diff --git a/.Rbuildignore b/.Rbuildignore
index 2c31b3e..f3a87a4 100644
--- a/.Rbuildignore
+++ b/.Rbuildignore
@@ -7,3 +7,4 @@
 ^vignettes$
 ^docs$
 ^index\.md$
+^LICENSE\.md$
diff --git a/DESCRIPTION b/DESCRIPTION
index 27de6b4..38ac3ed 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -9,10 +9,17 @@ Authors@R: c(
       email = "mark_keller@g.harvard.edu",
       role = c("cre", "aut"),
       comment = c(ORCID = "0000-0003-3003-874X")
-    )
+    ),
+    person(given = "David", 
+           family = "Blodgett", 
+           role = c("ctb"), 
+           email = "dblodgett@usgs.gov",
+           comment = c(ORCID = "0000-0001-9489-1710"))
   )
-Description: An implementation of chunked, compressed,
-    N-dimensional arrays for R.
+Description: An implementation of chunked, compressed, 
+  N-dimensional arrays for R. Zarr spec V2 (2024) 
+  <doi:10.5281/zenodo.11320255>.
+Language: en-US
 License: MIT + file LICENSE
 BugReports: https://github.com/keller-mark/pizzarr/issues
 URL: https://github.com/keller-mark/pizzarr
@@ -42,4 +49,7 @@ Suggests:
     pbapply,
     parallel,
     future,
+    future.apply,
     bench
+Config/testthat/parallel: true
+Config/testthat/edition: 3
diff --git a/LICENSE b/LICENSE
index 73cefaf..fa7dbc0 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,21 +1,2 @@
-MIT License
-
-Copyright (c) 2021 Mark Keller
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
+YEAR: 2024
+COPYRIGHT HOLDER: Mark Keller
diff --git a/LICENSE.md b/LICENSE.md
new file mode 100644
index 0000000..5154ac2
--- /dev/null
+++ b/LICENSE.md
@@ -0,0 +1,21 @@
+# MIT License
+
+Copyright (c) 2024 Mark Keller
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/NAMESPACE b/NAMESPACE
index 16d9a0f..9f74420 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -42,3 +42,10 @@ export(zarr_open_group)
 export(zarr_save_array)
 export(zb_int)
 export(zb_slice)
+importFrom(R6,R6Class)
+importFrom(memoise,memoise)
+importFrom(memoise,timeout)
+importFrom(qs,lz4_compress_raw)
+importFrom(qs,lz4_decompress_raw)
+importFrom(qs,zstd_compress_raw)
+importFrom(qs,zstd_decompress_raw)
diff --git a/R/array-nested.R b/R/array-nested.R
index 79ee933..387c7fb 100644
--- a/R/array-nested.R
+++ b/R/array-nested.R
@@ -61,6 +61,7 @@ zero_based_to_one_based <- function(selection, shape) {
 #' Represents a multi-dimensional array that can be
 #' accessed and subsetted via list of Slice instances.
 #' @rdname NestedArray
+#' @importFrom R6 R6Class
 #' @export
 NestedArray <- R6::R6Class("NestedArray",
   private = list(
diff --git a/R/creation.R b/R/creation.R
index 30f3ec6..fd2d1e2 100644
--- a/R/creation.R
+++ b/R/creation.R
@@ -17,17 +17,21 @@ contains_array <- function(store, path=NA) {
     path <- normalize_storage_path(path)
     prefix <- path_to_prefix(path)
     key <- paste0(prefix, ARRAY_META_KEY)
-    return(store$contains_item(key))
+    ret <- store$contains_item(key)
+    return(!is.null(ret) && ret)
 }
 
 #' @keywords internal
 contains_group <- function(store, path=NA) {
     # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0e6cdc04c6413e14f57f61d389972ea937c/zarr/storage.py#L99
     # Return True if the store contains a group at the given logical path.
+
     path <- normalize_storage_path(path)
     prefix <- path_to_prefix(path)
     key <- paste0(prefix, GROUP_META_KEY)
-    return(store$contains_item(key))
+    ret <- store$contains_item(key)
+    
+    return(!is.null(ret) && ret)
 }
 
 #' @keywords internal
@@ -243,7 +247,7 @@ require_parent_group <- function(
 #'     Primary compressor.
 #' @param fill_value : object
 #'     Default value to use for uninitialized portions of the array.
-#' @param order : {'C', 'F'}, optional
+#' @param order : \code{'C', 'F'}, optional
 #'     Memory layout to be used within each chunk.
 #' @param overwrite : bool, optional
 #'     If True, erase all data in `store` prior to initialisation.
@@ -256,7 +260,7 @@ require_parent_group <- function(
 #'     Sequence of filters to use to encode chunk data prior to compression.
 #' @param object_codec : Codec, optional
 #'     A codec to encode object arrays, only needed if dtype=object.
-#' @param dimension_separator : {'.', '/'}, optional
+#' @param dimension_separator : \code{'.', '/'}, optional
 #'     Separator placed between the dimensions of a chunk.
 #' @keywords internal
 init_array <- function(
@@ -307,15 +311,7 @@ init_array <- function(
 
 #' Initialize a group store. Note that this is a low-level function and there should be no
 #' need to call this directly from user code.
-#' @param store : Store
-#'     A mapping that supports string keys and byte sequence values.
-#' @param overwrite : bool, optional
-#'     If True, erase all data in `store` prior to initialisation.
-#' @param path : string, optional
-#'     Path under which array is stored.
-#' @param chunk_store : Store, optional
-#'     Separate storage for chunks. If not provided, `store` will be used
-#'     for storage of both chunks and metadata.
+#' @inheritParams init_array
 #' @keywords internal
 init_group <- function(
     store,
@@ -339,35 +335,14 @@ init_group <- function(
 
 
 #' Create an empty array
-#' @param shape : int or tuple of ints
-#'     Array shape.
+#' @inheritParams init_array
 #' @param chunks : int or tuple of ints, optional
 #'     Chunk shape. If True, will be guessed from `shape` and `dtype`. If
 #'     False, will be set to `shape`, i.e., single chunk for the whole array.
 #'     If an int, the chunk size in each dimension will be given by the value
 #'     of `chunks`. Default is True.
-#' @param dtype : string or dtype, optional
-#'     NumPy dtype.
-#' @param compressor : Codec, optional
-#'     Primary compressor.
-#' @param fill_value : object
-#'     Default value to use for uninitialized portions of the array.
-#' @param order : {'C', 'F'}, optional
-#'     Memory layout to be used within each chunk.
-#' @param store : MutableMapping or string
-#'     Store or path to directory in file system or name of zip file.
 #' @param synchronizer : object, optional
 #'     Array synchronizer.
-#' @param overwrite : bool, optional
-#'     If True, delete all pre-existing data in `store` at `path` before
-#'     creating the array.
-#' @param path : string, optional
-#'     Path under which array is stored.
-#' @param chunk_store : MutableMapping, optional
-#'     Separate storage for chunks. If not provided, `store` will be used
-#'     for storage of both chunks and metadata.
-#' @param filters : sequence of Codecs, optional
-#     Sequence of filters to use to encode chunk data prior to compression.
 #' @param cache_metadata : bool, optional
 #'     If True, array configuration metadata will be cached for the
 #'     lifetime of the object. If False, array metadata will be reloaded
@@ -379,10 +354,6 @@ init_group <- function(
 #'     to all attribute read operations.
 #' @param read_only : bool, optional
 #'     True if array should be protected against modification.
-#' @param object_codec : Codec, optional
-#'     A codec to encode object arrays, only needed if dtype=object.
-#' @param dimension_separator : {'.', '/'}, optional
-#'     Separator placed between the dimensions of a chunk.
 #' @param write_empty_chunks : bool, optional
 #'     If True (default), all chunks will be stored regardless of their
 #'     contents. If False, each chunk is compared to the array's fill value
@@ -449,7 +420,7 @@ zarr_create <- function(
 }
 
 #' Create an array filled with NAs.
-#' @param shape : int or tuple of ints
+#' @inheritParams zarr_create
 #' @param ... The params of zarr_create()
 #' @returns ZarrArray
 #' @export
@@ -470,7 +441,7 @@ zarr_create_array <- function(data, ...) {
 }
 
 #' Create an array filled with zeros.
-#' @param shape : int or tuple of ints
+#' @inheritParams zarr_create
 #' @param ... The params of zarr_create()
 #' @returns ZarrArray
 #' @export
@@ -479,22 +450,8 @@ zarr_create_zeros <- function(shape, ...) {
 }
 
 #' Create a group.
-#' @param store : MutableMapping or string, optional
-#'     Store or path to directory in file system.
-#' @param overwrite : bool, optional
-#'     If True, delete any pre-existing data in `store` at `path` before
-#'     creating the group.
-#' @param chunk_store : MutableMapping, optional
-#'     Separate storage for chunks. If not provided, `store` will be used
-#'     for storage of both chunks and metadata.
-#' @param cache_attrs : bool, optional
-#'     If True (default), user attributes will be cached for attribute read
-#'     operations. If False, user attributes are reloaded from the store prior
-#'     to all attribute read operations.
-#' @param synchronizer : object, optional
-#'     Array synchronizer.
-#' @param path : string, optional
-#'     Group path within store.
+#' @inheritParams init_array
+#' @inheritParams zarr_create
 #' @returns ZarrGroup
 #' @export
 zarr_create_group <- function(
@@ -529,23 +486,8 @@ zarr_create_group <- function(
 }
 
 #' Open a group using file-mode-like semantics.
-#' @param store : MutableMapping or string, optional
-#'     Store or path to directory in file system or name of zip file.
-#' @param mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
-#'     Persistence mode: 'r' means read only (must exist); 'r+' means
-#'     read/write (must exist); 'a' means read/write (create if doesn't
-#'     exist); 'w' means create (overwrite if exists); 'w-' means create
-#'     (fail if exists).
-#' @param cache_attrs : bool, optional
-#'     If True (default), user attributes will be cached for attribute read
-#'     operations. If False, user attributes are reloaded from the store prior
-#'     to all attribute read operations.
-#' @param synchronizer : object, optional
-#'     Array synchronizer.
-#' @param path : string, optional
-#'     Group path within store.
-#' @param chunk_store : MutableMapping or string, optional
-#'     Store or path to directory in file system or name of zip file.
+#' @inheritParams zarr_open
+#' @inheritParams zarr_create
 #' @param storage_options : dict
 #'     If using an fsspec URL to create the store, these will be passed to
 #'     the backend implementation. Ignored otherwise.
@@ -617,66 +559,10 @@ zarr_open_group <- function(
 }
 
