diff --git a/common/src/bitset.rs b/common/src/bitset.rs
index 0f1ccb730..bbc74c995 100644
--- a/common/src/bitset.rs
+++ b/common/src/bitset.rs
@@ -277,7 +277,7 @@ impl BitSet {
         self.tinyset(el / 64u32).contains(el % 64)
     }
 
-    /// Returns the first non-empty `TinySet` associated to a bucket lower
+    /// Returns the first non-empty `TinySet` associated with a bucket lower
     /// or greater than bucket.
     ///
     /// Reminder: the tiny set with the bucket `bucket`, represents the
diff --git a/doc/src/basis.md b/doc/src/basis.md
index 9d16a1703..600093a2e 100644
--- a/doc/src/basis.md
+++ b/doc/src/basis.md
@@ -50,7 +50,7 @@ to get tantivy to fit your use case:
 
 *Example 1* You could for instance use hadoop to build a very large search index in a timely manner, copy all of the resulting segment files in the same directory and edit the `meta.json` to get a functional index.[^2]
 
-*Example 2* You could also disable your merge policy and enforce daily segments. Removing data after one week can then be done very efficiently by just editing the `meta.json` and deleting the files associated to segment `D-7`.
+*Example 2* You could also disable your merge policy and enforce daily segments. Removing data after one week can then be done very efficiently by just editing the `meta.json` and deleting the files associated with segment `D-7`.
 
 ## Merging
 
diff --git a/examples/deleting_updating_documents.rs b/examples/deleting_updating_documents.rs
index 57891d1bc..167e3614f 100644
--- a/examples/deleting_updating_documents.rs
+++ b/examples/deleting_updating_documents.rs
@@ -113,7 +113,7 @@ fn main() -> tantivy::Result<()> {
     // on its id.
     //
     // Note that `tantivy` does nothing to enforce the idea that
-    // there is only one document associated to this id.
+    // there is only one document associated with this id.
     //
     // Also you might have noticed that we apply the delete before
     // having committed. This does not matter really...
diff --git a/examples/iterating_docs_and_positions.rs b/examples/iterating_docs_and_positions.rs
index 1cb3dad56..8f718cf97 100644
--- a/examples/iterating_docs_and_positions.rs
+++ b/examples/iterating_docs_and_positions.rs
@@ -44,7 +44,7 @@ fn main() -> tantivy::Result<()> {
         // A segment contains different data structure.
         // Inverted index stands for the combination of
         // - the term dictionary
-        // - the inverted lists associated to each terms and their positions
+        // - the inverted lists associated with each terms and their positions
         let inverted_index = segment_reader.inverted_index(title)?;
 
         // A `Term` is a text token associated with a field.
@@ -105,7 +105,7 @@ fn main() -> tantivy::Result<()> {
         // A segment contains different data structure.
         // Inverted index stands for the combination of
         // - the term dictionary
-        // - the inverted lists associated to each terms and their positions
+        // - the inverted lists associated with each terms and their positions
         let inverted_index = segment_reader.inverted_index(title)?;
 
         // This segment posting object is like a cursor over the documents matching the term.
diff --git a/fastfield_codecs/src/column.rs b/fastfield_codecs/src/column.rs
index b40f76b69..2962472f9 100644
--- a/fastfield_codecs/src/column.rs
+++ b/fastfield_codecs/src/column.rs
@@ -4,7 +4,7 @@ use std::ops::RangeInclusive;
 use tantivy_bitpacker::minmax;
 
 pub trait Column<T: PartialOrd = u64>: Send + Sync {
-    /// Return the value associated to the given idx.
+    /// Return the value associated with the given idx.
     ///
     /// This accessor should return as fast as possible.
     ///
diff --git a/src/collector/custom_score_top_collector.rs b/src/collector/custom_score_top_collector.rs
index 5c97f5384..54d42469e 100644
--- a/src/collector/custom_score_top_collector.rs
+++ b/src/collector/custom_score_top_collector.rs
@@ -38,7 +38,7 @@ pub trait CustomSegmentScorer<TScore>: 'static {
 pub trait CustomScorer<TScore>: Sync {
     /// Type of the associated [`CustomSegmentScorer`].
     type Child: CustomSegmentScorer<TScore>;
-    /// Builds a child scorer for a specific segment. The child scorer is associated to
+    /// Builds a child scorer for a specific segment. The child scorer is associated with
     /// a specific segment.
     fn segment_scorer(&self, segment_reader: &SegmentReader) -> crate::Result<Self::Child>;
 }
diff --git a/src/collector/facet_collector.rs b/src/collector/facet_collector.rs
index 9020cf297..543996721 100644
--- a/src/collector/facet_collector.rs
+++ b/src/collector/facet_collector.rs
@@ -91,7 +91,7 @@ fn facet_depth(facet_bytes: &[u8]) -> usize {
 ///     let index = Index::create_in_ram(schema);
 ///     {
 ///         let mut index_writer = index.writer(3_000_000)?;
-///         // a document can be associated to any number of facets
+///         // a document can be associated with any number of facets
 ///         index_writer.add_document(doc!(
 ///             title => "The Name of the Wind",
 ///             facet => Facet::from("/lang/en"),
diff --git a/src/collector/histogram_collector.rs b/src/collector/histogram_collector.rs
index 117f4f8df..915751f51 100644
--- a/src/collector/histogram_collector.rs
+++ b/src/collector/histogram_collector.rs
@@ -37,7 +37,7 @@ impl HistogramCollector {
     /// The scale/range of the histogram is not dynamic. It is required to
     /// define it by supplying following parameter:
     ///  - `min_value`: the minimum value that can be recorded in the histogram.
-    ///  - `bucket_width`: the length of the interval that is associated to each buckets.
+    ///  - `bucket_width`: the length of the interval that is associated with each buckets.
     ///  - `num_buckets`: The overall number of buckets.
     ///
     /// Together, this parameters define a partition of `[min_value, min_value + num_buckets *
diff --git a/src/collector/mod.rs b/src/collector/mod.rs
index 99c6cf1ca..81a9315ed 100644
--- a/src/collector/mod.rs
+++ b/src/collector/mod.rs
@@ -142,7 +142,7 @@ pub trait Collector: Sync + Send {
     /// e.g. `usize` for the `Count` collector.
     type Fruit: Fruit;
 
