From 9d3306ab37335e75d8bf7e4c2282965738327755 Mon Sep 17 00:00:00 2001
From: Alden Keefe Sampson <alden@dynamical.org>
Date: Fri, 24 Jul 2026 18:25:46 -0400
Subject: [PATCH] Add NASA IMERG analysis quickstart notebooks (early + late)

Add quickstart notebooks for the NASA GPM IMERG global half-hourly
precipitation datasets, one for the Late Run (higher quality, ~12-18 h
latency) and one for the Early Run (near-real-time, ~4 h latency).

Each notebook opens the public anonymous Icechunk store directly (IMERG
is not yet in the STAC catalog; the dynamical_catalog.open comment is
left in place for the later catalog swap) and walks through a global
precipitation snapshot, a California atmospheric river accumulation, a
cross-hemisphere monsoon comparison, the quality-index observation
swaths, and an animated atmospheric river. A 400x300 thumbnail is
included for each dataset.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Vz7QJ7V2TA1qoi6TWKNNLk
---
 nasa-imerg-analysis-early.ipynb | 32172 ++++++++++++++++++++++++++++++
 nasa-imerg-analysis-late.ipynb  | 29057 +++++++++++++++++++++++++++
 2 files changed, 61229 insertions(+)
 create mode 100644 nasa-imerg-analysis-early.ipynb
 create mode 100644 nasa-imerg-analysis-late.ipynb

diff --git a/nasa-imerg-analysis-early.ipynb b/nasa-imerg-analysis-early.ipynb
new file mode 100644
index 0000000..4b0025a
--- /dev/null
+++ b/nasa-imerg-analysis-early.ipynb
@@ -0,0 +1,32172 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f465680f",
+   "metadata": {},
+   "source": [
+    "# Quickstart: NASA IMERG analysis, early - dynamical.org Icechunk Zarr\n",
+    "\n",
+    "NASA's IMERG (Integrated Multi-satellitE Retrievals for GPM) merges precipitation estimates from a constellation of microwave and infrared satellites, gauge-adjusted, into a seamless global record of rain and snow.\n",
+    "\n",
+    "This product provides global, half-hourly precipitation at 0.1 degree (~10km) resolution from 1998 to present, from the IMERG Early Run, transformed into an analysis-ready Zarr store by [dynamical.org](https://dynamical.org). It is published at ~4 hour latency for near-real-time use; a higher-quality sibling, `nasa-imerg-analysis-late`, incorporates more sensor input at ~12-18 hours instead.\n",
+    "\n",
+    "Dataset documentation: https://dynamical.org/catalog/nasa-imerg-analysis-early/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d02d2a61",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:23:10.791244Z",
+     "iopub.status.busy": "2026-07-24T22:23:10.790819Z",
+     "iopub.status.idle": "2026-07-24T22:23:10.796626Z",
+     "shell.execute_reply": "2026-07-24T22:23:10.795290Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# If running locally, follow README.md for simple dependency installation.\n",
+    "# If using Google Colab, run this cell.\n",
+    "!uv pip install dynamical-catalog"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "7ec25ecc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:23:10.800380Z",
+     "iopub.status.busy": "2026-07-24T22:23:10.800008Z",
+     "iopub.status.idle": "2026-07-24T22:23:12.845292Z",
+     "shell.execute_reply": "2026-07-24T22:23:12.844314Z"
+    }
+   },
+   "outputs": [
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+       "  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",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\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-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\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",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 26TB\n",
+       "Dimensions:                              (time: 500722, latitude: 1800,\n",
+       "                                          longitude: 3600)\n",
+       "Coordinates:\n",
+       "  * time                                 (time) datetime64[ns] 4MB 1998-01-01...\n",
+       "  * latitude                             (latitude) float64 14kB 89.95 ... -8...\n",
+       "  * longitude                            (longitude) float64 29kB -179.9 ... ...\n",
+       "    spatial_ref                          int64 8B ...\n",
+       "Data variables:\n",
+       "    precipitation_surface                (time, latitude, longitude) float32 13TB ...\n",
+       "    precipitation_quality_index_surface  (time, latitude, longitude) float32 13TB ...\n",
+       "Attributes:\n",
+       "    dataset_id:          nasa-imerg-analysis-early\n",
+       "    dataset_version:     0.1.0\n",
+       "    name:                NASA IMERG analysis, early\n",
+       "    description:         Global half-hourly precipitation from NASA GPM IMERG...\n",
+       "    attribution:         NASA GPM IMERG data processed by dynamical.org from ...\n",
+       "    license:             CC-BY-4.0\n",
+       "    spatial_domain:      Global\n",
+       "    spatial_resolution:  0.1 degrees (~10km)\n",
+       "    time_domain:         1998-01-01 00:00:00 UTC to Present\n",
+       "    time_resolution:     30 minutes</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-9eb47012-af40-4611-95d5-caf55fe8bdef' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-9eb47012-af40-4611-95d5-caf55fe8bdef' class='xr-section-summary'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 500722</li><li><span class='xr-has-index'>latitude</span>: 1800</li><li><span class='xr-has-index'>longitude</span>: 3600</li></ul></div></li><li class='xr-section-item'><input id='section-71d9326f-a596-4072-90da-befe3ff8535c' class='xr-section-summary-in' type='checkbox' checked /><label for='section-71d9326f-a596-4072-90da-befe3ff8535c' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(4)</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'>1998-01-01 ... 2026-07-24T16:30:00</div><input id='attrs-c9039009-e672-4327-b603-177ef0b59cec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9039009-e672-4327-b603-177ef0b59cec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12ea1f76-7c64-447a-9b58-969d5674baca' class='xr-var-data-in' type='checkbox'><label for='data-12ea1f76-7c64-447a-9b58-969d5674baca' 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'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>statistics_approximate :</span></dt><dd>{&#x27;min&#x27;: &#x27;1998-01-01T00:00:00&#x27;, &#x27;max&#x27;: &#x27;Present&#x27;}</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1998-01-01T00:00:00.000000000&#x27;, &#x27;1998-01-01T00:30:00.000000000&#x27;,\n",
+       "       &#x27;1998-01-01T01:00:00.000000000&#x27;, ..., &#x27;2026-07-24T15:30:00.000000000&#x27;,\n",
+       "       &#x27;2026-07-24T16:00:00.000000000&#x27;, &#x27;2026-07-24T16:30:00.000000000&#x27;],\n",
+       "      shape=(500722,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>89.95 89.85 89.75 ... -89.85 -89.95</div><input id='attrs-c145427d-5aca-4fa2-9739-91d3a3d2d593' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c145427d-5aca-4fa2-9739-91d3a3d2d593' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-139eb85c-b9eb-4bb3-bb4f-eab4add36a7f' class='xr-var-data-in' type='checkbox'><label for='data-139eb85c-b9eb-4bb3-bb4f-eab4add36a7f' 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'><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>units :</span></dt><dd>degree_north</dd><dt><span>statistics_approximate :</span></dt><dd>{&#x27;min&#x27;: -89.95, &#x27;max&#x27;: 89.95}</dd></dl></div><div class='xr-var-data'><pre>array([ 89.95,  89.85,  89.75, ..., -89.75, -89.85, -89.95], shape=(1800,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... 179.8 179.9</div><input id='attrs-9d580078-a9d2-4393-b9b4-a89942ad2bb0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d580078-a9d2-4393-b9b4-a89942ad2bb0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22f72508-808a-4474-97ad-ed181d488136' class='xr-var-data-in' type='checkbox'><label for='data-22f72508-808a-4474-97ad-ed181d488136' 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'><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>units :</span></dt><dd>degree_east</dd><dt><span>statistics_approximate :</span></dt><dd>{&#x27;min&#x27;: -179.95, &#x27;max&#x27;: 179.95}</dd></dl></div><div class='xr-var-data'><pre>array([-179.95, -179.85, -179.75, ...,  179.75,  179.85,  179.95],\n",