 #' Open an array using file-mode-like semantics.
-#' @param store : MutableMapping or string, optional
-#'     Store or path to directory in file system or name of zip file.
-#' @param storage_options : dict
-#'     If using an fsspec URL to create the store, these will be passed to
-#'     the backend implementation. Ignored otherwise.
-#' @param mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
-#'     Persistence mode: 'r' means read only (must exist); 'r+' means
-#'     read/write (must exist); 'a' means read/write (create if doesn't
-#'     exist); 'w' means create (overwrite if exists); 'w-' means create
-#'     (fail if exists).
-#' @param shape : int or tuple of ints
-#'     Array shape.
-#' @param chunks : int or tuple of ints, optional
-#'     Chunk shape. If True, will be guessed from `shape` and `dtype`. If
-#'     False, will be set to `shape`, i.e., single chunk for the whole array.
-#'     If an int, the chunk size in each dimension will be given by the value
-#'     of `chunks`. Default is True.
-#' @param dtype : string or dtype, optional
-#'     NumPy dtype.
-#' @param compressor : Codec, optional
-#'     Primary compressor.
-#' @param fill_value : object
-#'     Default value to use for uninitialized portions of the array.
-#' @param order : {'C', 'F'}, optional
-#'     Memory layout to be used within each chunk.
-#' @param store : MutableMapping or string
-#'     Store or path to directory in file system or name of zip file.
-#' @param synchronizer : object, optional
-#'     Array synchronizer.
-#' @param overwrite : bool, optional
-#'     If True, delete all pre-existing data in `store` at `path` before
-#'     creating the array.
-#' @param path : string, optional
-#'     Path under which array is stored.
-#' @param chunk_store : MutableMapping, optional
-#'     Separate storage for chunks. If not provided, `store` will be used
-#'     for storage of both chunks and metadata.
-#' @param filters : sequence of Codecs, optional
-#     Sequence of filters to use to encode chunk data prior to compression.
-#' @param cache_metadata : bool, optional
-#'     If True, array configuration metadata will be cached for the
-#'     lifetime of the object. If False, array metadata will be reloaded
-#'     prior to all data access and modification operations (may incur
-#'     overhead depending on storage and data access pattern).
-#' @param cache_attrs : bool, optional
-#'     If True (default), user attributes will be cached for attribute read
-#'     operations. If False, user attributes are reloaded from the store prior
-#'     to all attribute read operations.
-#' @param object_codec : Codec, optional
-#'     A codec to encode object arrays, only needed if dtype=object.
-#' @param dimension_separator : {'.', '/'}, optional
-#'     Separator placed between the dimensions of a chunk.
-#' @param write_empty_chunks : bool, optional
-#'     If True (default), all chunks will be stored regardless of their
-#'     contents. If False, each chunk is compared to the array's fill value
-#'     prior to storing. If a chunk is uniformly equal to the fill value, then
-#'     that chunk is not be stored, and the store entry for that chunk's key
-#'     is deleted. This setting enables sparser storage, as only chunks with
-#'     non-fill-value data are stored, at the expense of overhead associated
-#'     with checking the data of each chunk.
+#' @inheritParams init_array
+#' @inheritParams zarr_create
+#' @inheritParams zarr_open
+#' @inheritParams zarr_open_group
 #' @returns ZarrArray
 #' @export
 zarr_open_array <- function(
@@ -784,8 +670,7 @@ zarr_open_array <- function(
 }
 
 #' Convenience function to save a ZarrArray to the local file system.
-#' @param store : MutableMapping or string
-#'     Store or path to directory in file system or name of zip file.
+#' @inheritParams init_array
 #' @param arr : ZarrArray
 #'     The array with data to save.
 #' @param ... Additional arguments to pass to zarr_create_array().
@@ -797,15 +682,12 @@ zarr_save_array <- function(store, arr, ...) {
 }
 
 #' Convenience function to open a group or array using file-mode-like semantics.
-#' @param store : MutableMapping or string, optional
-#'     Store or path to directory in file system or name of zip file.
-#' @param mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
+#' @inheritParams init_array
+#' @param mode : \code{'r', 'r+', 'a', 'w', 'w-'}, optional
 #'     Persistence mode: 'r' means read only (must exist); 'r+' means
 #'     read/write (must exist); 'a' means read/write (create if doesn't
 #'     exist); 'w' means create (overwrite if exists); 'w-' means create
 #'     (fail if exists).
-#' @param path : str or NA, optional
-#'     The path within the store to open.
 #' @param ... Additional arguments to pass to zarr_open_array or zarr_open_group.
 #' @returns ZarrArray or ZarrGroup
 #' @export
diff --git a/R/dtypes.R b/R/dtypes.R
index ffb0de2..e635acf 100644
--- a/R/dtypes.R
+++ b/R/dtypes.R
@@ -131,14 +131,14 @@ get_dtype_asrtype <- function(dtype) {
   return(DTYPE_RTYPE_MAPPING[[dtype_parts$basic_type]])
 }
 
-
-# Reference: https://numpy.org/doc/stable/reference/arrays.dtypes.html
-
 #' The Zarr Dtype class.
 #' @title Dtype Class
 #' @docType class
 #' @description
-#'  TODO
+#'  A data type object (an instance of Dtype class) describes how 
+#'  the bytes in the fixed-size block of memory corresponding to an array 
+#'  item should be interpreted.
+#' @references https://numpy.org/doc/stable/reference/arrays.dtypes.html
 #' @rdname Dtype
 #' @export
 Dtype <- R6::R6Class("Dtype",
diff --git a/R/indexing.R b/R/indexing.R
index fb687b5..8723c07 100644
--- a/R/indexing.R
+++ b/R/indexing.R
@@ -34,7 +34,7 @@ is_pure_fancy_indexing <- function(selection, ndim = length(selection)) {
 #' @title OIndex Class
 #' @docType class
 #' @description
-#'  TODO
+#'  Orthogonal index class
 #' @rdname OIndex
 #' @keywords internal
 OIndex <- R6::R6Class("OIndex",
@@ -66,7 +66,7 @@ OIndex <- R6::R6Class("OIndex",
 #' @title VIndex Class
 #' @docType class
 #' @description
-#'  TODO
+#'  Vectorized index class
 #' @rdname VIndex
 #' @keywords internal
 VIndex <- R6::R6Class("VIndex",
@@ -107,7 +107,7 @@ IntDimIndexer <- R6::R6Class("IntDimIndexer",
     dim_chunk_len = NULL,
     #' @description
     #' Create a new IntDimIndexer instance.
-    #' @param dim_sel integer dimention selection
+    #' @param dim_sel integer dimension selection
     #' @param dim_len integer dimension length
     #' @param dim_chunk_len integer dimension chunk length
     #' @return A `IntDimIndexer` instance.
@@ -172,7 +172,7 @@ SliceDimIndexer <- R6::R6Class("SliceDimIndexer",
     step = NULL,
     #' @description
     #' Create a new SliceDimIndexer instance.
-    #' @param dim_sel integer dimention selection
+    #' @param dim_sel integer dimension selection
     #' @param dim_len integer dimension length
     #' @param dim_chunk_len integer dimension chunk length
     #' @return A `SliceDimIndexer` instance.
diff --git a/R/meta.R b/R/meta.R
index 8c88913..7790f85 100644
--- a/R/meta.R
+++ b/R/meta.R
@@ -8,7 +8,7 @@ Metadata2 <- R6::R6Class("Metadata2",
     ),
     public = list(
         decode_metadata = function(s, auto_unbox=FALSE) {
-            if(is.list(s)) {
+            if(is.list(s) || is.null(s)) {
                 return(s)
             } else {
                 return(try_fromJSON(rawToChar(s), simplifyVector = FALSE))
@@ -19,12 +19,12 @@ Metadata2 <- R6::R6Class("Metadata2",
         },
         decode_array_metadata = function(s) {
             meta <- self$decode_metadata(s)
-            validate_v2_meta(meta)
+            if(!is.null(meta)) validate_v2_meta(meta)
             return(meta)
         },
         decode_group_metadata = function(s) {
             meta <- self$decode_metadata(s)
-            validate_v2_meta(meta)
+            if(!is.null(meta)) validate_v2_meta(meta)
             return(meta)
         },
         encode_array_metadata = function(meta) {
diff --git a/R/numcodecs.R b/R/numcodecs.R
index 99e1845..cb1735d 100644
--- a/R/numcodecs.R
+++ b/R/numcodecs.R
@@ -40,6 +40,7 @@ Codec <- R6::R6Class("Codec",
 #' Class representing a ZSTD compressor
 
 #' @rdname ZstdCodec
+#' @importFrom qs zstd_compress_raw zstd_decompress_raw
 #' @export
 ZstdCodec <- R6::R6Class("ZstdCodec",
   inherit = Codec,
@@ -61,7 +62,7 @@ ZstdCodec <- R6::R6Class("ZstdCodec",
     #' @return Compressed data.
     encode = function(buf, zarr_arr) {
       # Reference: https://github.com/traversc/qs/blob/84e30f4/R/RcppExports.R#L16
-      result <- qs::zstd_compress_raw(buf, self$level)
+      result <- zstd_compress_raw(buf, self$level)
       return(result)
     },
     #' @description
@@ -70,7 +71,7 @@ ZstdCodec <- R6::R6Class("ZstdCodec",
     #' @param zarr_arr The ZarrArray instance.
     #' @return Un-compressed data.
     decode = function(buf, zarr_arr) {
-      result <- qs::zstd_decompress_raw(buf)
+      result <- zstd_decompress_raw(buf)
       return(result)
     },
     #' @description
@@ -92,6 +93,7 @@ ZstdCodec <- R6::R6Class("ZstdCodec",
 #' Class representing a LZ4 compressor
 #'
 #' @rdname Lz4Codec
+#' @importFrom qs lz4_compress_raw lz4_decompress_raw
 #' @export
 Lz4Codec <- R6::R6Class("Lz4Codec",
    inherit = Codec,
@@ -113,7 +115,7 @@ Lz4Codec <- R6::R6Class("Lz4Codec",
      #' @return Compressed data.
      encode = function(buf, zarr_arr) {
        # Reference: https://github.com/traversc/qs/blob/84e30f4/R/RcppExports.R#L24
-       body <- qs::lz4_compress_raw(buf, self$acceleration)
+       body <- lz4_compress_raw(buf, self$acceleration)
 
        # The compressed output includes a 4-byte header storing the original size
        # of the decompressed data as a little-endian 32-bit integer.
@@ -133,7 +135,7 @@ Lz4Codec <- R6::R6Class("Lz4Codec",
      decode = function(buf, zarr_arr) {
       body <- buf[5:length(buf)]
 
-      result <- qs::lz4_decompress_raw(body)
+      result <- lz4_decompress_raw(body)
       return(result)
      },
      #' @description
diff --git a/R/options.R b/R/options.R
index a3043af..c886bc7 100644
--- a/R/options.R
+++ b/R/options.R
@@ -10,9 +10,15 @@ pizzarr_option_defaults <- list(
 
 #' @keywords internal
 parse_parallel_option <- function(val) {
+  
+  if(inherits(val, "cluster")) {
+    return(val)
+  }
+  
   if(val == "future") {
     return("future")
   }
+  
   logical_val <- suppressWarnings(as.logical(val))
   integer_val <- suppressWarnings(as.integer(val))
 
diff --git a/R/slicing.R b/R/slicing.R
index 6706aa8..fe31c1b 100644
--- a/R/slicing.R
+++ b/R/slicing.R
@@ -94,7 +94,7 @@ Slice <- R6::R6Class("Slice",
   )
 )
 