-    /// Type of the `SegmentCollector` associated to this collector.
+    /// Type of the `SegmentCollector` associated with this collector.
     type Child: SegmentCollector;
 
     /// `set_segment` is called before beginning to enumerate
@@ -156,7 +156,7 @@ pub trait Collector: Sync + Send {
     /// Returns true iff the collector requires to compute scores for documents.
     fn requires_scoring(&self) -> bool;
 
-    /// Combines the fruit associated to the collection of each segments
+    /// Combines the fruit associated with the collection of each segments
     /// into one fruit.
     fn merge_fruits(
         &self,
diff --git a/src/collector/top_score_collector.rs b/src/collector/top_score_collector.rs
index 343969868..43b45cdbf 100644
--- a/src/collector/top_score_collector.rs
+++ b/src/collector/top_score_collector.rs
@@ -693,7 +693,7 @@ impl Collector for TopDocs {
     }
 }
 
-/// Segment Collector associated to `TopDocs`.
+/// Segment Collector associated with `TopDocs`.
 pub struct TopScoreSegmentCollector(TopSegmentCollector<Score>);
 
 impl SegmentCollector for TopScoreSegmentCollector {
diff --git a/src/collector/tweak_score_top_collector.rs b/src/collector/tweak_score_top_collector.rs
index ae86ca3fd..e7e8d1547 100644
--- a/src/collector/tweak_score_top_collector.rs
+++ b/src/collector/tweak_score_top_collector.rs
@@ -40,7 +40,7 @@ pub trait ScoreTweaker<TScore>: Sync {
     /// Type of the associated [`ScoreSegmentTweaker`].
     type Child: ScoreSegmentTweaker<TScore>;
 
-    /// Builds a child tweaker for a specific segment. The child scorer is associated to
+    /// Builds a child tweaker for a specific segment. The child scorer is associated with
     /// a specific segment.
     fn segment_tweaker(&self, segment_reader: &SegmentReader) -> Result<Self::Child>;
 }
diff --git a/src/core/index_meta.rs b/src/core/index_meta.rs
index 290932e59..355275438 100644
--- a/src/core/index_meta.rs
+++ b/src/core/index_meta.rs
@@ -130,7 +130,7 @@ impl SegmentMeta {
     /// Returns the relative path of a component of our segment.
     ///
     /// It just joins the segment id with the extension
-    /// associated to a segment component.
+    /// associated with a segment component.
     pub fn relative_path(&self, component: SegmentComponent) -> PathBuf {
         let mut path = self.id().uuid_string();
         path.push_str(&*match component {
@@ -326,13 +326,13 @@ pub struct IndexMeta {
     /// `IndexSettings` to configure index options.
     #[serde(default)]
     pub index_settings: IndexSettings,
-    /// List of `SegmentMeta` information associated to each finalized segment of the index.
+    /// List of `SegmentMeta` information associated with each finalized segment of the index.
     pub segments: Vec<SegmentMeta>,
     /// Index `Schema`
     pub schema: Schema,
-    /// Opstamp associated to the last `commit` operation.
+    /// Opstamp associated with the last `commit` operation.
     pub opstamp: Opstamp,
-    /// Payload associated to the last commit.
+    /// Payload associated with the last commit.
     ///
     /// Upon commit, clients can optionally add a small `String` payload to their commit
     /// to help identify this commit.
diff --git a/src/core/inverted_index_reader.rs b/src/core/inverted_index_reader.rs
index db998a546..47002d71a 100644
--- a/src/core/inverted_index_reader.rs
+++ b/src/core/inverted_index_reader.rs
@@ -9,11 +9,11 @@ use crate::schema::{IndexRecordOption, Term};
 use crate::termdict::TermDictionary;
 
 /// The inverted index reader is in charge of accessing
-/// the inverted index associated to a specific field.
+/// the inverted index associated with a specific field.
 ///
 /// # Note
 ///
-/// It is safe to delete the segment associated to
+/// It is safe to delete the segment associated with
 /// an `InvertedIndexReader`. As long as it is open,
 /// the `FileSlice` it is relying on should
 /// stay available.
diff --git a/src/core/searcher.rs b/src/core/searcher.rs
index 7fcbba4b2..9a28ebce0 100644
--- a/src/core/searcher.rs
+++ b/src/core/searcher.rs
@@ -69,7 +69,7 @@ pub struct Searcher {
 }
 
 impl Searcher {
-    /// Returns the `Index` associated to the `Searcher`
+    /// Returns the `Index` associated with the `Searcher`
     pub fn index(&self) -> &Index {
         &self.inner.index
     }
@@ -108,7 +108,7 @@ impl Searcher {
         store_reader.get_async(doc_address.doc_id).await
     }
 
-    /// Access the schema associated to the index of this searcher.
+    /// Access the schema associated with the index of this searcher.
     pub fn schema(&self) -> &Schema {
         &self.inner.schema
     }
@@ -161,11 +161,11 @@ impl Searcher {
     ///
     /// Search works as follows :
     ///
-    ///  First the weight object associated to the query is created.
+    ///  First the weight object associated with the query is created.
     ///
     ///  Then, the query loops over the segments and for each segment :
     ///  - setup the collector and informs it that the segment being processed has changed.
-    ///  - creates a SegmentCollector for collecting documents associated to the segment
+    ///  - creates a SegmentCollector for collecting documents associated with the segment
     ///  - creates a `Scorer` object associated for this segment
     ///  - iterate through the matched documents and push them to the segment collector.
     ///
diff --git a/src/core/segment.rs b/src/core/segment.rs
index 5f96279ff..21cf2d691 100644
--- a/src/core/segment.rs
+++ b/src/core/segment.rs
@@ -70,7 +70,7 @@ impl Segment {
     /// Returns the relative path of a component of our segment.
     ///
     /// It just joins the segment id with the extension
-    /// associated to a segment component.
+    /// associated with a segment component.
     pub fn relative_path(&self, component: SegmentComponent) -> PathBuf {
         self.meta.relative_path(component)
     }
diff --git a/src/core/segment_component.rs b/src/core/segment_component.rs
index 1855bb853..eb757a80d 100644
--- a/src/core/segment_component.rs
+++ b/src/core/segment_component.rs
@@ -6,7 +6,7 @@ use std::slice;
 /// except the delete component that takes an `segment_uuid`.`delete_opstamp`.`component_extension`
 #[derive(Copy, Clone, Eq, PartialEq)]
 pub enum SegmentComponent {
-    /// Postings (or inverted list). Sorted lists of document ids, associated to terms
+    /// Postings (or inverted list). Sorted lists of document ids, associated with terms
     Postings,
     /// Positions of terms in each document.
     Positions,
diff --git a/src/core/segment_reader.rs b/src/core/segment_reader.rs
index d432330f9..88b5e4dfa 100644
--- a/src/core/segment_reader.rs
+++ b/src/core/segment_reader.rs
@@ -89,7 +89,7 @@ impl SegmentReader {
         &self.fast_fields_readers
     }
 