+       "      shape=(3600,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cd6276e7-78e0-4a3f-b1c8-1dec4ac0336e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd6276e7-78e0-4a3f-b1c8-1dec4ac0336e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43399bcd-0549-411c-8060-833f4412d66c' class='xr-var-data-in' type='checkbox'><label for='data-43399bcd-0549-411c-8060-833f4412d66c' 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'><dt><span>comment :</span></dt><dd>This coordinate reference system is WGS84 (EPSG:4326).</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5824cf33-470e-4b4c-af2e-7b19e0309799' class='xr-section-summary-in' type='checkbox' checked /><label for='section-5824cf33-470e-4b4c-af2e-7b19e0309799' class='xr-section-summary' title='Expand/collapse section'>Data variables: <span>(2)</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>precipitation_surface</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'>...</div><input id='attrs-617adec6-dba9-4112-b066-35def8c2b8d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-617adec6-dba9-4112-b066-35def8c2b8d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c9eae46-4343-412f-b8f7-02c25efcb553' class='xr-var-data-in' type='checkbox'><label for='data-1c9eae46-4343-412f-b8f7-02c25efcb553' 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'><dt><span>long_name :</span></dt><dd>Precipitation rate</dd><dt><span>short_name :</span></dt><dd>prate</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>comment :</span></dt><dd>Mean precipitation rate over the half hour. Complete merged microwave-infrared, gauge-adjusted where available (formerly precipitationCal). Units equivalent to mm/s; source is mm/hr.</dd><dt><span>step_type :</span></dt><dd>avg</dd></dl></div><div class='xr-var-data'><pre>[3244678560000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>precipitation_quality_index_surface</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'>...</div><input id='attrs-64f5e3e3-2212-40ba-a46c-601ea5c8f2d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-64f5e3e3-2212-40ba-a46c-601ea5c8f2d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08863151-81ed-49ba-9aac-28e9bc3b3609' class='xr-var-data-in' type='checkbox'><label for='data-08863151-81ed-49ba-9aac-28e9bc3b3609' 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'><dt><span>long_name :</span></dt><dd>Quality index for precipitation</dd><dt><span>short_name :</span></dt><dd>pqi</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>comment :</span></dt><dd>Dimensionless quality index for the precipitation estimate; higher is better.</dd><dt><span>step_type :</span></dt><dd>avg</dd></dl></div><div class='xr-var-data'><pre>[3244678560000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-69229a5a-910c-4ebd-b38a-5b93585f9303' class='xr-section-summary-in' type='checkbox' /><label for='section-69229a5a-910c-4ebd-b38a-5b93585f9303' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>dataset_id :</span></dt><dd>nasa-imerg-analysis-early</dd><dt><span>dataset_version :</span></dt><dd>0.1.0</dd><dt><span>name :</span></dt><dd>NASA IMERG analysis, early</dd><dt><span>description :</span></dt><dd>Global half-hourly precipitation from NASA GPM IMERG Early Run, version 07.</dd><dt><span>attribution :</span></dt><dd>NASA GPM IMERG data processed by dynamical.org from NASA GES DISC and PPS archives.</dd><dt><span>license :</span></dt><dd>CC-BY-4.0</dd><dt><span>spatial_domain :</span></dt><dd>Global</dd><dt><span>spatial_resolution :</span></dt><dd>0.1 degrees (~10km)</dd><dt><span>time_domain :</span></dt><dd>1998-01-01 00:00:00 UTC to Present</dd><dt><span>time_resolution :</span></dt><dd>30 minutes</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset> Size: 26TB\n",
+       "Dimensions:                              (time: 500722, latitude: 1800,\n",
+       "                                          longitude: 3600)\n",
+       "Coordinates:\n",
+       "  * time                                 (time) datetime64[ns] 4MB 1998-01-01...\n",
+       "  * latitude                             (latitude) float64 14kB 89.95 ... -8...\n",
+       "  * longitude                            (longitude) float64 29kB -179.9 ... ...\n",
+       "    spatial_ref                          int64 8B ...\n",
+       "Data variables:\n",
+       "    precipitation_surface                (time, latitude, longitude) float32 13TB ...\n",
+       "    precipitation_quality_index_surface  (time, latitude, longitude) float32 13TB ...\n",
+       "Attributes:\n",
+       "    dataset_id:          nasa-imerg-analysis-early\n",
+       "    dataset_version:     0.1.0\n",
+       "    name:                NASA IMERG analysis, early\n",
+       "    description:         Global half-hourly precipitation from NASA GPM IMERG...\n",
+       "    attribution:         NASA GPM IMERG data processed by dynamical.org from ...\n",
+       "    license:             CC-BY-4.0\n",
+       "    spatial_domain:      Global\n",
+       "    spatial_resolution:  0.1 degrees (~10km)\n",
+       "    time_domain:         1998-01-01 00:00:00 UTC to Present\n",
+       "    time_resolution:     30 minutes"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import icechunk\n",
+    "import xarray as xr\n",
+    "\n",
+    "# Once released to the catalog this will open with\n",
+    "#   import dynamical_catalog; ds = dynamical_catalog.open(\"nasa-imerg-analysis-early\", chunks=None)\n",
+    "# Until then, open its public, anonymous, read-only Icechunk store directly:\n",
+    "storage = icechunk.s3_storage(\n",
+    "    bucket=\"dynamical-nasa-imerg\",\n",
+    "    prefix=\"nasa-imerg-analysis-early/v0.1.0.icechunk\",\n",
+    "    region=\"us-west-2\",\n",
+    "    anonymous=True,\n",
+    ")\n",
+    "repo = icechunk.Repository.open(storage)\n",
+    "ds = xr.open_zarr(repo.readonly_session(\"main\").store, consolidated=False, chunks=None)\n",
+    "ds"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b403d282",
+   "metadata": {},
+   "source": [
+    "This is a single Zarr store that opens directly with xarray. It has two variables: `precipitation_surface`, the precipitation rate (`kg m-2 s-1`, equivalent to mm/s), and `precipitation_quality_index_surface`, a dimensionless 0-1 confidence score for each estimate."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "561e3378",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:23:12.848553Z",
+     "iopub.status.busy": "2026-07-24T22:23:12.847966Z",
+     "iopub.status.idle": "2026-07-24T22:23:18.483021Z",
+     "shell.execute_reply": "2026-07-24T22:23:18.482484Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x70dbaca0dd60>]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Sierra Nevada Mountains, California, US\n",
+    "# The 2022-2023 winter brought significant atmospheric river precipitation events\n",
+    "(\n",
+    "    ds[\"precipitation_surface\"]\n",
+    "    .sel(time=slice(\"2020\", \"2024\"))\n",
+    "    .sel(latitude=37.15, longitude=-119.5, method=\"nearest\")\n",
+    "    .plot(size=4, aspect=2)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "6de3cb98",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:23:18.484783Z",
+     "iopub.status.busy": "2026-07-24T22:23:18.484492Z",
+     "iopub.status.idle": "2026-07-24T22:23:40.633179Z",
+     "shell.execute_reply": "2026-07-24T22:23:40.632631Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.QuadMesh at 0x70dbacb6c740>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Precipitation over east Asia and the western Pacific Ocean\n",