-#' Convenience function for the internal Slice class constructor.
+#' Convenience function for the internal Slice R6 class constructor.
 #' @param start The start index.
 #' @param stop The stop index.
 #' @param step The step size.
@@ -119,11 +119,10 @@ slice <- function(start, stop = NA, step = NA, zero_based = FALSE) {
   ))
 }
 
-#' Convenience function for the internal Slice class constructor 
+#' Convenience function for the internal Slice R6 class constructor 
 #' with zero-based indexing and exclusive stop index.
-#' @param start The start index.
-#' @param stop The stop index.
-#' @param step The step size.
+#' @inheritParams slice
+#' @inherit slice return
 #' @export
 zb_slice <- function(start, stop = NA, step = NA) {
   return(slice(start, stop, step, zero_based = TRUE))
diff --git a/R/stores.R b/R/stores.R
index 96af264..24a821d 100644
--- a/R/stores.R
+++ b/R/stores.R
@@ -343,14 +343,20 @@ MemoryStore <- R6::R6Class("MemoryStore",
 
 # Reference: https://github.com/manzt/zarrita.js/blob/main/packages/storage/src/fetch.ts
 
-#' HttpStore for Zarr
 #' @title HttpStore Class
 #' @docType class
 #' @description
 #' Store class that uses HTTP requests.
 #' Read-only. Depends on the `crul` package.
-#'
+#' @details For parallel operation, set the "pizzarr.parallel_read_enabled" option
+#' to one of:
+#' * `"future"` if a future plan has been set up
+#' * `integer` if you would like a one-time use cluster created per call
+#' * `cluster` object created with `parallel::make_cluster()` if you want to reuse a cluster
+#' 
+#' For more, see `vignette("parallel").`
 #' @rdname HttpStore
+#' @importFrom memoise memoise timeout
 #' @export
 HttpStore <- R6::R6Class("HttpStore",
   inherit = Store,
@@ -388,14 +394,17 @@ HttpStore <- R6::R6Class("HttpStore",
         res$request()
         return(unclass(res$responses())[[1]])
       } else {
-        return(private$client$get(path = path))
+        ret <- NULL
+        try(ret <- private$client$get(path = path))
+        if(is.null(ret)) warning("Can't procede, web request failed.")
+        return(ret)
       }
     },
     memoize_make_request = function() {
       if(private$cache_enabled) {
-        private$make_request_memoized <-  memoise::memoise(
+        private$make_request_memoized <-  memoise(
           function(key) private$make_request(key), 
-          ~memoise::timeout(private$cache_time_seconds)
+          ~timeout(private$cache_time_seconds)
         )
       } else {
         private$make_request_memoized <- private$make_request
@@ -404,7 +413,7 @@ HttpStore <- R6::R6Class("HttpStore",
     get_zmetadata = function() {
       res <- private$make_request(".zmetadata")
       
-      if(res$status_code == 200) {
+      if(!is.null(res$status_code) && res$status_code == 200) {
         out <- try_fromJSON(res$parse("UTF-8"))
       } else out <- NULL
       
@@ -462,7 +471,6 @@ HttpStore <- R6::R6Class("HttpStore",
     #' @param item The item key.
     #' @return A boolean value.
     contains_item = function(item) {
-      
       # use consolidated metadata if it exists
       if(!is.null(try_from_zmeta(item_to_key(item), self))) {
         return(TRUE)
@@ -471,7 +479,7 @@ HttpStore <- R6::R6Class("HttpStore",
       } else {
         res <- private$make_request_memoized(item)
         
-        return(res$status_code == 200)        
+        return(!is.null(res$status_code) && res$status_code == 200)        
       }
 
     },
diff --git a/R/utils.R b/R/utils.R
index 75c55a8..23fd932 100644
--- a/R/utils.R
+++ b/R/utils.R
@@ -351,6 +351,9 @@ item_to_key <- function(item) {
 
 #' @keywords internal
 is_truthy_parallel_option <- function(val) {
+  if(inherits(val, "cluster")) {
+    return(TRUE)
+  }
   if(val == "future") {
     return(TRUE)
   }
diff --git a/R/zarr-array.R b/R/zarr-array.R
index 965500d..ce0d80a 100644
--- a/R/zarr-array.R
+++ b/R/zarr-array.R
@@ -79,8 +79,8 @@ ZarrArray <- R6::R6Class("ZarrArray",
     #' oindex TODO
     #' @keywords internal
     oindex = NULL,
-    #' @description
-    #' (Re)load metadata from store.
+    #' method_description
+    #' (Re)load metadata from store without synchronization (file locking).
     load_metadata_nosync = function() {
 
       mkey <- paste0(private$key_prefix, ARRAY_META_KEY)
@@ -89,7 +89,8 @@ ZarrArray <- R6::R6Class("ZarrArray",
       
       if(is.null(meta)) {
         meta_bytes <- private$store$get_item(mkey)
-        meta <- private$store$metadata_class$decode_array_metadata(meta_bytes)
+        if(!is.null(meta_bytes))
+          meta <- private$store$metadata_class$decode_array_metadata(meta_bytes)
       }
       
       private$meta <- meta
@@ -134,28 +135,28 @@ ZarrArray <- R6::R6Class("ZarrArray",
       }
       private$dtype <- normalize_dtype(meta$dtype, object_codec = object_codec)
     },
-    #' @description
-    #' TODO
+    #' method_description
+    #' Load or reload metadata from store.
     load_metadata = function() {
       private$load_metadata_nosync()
       # TODO: support for synchronization
     },
-    #' @description
-    #' TODO
+    #' method_description
+    #' Referesh metadata if not cached without synchronization (file locking).
     refresh_metadata_nosync = function() {
       if(!private$cache_metadata && !private$is_view) {
         private$load_metadata_nosync()
       }
     },
-    #' @description
-    #' TODO
+    #' method_description
+    #' Refresh metadata from store if not cached.
     refresh_metadata = function() {
       if(!private$cache_metadata) {
         private$load_metadata()
       }
     },
-    #' @description
-    #' TODO
+    #' method_description
+    #' Write metadata to store without synchronization (file locking).
     flush_metadata_nosync = function() {
       if(private$is_view) {
         stop("Operation not permitted for views")
@@ -187,13 +188,13 @@ ZarrArray <- R6::R6Class("ZarrArray",
       encoded_meta <- private$store$metadata_class$encode_array_metadata(zarray_meta)
       private$store$set_item(mkey, encoded_meta)
     },
-    #' @description
+    #' method_description
     #' TODO
     chunk_key = function(chunk_coords) {
       # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0/zarr/core.py#L2063
       return(paste0(private$key_prefix, do.call(paste, c(as.list(chunk_coords), sep = private$dimension_separator))))
     },
-    #' @description
+    #' method_description
     #' TODO
     compute_cdata_shape = function() {
       # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0/zarr/core.py#L428
@@ -211,8 +212,8 @@ ZarrArray <- R6::R6Class("ZarrArray",
       cdata_shape <- as.numeric(cdata_shape)
       return(cdata_shape)
     },
-    #' @description
-    #' TODO
+    #' method_description
+    #' Resize an array without synchronization (file locking)
     resize_nosync = function(...) {
       # Note: When resizing an array, the data are not rearranged in any way.
       # If one or more dimensions are shrunk, any chunks falling outside the
@@ -251,7 +252,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
         }
       }
     },
-    #' @description
+    #' method_description
     #' TODO
     get_basic_selection_zd = function(selection = NA, out = NA, fields = NA) {
       # Special case basic selection for zero-dimensional array
@@ -295,20 +296,19 @@ ZarrArray <- R6::R6Class("ZarrArray",
       }
       return(out)
     },
-    #' @description
+    #' method_description
     #' TODO
     get_basic_selection_nd = function(selection = NA, out = NA, fields = NA) {
       indexer <- BasicIndexer$new(selection, self)
       return(private$get_selection(indexer, out = out, fields = fields))
     },
-    #' @description
+    #' method_description
     #' TODO
     get_selection = function(indexer, out = NA, fields = NA) {
       # Reference: https://github.com/gzuidhof/zarr.js/blob/292804/src/core/index.ts#L304
       # We iterate over all chunks which overlap the selection and thus contain data
       # that needs to be extracted. Each chunk is processed in turn, extracting the
       # necessary data and storing into the correct location in the output array.
-
       out_dtype <- private$dtype
       out_shape <- indexer$shape
       out_size <- compute_size(indexer$shape)
@@ -326,13 +326,29 @@ ZarrArray <- R6::R6Class("ZarrArray",
       parallel_option <- getOption("pizzarr.parallel_read_enabled")
       cl <- parse_parallel_option(parallel_option)
       is_parallel <- is_truthy_parallel_option(cl)
-      
       apply_func <- lapply
       if(is_parallel) {
         if(!requireNamespace("pbapply", quietly = TRUE)) {
           stop("Parallel reading requires the 'pbapply' package.")
         }
-        apply_func <- pbapply::pblapply
+
+        if(is.integer(cl) & .Platform$OS.type == "windows") {
+          # See #105
+          cl <- parallel::makeCluster(cl)
+          on.exit(parallel::stopCluster(cl))
+        }
+        
+        apply_func <- function(X, FUN, ..., cl = NULL) {
+          
+          if(isTRUE(cl == "future")) {
+            pbapply::pblapply(X, FUN, ..., 
+                              future.packages = "Rarr",
+                              future.seed=TRUE, cl = cl)
+          } else {
+            pbapply::pblapply(X, FUN, ..., cl = cl)
+          }
+        }
+
       }
 
       parts <- indexer$iter()
@@ -353,7 +369,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
       return(out)
 