-    /// Accessor to the `FacetReader` associated to a given `Field`.
+    /// Accessor to the `FacetReader` associated with a given `Field`.
     pub fn facet_reader(&self, field: Field) -> crate::Result<FacetReader> {
         let field_entry = self.schema.get_field_entry(field);
 
@@ -208,13 +208,13 @@ impl SegmentReader {
         })
     }
 
-    /// Returns a field reader associated to the field given in argument.
+    /// Returns a field reader associated with the field given in argument.
     /// If the field was not present in the index during indexing time,
     /// the InvertedIndexReader is empty.
     ///
     /// The field reader is in charge of iterating through the
-    /// term dictionary associated to a specific field,
-    /// and opening the posting list associated to any term.
+    /// term dictionary associated with a specific field,
+    /// and opening the posting list associated with any term.
     ///
     /// If the field is not marked as index, a warn is logged and an empty `InvertedIndexReader`
     /// is returned.
@@ -241,7 +241,7 @@ impl SegmentReader {
 
         if postings_file_opt.is_none() || record_option_opt.is_none() {
             // no documents in the segment contained this field.
-            // As a result, no data is associated to the inverted index.
+            // As a result, no data is associated with the inverted index.
             //
             // Returns an empty inverted index.
             let record_option = record_option_opt.unwrap_or(IndexRecordOption::Basic);
diff --git a/src/directory/composite_file.rs b/src/directory/composite_file.rs
index 9fc31e649..047c6c2df 100644
--- a/src/directory/composite_file.rs
+++ b/src/directory/composite_file.rs
@@ -154,14 +154,14 @@ impl CompositeFile {
         }
     }
 
-    /// Returns the `FileSlice` associated
-    /// to a given `Field` and stored in a `CompositeFile`.
+    /// Returns the `FileSlice` associated with
+    /// a given `Field` and stored in a `CompositeFile`.
     pub fn open_read(&self, field: Field) -> Option<FileSlice> {
         self.open_read_with_idx(field, 0)
     }
 
-    /// Returns the `FileSlice` associated
-    /// to a given `Field` and stored in a `CompositeFile`.
+    /// Returns the `FileSlice` associated with
+    /// a given `Field` and stored in a `CompositeFile`.
     pub fn open_read_with_idx(&self, field: Field, idx: usize) -> Option<FileSlice> {
         self.offsets_index
             .get(&FileAddr { field, idx })
diff --git a/src/directory/directory.rs b/src/directory/directory.rs
index 246933bce..7ddd62117 100644
--- a/src/directory/directory.rs
+++ b/src/directory/directory.rs
@@ -39,7 +39,7 @@ impl RetryPolicy {
 
 /// The `DirectoryLock` is an object that represents a file lock.
 ///
-/// It is associated to a lock file, that gets deleted on `Drop.`
+/// It is associated with a lock file, that gets deleted on `Drop.`
 pub struct DirectoryLock(Box<dyn Send + Sync + 'static>);
 
 struct DirectoryLockGuard {
diff --git a/src/directory/mmap_directory.rs b/src/directory/mmap_directory.rs
index 20449ae3e..afaaf0959 100644
--- a/src/directory/mmap_directory.rs
+++ b/src/directory/mmap_directory.rs
@@ -334,7 +334,7 @@ impl Directory for MmapDirectory {
         Ok(Arc::new(owned_bytes))
     }
 
-    /// Any entry associated to the path in the mmap will be
+    /// Any entry associated with the path in the mmap will be
     /// removed before the file is deleted.
     fn delete(&self, path: &Path) -> result::Result<(), DeleteError> {
         let full_path = self.resolve_path(path);
diff --git a/src/fastfield/bytes/reader.rs b/src/fastfield/bytes/reader.rs
index 2f60e60f4..1340bfb66 100644
--- a/src/fastfield/bytes/reader.rs
+++ b/src/fastfield/bytes/reader.rs
@@ -39,13 +39,13 @@ impl BytesFastFieldReader {
         start..end
     }
 
-    /// Returns the bytes associated to the given `doc`
+    /// Returns the bytes associated with the given `doc`
     pub fn get_bytes(&self, doc: DocId) -> &[u8] {
         let range = self.range(doc);
         &self.values.as_slice()[range.start as usize..range.end as usize]
     }
 
-    /// Returns the length of the bytes associated to the given `doc`
+    /// Returns the length of the bytes associated with the given `doc`
     pub fn num_bytes(&self, doc: DocId) -> u64 {
         let range = self.range(doc);
         range.end - range.start
diff --git a/src/fastfield/bytes/writer.rs b/src/fastfield/bytes/writer.rs
index 61085b230..dcda5c3d7 100644
--- a/src/fastfield/bytes/writer.rs
+++ b/src/fastfield/bytes/writer.rs
@@ -24,7 +24,7 @@ use crate::DocId;
 ///
 /// Once acquired, writing is done by calling
 /// [`.add_document_val(&[u8])`](BytesFastFieldWriter::add_document_val)
-/// once per document, even if there are no bytes associated to it.
+/// once per document, even if there are no bytes associated with it.
 pub struct BytesFastFieldWriter {
     field: Field,
     vals: Vec<u8>,
@@ -45,7 +45,7 @@ impl BytesFastFieldWriter {
     pub fn mem_usage(&self) -> usize {
         self.vals.capacity() + self.doc_index.capacity() * std::mem::size_of::<u64>()
     }
-    /// Access the field associated to the `BytesFastFieldWriter`
+    /// Access the field associated with the `BytesFastFieldWriter`
     pub fn field(&self) -> Field {
         self.field
     }
@@ -67,7 +67,7 @@ impl BytesFastFieldWriter {
         }
     }
 