+    "(\n",
+    "    ds[\"precipitation_surface\"]\n",
+    "    .sel(time=\"2023-09-01T00:00\")\n",
+    "    .sel(latitude=slice(40, 0), longitude=slice(110, 160))\n",
+    "    .plot(cmap=\"cubehelix\", vmax=0.001, size=4, aspect=2)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0c9b517",
+   "metadata": {},
+   "source": [
+    "### When do the monsoons arrive?\n",
+    "\n",
+    "Pull several years for two cities and watch the wet seasons swap between hemispheres. Each city's rate is aggregated to a monthly mean."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "c69cb409",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:23:40.635147Z",
+     "iopub.status.busy": "2026-07-24T22:23:40.634953Z",
+     "iopub.status.idle": "2026-07-24T22:23:50.410062Z",
+     "shell.execute_reply": "2026-07-24T22:23:50.409524Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x70dbac7056d0>,\n",
+       " <matplotlib.lines.Line2D at 0x70dbac80c890>]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "cities = pd.DataFrame([\n",
+    "    {\"city\": \"Mumbai\", \"latitude\": 19.07, \"longitude\": 72.87},\n",
+    "    {\"city\": \"Darwin\", \"latitude\": -12.46, \"longitude\": 130.84},\n",
+    "]).set_index(\"city\").to_xarray()\n",
+    "\n",
+    "(\n",
+    "    ds[\"precipitation_surface\"]\n",
+    "    .sel(time=slice(\"2021\", \"2023\"))\n",
+    "    .sel(latitude=cities.latitude, longitude=cities.longitude, method=\"nearest\")\n",
+    "    .load()\n",
+    "    .resample(time=\"1MS\").mean()\n",
+    "    .plot(hue=\"city\", size=4, aspect=2)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "00f28dbf",
+   "metadata": {},
+   "source": [
+    "### Where are the highest-quality retrievals?\n",
+    "\n",
+    "Every estimate carries a companion quality index. Plotting it highlights how satellite observations, visible as north-south swaths, improve data quality. This quality map is continuously changing based on the latest observations; here we show a snapshot at a single moment in time."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "19c2b6d8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:23:50.411606Z",
+     "iopub.status.busy": "2026-07-24T22:23:50.411470Z",
+     "iopub.status.idle": "2026-07-24T22:24:05.303342Z",
+     "shell.execute_reply": "2026-07-24T22:24:05.302662Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.QuadMesh at 0x70dbac8c3980>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "(\n",
+    "    ds[\"precipitation_quality_index_surface\"]\n",
+    "    .sel(time=\"2023-01-01T00:00\")\n",
+    "    .sel(longitude=slice(-10, 110))\n",
+    "    .plot(cmap=\"viridis\", vmin=0, vmax=1, size=5, aspect=0.8)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "023e953c",
+   "metadata": {},
+   "source": [
+    "### Animated map: an atmospheric river filling up California"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "01083ad7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:24:05.304767Z",
+     "iopub.status.busy": "2026-07-24T22:24:05.304646Z",
+     "iopub.status.idle": "2026-07-24T22:24:19.698685Z",
+     "shell.execute_reply": "2026-07-24T22:24:19.698094Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<link rel=\"stylesheet\"\n",
+       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css\">\n",
+       "<script language=\"javascript\">\n",
+       "  function isInternetExplorer() {\n",
+       "    ua = navigator.userAgent;\n",
+       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
+       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
+       "  }\n",
+       "\n",
+       "  /* Define the Animation class */\n",
+       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
+       "    this.img_id = img_id;\n",
+       "    this.slider_id = slider_id;\n",
+       "    this.loop_select_id = loop_select_id;\n",
+       "    this.interval = interval;\n",
+       "    this.current_frame = 0;\n",
+       "    this.direction = 0;\n",
+       "    this.timer = null;\n",
+       "    this.frames = new Array(frames.length);\n",
+       "\n",
+       "    for (var i=0; i<frames.length; i++)\n",
+       "    {\n",
+       "     this.frames[i] = new Image();\n",
+       "     this.frames[i].src = frames[i];\n",
+       "    }\n",
+       "    var slider = document.getElementById(this.slider_id);\n",
+       "    slider.max = this.frames.length - 1;\n",
+       "    if (isInternetExplorer()) {\n",
+       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
+       "        // with W3C specification. It ignores oninput and onchange behaves\n",
+       "        // like oninput. In contrast, Microsoft Edge behaves correctly.\n",
+       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
+       "        slider.setAttribute('oninput', null);\n",
+       "    }\n",
+       "    this.set_frame(this.current_frame);\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.get_loop_state = function(){\n",
+       "    var button_group = document[this.loop_select_id].state;\n",
+       "    for (var i = 0; i < button_group.length; i++) {\n",
+       "        var button = button_group[i];\n",
+       "        if (button.checked) {\n",
+       "            return button.value;\n",
+       "        }\n",
+       "    }\n",
+       "    return undefined;\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.set_frame = function(frame){\n",
+       "    this.current_frame = frame;\n",
+       "    document.getElementById(this.img_id).src =\n",
+       "            this.frames[this.current_frame].src;\n",
+       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.next_frame = function()\n",
+       "  {\n",
+       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.previous_frame = function()\n",
+       "  {\n",
+       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.first_frame = function()\n",
+       "  {\n",
+       "    this.set_frame(0);\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.last_frame = function()\n",
+       "  {\n",
+       "    this.set_frame(this.frames.length - 1);\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.slower = function()\n",
+       "  {\n",
+       "    this.interval /= 0.7;\n",
+       "    if(this.direction > 0){this.play_animation();}\n",
+       "    else if(this.direction < 0){this.reverse_animation();}\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.faster = function()\n",
+       "  {\n",
+       "    this.interval *= 0.7;\n",
+       "    if(this.direction > 0){this.play_animation();}\n",
+       "    else if(this.direction < 0){this.reverse_animation();}\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.anim_step_forward = function()\n",
+       "  {\n",
+       "    this.current_frame += 1;\n",
+       "    if(this.current_frame < this.frames.length){\n",
+       "      this.set_frame(this.current_frame);\n",
+       "    }else{\n",
+       "      var loop_state = this.get_loop_state();\n",
+       "      if(loop_state == \"loop\"){\n",
+       "        this.first_frame();\n",
+       "      }else if(loop_state == \"reflect\"){\n",
+       "        this.last_frame();\n",
+       "        this.reverse_animation();\n",
+       "      }else{\n",
+       "        this.pause_animation();\n",
+       "        this.last_frame();\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.anim_step_reverse = function()\n",
+       "  {\n",
+       "    this.current_frame -= 1;\n",
+       "    if(this.current_frame >= 0){\n",
+       "      this.set_frame(this.current_frame);\n",
+       "    }else{\n",
+       "      var loop_state = this.get_loop_state();\n",
+       "      if(loop_state == \"loop\"){\n",
+       "        this.last_frame();\n",
+       "      }else if(loop_state == \"reflect\"){\n",
+       "        this.first_frame();\n",