     },
-    #' @description
+    #' method_description
     #' TODO
     set_basic_selection_zd = function(selection, value, fields = NA) {
       # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0e6cdc04c6413e14f57f61d389972ea937c/zarr/core.py#L1625
@@ -416,13 +432,13 @@ ZarrArray <- R6::R6Class("ZarrArray",
       c_data <- private$encode_chunk(chunk_raw)
       self$get_chunk_store()$set_item(c_key, c_data)
     },
-    #' @description
+    #' method_description
     #' TODO
     set_basic_selection_nd = function(selection, value, fields = NA) {
       indexer <- BasicIndexer$new(selection, self)
       return(private$set_selection(indexer, value = value, fields = fields))
     },
-    #' @description
+    #' method_description
     #' TODO
     set_selection = function(indexer, value, fields = NA) {
       # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0/zarr/core.py#L1682
@@ -467,9 +483,28 @@ ZarrArray <- R6::R6Class("ZarrArray",
           if(!requireNamespace("pbapply", quietly=TRUE)) {
             stop("Parallel writing requires the 'pbapply' package.")
           }
-          apply_func <- pbapply::pblapply
+  
+          if(is.integer(cl) & .Platform$OS.type == "windows") {
+            # See #105
+            cl <- parallel::makeCluster(cl)
+            on.exit(parallel::stopCluster(cl))
+            
+          }
+                  
+          apply_func <- function(X, FUN, ..., cl = NULL) {
+            
+            if(isTRUE(cl == "future")) {
+              pbapply::pblapply(X, FUN, ..., 
+                                future.packages = "Rarr",
+                                future.seed=TRUE, cl = cl)
+            } else {
+              pbapply::pblapply(X, FUN, ..., cl = cl)
+            }
+          }
+  
         }
-
+        
+        
         parts <- indexer$iter()
         apply_func(parts, function(proj, cl = NA) {
           chunk_value <- private$get_chunk_value(proj, indexer, value, selection_shape)
@@ -480,13 +515,13 @@ ZarrArray <- R6::R6Class("ZarrArray",
         return()
       }
     },
-    #' @description
+    #' method_description
     #' TODO
     process_chunk = function(out, cdata, chunk_selection, drop_axes, out_is_ndarray, fields, out_selection, partial_read_decode = FALSE) {
       # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0/zarr/core.py#L1755
       # TODO
     },
-    #' @description
+    #' method_description
     #' TODO
     get_chunk_value = function(proj, indexer, value, selection_shape) {
       # Reference: https://github.com/gzuidhof/zarr.js/blob/15e3a3f00eb19f0133018fb65f002311ea53bb7c/src/core/index.ts#L550
@@ -506,12 +541,12 @@ ZarrArray <- R6::R6Class("ZarrArray",
       }
       return(chunk_value)
     },
-    #' @description
+    #' method_description
     #' TODO
     chunk_buffer_to_raw_array = function(decoded_chunk) {
       # TODO
     },
-    #' @description
+    #' method_description
     #' For parallel usage
     chunk_getitem_part1 = function(chunk_coords, chunk_selection, out, out_selection, drop_axes = NA, fields = NA) {
       if(length(chunk_coords) != length(private$chunks)) {
@@ -532,7 +567,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
       })
       return(result)
     },
-    #' @description
+    #' method_description
     #' For parallel usage
     chunk_getitem_part2 = function(part1_result, chunk_coords, chunk_selection, out, out_selection, drop_axes = NA, fields = NA) {
       c_key <- private$chunk_key(chunk_coords)
@@ -575,7 +610,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
         }
       }
     },
-    #' @description
+    #' method_description
     #' For non-parallel usage
     chunk_getitem = function(chunk_coords, chunk_selection, out, out_selection, drop_axes = NA, fields = NA) {
       # TODO
@@ -623,12 +658,12 @@ ZarrArray <- R6::R6Class("ZarrArray",
         }
       })
     },
-    #' @description
+    #' method_description
     #' TODO
     chunk_getitems = function(lchunk_coords, lchunk_selection, out, lout_selection, drop_axes = NA, fields = NA) {
       # TODO
     },
-    #' @description
+    #' method_description
     #' TODO
     chunk_setitem = function(chunk_coords, chunk_selection, value, fields = NA) {
       # Reference: https://github.com/gzuidhof/zarr.js/blob/15e3a3f00eb19f0133018fb65f002311ea53bb7c/src/core/index.ts#L625
@@ -706,17 +741,17 @@ ZarrArray <- R6::R6Class("ZarrArray",
       chunk_data <- private$encode_chunk(chunk_raw)
       self$get_chunk_store()$set_item(chunk_key, chunk_data)
     },
-    #' @description
+    #' method_description
     #' TODO
     chunk_setitem_nosync = function(chunk_coords, chunk_selection, value, fields = NA) {
       # TODO
     },
-    #' @description
+    #' method_description
     #' TODO
     chunk_setitems = function(lchunk_coords, lchunk_selection, values, fields = NA) {
       # TODO
     },
-    #' @description
+    #' method_description
     #' TODO
     process_for_setitem = function(ckey, chunk_selection, value, fields = NA) {
       # TODO
@@ -724,12 +759,12 @@ ZarrArray <- R6::R6Class("ZarrArray",
     chunk_delitem = function(ckey) {
       # TODO
     },
-    #' @description
+    #' method_description
     #' TODO
     chunk_delitems = function(ckeys) {
       # TODO
     },
-    #' @description
+    #' method_description
     #' TODO
     decode_chunk = function(cdata, start = NA, nitems = NA, expected_shape = NA) {
       # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0e6cdc04c6413e14f57f61d389972ea937c/zarr/core.py#L2066
@@ -771,7 +806,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
       # ensure correct chunk shape
       return(chunk)
     },
-    #' @description
+    #' method_description
     #' TODO
     encode_chunk = function(chunk_as_raw) {
       # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0e6cdc04c6413e14f57f61d389972ea937c/zarr/core.py#L2105
@@ -802,7 +837,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
 
       return(cdata)
     },
-    #' @description
+    #' method_description
     #' TODO
     append_nosync = function(data, axis = 0) {
       # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0/zarr/core.py#L2141
@@ -811,7 +846,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
   ),
   public = list(
     #' @description
-    #' Create a new Array instance.
+    #' Create a new ZarrArray instance.
     #' @param store Array store already initialized.
     #' @param path character path
     #' @param read_only logical read only?
@@ -850,17 +885,17 @@ ZarrArray <- R6::R6Class("ZarrArray",
       private$oindex <- VIndex$new(self)
     },
     #' @description
-    #' TODO
+    #' get store from array.
     get_store = function() {
       return(private$store)
     },    
     #' @description
-    #' TODO
+    #' get array path
     get_path = function() {
       return(private$path)
     },
     #' @description
-    #' TODO
+    #' get full array name
     get_name = function() {
       if(!is.na(private$path)) {
         name <- private$path
@@ -873,7 +908,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
       return(NA)
     },
     #' @description
-    #' TODO
+    #' get the basename of an array
     get_basename = function() {
       name <- self$get_name()
       if(!is.na(name)) {
@@ -883,18 +918,18 @@ ZarrArray <- R6::R6Class("ZarrArray",
       return(NA)
     },
     #' @description
-    #' TODO
+    #' get the read only property of an array (TRUE/FALSE)
     get_read_only = function() {
       return(private$read_only)
     },
     #' @description
-    #' TODO
+    #' set the read only property of an array
     #' @param val value to set
     set_read_only = function(val) {
       private$read_only <- val
     },
     #' @description
-    #' TODO
+    #' get the chunk store for an array
     get_chunk_store = function() {
       if(is_na(private$chunk_store)) {
         return(private$store)
@@ -903,13 +938,13 @@ ZarrArray <- R6::R6Class("ZarrArray",
       }
     },
     #' @description
-    #' TODO
+    #' get the shape of an array
     get_shape = function() {
       private$refresh_metadata()
       return(private$shape)
     },
     #' @description
-    #' TODO
+    #' set or reset the size of an array
     #' @param value numeric size to set
     set_shape = function(value) {
       self$resize(value)
@@ -922,70 +957,70 @@ ZarrArray <- R6::R6Class("ZarrArray",
       do.call(private$resize_nosync, args)
     },
     #' @description
-    #' TODO
+    #' get the chunk metadata of an array
     get_chunks = function() {
       return(private$chunks)
     },
     #' @description
-    #' TODO
+    #' get the Dtype of an array
     get_dtype = function() {
       return(private$dtype)
     },
     #' @description
-    #' TODO
+    #' get the compressor of an array
     get_compressor = function() {
       return(private$compressor)
     },
     #' @description
-    #' TODO
+    #' get the fill value of an array
     get_fill_value = function() {
       return(private$fill_value)
     },
     #' @description
-    #' TODO
+    #' set the fill value of an array
     #' @param val fill value to use
     set_fill_value = function(val) {
       private$fill_value <- val
       private$flush_metadata_nosync()
     },
     #' @description
-    #' TODO
+    #' get the storage order metadata of an array.
     get_order = function() {
       return(private$order)
     },
     #' @description
-    #' TODO
+    #' get the filters metadata of an array
     get_filters = function() {
       return(private$filters)
     },
     #' @description
-    #' TODO
+    #' get the synchronizer of an array TODO: not implemented
     get_synchronizer = function() {
       return(private$synchronizer)
     },
     #' @description
-    #' TODO
+    #' get attributes of array
     get_attrs = function() {
       return(private$attrs)
     },
     #' @description
-    #' TODO
+    #' get number of dimensions of array
     get_ndim = function() {
       return(length(private$shape))
     },
     #' @description
-    #' TODO
+    #' get size of an array TODO: not implemented
     get_size = function() {
       # Reference: https://github.com/zarr-developers/zarr-python/blob/5dd4a0/zarr/core.py#L383
       # TODO
     },
     #' @description
-    #' TODO
+    #' TODO: not implemented
     get_itemsize = function() {
       # TODO
     },
     #' @description
-    #' TODO
+    #' get number of bytes of an array
     get_nbytes = function() {
       private$refresh_metadata()
       return(self$get_size() * self$get_itemsize())
@@ -1013,27 +1048,27 @@ ZarrArray <- R6::R6Class("ZarrArray",
       # TODO
     },
     #' @description
-    #' TODO
+    #' get is_view metadata of array
     get_is_view = function() {
       return(private$is_view)
     },
     #' @description
-    #' TODO
+    #' get orthogonal index of array
     get_oindex = function() {
       return(private$oindex)
     },
     #' @description
-    #' TODO
+    #' get vectorized index of array
     get_vindex = function() {
       return(private$vindex)
     },
     #' @description
-    #' TODO
+    #' get write empty chunks setting of array
     get_write_empty_chunks = function() {
       return(private$write_empty_chunks)
     },
     #' @description
-    #' TODO
+    #' check if another object refers to the same array. does not check array data
     #' @param other other object to check
     equals = function(other) {
       return(all(c(
@@ -1077,7 +1112,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
       }
     },
     #' @description
-    #' TODO
+    #' get a selection of an array based on a "basic"list of slices
 
     #' @param out TODO
     #' @param fields TODO
@@ -1275,7 +1310,7 @@ ZarrArray <- R6::R6Class("ZarrArray",
 
 #' S3 method for as.array
 #'
-#' @param obj object 
+#' @param x object 
 #' @param ... not used
 #' @keywords internal
 #' @export
diff --git a/R/zarr-group.R b/R/zarr-group.R
index 54cbf22..1c58657 100644
--- a/R/zarr-group.R
+++ b/R/zarr-group.R
@@ -160,7 +160,8 @@ ZarrGroup <- R6::R6Class("ZarrGroup",
           }
         })
         
-        private$meta <- private$store$metadata_class$decode_group_metadata(meta_bytes)
+        if(!is.null(meta_bytes))
+          private$meta <- private$store$metadata_class$decode_group_metadata(meta_bytes)
         