-    /// Register the bytes associated to a document.
+    /// Register the bytes associated with a document.
     ///
     /// The method returns the `DocId` of the document that was
     /// just written.
diff --git a/src/fastfield/facet_reader.rs b/src/fastfield/facet_reader.rs
index 2dbf66116..76fba33c5 100644
--- a/src/fastfield/facet_reader.rs
+++ b/src/fastfield/facet_reader.rs
@@ -7,7 +7,7 @@ use crate::termdict::{TermDictionary, TermOrdinal};
 use crate::DocId;
 
 /// The facet reader makes it possible to access the list of
-/// facets associated to a given document in a specific
+/// facets associated with a given document in a specific
 /// segment.
 ///
 /// Rather than manipulating `Facet` object directly, the API
@@ -58,7 +58,7 @@ impl FacetReader {
         &self.term_dict
     }
 
-    /// Given a term ordinal returns the term associated to it.
+    /// Given a term ordinal returns the term associated with it.
     pub fn facet_from_ord(
         &mut self,
         facet_ord: TermOrdinal,
@@ -74,7 +74,7 @@ impl FacetReader {
         Ok(())
     }
 
-    /// Return the list of facet ordinals associated to a document.
+    /// Return the list of facet ordinals associated with a document.
     pub fn facet_ords(&self, doc: DocId, output: &mut Vec<u64>) {
         self.term_ords.get_vals(doc, output);
     }
diff --git a/src/fastfield/mod.rs b/src/fastfield/mod.rs
index c73d2a0ba..40bb75056 100644
--- a/src/fastfield/mod.rs
+++ b/src/fastfield/mod.rs
@@ -49,7 +49,7 @@ mod writer;
 pub trait MultiValueLength {
     /// returns the positions for a docid
     fn get_range(&self, doc_id: DocId) -> std::ops::Range<u64>;
-    /// returns the num of values associated to a doc_id
+    /// returns the num of values associated with a doc_id
     fn get_len(&self, doc_id: DocId) -> u64;
     /// returns the sum of num values for all doc_ids
     fn get_total_len(&self) -> u64;
diff --git a/src/fastfield/multivalued/reader.rs b/src/fastfield/multivalued/reader.rs
index 88e4293cb..f8e41f2e1 100644
--- a/src/fastfield/multivalued/reader.rs
+++ b/src/fastfield/multivalued/reader.rs
@@ -30,8 +30,8 @@ impl<Item: FastValue> MultiValuedFastFieldReader<Item> {
         }
     }
 
-    /// Returns `[start, end)`, such that the values associated
-    /// to the given document are `start..end`.
+    /// Returns `[start, end)`, such that the values associated with
+    /// the given document are `start..end`.
     #[inline]
     fn range(&self, doc: DocId) -> Range<u64> {
         let idx = doc as u64;
@@ -40,7 +40,7 @@ impl<Item: FastValue> MultiValuedFastFieldReader<Item> {
         start..end
     }
 
-    /// Returns the array of values associated to the given `doc`.
+    /// Returns the array of values associated with the given `doc`.
     #[inline]
     fn get_vals_for_range(&self, range: Range<u64>, vals: &mut Vec<Item>) {
         let len = (range.end - range.start) as usize;
@@ -48,7 +48,7 @@ impl<Item: FastValue> MultiValuedFastFieldReader<Item> {
         self.vals_reader.get_range(range.start, &mut vals[..]);
     }
 
-    /// Returns the array of values associated to the given `doc`.
+    /// Returns the array of values associated with the given `doc`.
     #[inline]
     pub fn get_vals(&self, doc: DocId, vals: &mut Vec<Item>) {
         let range = self.range(doc);
diff --git a/src/fastfield/multivalued/writer.rs b/src/fastfield/multivalued/writer.rs
index 212b49616..38aad7324 100644
--- a/src/fastfield/multivalued/writer.rs
+++ b/src/fastfield/multivalued/writer.rs
@@ -62,7 +62,7 @@ impl MultiValuedFastFieldWriter {
             + self.doc_index.capacity() * std::mem::size_of::<u64>()
     }
 
-    /// Access the field associated to the `MultiValuedFastFieldWriter`
+    /// Access the field associated with the `MultiValuedFastFieldWriter`
     pub fn field(&self) -> Field {
         self.field
     }
diff --git a/src/fastfield/readers.rs b/src/fastfield/readers.rs
index 5784bc451..68f9a811f 100644
--- a/src/fastfield/readers.rs
+++ b/src/fastfield/readers.rs
@@ -135,7 +135,7 @@ impl FastFieldReaders {
         Ok(MultiValuedFastFieldReader::open(idx_reader, vals_reader))
     }
 
-    /// Returns the `u64` fast field reader reader associated to `field`.
+    /// Returns the `u64` fast field reader reader associated with `field`.
     ///
     /// If `field` is not a u64 fast field, this method returns an Error.
     pub fn u64(&self, field: Field) -> crate::Result<Arc<dyn Column<u64>>> {
@@ -143,16 +143,16 @@ impl FastFieldReaders {
         self.typed_fast_field_reader(field)
     }
 
-    /// Returns the `u64` fast field reader reader associated to `field`, regardless of whether the
-    /// given field is effectively of type `u64` or not.
+    /// Returns the `u64` fast field reader reader associated with `field`, regardless of whether
+    /// the given field is effectively of type `u64` or not.
     ///
-    /// If not, the fastfield reader will returns the u64-value associated to the original
+    /// If not, the fastfield reader will returns the u64-value associated with the original
     /// FastValue.
     pub fn u64_lenient(&self, field: Field) -> crate::Result<Arc<dyn Column<u64>>> {
         self.typed_fast_field_reader(field)
     }
 
-    /// Returns the `i64` fast field reader reader associated to `field`.
+    /// Returns the `i64` fast field reader reader associated with `field`.
     ///
     /// If `field` is not a i64 fast field, this method returns an Error.
     pub fn i64(&self, field: Field) -> crate::Result<Arc<dyn Column<i64>>> {
@@ -160,7 +160,7 @@ impl FastFieldReaders {
         self.typed_fast_field_reader(field)
     }
 
