diff --git a/cubed-blockwise-example.ipynb b/cubed-blockwise-example.ipynb
index 7b43b777..c306fba8 100644
--- a/cubed-blockwise-example.ipynb
+++ b/cubed-blockwise-example.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "id": "8c33b843-dbaf-4320-a4ae-868b732a1171",
+   "execution_count": null,
+   "id": "0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,550 +14,15 @@
     "import cubed.array_api as xp\n",
     "import numpy as np\n",
     "import pandas as pd\n",
-    "import xarray as xr\n",
-    "\n",
-    "import flox.xarray"
+    "import xarray as xr"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "674c8844-f411-4a1a-b055-894b954639a4",
+   "execution_count": null,
+   "id": "1",
    "metadata": {},
-   "outputs": [
-    {
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-       "  margin-top: 0;\n",
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-       "  display: none;\n",
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-       "\n",
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-       "  padding-top: 4px;\n",
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-       "  display: none;\n",
-       "  grid-column: 1 / -1;\n",
-       "  margin-bottom: 5px;\n",
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-       "\n",
-       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
-       "  display: contents;\n",
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-       "  display: grid;\n",
-       "  grid-template-columns: 20px auto;\n",
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-       "  grid-column: 1;\n",
-       "  vertical-align: top;\n",
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-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
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-       "\n",
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-       ".xr-var-data-in:checked ~ .xr-var-data,\n",
-       ".xr-index-data-in:checked ~ .xr-index-data {\n",
-       "  display: block;\n",
-       "}\n",
-       "\n",
-       ".xr-var-data > table {\n",
-       "  float: right;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name span,\n",
-       ".xr-var-data,\n",
-       ".xr-index-name div,\n",
-       ".xr-index-data,\n",
-       ".xr-attrs {\n",
-       "  padding-left: 25px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs,\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data,\n",
-       ".xr-index-data {\n",
-       "  grid-column: 1 / -1;\n",
-       "}\n",
-       "\n",
-       "dl.xr-attrs {\n",
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-       "  display: grid;\n",
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-       "}\n",
-       "\n",
-       ".xr-attrs dt,\n",
-       ".xr-attrs dd {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  float: left;\n",
-       "  padding-right: 10px;\n",
-       "  width: auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt {\n",
-       "  font-weight: normal;\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt:hover span {\n",
-       "  display: inline-block;\n",
-       "  background: var(--xr-background-color);\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dd {\n",
-       "  grid-column: 2;\n",
-       "  white-space: pre-wrap;\n",
-       "  word-break: break-all;\n",
-       "}\n",
-       "\n",
-       ".xr-icon-database,\n",
-       ".xr-icon-file-text2,\n",
-       ".xr-no-icon {\n",
-       "  display: inline-block;\n",
-       "  vertical-align: middle;\n",
-       "  width: 1em;\n",
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-       "  stroke: currentColor;\n",
-       "  fill: currentColor;\n",
-       "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 363MB\n",
-       "Dimensions:  (time: 8760, latitude: 72, longitude: 144)\n",
-       "Coordinates:\n",
-       "  * time     (time) datetime64[ns] 70kB 2021-01-01 ... 2021-12-31T23:00:00\n",
-       "Dimensions without coordinates: latitude, longitude\n",
-       "Data variables:\n",
-       "    tp       (time, latitude, longitude) float32 363MB cubed.Array&lt;chunksize=(744, 5, 144)&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-5fb86900-67cb-47d0-a84b-fb23e0143dd3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5fb86900-67cb-47d0-a84b-fb23e0143dd3' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 8760</li><li><span>latitude</span>: 72</li><li><span>longitude</span>: 144</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-66256b98-6755-4cbc-ac04-406d5b0e0439' class='xr-section-summary-in' type='checkbox'  checked><label for='section-66256b98-6755-4cbc-ac04-406d5b0e0439' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2021-01-01 ... 