       }
       
@@ -229,6 +230,10 @@ ZarrGroup <- R6::R6Class("ZarrGroup",
     #' Obtain a group member.
     #' @param item character item to test for
     get_item = function(item) {
+      if(is.null(item)) {
+        #for case with no internet
+        stop("item can not be null")
+      }
       path <- private$item_path(item)
       if(contains_array(private$store, path)) {
         return(ZarrArray$new(
@@ -253,7 +258,7 @@ ZarrGroup <- R6::R6Class("ZarrGroup",
       }
     },
     #' @description
-    #' greate a group
+    #' create a group
     #' @param name character group name
     #' @param overwrite logical overwrite?
     create_group = function(name, overwrite = FALSE) {
diff --git a/README.md b/README.md
index da45637..9e9fda6 100644
--- a/README.md
+++ b/README.md
@@ -97,6 +97,8 @@ devtools::load_all()
 
 ## Testing
 
+Set `TESTTHAT_CPUS=#` in .Renviron to run tests in parallel
+
 ```r
 devtools::check()
 devtools::test()
diff --git a/inst/WORDLIST b/inst/WORDLIST
new file mode 100644
index 0000000..977f5dd
--- /dev/null
+++ b/inst/WORDLIST
@@ -0,0 +1,85 @@
+AnnData
+BasicIndexer
+Blosc
+BloscCodec
+Bz
+ChunkProjection
+Codec
+DirectoryStore
+Dtype
+Gzip
+GzipCodec
+HttpStore
+IntDimIndexer
+JSON
+KeyError
+LZ
+Lz
+Lzma
+LzmaCodec
+MemoryStore
+Multisession
+NGFF
+NestArray
+NestedArray
+NumPy
+OIndex
+OME
+README
+Rarr
+RawArray
+Referesh
+Renviron
+SliceDimIndexer
+Un
+VIndex
+VLenUTF
+VLenUtf
+Vectorized
+ZSTD
+Zarr
+ZarrArray
+ZarrArrays
+ZarrGroup
+ZarrGroups
+Zlib
+ZlibCodec
+Zstd
+ZstdCodec
+attrs
+bool
+bz
+cloneable
+codec
+config
+crul
+de
+doi
+dtype
+dtypes
+eraseable
+fsspec
+gzip
+http
+https
+initialisation
+ints
+js
+json
+listable
+lzma
+nr
+numpy
+params
+pkgdown
+roxygen
+synchronizer
+un
+vectorized
+writeable
+zarr
+zarray
+zarrita
+zenodo
+zlib
+zmetadata
diff --git a/man/Dtype.Rd b/man/Dtype.Rd
index a88f218..ed7bdf9 100644
--- a/man/Dtype.Rd
+++ b/man/Dtype.Rd
@@ -5,11 +5,16 @@
 \alias{Dtype}
 \title{Dtype Class}
 \description{
-TODO
+A data type object (an instance of Dtype class) describes how
+the bytes in the fixed-size block of memory corresponding to an array
+item should be interpreted.
 }
 \details{
 The Zarr Dtype class.
 }
+\references{
+https://numpy.org/doc/stable/reference/arrays.dtypes.html
+}
 \section{Public fields}{
 \if{html}{\out{<div class="r6-fields">}}
 \describe{
diff --git a/man/HttpStore.Rd b/man/HttpStore.Rd
index e227462..22962a3 100644
--- a/man/HttpStore.Rd
+++ b/man/HttpStore.Rd
@@ -9,7 +9,15 @@ Store class that uses HTTP requests.
 Read-only. Depends on the \code{crul} package.
 }
 \details{
-HttpStore for Zarr
+For parallel operation, set the "pizzarr.parallel_read_enabled" option
+to one of:
+\itemize{
+\item \code{"future"} if a future plan has been set up
+\item \code{integer} if you would like a one-time use cluster created per call
+\item \code{cluster} object created with \code{parallel::make_cluster()} if you want to reuse a cluster
+}
+
+For more, see \verb{vignette("parallel").}
 }
 \section{Super class}{
 \code{\link[pizzarr:Store]{pizzarr::Store}} -> \code{HttpStore}
diff --git a/man/IntDimIndexer.Rd b/man/IntDimIndexer.Rd
index d6af809..67434c2 100644
--- a/man/IntDimIndexer.Rd
+++ b/man/IntDimIndexer.Rd
@@ -45,7 +45,7 @@ Create a new IntDimIndexer instance.
 \subsection{Arguments}{
 \if{html}{\out{<div class="arguments">}}
 \describe{
-\item{\code{dim_sel}}{integer dimention selection}
+\item{\code{dim_sel}}{integer dimension selection}
 
 \item{\code{dim_len}}{integer dimension length}
 
diff --git a/man/OIndex.Rd b/man/OIndex.Rd
index b582235..ce2592c 100644
--- a/man/OIndex.Rd
+++ b/man/OIndex.Rd
@@ -5,7 +5,7 @@
 \alias{OIndex}
 \title{OIndex Class}
 \description{
-TODO
+Orthogonal index class
 }
 \details{
 The Zarr OIndex class.
diff --git a/man/SliceDimIndexer.Rd b/man/SliceDimIndexer.Rd
index a4fa8d8..79ae544 100644
--- a/man/SliceDimIndexer.Rd
+++ b/man/SliceDimIndexer.Rd
@@ -51,7 +51,7 @@ Create a new SliceDimIndexer instance.
 \subsection{Arguments}{
 \if{html}{\out{<div class="arguments">}}
 \describe{
-\item{\code{dim_sel}}{integer dimention selection}
+\item{\code{dim_sel}}{integer dimension selection}
 
 \item{\code{dim_len}}{integer dimension length}
 
diff --git a/man/VIndex.Rd b/man/VIndex.Rd
index f9d832c..fafe4d0 100644
--- a/man/VIndex.Rd
+++ b/man/VIndex.Rd
@@ -5,7 +5,7 @@
 \alias{VIndex}
 \title{VIndex Class}
 \description{
-TODO
+Vectorized index class
 }
 \details{
 The Zarr VIndex class.
diff --git a/man/ZarrArray.Rd b/man/ZarrArray.Rd
index 9b69386..8c4d8ed 100644
--- a/man/ZarrArray.Rd
+++ b/man/ZarrArray.Rd
@@ -13,23 +13,32 @@ Instantiate an array from an initialized store.
 \details{
 The Zarr Array class.
 }
+\keyword{(Re)load}
 \keyword{(default),}
+\keyword{(file}
 \keyword{Array}
 \keyword{False}
 \keyword{False,}
+\keyword{For}
 \keyword{If}
+\keyword{Load}
 \keyword{Object,}
+\keyword{Referesh}
+\keyword{Refresh}
+\keyword{Resize}
 \keyword{Separate}
 \keyword{Storage}
 \keyword{String,}
 \keyword{TODO}
 \keyword{True}
 \keyword{True,}
+\keyword{Write}
 \keyword{`store`}
 \keyword{a}
 \keyword{access}
 \keyword{against}
 \keyword{all}
+\keyword{an}
 \keyword{and}
 \keyword{array}
 \keyword{array's}
@@ -39,6 +48,7 @@ The Zarr Array class.
 \keyword{both}
 \keyword{cache_attrs}
 \keyword{cache_metadata}
+\keyword{cached}
 \keyword{cached.}
 \keyword{chunk}
 \keyword{chunk's}
@@ -60,21 +70,28 @@ The Zarr Array class.
 \keyword{fill_value}
 \keyword{filters}
 \keyword{for}
+\keyword{from}
 \keyword{if}
 \keyword{internal}
 \keyword{is}
 \keyword{is_view}
 \keyword{key}
 \keyword{key_prefix}
+\keyword{locking)}
+\keyword{locking).}
 \keyword{meta}
 \keyword{metadata}
 \keyword{metadata.}
+\keyword{method_description}
 \keyword{modification.}
+\keyword{non-parallel}
 \keyword{not}
 \keyword{of}
 \keyword{oindex}
 \keyword{optional.}
+\keyword{or}
 \keyword{order}
+\keyword{parallel}
 \keyword{path}
 \keyword{path.}
 \keyword{prior}
@@ -82,14 +99,17 @@ The Zarr Array class.
 \keyword{provided,}
 \keyword{read_only}
 \keyword{regardless}
+\keyword{reload}
 \keyword{reloaded}
 \keyword{shape}
 \keyword{should}
 \keyword{storage}
 \keyword{store}
+\keyword{store.}
 \keyword{stored}
 \keyword{stored,}
 \keyword{storing.}
+\keyword{synchronization}
 \keyword{synchronizer}
 \keyword{synchronizer.}
 \keyword{that}
@@ -98,12 +118,14 @@ The Zarr Array class.
 \keyword{then}
 \keyword{to}
 \keyword{uniformly}
+\keyword{usage}
 \keyword{used}
 \keyword{user}
 \keyword{value}
 \keyword{value,}
 \keyword{vindex}
 \keyword{will}
+\keyword{without}
 \keyword{write_empty_chunks}
 \section{Methods}{
 \subsection{Public methods}{
@@ -170,94 +192,7 @@ The Zarr Array class.
 \if{html}{\out{<a id="method-ZarrArray-new"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-new}{}}}
 \subsection{Method \code{new()}}{
-(Re)load metadata from store.
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-For parallel usage
-
-
-For parallel usage
-
-
-For non-parallel usage
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-TODO
-
-
-Create a new Array instance.
+Create a new ZarrArray instance.
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$new(
   store,
@@ -300,7 +235,7 @@ An \code{Array} instance.
 \if{html}{\out{<a id="method-ZarrArray-get_store"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_store}{}}}
 \subsection{Method \code{get_store()}}{
-TODO
+get store from array.
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_store()}\if{html}{\out{</div>}}
 }
@@ -310,7 +245,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_path"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_path}{}}}
 \subsection{Method \code{get_path()}}{
-TODO
+get array path
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_path()}\if{html}{\out{</div>}}
 }
@@ -320,7 +255,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_name"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_name}{}}}
 \subsection{Method \code{get_name()}}{
-TODO
+get full array name
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_name()}\if{html}{\out{</div>}}
 }
@@ -330,7 +265,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_basename"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_basename}{}}}
 \subsection{Method \code{get_basename()}}{
-TODO
+get the basename of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_basename()}\if{html}{\out{</div>}}
 }
@@ -340,7 +275,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_read_only"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_read_only}{}}}
 \subsection{Method \code{get_read_only()}}{
-TODO
+get the read only property of an array (TRUE/FALSE)
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_read_only()}\if{html}{\out{</div>}}
 }
@@ -350,7 +285,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-set_read_only"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-set_read_only}{}}}
 \subsection{Method \code{set_read_only()}}{
-TODO
+set the read only property of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$set_read_only(val)}\if{html}{\out{</div>}}
 }
@@ -367,7 +302,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_chunk_store"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_chunk_store}{}}}
 \subsection{Method \code{get_chunk_store()}}{
-TODO
+get the chunk store for an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_chunk_store()}\if{html}{\out{</div>}}
 }
@@ -377,7 +312,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_shape"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_shape}{}}}
 \subsection{Method \code{get_shape()}}{
-TODO
+get the shape of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_shape()}\if{html}{\out{</div>}}
 }
@@ -387,7 +322,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-set_shape"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-set_shape}{}}}
 \subsection{Method \code{set_shape()}}{
-TODO
+set or reset the size of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$set_shape(value)}\if{html}{\out{</div>}}
 }
@@ -421,7 +356,7 @@ Change the shape of the array by growing or shrinking one or more dimensions.
 \if{html}{\out{<a id="method-ZarrArray-get_chunks"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_chunks}{}}}
 \subsection{Method \code{get_chunks()}}{
-TODO
+get the chunk metadata of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_chunks()}\if{html}{\out{</div>}}
 }
@@ -431,7 +366,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_dtype"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_dtype}{}}}
 \subsection{Method \code{get_dtype()}}{
-TODO
+get the Dtype of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_dtype()}\if{html}{\out{</div>}}
 }
@@ -441,7 +376,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_compressor"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_compressor}{}}}
 \subsection{Method \code{get_compressor()}}{
-TODO
+get the compressor of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_compressor()}\if{html}{\out{</div>}}
 }
@@ -451,7 +386,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_fill_value"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_fill_value}{}}}
 \subsection{Method \code{get_fill_value()}}{
-TODO
+get the fill value of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_fill_value()}\if{html}{\out{</div>}}
 }
@@ -461,7 +396,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-set_fill_value"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-set_fill_value}{}}}
 \subsection{Method \code{set_fill_value()}}{
-TODO
+set the fill value of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$set_fill_value(val)}\if{html}{\out{</div>}}
 }
@@ -478,7 +413,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_order"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_order}{}}}
 \subsection{Method \code{get_order()}}{
-TODO
+get the storage order metadata of an array.
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_order()}\if{html}{\out{</div>}}
 }
@@ -488,7 +423,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_filters"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_filters}{}}}
 \subsection{Method \code{get_filters()}}{
-TODO
+get the filters metadata of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_filters()}\if{html}{\out{</div>}}
 }
@@ -498,7 +433,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_synchronizer"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_synchronizer}{}}}
 \subsection{Method \code{get_synchronizer()}}{
-TODO
+get the synchronizer of an array TODO: not implemented
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_synchronizer()}\if{html}{\out{</div>}}
 }
@@ -508,7 +443,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_attrs"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_attrs}{}}}
 \subsection{Method \code{get_attrs()}}{
-TODO
+get attributes of array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_attrs()}\if{html}{\out{</div>}}