-    /// Returns the `date` fast field reader reader associated to `field`.
+    /// Returns the `date` fast field reader reader associated with `field`.
     ///
     /// If `field` is not a date fast field, this method returns an Error.
     pub fn date(&self, field: Field) -> crate::Result<Arc<dyn Column<DateTime>>> {
@@ -168,7 +168,7 @@ impl FastFieldReaders {
         self.typed_fast_field_reader(field)
     }
 
-    /// Returns the `f64` fast field reader reader associated to `field`.
+    /// Returns the `f64` fast field reader reader associated with `field`.
     ///
     /// If `field` is not a f64 fast field, this method returns an Error.
     pub fn f64(&self, field: Field) -> crate::Result<Arc<dyn Column<f64>>> {
@@ -176,7 +176,7 @@ impl FastFieldReaders {
         self.typed_fast_field_reader(field)
     }
 
-    /// Returns the `bool` fast field reader reader associated to `field`.
+    /// Returns the `bool` fast field reader reader associated with `field`.
     ///
     /// If `field` is not a bool fast field, this method returns an Error.
     pub fn bool(&self, field: Field) -> crate::Result<Arc<dyn Column<bool>>> {
@@ -184,7 +184,7 @@ impl FastFieldReaders {
         self.typed_fast_field_reader(field)
     }
 
-    /// Returns a `u64s` multi-valued fast field reader reader associated to `field`.
+    /// Returns a `u64s` multi-valued fast field reader reader associated with `field`.
     ///
     /// If `field` is not a u64 multi-valued fast field, this method returns an Error.
     pub fn u64s(&self, field: Field) -> crate::Result<MultiValuedFastFieldReader<u64>> {
@@ -192,15 +192,15 @@ impl FastFieldReaders {
         self.typed_fast_field_multi_reader(field)
     }
 
-    /// Returns a `u64s` multi-valued fast field reader reader associated to `field`, regardless of
-    /// whether the given field is effectively of type `u64` or not.
+    /// Returns a `u64s` multi-valued fast field reader reader associated with `field`, regardless
+    /// of whether the given field is effectively of type `u64` or not.
     ///
     /// If `field` is not a u64 multi-valued fast field, this method returns an Error.
     pub fn u64s_lenient(&self, field: Field) -> crate::Result<MultiValuedFastFieldReader<u64>> {
         self.typed_fast_field_multi_reader(field)
     }
 
-    /// Returns a `i64s` multi-valued fast field reader reader associated to `field`.
+    /// Returns a `i64s` multi-valued fast field reader reader associated with `field`.
     ///
     /// If `field` is not a i64 multi-valued fast field, this method returns an Error.
     pub fn i64s(&self, field: Field) -> crate::Result<MultiValuedFastFieldReader<i64>> {
@@ -208,7 +208,7 @@ impl FastFieldReaders {
         self.typed_fast_field_multi_reader(field)
     }
 
-    /// Returns a `f64s` multi-valued fast field reader reader associated to `field`.
+    /// Returns a `f64s` multi-valued fast field reader reader associated with `field`.
     ///
     /// If `field` is not a f64 multi-valued fast field, this method returns an Error.
     pub fn f64s(&self, field: Field) -> crate::Result<MultiValuedFastFieldReader<f64>> {
@@ -216,7 +216,7 @@ impl FastFieldReaders {
         self.typed_fast_field_multi_reader(field)
     }
 
-    /// Returns a `bools` multi-valued fast field reader reader associated to `field`.
+    /// Returns a `bools` multi-valued fast field reader reader associated with `field`.
     ///
     /// If `field` is not a bool multi-valued fast field, this method returns an Error.
     pub fn bools(&self, field: Field) -> crate::Result<MultiValuedFastFieldReader<bool>> {
@@ -224,7 +224,7 @@ impl FastFieldReaders {
         self.typed_fast_field_multi_reader(field)
     }
 
-    /// Returns a `time::OffsetDateTime` multi-valued fast field reader reader associated to
+    /// Returns a `time::OffsetDateTime` multi-valued fast field reader reader associated with
     /// `field`.
     ///
     /// If `field` is not a `time::OffsetDateTime` multi-valued fast field, this method returns an
@@ -234,7 +234,7 @@ impl FastFieldReaders {
         self.typed_fast_field_multi_reader(field)
     }
 
-    /// Returns the `bytes` fast field reader associated to `field`.
+    /// Returns the `bytes` fast field reader associated with `field`.
     ///
     /// If `field` is not a bytes fast field, returns an Error.
     pub fn bytes(&self, field: Field) -> crate::Result<BytesFastFieldReader> {
diff --git a/src/fastfield/writer.rs b/src/fastfield/writer.rs
index a7d70635b..8e55c1b8b 100644
--- a/src/fastfield/writer.rs
+++ b/src/fastfield/writer.rs
@@ -131,7 +131,7 @@ impl FastFieldsWriter {
                 .sum::<usize>()
     }
 
-    /// Get the `FastFieldWriter` associated to a field.
+    /// Get the `FastFieldWriter` associated with a field.
     pub fn get_term_id_writer(&self, field: Field) -> Option<&MultiValuedFastFieldWriter> {
         // TODO optimize
         self.term_id_writers
@@ -139,7 +139,7 @@ impl FastFieldsWriter {
             .find(|field_writer| field_writer.field() == field)
     }
 
-    /// Get the `FastFieldWriter` associated to a field.
+    /// Get the `FastFieldWriter` associated with a field.
     pub fn get_field_writer(&self, field: Field) -> Option<&IntFastFieldWriter> {
         // TODO optimize
         self.single_value_writers
@@ -147,7 +147,7 @@ impl FastFieldsWriter {
             .find(|field_writer| field_writer.field() == field)
     }
 
-    /// Get the `FastFieldWriter` associated to a field.
+    /// Get the `FastFieldWriter` associated with a field.
     pub fn get_field_writer_mut(&mut self, field: Field) -> Option<&mut IntFastFieldWriter> {
         // TODO optimize
         self.single_value_writers
@@ -155,7 +155,7 @@ impl FastFieldsWriter {
             .find(|field_writer| field_writer.field() == field)
     }
 