2021-12-31T23:00:00</div><input id='attrs-8e1e7d05-1f73-40c2-ac11-0770190e194c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8e1e7d05-1f73-40c2-ac11-0770190e194c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65369e57-9566-4b40-9a76-c2263d3b51d3' class='xr-var-data-in' type='checkbox'><label for='data-65369e57-9566-4b40-9a76-c2263d3b51d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2021-01-01T00:00:00.000000000&#x27;, &#x27;2021-01-01T01:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-01-01T02:00:00.000000000&#x27;, ..., &#x27;2021-12-31T21:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-12-31T22:00:00.000000000&#x27;, &#x27;2021-12-31T23:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e8ec1acc-6ab0-4203-9b8b-0b66f95069ac' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e8ec1acc-6ab0-4203-9b8b-0b66f95069ac' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>cubed.Array&lt;chunksize=(744, 5, 144)&gt;</div><input id='attrs-161c2823-686c-4843-9686-e7ed963d0250' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-161c2823-686c-4843-9686-e7ed963d0250' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8dbaf84-7de4-4509-a7ec-f268ed3dff48' class='xr-var-data-in' type='checkbox'><label for='data-d8dbaf84-7de4-4509-a7ec-f268ed3dff48' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
-       "    <tr>\n",
-       "        <td>\n",
-       "            <table>\n",
-       "                <thead>\n",
-       "                    <tr>\n",
-       "                        <td> </td>\n",
-       "                        <th> Array </th>\n",
-       "                        <th> Chunk </th>\n",
-       "                    </tr>\n",
-       "                </thead>\n",
-       "                <tbody>\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <th> Bytes </th>\n",
-       "                        <td> 363.3 MB </td>\n",
-       "                        <td> 2.1 MB </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <th> Shape </th>\n",
-       "                        <td> (8760, 72, 144) </td>\n",
-       "                        <td> (744, 5, 144) </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th> Count </th>\n",
-       "                        <td> 1 arrays in Plan </td>\n",
-       "                        <td> 180 Chunks </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th> Type </th>\n",
-       "                        <td> float32 </td>\n",
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-       "               &#x27;2021-01-01 02:00:00&#x27;, &#x27;2021-01-01 03:00:00&#x27;,\n",
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-       "               &#x27;2021-01-01 08:00:00&#x27;, &#x27;2021-01-01 09:00:00&#x27;,\n",
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-       "               &#x27;2021-12-31 16:00:00&#x27;, &#x27;2021-12-31 17:00:00&#x27;,\n",
-       "               &#x27;2021-12-31 18:00:00&#x27;, &#x27;2021-12-31 19:00:00&#x27;,\n",
-       "               &#x27;2021-12-31 20:00:00&#x27;, &#x27;2021-12-31 21:00:00&#x27;,\n",
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-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=8760, freq=&#x27;h&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-768bc8d9-2687-4f22-a197-d1062c8ac4e3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-768bc8d9-2687-4f22-a197-d1062c8ac4e3' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
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-       "\n",
-       ".xr-has-index {\n",
-       "  font-weight: bold;\n",
-       "}\n",
-       "\n",
-       ".xr-var-list,\n",
-       ".xr-var-item {\n",
-       "  display: contents;\n",
-       "}\n",
-       "\n",
-       ".xr-var-item > div,\n",
-       ".xr-var-item label,\n",
-       ".xr-var-item > .xr-var-name span {\n",
-       "  background-color: var(--xr-background-color-row-even);\n",
-       "  margin-bottom: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-var-item > .xr-var-name:hover span {\n",
-       "  padding-right: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-var-list > li:nth-child(odd) > div,\n",
-       ".xr-var-list > li:nth-child(odd) > label,\n",
-       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
-       "  background-color: var(--xr-background-color-row-odd);\n",
-       "}\n",
-       "\n",
-       ".xr-var-name {\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-var-dims {\n",
-       "  grid-column: 2;\n",
-       "}\n",
-       "\n",
-       ".xr-var-dtype {\n",
-       "  grid-column: 3;\n",
-       "  text-align: right;\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-var-preview {\n",
-       "  grid-column: 4;\n",
-       "}\n",
-       "\n",
-       ".xr-index-preview {\n",
-       "  grid-column: 2 / 5;\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-var-name,\n",
-       ".xr-var-dims,\n",
-       ".xr-var-dtype,\n",
-       ".xr-preview,\n",
-       ".xr-attrs dt {\n",
-       "  white-space: nowrap;\n",
-       "  overflow: hidden;\n",
-       "  text-overflow: ellipsis;\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name:hover,\n",
-       ".xr-var-dims:hover,\n",
-       ".xr-var-dtype:hover,\n",
-       ".xr-attrs dt:hover {\n",
-       "  overflow: visible;\n",
-       "  width: auto;\n",
-       "  z-index: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data,\n",
-       ".xr-index-data {\n",
-       "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