 }
@@ -518,7 +453,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_ndim"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_ndim}{}}}
 \subsection{Method \code{get_ndim()}}{
-TODO
+get number of dimensions of array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_ndim()}\if{html}{\out{</div>}}
 }
@@ -528,7 +463,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_size"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_size}{}}}
 \subsection{Method \code{get_size()}}{
-TODO
+get size of an array TODO: not implemented
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_size()}\if{html}{\out{</div>}}
 }
@@ -538,7 +473,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_itemsize"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_itemsize}{}}}
 \subsection{Method \code{get_itemsize()}}{
-TODO
+TODO: not implemented
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_itemsize()}\if{html}{\out{</div>}}
 }
@@ -548,7 +483,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_nbytes"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_nbytes}{}}}
 \subsection{Method \code{get_nbytes()}}{
-TODO
+get number of bytes of an array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_nbytes()}\if{html}{\out{</div>}}
 }
@@ -598,7 +533,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_is_view"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_is_view}{}}}
 \subsection{Method \code{get_is_view()}}{
-TODO
+get is_view metadata of array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_is_view()}\if{html}{\out{</div>}}
 }
@@ -608,7 +543,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_oindex"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_oindex}{}}}
 \subsection{Method \code{get_oindex()}}{
-TODO
+get orthogonal index of array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_oindex()}\if{html}{\out{</div>}}
 }
@@ -618,7 +553,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_vindex"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_vindex}{}}}
 \subsection{Method \code{get_vindex()}}{
-TODO
+get vectorized index of array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_vindex()}\if{html}{\out{</div>}}
 }
@@ -628,7 +563,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-get_write_empty_chunks"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_write_empty_chunks}{}}}
 \subsection{Method \code{get_write_empty_chunks()}}{
-TODO
+get write empty chunks setting of array
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_write_empty_chunks()}\if{html}{\out{</div>}}
 }
@@ -638,7 +573,7 @@ TODO
 \if{html}{\out{<a id="method-ZarrArray-equals"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-equals}{}}}
 \subsection{Method \code{equals()}}{
-TODO
+check if another object refers to the same array. does not check array data
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$equals(other)}\if{html}{\out{</div>}}
 }
@@ -703,7 +638,7 @@ array dimension.}
 \if{html}{\out{<a id="method-ZarrArray-get_basic_selection"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrArray-get_basic_selection}{}}}
 \subsection{Method \code{get_basic_selection()}}{
-TODO
+get a selection of an array based on a "basic"list of slices
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrArray$get_basic_selection(selection = NA, out = NA, fields = NA)}\if{html}{\out{</div>}}
 }
diff --git a/man/ZarrGroup.Rd b/man/ZarrGroup.Rd
index 2431425..421b547 100644
--- a/man/ZarrGroup.Rd
+++ b/man/ZarrGroup.Rd
@@ -196,7 +196,7 @@ Obtain a group member.
 \if{html}{\out{<a id="method-ZarrGroup-create_group"></a>}}
 \if{latex}{\out{\hypertarget{method-ZarrGroup-create_group}{}}}
 \subsection{Method \code{create_group()}}{
-greate a group
+create a group
 \subsection{Usage}{
 \if{html}{\out{<div class="r">}}\preformatted{ZarrGroup$create_group(name, overwrite = FALSE)}\if{html}{\out{</div>}}
 }
diff --git a/man/as.array.ZarrArray.Rd b/man/as.array.ZarrArray.Rd
index 2a8c3e6..082fb8a 100644
--- a/man/as.array.ZarrArray.Rd
+++ b/man/as.array.ZarrArray.Rd
@@ -7,9 +7,9 @@
 \method{as.array}{ZarrArray}(x, ...)
 }
 \arguments{
-\item{...}{not used}
+\item{x}{object}
 
-\item{obj}{object}
+\item{...}{not used}
 }
 \description{
 S3 method for as.array
diff --git a/man/create_zarray_meta.Rd b/man/create_zarray_meta.Rd
index 9bf4db8..e20f2d5 100644
--- a/man/create_zarray_meta.Rd
+++ b/man/create_zarray_meta.Rd
@@ -34,12 +34,13 @@ Primary compressor.}
 \item{fill_value}{: object
 Default value to use for uninitialized portions of the array.}
 
-\item{order}{: {'C', 'F'}, optional
+\item{order}{: \code{'C', 'F'}, optional
 Memory layout to be used within each chunk.}
 
-\item{filters}{: sequence of Codecs, optional}
+\item{filters}{: sequence, optional
+Sequence of filters to use to encode chunk data prior to compression.}
 
-\item{dimension_separator}{: {'.', '/'}, optional
+\item{dimension_separator}{: \code{'.', '/'}, optional
 Separator placed between the dimensions of a chunk.}
 }
 \value{
diff --git a/man/init_array.Rd b/man/init_array.Rd
index 63ad760..6e5e5fc 100644
--- a/man/init_array.Rd
+++ b/man/init_array.Rd
@@ -41,7 +41,7 @@ Primary compressor.}
 \item{fill_value}{: object
 Default value to use for uninitialized portions of the array.}
 
-\item{order}{: {'C', 'F'}, optional
+\item{order}{: \code{'C', 'F'}, optional
 Memory layout to be used within each chunk.}
 
 \item{overwrite}{: bool, optional
@@ -60,7 +60,7 @@ Sequence of filters to use to encode chunk data prior to compression.}
 \item{object_codec}{: Codec, optional
 A codec to encode object arrays, only needed if dtype=object.}
 
-\item{dimension_separator}{: {'.', '/'}, optional
+\item{dimension_separator}{: \code{'.', '/'}, optional
 Separator placed between the dimensions of a chunk.}
 }
 \description{
diff --git a/man/init_group.Rd b/man/init_group.Rd
index 5b65169..7149725 100644
--- a/man/init_group.Rd
+++ b/man/init_group.Rd
@@ -9,12 +9,12 @@ init_group(store, overwrite = FALSE, path = NA, chunk_store = NA)
 }
 \arguments{
 \item{store}{: Store
-A mapping that supports string keys and byte sequence values.}
+A mapping that supports string keys and bytes-like values.}
 
 \item{overwrite}{: bool, optional
 If True, erase all data in \code{store} prior to initialisation.}
 
-\item{path}{: string, optional
+\item{path}{: string, bytes, optional
 Path under which array is stored.}
 
 \item{chunk_store}{: Store, optional
diff --git a/man/slice.Rd b/man/slice.Rd
index fc2e974..c29cbec 100644
--- a/man/slice.Rd
+++ b/man/slice.Rd
@@ -2,7 +2,7 @@
 % Please edit documentation in R/slicing.R
 \name{slice}
 \alias{slice}
-\title{Convenience function for the internal Slice class constructor.}
+\title{Convenience function for the internal Slice R6 class constructor.}
 \usage{
 slice(start, stop = NA, step = NA, zero_based = FALSE)
 }
@@ -19,5 +19,5 @@ slice(start, stop = NA, step = NA, zero_based = FALSE)
 A Slice instance with the specified parameters.
 }
 \description{
-Convenience function for the internal Slice class constructor.
+Convenience function for the internal Slice R6 class constructor.
 }
diff --git a/man/zarr_create.Rd b/man/zarr_create.Rd
index 1508544..0a70802 100644
--- a/man/zarr_create.Rd
+++ b/man/zarr_create.Rd
@@ -44,27 +44,27 @@ Primary compressor.}
 \item{fill_value}{: object
 Default value to use for uninitialized portions of the array.}
 
-\item{order}{: {'C', 'F'}, optional
+\item{order}{: \code{'C', 'F'}, optional
 Memory layout to be used within each chunk.}
 
-\item{store}{: MutableMapping or string
-Store or path to directory in file system or name of zip file.}
+\item{store}{: Store
+A mapping that supports string keys and bytes-like values.}
 
 \item{synchronizer}{: object, optional
 Array synchronizer.}
 
 \item{overwrite}{: bool, optional
-If True, delete all pre-existing data in \code{store} at \code{path} before
-creating the array.}
+If True, erase all data in \code{store} prior to initialisation.}
 
-\item{path}{: string, optional
+\item{path}{: string, bytes, optional
 Path under which array is stored.}
 
-\item{chunk_store}{: MutableMapping, optional
+\item{chunk_store}{: Store, optional
 Separate storage for chunks. If not provided, \code{store} will be used
 for storage of both chunks and metadata.}
 
-\item{filters}{: sequence of Codecs, optional}
+\item{filters}{: sequence, optional
+Sequence of filters to use to encode chunk data prior to compression.}
 
 \item{cache_metadata}{: bool, optional
 If True, array configuration metadata will be cached for the
@@ -83,7 +83,7 @@ True if array should be protected against modification.}
 \item{object_codec}{: Codec, optional
 A codec to encode object arrays, only needed if dtype=object.}
 
-\item{dimension_separator}{: {'.', '/'}, optional
+\item{dimension_separator}{: \code{'.', '/'}, optional
 Separator placed between the dimensions of a chunk.}
 
 \item{write_empty_chunks}{: bool, optional
diff --git a/man/zarr_create_empty.Rd b/man/zarr_create_empty.Rd
index 69795fe..f8163c8 100644
--- a/man/zarr_create_empty.Rd
+++ b/man/zarr_create_empty.Rd
@@ -7,7 +7,8 @@
 zarr_create_empty(shape, ...)
 }
 \arguments{
-\item{shape}{: int or tuple of ints}
+\item{shape}{: int or tuple of ints
+Array shape.}
 
 \item{...}{The params of zarr_create()}
 }
diff --git a/man/zarr_create_group.Rd b/man/zarr_create_group.Rd
index ecd2a66..01c713b 100644
--- a/man/zarr_create_group.Rd
+++ b/man/zarr_create_group.Rd
@@ -14,14 +14,13 @@ zarr_create_group(
 )
 }
 \arguments{
-\item{store}{: MutableMapping or string, optional
-Store or path to directory in file system.}
+\item{store}{: Store
+A mapping that supports string keys and bytes-like values.}
 
 \item{overwrite}{: bool, optional
-If True, delete any pre-existing data in \code{store} at \code{path} before
-creating the group.}
+If True, erase all data in \code{store} prior to initialisation.}
 
-\item{chunk_store}{: MutableMapping, optional
+\item{chunk_store}{: Store, optional
 Separate storage for chunks. If not provided, \code{store} will be used
 for storage of both chunks and metadata.}
 
@@ -33,8 +32,8 @@ to all attribute read operations.}
 \item{synchronizer}{: object, optional
 Array synchronizer.}
 
-\item{path}{: string, optional
-Group path within store.}
+\item{path}{: string, bytes, optional
+Path under which array is stored.}
 }
 \value{
 ZarrGroup
diff --git a/man/zarr_create_zeros.Rd b/man/zarr_create_zeros.Rd
index 2e072d8..581939a 100644
--- a/man/zarr_create_zeros.Rd
+++ b/man/zarr_create_zeros.Rd
@@ -7,7 +7,8 @@
 zarr_create_zeros(shape, ...)
 }
 \arguments{
-\item{shape}{: int or tuple of ints}
+\item{shape}{: int or tuple of ints
+Array shape.}
 
 \item{...}{The params of zarr_create()}
 }
diff --git a/man/zarr_open.Rd b/man/zarr_open.Rd
index 8133590..b5b4c3b 100644
--- a/man/zarr_open.Rd
+++ b/man/zarr_open.Rd
@@ -7,17 +7,17 @@
 zarr_open(store = NA, mode = NA, path = NA, ...)
 }
 \arguments{
-\item{store}{: MutableMapping or string, optional
-Store or path to directory in file system or name of zip file.}
+\item{store}{: Store
+A mapping that supports string keys and bytes-like values.}
 
-\item{mode}{: {'r', 'r+', 'a', 'w', 'w-'}, optional
+\item{mode}{: \code{'r', 'r+', 'a', 'w', 'w-'}, optional
 Persistence mode: 'r' means read only (must exist); 'r+' means
 read/write (must exist); 'a' means read/write (create if doesn't
 exist); 'w' means create (overwrite if exists); 'w-' means create
 (fail if exists).}
 
-\item{path}{: str or NA, optional
-The path within the store to open.}
+\item{path}{: string, bytes, optional
+Path under which array is stored.}
 
 \item{...}{Additional arguments to pass to zarr_open_array or zarr_open_group.}
 }
diff --git a/man/zarr_open_array.Rd b/man/zarr_open_array.Rd
index 01c1e70..dfdc006 100644
--- a/man/zarr_open_array.Rd
+++ b/man/zarr_open_array.Rd
@@ -27,14 +27,14 @@ zarr_open_array(
 )
 }
 \arguments{
-\item{store}{: MutableMapping or string
-Store or path to directory in file system or name of zip file.}
+\item{store}{: Store
+A mapping that supports string keys and bytes-like values.}
 
 \item{storage_options}{: dict
 If using an fsspec URL to create the store, these will be passed to
 the backend implementation. Ignored otherwise.}
 
-\item{mode}{: {'r', 'r+', 'a', 'w', 'w-'}, optional
+\item{mode}{: \code{'r', 'r+', 'a', 'w', 'w-'}, optional
 Persistence mode: 'r' means read only (must exist); 'r+' means
 read/write (must exist); 'a' means read/write (create if doesn't
 exist); 'w' means create (overwrite if exists); 'w-' means create
@@ -43,11 +43,9 @@ exist); 'w' means create (overwrite if exists); 'w-' means create
 \item{shape}{: int or tuple of ints
 Array shape.}
 
-\item{chunks}{: int or tuple of ints, optional
+\item{chunks}{: bool, int or tuple of ints, optional
 Chunk shape. If True, will be guessed from \code{shape} and \code{dtype}. If
-False, will be set to \code{shape}, i.e., single chunk for the whole array.