-    /// Get the `FastFieldWriter` associated to a field.
+    /// Get the `FastFieldWriter` associated with a field.
     pub fn get_term_id_writer_mut(
         &mut self,
         field: Field,
@@ -294,7 +294,7 @@ impl IntFastFieldWriter {
     /// Records a new value.
     ///
     /// The n-th value being recorded is implicitly
-    /// associated to the document with the `DocId` n.
+    /// associated with the document with the `DocId` n.
     /// (Well, `n-1` actually because of 0-indexing)
     pub fn add_val(&mut self, val: u64) {
         self.vals.add(val);
@@ -313,7 +313,7 @@ impl IntFastFieldWriter {
     /// (or use the default value) and records it.
     ///
     ///
-    /// Extract the value associated to the fast field for
+    /// Extract the value associated with the fast field for
     /// this document.
     ///
     /// i64 and f64 are remapped to u64 using the logic
@@ -383,7 +383,7 @@ struct WriterFastFieldAccessProvider<'map, 'bitp> {
 }
 
 impl<'map, 'bitp> Column for WriterFastFieldAccessProvider<'map, 'bitp> {
-    /// Return the value associated to the given doc.
+    /// Return the value associated with the given doc.
     ///
     /// Whenever possible use the Iterator passed to the fastfield creation instead, for performance
     /// reasons.
diff --git a/src/fieldnorm/mod.rs b/src/fieldnorm/mod.rs
index 1238d7ec5..1876c04a3 100644
--- a/src/fieldnorm/mod.rs
+++ b/src/fieldnorm/mod.rs
@@ -1,4 +1,4 @@
-//! The fieldnorm represents the length associated to
+//! The fieldnorm represents the length associated with
 //! a given Field of a given document.
 //!
 //! This metric is important to compute the score of a
diff --git a/src/fieldnorm/reader.rs b/src/fieldnorm/reader.rs
index fc4c59171..77ba0086c 100644
--- a/src/fieldnorm/reader.rs
+++ b/src/fieldnorm/reader.rs
@@ -47,9 +47,9 @@ impl FieldNormReaders {
     }
 }
 
-/// Reads the fieldnorm associated to a document.
+/// Reads the fieldnorm associated with a document.
 ///
-/// The [fieldnorm](FieldNormReader::fieldnorm) represents the length associated to
+/// The [fieldnorm](FieldNormReader::fieldnorm) represents the length associated with
 /// a given Field of a given document.
 #[derive(Clone)]
 pub struct FieldNormReader(ReaderImplEnum);
@@ -104,7 +104,7 @@ impl FieldNormReader {
         }
     }
 
-    /// Returns the `fieldnorm` associated to a doc id.
+    /// Returns the `fieldnorm` associated with a doc id.
     /// The fieldnorm is a value approximating the number
     /// of tokens in a given field of the `doc_id`.
     ///
@@ -123,7 +123,7 @@ impl FieldNormReader {
         }
     }
 
-    /// Returns the `fieldnorm_id` associated to a document.
+    /// Returns the `fieldnorm_id` associated with a document.
     #[inline]
     pub fn fieldnorm_id(&self, doc_id: DocId) -> u8 {
         match &self.0 {
diff --git a/src/indexer/index_writer.rs b/src/indexer/index_writer.rs
index 065e65ec1..a49a4c064 100644
--- a/src/indexer/index_writer.rs
+++ b/src/indexer/index_writer.rs
@@ -370,9 +370,9 @@ impl IndexWriter {
     /// This method is useful only for users trying to do complex
     /// operations, like converting an index format to another.
     ///
-    /// It is safe to start writing file associated to the new `Segment`.
+    /// It is safe to start writing file associated with the new `Segment`.
     /// These will not be garbage collected as long as an instance object of
-    /// `SegmentMeta` object associated to the new `Segment` is "alive".
+    /// `SegmentMeta` object associated with the new `Segment` is "alive".
     pub fn new_segment(&self) -> Segment {
         self.index.new_segment()
     }
diff --git a/src/indexer/prepared_commit.rs b/src/indexer/prepared_commit.rs
index 96b1baef0..da3946eba 100644
--- a/src/indexer/prepared_commit.rs
+++ b/src/indexer/prepared_commit.rs
@@ -17,7 +17,7 @@ impl<'a> PreparedCommit<'a> {
         }
     }
 
-    /// Returns the opstamp associated to the prepared commit.
+    /// Returns the opstamp associated with the prepared commit.
     pub fn opstamp(&self) -> Opstamp {
         self.opstamp
     }
diff --git a/src/postings/recorder.rs b/src/postings/recorder.rs
index d3bda8e72..8b07851c6 100644
--- a/src/postings/recorder.rs
+++ b/src/postings/recorder.rs
@@ -50,7 +50,7 @@ impl<'a> Iterator for VInt32Reader<'a> {
 /// Recorder is in charge of recording relevant information about
 /// the presence of a term in a document.
 ///
-/// Depending on the `TextIndexingOptions` associated to the
+/// Depending on the `TextIndexingOptions` associated with the
 /// field, the recorder may records
 ///   * the document frequency
 ///   * the document id
diff --git a/src/postings/segment_postings.rs b/src/postings/segment_postings.rs
index 3fcc84e13..2b9ee8c5c 100644
--- a/src/postings/segment_postings.rs
+++ b/src/postings/segment_postings.rs
@@ -7,7 +7,7 @@ use crate::postings::compression::COMPRESSION_BLOCK_SIZE;
 use crate::postings::{branchless_binary_search, BlockSegmentPostings, Postings};
 use crate::{DocId, TERMINATED};
 
-/// `SegmentPostings` represents the inverted list or postings associated to
+/// `SegmentPostings` represents the inverted list or postings associated with
 /// a term in a `Segment`.
 ///
 /// As we iterate through the `SegmentPostings`, the frequencies are optionally decoded.
@@ -216,7 +216,7 @@ impl HasLen for SegmentPostings {
 }
 
 impl Postings for SegmentPostings {
-    /// Returns the frequency associated to the current document.
+    /// Returns the frequency associated with the current document.
     /// If the schema is set up so that no frequency have been encoded,
     /// this method should always return 1.
     ///
diff --git a/src/postings/term_info.rs b/src/postings/term_info.rs
index 03fb81794..d276c97d7 100644
--- a/src/postings/term_info.rs
+++ b/src/postings/term_info.rs
@@ -4,7 +4,7 @@ use std::ops::Range;
 
 use common::{BinarySerializable, FixedSize};
 