+       "        this.play_animation();\n",
+       "      }else{\n",
+       "        this.pause_animation();\n",
+       "        this.first_frame();\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.pause_animation = function()\n",
+       "  {\n",
+       "    this.direction = 0;\n",
+       "    if (this.timer){\n",
+       "      clearInterval(this.timer);\n",
+       "      this.timer = null;\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.play_animation = function()\n",
+       "  {\n",
+       "    this.pause_animation();\n",
+       "    this.direction = 1;\n",
+       "    var t = this;\n",
+       "    if (!this.timer) this.timer = setInterval(function() {\n",
+       "        t.anim_step_forward();\n",
+       "    }, this.interval);\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.reverse_animation = function()\n",
+       "  {\n",
+       "    this.pause_animation();\n",
+       "    this.direction = -1;\n",
+       "    var t = this;\n",
+       "    if (!this.timer) this.timer = setInterval(function() {\n",
+       "        t.anim_step_reverse();\n",
+       "    }, this.interval);\n",
+       "  }\n",
+       "</script>\n",
+       "\n",
+       "<style>\n",
+       ".animation {\n",
+       "    display: inline-block;\n",
+       "    text-align: center;\n",
+       "}\n",
+       "input[type=range].anim-slider {\n",
+       "    width: 374px;\n",
+       "    margin-left: auto;\n",
+       "    margin-right: auto;\n",
+       "}\n",
+       ".anim-buttons {\n",
+       "    margin: 8px 0px;\n",
+       "}\n",
+       ".anim-buttons button {\n",
+       "    padding: 0;\n",
+       "    width: 36px;\n",
+       "}\n",
+       ".anim-state label {\n",
+       "    margin-right: 8px;\n",
+       "}\n",
+       ".anim-state input {\n",
+       "    margin: 0;\n",
+       "    vertical-align: middle;\n",
+       "}\n",
+       "</style>\n",
+       "\n",
+       "<div class=\"animation\">\n",
+       "  <img id=\"_anim_img783182817d5c4f418ab3e1da9217dd13\">\n",
+       "  <div class=\"anim-controls\">\n",
+       "    <input id=\"_anim_slider783182817d5c4f418ab3e1da9217dd13\" type=\"range\" class=\"anim-slider\"\n",
+       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
+       "           oninput=\"anim783182817d5c4f418ab3e1da9217dd13.set_frame(parseInt(this.value));\">\n",
+       "    <div class=\"anim-buttons\">\n",
+       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"anim783182817d5c4f418ab3e1da9217dd13.slower()\">\n",
+       "          <i class=\"fa fa-minus\"></i></button>\n",
+       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"anim783182817d5c4f418ab3e1da9217dd13.first_frame()\">\n",
+       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
+       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"anim783182817d5c4f418ab3e1da9217dd13.previous_frame()\">\n",
+       "          <i class=\"fa fa-step-backward\"></i></button>\n",
+       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"anim783182817d5c4f418ab3e1da9217dd13.reverse_animation()\">\n",
+       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
+       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"anim783182817d5c4f418ab3e1da9217dd13.pause_animation()\">\n",
+       "          <i class=\"fa fa-pause\"></i></button>\n",
+       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"anim783182817d5c4f418ab3e1da9217dd13.play_animation()\">\n",
+       "          <i class=\"fa fa-play\"></i></button>\n",
+       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"anim783182817d5c4f418ab3e1da9217dd13.next_frame()\">\n",
+       "          <i class=\"fa fa-step-forward\"></i></button>\n",
+       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"anim783182817d5c4f418ab3e1da9217dd13.last_frame()\">\n",
+       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
+       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"anim783182817d5c4f418ab3e1da9217dd13.faster()\">\n",
+       "          <i class=\"fa fa-plus\"></i></button>\n",
+       "    </div>\n",
+       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select783182817d5c4f418ab3e1da9217dd13\"\n",
+       "          class=\"anim-state\">\n",
+       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_783182817d5c4f418ab3e1da9217dd13\"\n",
+       "             >\n",
+       "      <label for=\"_anim_radio1_783182817d5c4f418ab3e1da9217dd13\">Once</label>\n",
+       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_783182817d5c4f418ab3e1da9217dd13\"\n",
+       "             checked>\n",
+       "      <label for=\"_anim_radio2_783182817d5c4f418ab3e1da9217dd13\">Loop</label>\n",
+       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_783182817d5c4f418ab3e1da9217dd13\"\n",
+       "             >\n",
+       "      <label for=\"_anim_radio3_783182817d5c4f418ab3e1da9217dd13\">Reflect</label>\n",
+       "    </form>\n",
+       "  </div>\n",
+       "</div>\n",
+       "\n",
+       "\n",
+       "<script language=\"javascript\">\n",
+       "  /* Instantiate the Animation class. */\n",
+       "  /* The IDs given should match those used in the template above. */\n",
+       "  (function() {\n",
+       "    var img_id = \"_anim_img783182817d5c4f418ab3e1da9217dd13\";\n",
+       "    var slider_id = \"_anim_slider783182817d5c4f418ab3e1da9217dd13\";\n",
+       "    var loop_select_id = \"_anim_loop_select783182817d5c4f418ab3e1da9217dd13\";\n",
+       "    var frames = new Array(44);\n",
+       "    \n",
+       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAyAAAAImCAYAAACrXu7BAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
+       "bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAP\\\n",
+       "YQAAD2EBqD+naQAAOpFJREFUeJzt3XeYZFWZP/C3qnu6e0LPDAxDWlnCEFRMzyIicVhWRQTDKkl0\\\n",
+       "YRSUFTCs6+MafipGMCGI4ZFVQVFXCYZVDAsLZgwrJnQRRGBVVjLDMKmnu+7vD7abqbpnZu5UV5+p\\\n",
+       "6v58fHy07ty6dW46t96u+72nVhRFEQAAABnUt3QDAACAmUMBAgAAZKMAAQAAslGAAAAA2ShAAACA\\\n",
+       "bBQgAABANgoQAAAgGwUIAACQjQIEAADIRgECAABkowABAACyUYAAAADZKEAAAIBsFCAAAEA2ChAA\\\n",
+       "ACAbBQgAAJCNAgQAAMhGAQIAAGSjAAEAALJRgAAAANkoQAAAgGwUIAAAQDYKEAAAIBsFCAAAkI0C\\\n",
+       "BAAAyEYBAgAAZKMAAQAAslGA0PWWLVsWu+yyS1vvPfPMM6NWq3W2QRtx6KGHxqGHHprt8wB61WT6\\\n",
+       "9g256KKLolarxa233trR5faiWq0WZ555Zlvv3WWXXWLZsmUdbc+G3HrrrVGr1eKiiy7K8nl0BwUI\\\n",
+       "JeMd+Ph/h4aGYs8994wzzjgj7rjjji3dvEl717veFV/+8pfbfv9vf/vbOPPMM6fdBW66rhdMZzff\\\n",
+       "fHOceuqpsdtuu8XQ0FDMnz8/DjzwwDjvvPNi9erVW7p5U2ay/TibpxPXh8997nNx7rnndqxN9LZa\\\n",
+       "URTFlm4E3eWiiy6KF73oRfG2t70tdt1111izZk18//vfj4svvjh23nnnuP7662POnDnZ2rNu3bpo\\\n",
+       "NBoxODi42e8dHR2N0dHRGBoampg2b968OProo9v+a8tll10WxxxzTFxzzTWlXztGRkYiImJgYKCt\\\n",
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+       "hBBCCCGVwQkIIYQQQgghpDI4ASGEEEIIIYRUBicghBBCCCGEkMrgBIQQQgghhBBSGZyAEEIIIYQQ\\\n",
+       "QiqDExBCCCGEEEJIZXACQgghhBBCCKkMTkAIIYQQQgghlcEJCCGEEEIIIaQyOAEhhBBCCCGEVMb/\\\n",
+       "By205u4A2xHZAAAAAElFTkSuQmCC\\\n",
+       "\"\n",
+       "\n",
+       "\n",
+       "    /* set a timeout to make sure all the above elements are created before\n",
+       "       the object is initialized. */\n",
+       "    setTimeout(function() {\n",
+       "        anim783182817d5c4f418ab3e1da9217dd13 = new Animation(frames, img_id, slider_id, 149.0,\n",
+       "                                 loop_select_id);\n",
+       "    }, 0);\n",
+       "  })()\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x550 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "from IPython.display import HTML\n",
+    "from matplotlib.animation import FuncAnimation\n",
+    "\n",
+    "data = (\n",
+    "    ds[\"precipitation_surface\"]\n",
+    "    .sel(\n",
+    "        time=slice(\"2022-12-26\", \"2023-01-05\"),\n",
+    "        latitude=slice(42, 32),\n",
+    "        longitude=slice(-125, -117),\n",
+    "    )\n",