-       ".xr-var-data-in:checked ~ .xr-var-data,\n",
-       ".xr-index-data-in:checked ~ .xr-index-data {\n",
-       "  display: block;\n",
-       "}\n",
-       "\n",
-       ".xr-var-data > table {\n",
-       "  float: right;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name span,\n",
-       ".xr-var-data,\n",
-       ".xr-index-name div,\n",
-       ".xr-index-data,\n",
-       ".xr-attrs {\n",
-       "  padding-left: 25px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs,\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data,\n",
-       ".xr-index-data {\n",
-       "  grid-column: 1 / -1;\n",
-       "}\n",
-       "\n",
-       "dl.xr-attrs {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 125px auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt,\n",
-       ".xr-attrs dd {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  float: left;\n",
-       "  padding-right: 10px;\n",
-       "  width: auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt {\n",
-       "  font-weight: normal;\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt:hover span {\n",
-       "  display: inline-block;\n",
-       "  background: var(--xr-background-color);\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dd {\n",
-       "  grid-column: 2;\n",
-       "  white-space: pre-wrap;\n",
-       "  word-break: break-all;\n",
-       "}\n",
-       "\n",
-       ".xr-icon-database,\n",
-       ".xr-icon-file-text2,\n",
-       ".xr-no-icon {\n",
-       "  display: inline-block;\n",
-       "  vertical-align: middle;\n",
-       "  width: 1em;\n",
-       "  height: 1.5em !important;\n",
-       "  stroke-width: 0;\n",
-       "  stroke: currentColor;\n",
-       "  fill: currentColor;\n",
-       "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tp&#x27; (time: 12, latitude: 72, longitude: 144)&gt; Size: 995kB\n",
-       "cubed.Array&lt;array-006, shape=(12, 72, 144), dtype=float64, chunks=((1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1), (5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 2), (144,))&gt;\n",
-       "Coordinates:\n",
-       "  * time     (time) datetime64[ns] 96B 2021-01-31 2021-02-28 ... 2021-12-31\n",
-       "Dimensions without coordinates: latitude, longitude</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tp'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12</li><li><span>latitude</span>: 72</li><li><span>longitude</span>: 144</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4f19f48f-6c01-4e2e-97e1-772cc309d9a4' class='xr-array-in' type='checkbox' checked><label for='section-4f19f48f-6c01-4e2e-97e1-772cc309d9a4' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>cubed.Array&lt;chunksize=(1, 5, 144)&gt;</span></div><div class='xr-array-data'><table>\n",
-       "    <tr>\n",
-       "        <td>\n",
-       "            <table>\n",
-       "                <thead>\n",
-       "                    <tr>\n",
-       "                        <td> </td>\n",
-       "                        <th> Array </th>\n",
-       "                        <th> Chunk </th>\n",
-       "                    </tr>\n",
-       "                </thead>\n",
-       "                <tbody>\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <th> Bytes </th>\n",
-       "                        <td> 995.3 KB </td>\n",
-       "                        <td> 5.8 KB </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <th> Shape </th>\n",
-       "                        <td> (12, 72, 144) </td>\n",
-       "                        <td> (1, 5, 144) </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th> Count </th>\n",
-       "                        <td> 6 arrays in Plan </td>\n",
-       "                        <td> 180 Chunks </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th> Type </th>\n",
-       "                        <td> float64 </td>\n",
-       "                        <td> np.ndarray </td>\n",
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-       "</table></div></div></li><li class='xr-section-item'><input id='section-e9be6dc2-185f-41d1-9cbb-05731e494411' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e9be6dc2-185f-41d1-9cbb-05731e494411' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2021-01-31 ... 2021-12-31</div><input id='attrs-546c710d-9343-45bb-8459-c881ac7ebaba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-546c710d-9343-45bb-8459-c881ac7ebaba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3cb1974a-c233-4f43-9f15-e8a7680b31ea' class='xr-var-data-in' type='checkbox'><label for='data-3cb1974a-c233-4f43-9f15-e8a7680b31ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2021-01-31T00:00:00.000000000&#x27;, &#x27;2021-02-28T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-03-31T00:00:00.000000000&#x27;, &#x27;2021-04-30T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-05-31T00:00:00.000000000&#x27;, &#x27;2021-06-30T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-07-31T00:00:00.000000000&#x27;, &#x27;2021-08-31T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-09-30T00:00:00.000000000&#x27;, &#x27;2021-10-31T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-11-30T00:00:00.000000000&#x27;, &#x27;2021-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-81a33dbc-be5b-4cf7-818b-185ef1496dd7' class='xr-section-summary-in' type='checkbox'  ><label for='section-81a33dbc-be5b-4cf7-818b-185ef1496dd7' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7bd6134e-d9ad-4a6a-8bf4-9a970a82f681' class='xr-index-data-in' type='checkbox'/><label for='index-7bd6134e-d9ad-4a6a-8bf4-9a970a82f681' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2021-01-31&#x27;, &#x27;2021-02-28&#x27;, &#x27;2021-03-31&#x27;, &#x27;2021-04-30&#x27;,\n",