-/// `TermInfo` wraps the metadata associated to a Term.
+/// `TermInfo` wraps the metadata associated with a Term.
 /// It is segment-local.
 #[derive(Debug, Default, Eq, PartialEq, Clone)]
 pub struct TermInfo {
diff --git a/src/query/all_query.rs b/src/query/all_query.rs
index f47c33c7d..f5793a15c 100644
--- a/src/query/all_query.rs
+++ b/src/query/all_query.rs
@@ -17,7 +17,7 @@ impl Query for AllQuery {
     }
 }
 
-/// Weight associated to the `AllQuery` query.
+/// Weight associated with the `AllQuery` query.
 pub struct AllWeight;
 
 impl Weight for AllWeight {
@@ -37,7 +37,7 @@ impl Weight for AllWeight {
     }
 }
 
-/// Scorer associated to the `AllQuery` query.
+/// Scorer associated with the `AllQuery` query.
 pub struct AllScorer {
     doc: DocId,
     max_doc: DocId,
diff --git a/src/query/bitset/mod.rs b/src/query/bitset/mod.rs
index ba4d7a3b1..09b9d8360 100644
--- a/src/query/bitset/mod.rs
+++ b/src/query/bitset/mod.rs
@@ -14,7 +14,7 @@ use crate::DocId;
 /// when the bitset is sparse
 pub struct BitSetDocSet {
     docs: BitSet,
-    cursor_bucket: u32, //< index associated to the current tiny bitset
+    cursor_bucket: u32, //< index associated with the current tiny bitset
     cursor_tinybitset: TinySet,
     doc: u32,
 }
diff --git a/src/query/explanation.rs b/src/query/explanation.rs
index a4cce46dd..8b08b3242 100644
--- a/src/query/explanation.rs
+++ b/src/query/explanation.rs
@@ -39,7 +39,7 @@ impl Explanation {
         }
     }
 
-    /// Returns the value associated to the current node.
+    /// Returns the value associated with the current node.
     pub fn value(&self) -> Score {
         self.value
     }
diff --git a/src/query/intersection.rs b/src/query/intersection.rs
index e86f0eb1f..61c8ca8f3 100644
--- a/src/query/intersection.rs
+++ b/src/query/intersection.rs
@@ -5,7 +5,7 @@ use crate::{DocId, Score};
 
 /// Returns the intersection scorer.
 ///
-/// The score associated to the documents is the sum of the
+/// The score associated with the documents is the sum of the
 /// score of the `Scorer`s given in argument.
 ///
 /// For better performance, the function uses a
diff --git a/src/query/phrase_query/phrase_query.rs b/src/query/phrase_query/phrase_query.rs
index 969920aef..d5fcbd62b 100644
--- a/src/query/phrase_query/phrase_query.rs
+++ b/src/query/phrase_query/phrase_query.rs
@@ -119,7 +119,7 @@ impl PhraseQuery {
 }
 
 impl Query for PhraseQuery {
-    /// Create the weight associated to a query.
+    /// Create the weight associated with a query.
     ///
     /// See [`Weight`].
     fn weight(&self, searcher: &Searcher, scoring_enabled: bool) -> crate::Result<Box<dyn Weight>> {
diff --git a/src/query/query.rs b/src/query/query.rs
index 530b9cb43..245569077 100644
--- a/src/query/query.rs
+++ b/src/query/query.rs
@@ -42,7 +42,7 @@ use crate::{DocAddress, Term};
 /// [`Scorer`]: crate::query::Scorer
 /// [`SegmentReader`]: crate::SegmentReader
 pub trait Query: QueryClone + Send + Sync + downcast_rs::Downcast + fmt::Debug {
-    /// Create the weight associated to a query.
+    /// Create the weight associated with a query.
     ///
     /// If scoring is not required, setting `scoring_enabled` to `false`
     /// can increase performances.
@@ -67,7 +67,7 @@ pub trait Query: QueryClone + Send + Sync + downcast_rs::Downcast + fmt::Debug {
         Ok(result)
     }
 