+    "    .load()\n",
+    "    .resample(time=\"6h\").mean()\n",
+    ")\n",
+    "cumulative = data.cumsum(\"time\")\n",
+    "\n",
+    "fig, (ax_now, ax_sum) = plt.subplots(1, 2, figsize=(8, 5.5))\n",
+    "for ax in (ax_now, ax_sum):\n",
+    "    ax.set(xticks=[], yticks=[])\n",
+    "ax_now.set_title(\"Precipitation rate\")\n",
+    "ax_sum.set_title(\"Cumulative precipitation\")\n",
+    "fig.tight_layout()\n",
+    "\n",
+    "img_now = ax_now.imshow(data.isel(time=0), cmap=\"cubehelix_r\", vmin=0, vmax=data.max())\n",
+    "img_sum = ax_sum.imshow(cumulative.isel(time=0), cmap=\"cubehelix_r\", vmin=0, vmax=cumulative.max())\n",
+    "\n",
+    "def update(i):\n",
+    "    img_now.set_data(data.isel(time=i))\n",
+    "    img_sum.set_data(cumulative.isel(time=i))\n",
+    "    return img_now, img_sum\n",
+    "\n",
+    "anim = FuncAnimation(fig=fig, frames=data.time.size, func=update, interval=150)\n",
+    "HTML(anim.to_jshtml())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "092ea59b",
+   "metadata": {},
+   "source": [
+    "### Community challenge\n",
+    "\n",
+    "With 28 years of global, half-hourly precipitation, there is a lot to explore.\n",
+    "\n",
+    "Here are a few for inspiration:\n",
+    "- Are short-duration rainfall extremes becoming more frequent? Count grid cells exceeding an intense threshold each year and look for trends by region.\n",
+    "- Combine IMERG with a storm-track dataset like IBTrACS to build composite rainfall swaths around tropical cyclones.\n",
+    "- Compare this Early Run against `nasa-imerg-analysis-late` for the same events to see how much the extra latency improves the estimate."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "notebooks (3.12.3)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/nasa-imerg-analysis-late.ipynb b/nasa-imerg-analysis-late.ipynb
new file mode 100644
index 0000000..3d2b68c
--- /dev/null
+++ b/nasa-imerg-analysis-late.ipynb
@@ -0,0 +1,29057 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f465680f",
+   "metadata": {},
+   "source": [
+    "# Quickstart: NASA IMERG analysis, late - dynamical.org Icechunk Zarr\n",
+    "\n",
+    "NASA's IMERG (Integrated Multi-satellitE Retrievals for GPM) merges precipitation estimates from a constellation of microwave and infrared satellites, gauge-adjusted, into a seamless global record of rain and snow.\n",
+    "\n",
+    "This product provides global, half-hourly precipitation at 0.1 degree (~10km) resolution from 1998 to present, from the IMERG Late Run, transformed into an analysis-ready Zarr store by [dynamical.org](https://dynamical.org). A lower-latency sibling, `nasa-imerg-analysis-early`, trades some quality for a ~4 hour update lag instead of ~12-18 hours.\n",
+    "\n",
+    "Dataset documentation: https://dynamical.org/catalog/nasa-imerg-analysis-late/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d02d2a61",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:18:41.929900Z",
+     "iopub.status.busy": "2026-07-24T22:18:41.929576Z",
+     "iopub.status.idle": "2026-07-24T22:18:41.935338Z",
+     "shell.execute_reply": "2026-07-24T22:18:41.933942Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# If running locally, follow README.md for simple dependency installation.\n",
+    "# If using Google Colab, run this cell.\n",
+    "!uv pip install dynamical-catalog"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "7ec25ecc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:18:41.938502Z",
+     "iopub.status.busy": "2026-07-24T22:18:41.938155Z",
+     "iopub.status.idle": "2026-07-24T22:18:44.212693Z",
+     "shell.execute_reply": "2026-07-24T22:18:44.212131Z"
+    }
+   },
+   "outputs": [
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+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\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",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 26TB\n",
+       "Dimensions:                              (time: 500702, latitude: 1800,\n",
+       "                                          longitude: 3600)\n",
+       "Coordinates:\n",
+       "  * time                                 (time) datetime64[ns] 4MB 1998-01-01...\n",
+       "  * latitude                             (latitude) float64 14kB 89.95 ... -8...\n",
+       "  * longitude                            (longitude) float64 29kB -179.9 ... ...\n",
+       "    spatial_ref                          int64 8B ...\n",
+       "Data variables:\n",
+       "    precipitation_quality_index_surface  (time, latitude, longitude) float32 13TB ...\n",
+       "    precipitation_surface                (time, latitude, longitude) float32 13TB ...\n",
+       "Attributes:\n",
+       "    dataset_id:          nasa-imerg-analysis-late\n",
+       "    dataset_version:     0.1.0\n",
+       "    name:                NASA IMERG analysis, late\n",
+       "    description:         Global half-hourly precipitation from NASA GPM IMERG...\n",
+       "    attribution:         NASA GPM IMERG data processed by dynamical.org from ...\n",
+       "    license:             CC-BY-4.0\n",
+       "    spatial_domain:      Global\n",
+       "    spatial_resolution:  0.1 degrees (~10km)\n",
+       "    time_domain:         1998-01-01 00:00:00 UTC to Present\n",
+       "    time_resolution:     30 minutes</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-dfc71550-b68f-4b2a-a200-92b4427a0b15' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-dfc71550-b68f-4b2a-a200-92b4427a0b15' class='xr-section-summary'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 500702</li><li><span class='xr-has-index'>latitude</span>: 1800</li><li><span class='xr-has-index'>longitude</span>: 3600</li></ul></div></li><li class='xr-section-item'><input id='section-021e88aa-170c-4d37-ab8a-736681d474e4' class='xr-section-summary-in' type='checkbox' checked /><label for='section-021e88aa-170c-4d37-ab8a-736681d474e4' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(4)</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'>1998-01-01 ... 2026-07-24T06:30:00</div><input id='attrs-f3e977c8-eff4-4b4b-b25f-dac950ef5486' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f3e977c8-eff4-4b4b-b25f-dac950ef5486' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7607f823-258d-4e0c-b393-b856d94e02e3' class='xr-var-data-in' type='checkbox'><label for='data-7607f823-258d-4e0c-b393-b856d94e02e3' 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'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>statistics_approximate :</span></dt><dd>{&#x27;min&#x27;: &#x27;1998-01-01T00:00:00&#x27;, &#x27;max&#x27;: &#x27;Present&#x27;}</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1998-01-01T00:00:00.000000000&#x27;, &#x27;1998-01-01T00:30:00.000000000&#x27;,\n",
+       "       &#x27;1998-01-01T01:00:00.000000000&#x27;, ..., &#x27;2026-07-24T05:30:00.000000000&#x27;,\n",
+       "       &#x27;2026-07-24T06:00:00.000000000&#x27;, &#x27;2026-07-24T06:30:00.000000000&#x27;],\n",
+       "      shape=(500702,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>89.95 89.85 89.75 ... -89.85 -89.95</div><input id='attrs-fbf40ffb-9555-4013-a0c1-a50ad2e68cd4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbf40ffb-9555-4013-a0c1-a50ad2e68cd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f13d06bd-0fe7-4685-9b5c-7e29295d8d00' class='xr-var-data-in' type='checkbox'><label for='data-f13d06bd-0fe7-4685-9b5c-7e29295d8d00' 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'><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>units :</span></dt><dd>degree_north</dd><dt><span>statistics_approximate :</span></dt><dd>{&#x27;min&#x27;: -89.95, &#x27;max&#x27;: 89.95}</dd></dl></div><div class='xr-var-data'><pre>array([ 89.95,  89.85,  89.75, ..., -89.75, -89.85, -89.95], shape=(1800,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... 179.8 179.9</div><input id='attrs-2808dfc4-a94a-4dc4-adef-0c2f29ea668b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2808dfc4-a94a-4dc4-adef-0c2f29ea668b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4b6f88c-11f6-4d3e-b244-03c2966b2911' class='xr-var-data-in' type='checkbox'><label for='data-d4b6f88c-11f6-4d3e-b244-03c2966b2911' 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'><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>units :</span></dt><dd>degree_east</dd><dt><span>statistics_approximate :</span></dt><dd>{&#x27;min&#x27;: -179.95, &#x27;max&#x27;: 179.95}</dd></dl></div><div class='xr-var-data'><pre>array([-179.95, -179.85, -179.75, ...,  179.75,  179.85,  179.95],\n",
