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@@ -15,7 +15,7 @@ use the <<search-request-scroll,Scroll>> API.
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[[sparsity]]
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=== Avoid sparsity
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-The data-structures behind Lucene, which elasticsearch relies on in order to
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+The data-structures behind Lucene, which Elasticsearch relies on in order to
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index and store data, work best with dense data, ie. when all documents have the
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same fields. This is especially true for fields that have norms enabled (which
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is the case for `text` fields by default) or doc values enabled (which is the
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@@ -39,7 +39,7 @@ fraction of the documents of the index. Although slightly more complex with doc
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values due to the fact that doc values have multiple ways that they can be
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encoded depending on the type of field and on the actual data that the field
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stores, the problem is very similar. In case you wonder: `fielddata`, which was
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-used in elasticsearch pre-2.0 before being replaced with doc values, also
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+used in Elasticsearch pre-2.0 before being replaced with doc values, also
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suffered from this issue, except that the impact was only on the memory
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footprint since `fielddata` was not explicitly materialized on disk.
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