-    /// Extract all of the terms associated to the query and pass them to the
+    /// Extract all of the terms associated with the query and pass them to the
     /// given closure.
     ///
     /// Each term is associated with a boolean indicating whether
diff --git a/src/query/query_parser/query_parser.rs b/src/query/query_parser/query_parser.rs
index fcaf3432e..f9e032f7a 100644
--- a/src/query/query_parser/query_parser.rs
+++ b/src/query/query_parser/query_parser.rs
@@ -610,7 +610,7 @@ impl QueryParser {
         if let Some((field, path)) = self.split_full_path(full_path) {
             return Ok(vec![(field, path, literal.phrase.as_str())]);
         }
-        // We need to add terms associated to json default fields.
+        // We need to add terms associated with json default fields.
         let triplets: Vec<(Field, &str, &str)> = self
             .default_indexed_json_fields()
             .map(|json_field| (json_field, full_path.as_str(), literal.phrase.as_str()))
diff --git a/src/schema/bytes_options.rs b/src/schema/bytes_options.rs
index 94074d31a..37382d337 100644
--- a/src/schema/bytes_options.rs
+++ b/src/schema/bytes_options.rs
@@ -83,7 +83,7 @@ impl BytesOptions {
     ///
     /// Fast fields are designed for random access.
     /// Access time are similar to a random lookup in an array.
-    /// If more than one value is associated to a fast field, only the last one is
+    /// If more than one value is associated with a fast field, only the last one is
     /// kept.
     #[must_use]
     pub fn set_fast(mut self) -> BytesOptions {
diff --git a/src/schema/date_time_options.rs b/src/schema/date_time_options.rs
index 1defc6253..3b8d5445b 100644
--- a/src/schema/date_time_options.rs
+++ b/src/schema/date_time_options.rs
@@ -104,7 +104,7 @@ impl DateOptions {
     ///
     /// Fast fields are designed for random access.
     /// Access time are similar to a random lookup in an array.
-    /// If more than one value is associated to a fast field, only the last one is
+    /// If more than one value is associated with a fast field, only the last one is
     /// kept.
     #[must_use]
     pub fn set_fast(mut self, cardinality: Cardinality) -> DateOptions {
diff --git a/src/schema/facet.rs b/src/schema/facet.rs
index 6c68d758b..8c5c99916 100644
--- a/src/schema/facet.rs
+++ b/src/schema/facet.rs
@@ -35,7 +35,7 @@ pub enum FacetParseError {
 /// For instance, an e-commerce website could
 /// have a `Facet` for `/electronics/tv_and_video/led_tv`.
 ///
-/// A document can be associated to any number of facets.
+/// A document can be associated with any number of facets.
 /// The hierarchy implicitly imply that a document
 /// belonging to a facet also belongs to the ancestor of
 /// its facet. In the example above, `/electronics/tv_and_video/`
diff --git a/src/schema/ip_options.rs b/src/schema/ip_options.rs
index 70a08e15f..195d46916 100644
--- a/src/schema/ip_options.rs
+++ b/src/schema/ip_options.rs
@@ -43,7 +43,7 @@ impl IpOptions {
     ///
     /// Fast fields are designed for random access.
     /// Access time are similar to a random lookup in an array.
-    /// If more than one value is associated to a fast field, only the last one is
+    /// If more than one value is associated with a fast field, only the last one is
     /// kept.
     #[must_use]
     pub fn set_fast(mut self, cardinality: Cardinality) -> Self {
diff --git a/src/schema/numeric_options.rs b/src/schema/numeric_options.rs
index 8b2b75033..3f82fe5db 100644
--- a/src/schema/numeric_options.rs
+++ b/src/schema/numeric_options.rs
@@ -7,10 +7,10 @@ use crate::schema::flags::{FastFlag, IndexedFlag, SchemaFlagList, StoredFlag};
 /// Express whether a field is single-value or multi-valued.
 #[derive(Clone, Copy, PartialEq, Eq, Debug, Serialize, Deserialize)]
 pub enum Cardinality {
-    /// The document must have exactly one value associated to the document.
+    /// The document must have exactly one value associated with the document.
     #[serde(rename = "single")]
     SingleValue,
-    /// The document can have any number of values associated to the document.
+    /// The document can have any number of values associated with the document.
     /// This is more memory and CPU expensive than the `SingleValue` solution.
     #[serde(rename = "multi")]
     MultiValues,
@@ -124,7 +124,7 @@ impl NumericOptions {
     ///
     /// Fast fields are designed for random access.
     /// Access time are similar to a random lookup in an array.
-    /// If more than one value is associated to a fast field, only the last one is
+    /// If more than one value is associated with a fast field, only the last one is
     /// kept.
     #[must_use]
     pub fn set_fast(mut self, cardinality: Cardinality) -> NumericOptions {
diff --git a/src/schema/schema.rs b/src/schema/schema.rs
index e91a31a62..c4db97a89 100644
--- a/src/schema/schema.rs
+++ b/src/schema/schema.rs
@@ -258,7 +258,7 @@ impl Eq for InnerSchema {}
 pub struct Schema(Arc<InnerSchema>);
 
 impl Schema {
-    /// Return the `FieldEntry` associated to a `Field`.
+    /// Return the `FieldEntry` associated with a `Field`.
     pub fn get_field_entry(&self, field: Field) -> &FieldEntry {
         &self.0.fields[field.field_id() as usize]
     }
diff --git a/src/schema/text_options.rs b/src/schema/text_options.rs
index 5fc4ebb94..44d74fd6c 100644
--- a/src/schema/text_options.rs
+++ b/src/schema/text_options.rs
@@ -161,7 +161,7 @@ impl TextFieldIndexing {
         self
     }
 
-    /// Returns the indexing options associated to this field.
+    /// Returns the indexing options associated with this field.
     ///
     /// See [`IndexRecordOption`] for more detail.
     pub fn index_option(&self) -> IndexRecordOption {
diff --git a/src/snippet/mod.rs b/src/snippet/mod.rs
index a542d4595..fce0f3a97 100644
--- a/src/snippet/mod.rs
+++ b/src/snippet/mod.rs
@@ -342,7 +342,7 @@ impl SnippetGenerator {
 
     /// Generates a snippet for the given `Document`.
     ///
-    /// This method extract the text associated to the `SnippetGenerator`'s field
+    /// This method extract the text associated with the `SnippetGenerator`'s field
     /// and computes a snippet.
     pub fn snippet_from_doc(&self, doc: &Document) -> Snippet {
         let text: String = doc
diff --git a/src/termdict/fst_termdict/termdict.rs b/src/termdict/fst_termdict/termdict.rs
index 02709f991..a2cde8165 100644
--- a/src/termdict/fst_termdict/termdict.rs
+++ b/src/termdict/fst_termdict/termdict.rs
@@ -138,12 +138,12 @@ impl TermDictionary {
         self.term_info_store.num_terms()
     }
 
-    /// Returns the ordinal associated to a given term.
+    /// Returns the ordinal associated with a given term.
     pub fn term_ord<K: AsRef<[u8]>>(&self, key: K) -> io::Result<Option<TermOrdinal>> {
         Ok(self.fst_index.get(key))
     }
 
-    /// Stores the term associated to a given term ordinal in
+    /// Stores the term associated with a given term ordinal in
     /// a `bytes` buffer.
     ///
     /// Term ordinals are defined as the position of the term in
diff --git a/src/termdict/sstable_termdict/termdict.rs b/src/termdict/sstable_termdict/termdict.rs
index 0b93fc738..aa5bab4ad 100644
--- a/src/termdict/sstable_termdict/termdict.rs
+++ b/src/termdict/sstable_termdict/termdict.rs
@@ -153,7 +153,7 @@ impl TermDictionary {
         self.num_terms as usize
     }
 
-    /// Returns the ordinal associated to a given term.
+    /// Returns the ordinal associated with a given term.
     pub fn term_ord<K: AsRef<[u8]>>(&self, key: K) -> io::Result<Option<TermOrdinal>> {
         let mut term_ord = 0u64;
         let key_bytes = key.as_ref();
@@ -167,7 +167,7 @@ impl TermDictionary {
         Ok(None)
     }
 
-    /// Returns the term associated to a given term ordinal.
+    /// Returns the term associated with a given term ordinal.
     ///
     /// Term ordinals are defined as the position of the term in
     /// the sorted list of terms.