+       "      shape=(3600,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3289308c-e090-4c47-904b-b8f1642a4742' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3289308c-e090-4c47-904b-b8f1642a4742' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-670fcafa-27ca-496f-b54b-3a8f0d34a689' class='xr-var-data-in' type='checkbox'><label for='data-670fcafa-27ca-496f-b54b-3a8f0d34a689' 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'><dt><span>comment :</span></dt><dd>This coordinate reference system is WGS84 (EPSG:4326).</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-02f2505c-b3f6-464a-a529-46edbfb72085' class='xr-section-summary-in' type='checkbox' checked /><label for='section-02f2505c-b3f6-464a-a529-46edbfb72085' class='xr-section-summary' title='Expand/collapse section'>Data variables: <span>(2)</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>precipitation_quality_index_surface</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'>...</div><input id='attrs-e60daebd-640d-483a-b69f-d4ee9eb774f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e60daebd-640d-483a-b69f-d4ee9eb774f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c238bee1-c257-400d-bebd-d675b844fee5' class='xr-var-data-in' type='checkbox'><label for='data-c238bee1-c257-400d-bebd-d675b844fee5' 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'><dt><span>long_name :</span></dt><dd>Quality index for precipitation</dd><dt><span>short_name :</span></dt><dd>pqi</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>comment :</span></dt><dd>Dimensionless quality index for the precipitation estimate; higher is better.</dd><dt><span>step_type :</span></dt><dd>avg</dd></dl></div><div class='xr-var-data'><pre>[3244548960000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>precipitation_surface</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'>...</div><input id='attrs-7edf0c0c-14dc-4bd8-88ac-36aec393ecac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7edf0c0c-14dc-4bd8-88ac-36aec393ecac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d6dc00c-a33a-4c3e-b6b1-ab4a0a870f87' class='xr-var-data-in' type='checkbox'><label for='data-1d6dc00c-a33a-4c3e-b6b1-ab4a0a870f87' 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'><dt><span>long_name :</span></dt><dd>Precipitation rate</dd><dt><span>short_name :</span></dt><dd>prate</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>comment :</span></dt><dd>Mean precipitation rate over the half hour. Complete merged microwave-infrared, gauge-adjusted where available (formerly precipitationCal). Units equivalent to mm/s; source is mm/hr.</dd><dt><span>step_type :</span></dt><dd>avg</dd></dl></div><div class='xr-var-data'><pre>[3244548960000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3307a477-66d3-4adb-af62-1f71e7b43071' class='xr-section-summary-in' type='checkbox' /><label for='section-3307a477-66d3-4adb-af62-1f71e7b43071' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>dataset_id :</span></dt><dd>nasa-imerg-analysis-late</dd><dt><span>dataset_version :</span></dt><dd>0.1.0</dd><dt><span>name :</span></dt><dd>NASA IMERG analysis, late</dd><dt><span>description :</span></dt><dd>Global half-hourly precipitation from NASA GPM IMERG Late Run, version 07.</dd><dt><span>attribution :</span></dt><dd>NASA GPM IMERG data processed by dynamical.org from NASA GES DISC and PPS archives.</dd><dt><span>license :</span></dt><dd>CC-BY-4.0</dd><dt><span>spatial_domain :</span></dt><dd>Global</dd><dt><span>spatial_resolution :</span></dt><dd>0.1 degrees (~10km)</dd><dt><span>time_domain :</span></dt><dd>1998-01-01 00:00:00 UTC to Present</dd><dt><span>time_resolution :</span></dt><dd>30 minutes</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset> Size: 26TB\n",
+       "Dimensions:                              (time: 500702, latitude: 1800,\n",
+       "                                          longitude: 3600)\n",
+       "Coordinates:\n",
+       "  * time                                 (time) datetime64[ns] 4MB 1998-01-01...\n",
+       "  * latitude                             (latitude) float64 14kB 89.95 ... -8...\n",
+       "  * longitude                            (longitude) float64 29kB -179.9 ... ...\n",
+       "    spatial_ref                          int64 8B ...\n",
+       "Data variables:\n",
+       "    precipitation_quality_index_surface  (time, latitude, longitude) float32 13TB ...\n",
+       "    precipitation_surface                (time, latitude, longitude) float32 13TB ...\n",
+       "Attributes:\n",
+       "    dataset_id:          nasa-imerg-analysis-late\n",
+       "    dataset_version:     0.1.0\n",
+       "    name:                NASA IMERG analysis, late\n",
+       "    description:         Global half-hourly precipitation from NASA GPM IMERG...\n",
+       "    attribution:         NASA GPM IMERG data processed by dynamical.org from ...\n",
+       "    license:             CC-BY-4.0\n",
+       "    spatial_domain:      Global\n",
+       "    spatial_resolution:  0.1 degrees (~10km)\n",
+       "    time_domain:         1998-01-01 00:00:00 UTC to Present\n",
+       "    time_resolution:     30 minutes"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import icechunk\n",
+    "import xarray as xr\n",
+    "\n",
+    "# Once released to the catalog this will open with\n",
+    "#   import dynamical_catalog; ds = dynamical_catalog.open(\"nasa-imerg-analysis-late\", chunks=None)\n",
+    "# Until then, open its public, anonymous, read-only Icechunk store directly:\n",
+    "storage = icechunk.s3_storage(\n",
+    "    bucket=\"dynamical-nasa-imerg\",\n",
+    "    prefix=\"nasa-imerg-analysis-late/v0.1.0.icechunk\",\n",
+    "    region=\"us-west-2\",\n",
+    "    anonymous=True,\n",
+    ")\n",
+    "repo = icechunk.Repository.open(storage)\n",
+    "ds = xr.open_zarr(repo.readonly_session(\"main\").store, consolidated=False, chunks=None)\n",
+    "ds"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b403d282",
+   "metadata": {},
+   "source": [
+    "This is a single Zarr store that opens directly with xarray. It has two variables: `precipitation_surface`, the precipitation rate (`kg m-2 s-1`, equivalent to mm/s), and `precipitation_quality_index_surface`, a dimensionless 0-1 confidence score for each estimate."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "561e3378",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:18:44.214335Z",
+     "iopub.status.busy": "2026-07-24T22:18:44.214081Z",
+     "iopub.status.idle": "2026-07-24T22:18:50.106888Z",
+     "shell.execute_reply": "2026-07-24T22:18:50.106306Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x789b3ff59160>]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Sierra Nevada Mountains, California, US\n",
+    "# The 2022-2023 winter brought significant atmospheric river precipitation events\n",
+    "(\n",
+    "    ds[\"precipitation_surface\"]\n",
+    "    .sel(time=slice(\"2020\", \"2024\"))\n",
+    "    .sel(latitude=37.15, longitude=-119.5, method=\"nearest\")\n",
+    "    .plot(size=4, aspect=2)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "6de3cb98",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:18:50.108459Z",
