Define the resource with dedup_sort configuration | ||||||
@dlt.resource( | ||||||
primary_key='id', | ||||||
write_disposition='merge', | ||||||
columns={ | ||||||
"metadata_modified": {"dedup_sort": "desc"} | ||||||
} | ||||||
) | ||||||
def sample_data(): | ||||||
for item in data: | ||||||
yield item | ||||||
``` | ||||||
When this resource is executed, the following deduplication rules are applied: | ||||||
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1. For records with different values in the `dedup_sort` column: | ||||||
- The record with the highest value is kept when using `desc` | ||||||
- For example, between records with id=1, the one with `"metadata_modified"="2024-01-02"` is kept | ||||||
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2. For records with identical values in the dedup_sort column: | ||||||
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Suggested change
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- The first occurrence encountered is kept | ||||||
- For example, between records with id=2 and identical `"metadata_modified"="2024-01-01"`, the first record (value="C") is kept | ||||||
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#### Delete records | ||||||
The `hard_delete` column hint can be used to delete records from the destination dataset. The behavior of the delete mechanism depends on the data type of the column marked with the hint: | ||||||
1) `bool` type: only `True` leads to a delete—`None` and `False` values are disregarded. | ||||||
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can you also provide the output, what rows will be loaded