-       "               &#x27;2021-05-31&#x27;, &#x27;2021-06-30&#x27;, &#x27;2021-07-31&#x27;, &#x27;2021-08-31&#x27;,\n",
-       "               &#x27;2021-09-30&#x27;, &#x27;2021-10-31&#x27;, &#x27;2021-11-30&#x27;, &#x27;2021-12-31&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=&#x27;ME&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5607f6f8-7538-4a71-97af-4ed26b3458b7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5607f6f8-7538-4a71-97af-4ed26b3458b7' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
-      ],
-      "text/plain": [
-       "<xarray.DataArray 'tp' (time: 12, latitude: 72, longitude: 144)> Size: 995kB\n",
-       "cubed.Array<array-006, shape=(12, 72, 144), dtype=float64, chunks=((1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1), (5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 2), (144,))>\n",
-       "Coordinates:\n",
-       "  * time     (time) datetime64[ns] 96B 2021-01-31 2021-02-28 ... 2021-12-31\n",
-       "Dimensions without coordinates: latitude, longitude"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "monthly = ds.tp.resample(time=\"M\").sum(method=\"blockwise\")\n",
     "monthly"
@@ -1117,524 +50,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "3c93d86f-6435-459f-9fb6-44b6604c3bac",
+   "execution_count": null,
+   "id": "3",
    "metadata": {},
-   "outputs": [
-    {
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-       ".xr-var-list > li:nth-child(odd) > div,\n",
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-       ".xr-attrs {\n",
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-       ".xr-var-data,\n",
-       ".xr-index-data {\n",
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-       "\n",
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-       "  grid-template-columns: 125px auto;\n",
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-       "\n",
-       ".xr-attrs dt,\n",
-       ".xr-attrs dd {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  float: left;\n",
-       "  padding-right: 10px;\n",
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-       "\n",
-       ".xr-attrs dt {\n",
-       "  font-weight: normal;\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt:hover span {\n",
-       "  display: inline-block;\n",
-       "  background: var(--xr-background-color);\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dd {\n",
-       "  grid-column: 2;\n",
-       "  white-space: pre-wrap;\n",
-       "  word-break: break-all;\n",
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-       "\n",
-       ".xr-icon-database,\n",
-       ".xr-icon-file-text2,\n",
-       ".xr-no-icon {\n",
-       "  display: inline-block;\n",
-       "  vertical-align: middle;\n",
-       "  width: 1em;\n",
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-       "  stroke: currentColor;\n",
-       "  fill: currentColor;\n",
-       "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tp&#x27; (time: 12, latitude: 72, longitude: 144)&gt; Size: 995kB\n",
-       "array([[[744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        ...,\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.]],\n",
-       "\n",
-       "       [[672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        ...,\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.]],\n",
-       "\n",
-       "       [[744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        ...,\n",
-       "...\n",
-       "        ...,\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.]],\n",
-       "\n",
-       "       [[720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        ...,\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.]],\n",
-       "\n",
-       "       [[744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        ...,\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.]]])\n",
-       "Coordinates:\n",
-       "  * time     (time) datetime64[ns] 96B 2021-01-31 2021-02-28 ... 2021-12-31\n",
-       "Dimensions without coordinates: latitude, longitude</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tp'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12</li><li><span>latitude</span>: 72</li><li><span>longitude</span>: 144</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d6928d74-eead-4dfd-8d65-cc1829700da6' class='xr-array-in' type='checkbox' checked><label for='section-d6928d74-eead-4dfd-8d65-cc1829700da6' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>744.0 744.0 744.0 744.0 744.0 744.0 ... 744.0 744.0 744.0 744.0 744.0</span></div><div class='xr-array-data'><pre>array([[[744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        ...,\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.]],\n",