+     "iopub.status.busy": "2026-07-24T22:18:50.108221Z",
+     "iopub.status.idle": "2026-07-24T22:19:13.227295Z",
+     "shell.execute_reply": "2026-07-24T22:19:13.226739Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.QuadMesh at 0x789b3ffb0410>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 800x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Precipitation over east Asia and the western Pacific Ocean\n",
+    "(\n",
+    "    ds[\"precipitation_surface\"]\n",
+    "    .sel(time=\"2023-09-01T00:00\")\n",
+    "    .sel(latitude=slice(40, 0), longitude=slice(110, 160))\n",
+    "    .plot(cmap=\"cubehelix\", vmax=0.001, size=4, aspect=2)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0c9b517",
+   "metadata": {},
+   "source": [
+    "### When do the monsoons arrive?\n",
+    "\n",
+    "Pull several years for two cities and watch the wet seasons swap between hemispheres. Each city's rate is aggregated to a monthly mean."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "c69cb409",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:19:13.228894Z",
+     "iopub.status.busy": "2026-07-24T22:19:13.228770Z",
+     "iopub.status.idle": "2026-07-24T22:19:21.706974Z",
+     "shell.execute_reply": "2026-07-24T22:19:21.706201Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x789b3e517290>,\n",
+       " <matplotlib.lines.Line2D at 0x789b3feb8a40>]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "cities = pd.DataFrame([\n",
+    "    {\"city\": \"Mumbai\", \"latitude\": 19.07, \"longitude\": 72.87},\n",
+    "    {\"city\": \"Darwin\", \"latitude\": -12.46, \"longitude\": 130.84},\n",
+    "]).set_index(\"city\").to_xarray()\n",
+    "\n",
+    "(\n",
+    "    ds[\"precipitation_surface\"]\n",
+    "    .sel(time=slice(\"2021\", \"2023\"))\n",
+    "    .sel(latitude=cities.latitude, longitude=cities.longitude, method=\"nearest\")\n",
+    "    .load()\n",
+    "    .resample(time=\"1MS\").mean()\n",
+    "    .plot(hue=\"city\", size=4, aspect=2)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "00f28dbf",
+   "metadata": {},
+   "source": [
+    "### Where are the highest-quality retrievals?\n",
+    "\n",
+    "Every estimate carries a companion quality index. Plotting it highlights how satellite observations, visible as north-south swaths, improve data quality. This quality map is continuously changing based on the latest observations; here we show a snapshot at a single moment in time."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "19c2b6d8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:19:21.708335Z",
+     "iopub.status.busy": "2026-07-24T22:19:21.708200Z",
+     "iopub.status.idle": "2026-07-24T22:19:33.671841Z",
+     "shell.execute_reply": "2026-07-24T22:19:33.671091Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.QuadMesh at 0x789b3fee8f50>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "(\n",
+    "    ds[\"precipitation_quality_index_surface\"]\n",
+    "    .sel(time=\"2023-01-01T00:00\")\n",
+    "    .sel(longitude=slice(-10, 110))\n",
+    "    .plot(cmap=\"viridis\", vmin=0, vmax=1, size=5, aspect=0.8)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "023e953c",
+   "metadata": {},
+   "source": [
+    "### Animated map: an atmospheric river filling up California"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "01083ad7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-07-24T22:19:33.673157Z",
+     "iopub.status.busy": "2026-07-24T22:19:33.673010Z",
+     "iopub.status.idle": "2026-07-24T22:19:41.377509Z",
+     "shell.execute_reply": "2026-07-24T22:19:41.376930Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<link rel=\"stylesheet\"\n",
+       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css\">\n",
+       "<script language=\"javascript\">\n",
+       "  function isInternetExplorer() {\n",
+       "    ua = navigator.userAgent;\n",
+       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
+       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
+       "  }\n",
+       "\n",
+       "  /* Define the Animation class */\n",
+       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
+       "    this.img_id = img_id;\n",
+       "    this.slider_id = slider_id;\n",
+       "    this.loop_select_id = loop_select_id;\n",
+       "    this.interval = interval;\n",
+       "    this.current_frame = 0;\n",
+       "    this.direction = 0;\n",
+       "    this.timer = null;\n",
+       "    this.frames = new Array(frames.length);\n",
+       "\n",
+       "    for (var i=0; i<frames.length; i++)\n",
+       "    {\n",
+       "     this.frames[i] = new Image();\n",
+       "     this.frames[i].src = frames[i];\n",
+       "    }\n",
+       "    var slider = document.getElementById(this.slider_id);\n",
+       "    slider.max = this.frames.length - 1;\n",
+       "    if (isInternetExplorer()) {\n",
+       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
+       "        // with W3C specification. It ignores oninput and onchange behaves\n",
+       "        // like oninput. In contrast, Microsoft Edge behaves correctly.\n",
+       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
+       "        slider.setAttribute('oninput', null);\n",
+       "    }\n",
+       "    this.set_frame(this.current_frame);\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.get_loop_state = function(){\n",
+       "    var button_group = document[this.loop_select_id].state;\n",
+       "    for (var i = 0; i < button_group.length; i++) {\n",
+       "        var button = button_group[i];\n",
+       "        if (button.checked) {\n",
+       "            return button.value;\n",
+       "        }\n",
+       "    }\n",
+       "    return undefined;\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.set_frame = function(frame){\n",
+       "    this.current_frame = frame;\n",
+       "    document.getElementById(this.img_id).src =\n",
+       "            this.frames[this.current_frame].src;\n",
+       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.next_frame = function()\n",
+       "  {\n",
+       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.previous_frame = function()\n",
+       "  {\n",
+       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.first_frame = function()\n",
+       "  {\n",
+       "    this.set_frame(0);\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.last_frame = function()\n",
+       "  {\n",
+       "    this.set_frame(this.frames.length - 1);\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.slower = function()\n",
+       "  {\n",
+       "    this.interval /= 0.7;\n",
+       "    if(this.direction > 0){this.play_animation();}\n",
+       "    else if(this.direction < 0){this.reverse_animation();}\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.faster = function()\n",
+       "  {\n",
+       "    this.interval *= 0.7;\n",
+       "    if(this.direction > 0){this.play_animation();}\n",
+       "    else if(this.direction < 0){this.reverse_animation();}\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.anim_step_forward = function()\n",
+       "  {\n",
+       "    this.current_frame += 1;\n",
+       "    if(this.current_frame < this.frames.length){\n",
+       "      this.set_frame(this.current_frame);\n",
+       "    }else{\n",
+       "      var loop_state = this.get_loop_state();\n",
+       "      if(loop_state == \"loop\"){\n",
+       "        this.first_frame();\n",
+       "      }else if(loop_state == \"reflect\"){\n",
+       "        this.last_frame();\n",
+       "        this.reverse_animation();\n",
+       "      }else{\n",
+       "        this.pause_animation();\n",
+       "        this.last_frame();\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.anim_step_reverse = function()\n",
+       "  {\n",
+       "    this.current_frame -= 1;\n",