-If an int, the chunk size in each dimension will be given by the value
-of \code{chunks}. Default is True.}
+False, will be set to \code{shape}, i.e., single chunk for the whole array.}
 
 \item{dtype}{: string or dtype, optional
 NumPy dtype.}
@@ -58,24 +56,24 @@ Primary compressor.}
 \item{fill_value}{: object
 Default value to use for uninitialized portions of the array.}
 
-\item{order}{: {'C', 'F'}, optional
+\item{order}{: \code{'C', 'F'}, optional
 Memory layout to be used within each chunk.}
 
 \item{synchronizer}{: object, optional
 Array synchronizer.}
 
 \item{overwrite}{: bool, optional
-If True, delete all pre-existing data in \code{store} at \code{path} before
-creating the array.}
+If True, erase all data in \code{store} prior to initialisation.}
 
-\item{path}{: string, optional
+\item{path}{: string, bytes, optional
 Path under which array is stored.}
 
-\item{chunk_store}{: MutableMapping, optional
+\item{chunk_store}{: Store, optional
 Separate storage for chunks. If not provided, \code{store} will be used
 for storage of both chunks and metadata.}
 
-\item{filters}{: sequence of Codecs, optional}
+\item{filters}{: sequence, optional
+Sequence of filters to use to encode chunk data prior to compression.}
 
 \item{cache_metadata}{: bool, optional
 If True, array configuration metadata will be cached for the
@@ -91,7 +89,7 @@ to all attribute read operations.}
 \item{object_codec}{: Codec, optional
 A codec to encode object arrays, only needed if dtype=object.}
 
-\item{dimension_separator}{: {'.', '/'}, optional
+\item{dimension_separator}{: \code{'.', '/'}, optional
 Separator placed between the dimensions of a chunk.}
 
 \item{write_empty_chunks}{: bool, optional
diff --git a/man/zarr_open_group.Rd b/man/zarr_open_group.Rd
index d62cf57..e2ba3aa 100644
--- a/man/zarr_open_group.Rd
+++ b/man/zarr_open_group.Rd
@@ -15,10 +15,10 @@ zarr_open_group(
 )
 }
 \arguments{
-\item{store}{: MutableMapping or string, optional
-Store or path to directory in file system or name of zip file.}
+\item{store}{: Store
+A mapping that supports string keys and bytes-like values.}
 
-\item{mode}{: {'r', 'r+', 'a', 'w', 'w-'}, optional
+\item{mode}{: \code{'r', 'r+', 'a', 'w', 'w-'}, optional
 Persistence mode: 'r' means read only (must exist); 'r+' means
 read/write (must exist); 'a' means read/write (create if doesn't
 exist); 'w' means create (overwrite if exists); 'w-' means create
@@ -32,11 +32,12 @@ to all attribute read operations.}
 \item{synchronizer}{: object, optional
 Array synchronizer.}
 
-\item{path}{: string, optional
-Group path within store.}
+\item{path}{: string, bytes, optional
+Path under which array is stored.}
 
-\item{chunk_store}{: MutableMapping or string, optional
-Store or path to directory in file system or name of zip file.}
+\item{chunk_store}{: Store, optional
+Separate storage for chunks. If not provided, \code{store} will be used
+for storage of both chunks and metadata.}
 
 \item{storage_options}{: dict
 If using an fsspec URL to create the store, these will be passed to
diff --git a/man/zarr_save_array.Rd b/man/zarr_save_array.Rd
index 0e2318c..418789d 100644
--- a/man/zarr_save_array.Rd
+++ b/man/zarr_save_array.Rd
@@ -7,8 +7,8 @@
 zarr_save_array(store, arr, ...)
 }
 \arguments{
-\item{store}{: MutableMapping or string
-Store or path to directory in file system or name of zip file.}
+\item{store}{: Store
+A mapping that supports string keys and bytes-like values.}
 
 \item{arr}{: ZarrArray
 The array with data to save.}
diff --git a/man/zb_slice.Rd b/man/zb_slice.Rd
index f4c0203..1eb139d 100644
--- a/man/zb_slice.Rd
+++ b/man/zb_slice.Rd
@@ -2,7 +2,7 @@
 % Please edit documentation in R/slicing.R
 \name{zb_slice}
 \alias{zb_slice}
-\title{Convenience function for the internal Slice class constructor
+\title{Convenience function for the internal Slice R6 class constructor
 with zero-based indexing and exclusive stop index.}
 \usage{
 zb_slice(start, stop = NA, step = NA)
@@ -14,7 +14,10 @@ zb_slice(start, stop = NA, step = NA)
 
 \item{step}{The step size.}
 }
+\value{
+A Slice instance with the specified parameters.
+}
 \description{
-Convenience function for the internal Slice class constructor
+Convenience function for the internal Slice R6 class constructor
 with zero-based indexing and exclusive stop index.
 }
diff --git a/tests/fixtures/http_listdir.yml b/tests/fixtures/http_listdir.yml
index 8dd8221..a91a8b8 100644
--- a/tests/fixtures/http_listdir.yml
+++ b/tests/fixtures/http_listdir.yml
@@ -26,21 +26,21 @@ http_interactions:
       x-content-type-options: nosniff
       x-frame-options: deny
       x-xss-protection: 1; mode=block
-      x-github-request-id: C9A0:2E1F0A:E4FCF1:10550D3:664F3D72
+      x-github-request-id: 60A6:40449:5823C6:5F4A54:673E47B2
       content-encoding: gzip
       accept-ranges: bytes
-      date: Thu, 23 May 2024 13:16:07 GMT
+      date: Wed, 20 Nov 2024 20:44:27 GMT
       via: 1.1 varnish
-      x-served-by: cache-iad-kiad7000164-IAD
+      x-served-by: cache-msp11861-MSP
       x-cache: HIT
-      x-cache-hits: '0'
-      x-timer: S1716470168.762871,VS0,VE1
+      x-cache-hits: '1'
+      x-timer: S1732135467.214991,VS0,VE1
       vary: Authorization,Accept-Encoding,Origin
       access-control-allow-origin: '*'
       cross-origin-resource-policy: cross-origin
-      x-fastly-request-id: ae1f9d2726d515b4f0e8fad7cb142a9c221e509e
-      expires: Thu, 23 May 2024 13:21:07 GMT
-      source-age: '153'
+      x-fastly-request-id: 57c44dababb32bb128e2dd21836a549acd128a0d
+      expires: Wed, 20 Nov 2024 20:49:27 GMT
+      source-age: '182'
     body:
       encoding: ''
       file: no
@@ -232,5 +232,1418 @@ http_interactions:
             },
             "zarr_consolidated_format": 1
         }
-  recorded_at: 2024-05-23 13:16:08 GMT
+  recorded_at: 2024-11-20 20:44:27 GMT
+  recorded_with: vcr/1.2.2, webmockr/0.9.0
+- request:
+    method: get
+    uri: https://raw.githubusercontent.com/DOI-USGS/rnz/main/inst/extdata/bcsd.zarr/pr/0.0.0
+    body:
+      encoding: ''
+      string: ''
+    headers:
+      User-Agent: libcurl/8.3.0 r-curl/5.2.1 crul/1.4.2
+      Accept-Encoding: gzip, deflate
+      Accept: application/json, text/xml, application/xml, */*
+  response:
+    status:
+      status_code: '200'
+      message: OK
+      explanation: Request fulfilled, document follows
+    headers:
+      status: HTTP/1.1 200 OK
+      connection: keep-alive
+      content-length: '82010'
+      cache-control: max-age=300
+      content-security-policy: default-src 'none'; style-src 'unsafe-inline'; sandbox
+      content-type: application/octet-stream
+      etag: W/"a9b0a9a147932e1f6dfd797b7ebb0687d2127f34cc76943129c68e8eb69c9a29"
+      strict-transport-security: max-age=31536000
+      x-content-type-options: nosniff
+      x-frame-options: deny
+      x-xss-protection: 1; mode=block
+      x-github-request-id: 6CD8:24B317:5C6110:639130:673E48A2
+      accept-ranges: bytes
+      date: Wed, 20 Nov 2024 20:44:27 GMT
+      via: 1.1 varnish
+      x-served-by: cache-msp11861-MSP
+      x-cache: HIT
+      x-cache-hits: '1'
+      x-timer: S1732135468.520604,VS0,VE1
+      vary: Authorization,Accept-Encoding,Origin
+      access-control-allow-origin: '*'
+      cross-origin-resource-policy: cross-origin
+      x-fastly-request-id: 902f6197e0cc9b7075551681d892f6d2c0fc8a6b
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+  recorded_at: 2024-11-20 20:44:27 GMT
   recorded_with: vcr/1.2.2, webmockr/0.9.0
diff --git a/tests/testthat/test-parallel.R b/tests/testthat/test-01-parallel.R
similarity index 82%
rename from tests/testthat/test-parallel.R
rename to tests/testthat/test-01-parallel.R
index 20cb74c..b3ce873 100644
--- a/tests/testthat/test-parallel.R
+++ b/tests/testthat/test-01-parallel.R
@@ -5,7 +5,7 @@ SlowGettingDirectoryStore <- R6::R6Class("SlowGettingDirectoryStore",
   public = list(
     get_item = function(key) {
       # Simulate a slow read such as an HTTP request.
-      Sys.sleep(1.0/10.0)
+      Sys.sleep(1.0/25)
       return(super$get_item(key))
     }
   )
@@ -16,7 +16,7 @@ SlowSettingDirectoryStore <- R6::R6Class("SlowSettingDirectoryStore",
   public = list(
     set_item = function(key, value) {
       # Simulate a slow write such as an HTTP request.
-      Sys.sleep(1.0/10.0)
+      Sys.sleep(1.0/25)
       return(super$set_item(key, value))
     }
   )
@@ -65,37 +65,41 @@ run_parallel_set <- function(num_workers) {
   return(sum(doubled_arr))
 }
 
-test_that("can run get_item() in parallel", {
+cl1 <- parallel::makeCluster(1)
+cl2 <- parallel::makeCluster(2)
+
+test_that("can run get_item() and set_item in parallel", {
+  
   bench_df <- bench::mark(
-    run_parallel_get(1),
-    run_parallel_get(2),
-    run_parallel_get(4),
-    iterations = 10,
+    run_parallel_get(cl1),
+    run_parallel_get(cl2),
+    iterations = 1,
     memory = FALSE,
     filter_gc = FALSE
   )
 
-  expect_equal(unlist(bench_df$result), rep(134538481, 3))
+  expect_equal(unlist(bench_df$result), rep(134538481, 2))
   expect_equal(bench_df$total_time[[1]] > bench_df$total_time[[2]], TRUE)
-  expect_equal(bench_df$total_time[[2]] > bench_df$total_time[[3]], TRUE)
+  
 })
 
 test_that("can run set_item() in parallel", {
+
   bench_df <- bench::mark(
-    run_parallel_set(1),
-    run_parallel_set(2),
-    run_parallel_set(4),
-    iterations = 10,
+    run_parallel_set(cl1),
+    run_parallel_set(cl2),
+    iterations = 1,
     memory = FALSE,
     filter_gc = FALSE
   )
 
-  expect_equal(unlist(bench_df$result), rep(134538481*2.0, 3))
+  expect_equal(unlist(bench_df$result), rep(134538481*2.0, 2))
   expect_equal(bench_df$total_time[[1]] > bench_df$total_time[[2]], TRUE)
-  expect_equal(bench_df$total_time[[2]] > bench_df$total_time[[3]], TRUE)
+  
 })
 
 test_that("parse_parallel_option works as expected", {
+  expect_equal(parse_parallel_option(cl1), cl1)
   expect_equal(parse_parallel_option("future"), "future")
   expect_equal(parse_parallel_option("0"), FALSE)
   expect_equal(parse_parallel_option(0), FALSE)
@@ -110,6 +114,7 @@ test_that("parse_parallel_option works as expected", {
 })
 
 test_that("is_truthy_parallel_option works as expected", {
+  expect_equal(is_truthy_parallel_option(cl1), TRUE)
   expect_equal(is_truthy_parallel_option("future"), TRUE)
   expect_equal(is_truthy_parallel_option(FALSE), FALSE)
   expect_equal(is_truthy_parallel_option(0), FALSE)
@@ -117,3 +122,6 @@ test_that("is_truthy_parallel_option works as expected", {
   expect_equal(is_truthy_parallel_option(1), TRUE)
   expect_equal(is_truthy_parallel_option(2), TRUE)
 })
+
+parallel::stopCluster(cl1)
+parallel::stopCluster(cl2)
diff --git a/tests/testthat/test-http-store.R b/tests/testthat/test-http-store.R
index e70c89f..66b46a8 100644
--- a/tests/testthat/test-http-store.R
+++ b/tests/testthat/test-http-store.R
@@ -70,10 +70,34 @@ vcr::use_cassette("http_listdir", {
     expect_equal(names(g$get_store()$get_consolidated_metadata()$metadata),
                  names(z$get_consolidated_metadata()$metadata))
     
+    options(pizzarr.parallel_write_enabled = "future")
+    old_plan <- future::plan(future::multisession, workers = 2)
+    
+    expect_equal(dim(g$get_item("pr")$as.array()), c(12, 33, 81))
+    
+    options(pizzarr.parallel_write_enabled = FALSE)
+    future::plan(old_plan)
   })
   
 })
 
+test_that("http broken", {
+  
+  url<- "https://nogonnawork.zarr"
+  
+  expect_warning(z <- pizzarr::HttpStore$new(url), "Can't procede, web request failed.")
+  expect_equal(class(z), c("HttpStore", "Store", "R6"))
+
+  expect_message(vars <- z$listdir(), "not found for this http store")
+  
+  expect_null(vars)
+
+  w <- capture_warnings(g <- pizzarr::zarr_open_group(z))
+ 
+  expect_equal(w, c("Can't procede, web request failed.", 
+                    "Can't procede, web request failed."))
+})
+
 vcr::use_cassette("http_github_pattern", {
   
   test_that("http_listdir", {
diff --git a/tests/testthat/test-orthogonal-selection.R b/tests/testthat/test-orthogonal-selection.R
index 51d8d4b..689b0aa 100644
--- a/tests/testthat/test-orthogonal-selection.R
+++ b/tests/testthat/test-orthogonal-selection.R
@@ -22,8 +22,7 @@ test_that("orthogonal selection", {
   # int and zb_int
   expect_equal(
     z$get_orthogonal_selection(list(zb_int(c(0,1)), zb_int(c(1,2,3))))$data,
-    z$get_orthogonal_selection(list(int(c(1, 2)), int(c(2,3,4))))$data,
-  )
+    z$get_orthogonal_selection(list(int(c(1, 2)), int(c(2,3,4))))$data)
 
   # TODO: do not expect error once negative indexing has been implemented.
   expect_error(z$get_orthogonal_selection(list(c(-1,1),c(12,1,6)))$data) 
diff --git a/vignettes/parallel.Rmd b/vignettes/parallel.Rmd
index d82a644..7956d9e 100644
--- a/vignettes/parallel.Rmd
+++ b/vignettes/parallel.Rmd
@@ -13,12 +13,15 @@ vignette: >
   comment = "#>",
   out.width = "100%"
 )
+library(pizzarr)
 ```
 