-       "\n",
-       "       [[672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        ...,\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.]],\n",
-       "\n",
-       "       [[744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        ...,\n",
-       "...\n",
-       "        ...,\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.]],\n",
-       "\n",
-       "       [[720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        ...,\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.]],\n",
-       "\n",
-       "       [[744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        ...,\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.]]])</pre></div></div></li><li class='xr-section-item'><input id='section-cf16290c-5d7d-4071-9179-ea07a985d55b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cf16290c-5d7d-4071-9179-ea07a985d55b' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2021-01-31 ... 2021-12-31</div><input id='attrs-cdcd764e-6a6a-4f72-8454-247fc0d30a28' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cdcd764e-6a6a-4f72-8454-247fc0d30a28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80a3b3b0-7e02-467c-8ce7-4cbc135a57c6' class='xr-var-data-in' type='checkbox'><label for='data-80a3b3b0-7e02-467c-8ce7-4cbc135a57c6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2021-01-31T00:00:00.000000000&#x27;, &#x27;2021-02-28T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-03-31T00:00:00.000000000&#x27;, &#x27;2021-04-30T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-05-31T00:00:00.000000000&#x27;, &#x27;2021-06-30T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-07-31T00:00:00.000000000&#x27;, &#x27;2021-08-31T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-09-30T00:00:00.000000000&#x27;, &#x27;2021-10-31T00:00:00.000000000&#x27;,\n",
-       "       &#x27;2021-11-30T00:00:00.000000000&#x27;, &#x27;2021-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-031dfa58-9dac-4180-9530-65176d5996bc' class='xr-section-summary-in' type='checkbox'  ><label for='section-031dfa58-9dac-4180-9530-65176d5996bc' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-49175917-4a10-4438-bc73-54166f569c34' class='xr-index-data-in' type='checkbox'/><label for='index-49175917-4a10-4438-bc73-54166f569c34' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2021-01-31&#x27;, &#x27;2021-02-28&#x27;, &#x27;2021-03-31&#x27;, &#x27;2021-04-30&#x27;,\n",
-       "               &#x27;2021-05-31&#x27;, &#x27;2021-06-30&#x27;, &#x27;2021-07-31&#x27;, &#x27;2021-08-31&#x27;,\n",
-       "               &#x27;2021-09-30&#x27;, &#x27;2021-10-31&#x27;, &#x27;2021-11-30&#x27;, &#x27;2021-12-31&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=&#x27;ME&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-51779125-b0a7-404f-a71a-4886a78f3a27' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-51779125-b0a7-404f-a71a-4886a78f3a27' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
-      ],
-      "text/plain": [
-       "<xarray.DataArray 'tp' (time: 12, latitude: 72, longitude: 144)> Size: 995kB\n",
-       "array([[[744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        ...,\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.]],\n",
-       "\n",
-       "       [[672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        ...,\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.],\n",
-       "        [672., 672., 672., ..., 672., 672., 672.]],\n",
-       "\n",
-       "       [[744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        ...,\n",
-       "...\n",
-       "        ...,\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.]],\n",
-       "\n",
-       "       [[720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        ...,\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.],\n",
-       "        [720., 720., 720., ..., 720., 720., 720.]],\n",
-       "\n",
-       "       [[744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        ...,\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.],\n",
-       "        [744., 744., 744., ..., 744., 744., 744.]]])\n",
-       "Coordinates:\n",
-       "  * time     (time) datetime64[ns] 96B 2021-01-31 2021-02-28 ... 2021-12-31\n",
-       "Dimensions without coordinates: latitude, longitude"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "monthly.compute()"
    ]
@@ -1642,18 +61,13 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ef74c1b4-9886-43ef-8f5e-6e2d031544d8",
+   "id": "4",
    "metadata": {},
    "outputs": [],
    "source": []
   }
  ],
  "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
@@ -1663,8 +77,7 @@
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.8"
+   "pygments_lexer": "ipython3"
   }
  },
  "nbformat": 4,