 By default, reads and writes are performed sequentially (i.e., not in parallel).
 Users can opt-in to parallel read/write functionality via `options`.
 
-```{r}
+```{r, eval=FALSE}
+# not run by default
+
 library(pizzarr)
 
 if(!requireNamespace("pbapply", quietly = TRUE)) {
@@ -46,7 +49,7 @@ SlowDirectoryStore <- R6::R6Class("SlowDirectoryStore",
 
 ## Read in parallel
 
-Provide an integer >= 2 to the option to use forking-based parallelism.
+Provide an integer >= 2 or a cluster object to the option to use forking-based parallelism.
 This value will be passed to the `cl` parameter of `pbapply::pblapply`.
 
 ```{r}
@@ -99,6 +102,7 @@ Multisession-based:
 ```{r}
 options(pizzarr.parallel_read_enabled = "future")
 
+oldplan <- future::plan()
 future::plan(future::multisession, workers = 4)
 
 root <- pizzarr_sample("dog.ome.zarr")
@@ -106,6 +110,8 @@ store <- SlowDirectoryStore$new(root)
 zarr_arr <- zarr_open(store = store, path = "/0")
 arr <- zarr_arr$get_item("...")$data
 sum(arr)
+
+future::plan(oldplan)
 ```
 
 ## Sequential operations