+       "    if(this.current_frame >= 0){\n",
+       "      this.set_frame(this.current_frame);\n",
+       "    }else{\n",
+       "      var loop_state = this.get_loop_state();\n",
+       "      if(loop_state == \"loop\"){\n",
+       "        this.last_frame();\n",
+       "      }else if(loop_state == \"reflect\"){\n",
+       "        this.first_frame();\n",
+       "        this.play_animation();\n",
+       "      }else{\n",
+       "        this.pause_animation();\n",
+       "        this.first_frame();\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.pause_animation = function()\n",
+       "  {\n",
+       "    this.direction = 0;\n",
+       "    if (this.timer){\n",
+       "      clearInterval(this.timer);\n",
+       "      this.timer = null;\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.play_animation = function()\n",
+       "  {\n",
+       "    this.pause_animation();\n",
+       "    this.direction = 1;\n",
+       "    var t = this;\n",
+       "    if (!this.timer) this.timer = setInterval(function() {\n",
+       "        t.anim_step_forward();\n",
+       "    }, this.interval);\n",
+       "  }\n",
+       "\n",
+       "  Animation.prototype.reverse_animation = function()\n",
+       "  {\n",
+       "    this.pause_animation();\n",
+       "    this.direction = -1;\n",
+       "    var t = this;\n",
+       "    if (!this.timer) this.timer = setInterval(function() {\n",
+       "        t.anim_step_reverse();\n",
+       "    }, this.interval);\n",
+       "  }\n",
+       "</script>\n",
+       "\n",
+       "<style>\n",
+       ".animation {\n",
+       "    display: inline-block;\n",
+       "    text-align: center;\n",
+       "}\n",
+       "input[type=range].anim-slider {\n",
+       "    width: 374px;\n",
+       "    margin-left: auto;\n",
+       "    margin-right: auto;\n",
+       "}\n",
+       ".anim-buttons {\n",
+       "    margin: 8px 0px;\n",
+       "}\n",
+       ".anim-buttons button {\n",
+       "    padding: 0;\n",
+       "    width: 36px;\n",
+       "}\n",
+       ".anim-state label {\n",
+       "    margin-right: 8px;\n",
+       "}\n",
+       ".anim-state input {\n",
+       "    margin: 0;\n",
+       "    vertical-align: middle;\n",
+       "}\n",
+       "</style>\n",
+       "\n",
+       "<div class=\"animation\">\n",
+       "  <img id=\"_anim_img304a24608af543388ce54779a159864c\">\n",
+       "  <div class=\"anim-controls\">\n",
+       "    <input id=\"_anim_slider304a24608af543388ce54779a159864c\" type=\"range\" class=\"anim-slider\"\n",
+       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
+       "           oninput=\"anim304a24608af543388ce54779a159864c.set_frame(parseInt(this.value));\">\n",
+       "    <div class=\"anim-buttons\">\n",
+       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"anim304a24608af543388ce54779a159864c.slower()\">\n",
+       "          <i class=\"fa fa-minus\"></i></button>\n",
+       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"anim304a24608af543388ce54779a159864c.first_frame()\">\n",
+       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
+       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"anim304a24608af543388ce54779a159864c.previous_frame()\">\n",
+       "          <i class=\"fa fa-step-backward\"></i></button>\n",
+       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"anim304a24608af543388ce54779a159864c.reverse_animation()\">\n",
+       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
+       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"anim304a24608af543388ce54779a159864c.pause_animation()\">\n",
+       "          <i class=\"fa fa-pause\"></i></button>\n",
+       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"anim304a24608af543388ce54779a159864c.play_animation()\">\n",
+       "          <i class=\"fa fa-play\"></i></button>\n",
+       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"anim304a24608af543388ce54779a159864c.next_frame()\">\n",
+       "          <i class=\"fa fa-step-forward\"></i></button>\n",
+       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"anim304a24608af543388ce54779a159864c.last_frame()\">\n",
+       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
+       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"anim304a24608af543388ce54779a159864c.faster()\">\n",
+       "          <i class=\"fa fa-plus\"></i></button>\n",
+       "    </div>\n",
+       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select304a24608af543388ce54779a159864c\"\n",
+       "          class=\"anim-state\">\n",
+       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_304a24608af543388ce54779a159864c\"\n",
+       "             >\n",
+       "      <label for=\"_anim_radio1_304a24608af543388ce54779a159864c\">Once</label>\n",
+       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_304a24608af543388ce54779a159864c\"\n",
+       "             checked>\n",
+       "      <label for=\"_anim_radio2_304a24608af543388ce54779a159864c\">Loop</label>\n",
+       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_304a24608af543388ce54779a159864c\"\n",
+       "             >\n",
+       "      <label for=\"_anim_radio3_304a24608af543388ce54779a159864c\">Reflect</label>\n",
+       "    </form>\n",
+       "  </div>\n",
+       "</div>\n",
+       "\n",
+       "\n",
+       "<script language=\"javascript\">\n",
+       "  /* Instantiate the Animation class. */\n",
+       "  /* The IDs given should match those used in the template above. */\n",
+       "  (function() {\n",
+       "    var img_id = \"_anim_img304a24608af543388ce54779a159864c\";\n",
+       "    var slider_id = \"_anim_slider304a24608af543388ce54779a159864c\";\n",
+       "    var loop_select_id = \"_anim_loop_select304a24608af543388ce54779a159864c\";\n",
+       "    var frames = new Array(44);\n",
+       "    \n",
+       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAyAAAAImCAYAAACrXu7BAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
+       "bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAP\\\n",
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+       "mhEUlIkYzTgeJ8skIYmJa1xCjCdMElDUcSPRSYw6MmoWY4wTlwQdoxJgjE4UFxYFhKbr94e/brlL\\\n",
+       "w+XS/fb2+ZzjkVtdVfe9VXXfut9766m3IsuyLAAAABKo7OgGAAAAPYcAAgAAJCOAAAAAyQggAABA\\\n",
+       "MgIIAACQjAACAAAkI4AAAADJCCAAAEAyAggAAJCMAAIAACQjgAAAAMkIIAAAQDICCAAAkIwAAgAA\\\n",
+       "JCOAAAAAyQggAABAMgIIAACQjAACAAAkI4AAAADJCCAAAEAyAggAAJCMAAIAACQjgAAAAMkIIAAA\\\n",
+       "QDICCAAAkIwAAgAAJCOAAAAAyQggdHrTp0+PESNGlLXsnDlzoqKiom0btBVHHHFEHHHEEcmeD6Cr\\\n",
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+       "Nd9rRN83IEREREREREeKIXQiIiIiIqoMb0CIiIiIiKgyvAEhIiIiIqLK8AaEiIiIiIgqwxsQIiIi\\\n",
+       "IiKqDG9AiIiIiIioMrwBISIiIiKiyvAGhIiIiIiIKsMbECIiIiIiqgxvQIiIiIiIqDK8ASEiIiIi\\\n",
+       "osrwBoSIiIiIiCrDGxAiIiIiIqoMb0CIiIiIiKgyvAEhIiIiIqLK8AaEiIiIiIgqwxsQIiIiIiKq\\\n",
+       "DG9AiIiIiIioMrwBISIiIiKiyvAGhIiIiIiIKsMbECIiIiIiqgxvQIiIiIiIqDK8ASEiIiIiosrw\\\n",
+       "BoSIiIiIiCrDGxAiIiIiIqrM/x/Kolm10W7J7AAAAABJRU5ErkJggg==\\\n",
+       "\"\n",
+       "\n",
+       "\n",
+       "    /* set a timeout to make sure all the above elements are created before\n",
+       "       the object is initialized. */\n",
+       "    setTimeout(function() {\n",
+       "        anim304a24608af543388ce54779a159864c = new Animation(frames, img_id, slider_id, 149.0,\n",
+       "                                 loop_select_id);\n",
+       "    }, 0);\n",
+       "  })()\n",
+       "</script>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x550 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "from IPython.display import HTML\n",
+    "from matplotlib.animation import FuncAnimation\n",
+    "\n",
+    "data = (\n",
+    "    ds[\"precipitation_surface\"]\n",
+    "    .sel(\n",
+    "        time=slice(\"2022-12-26\", \"2023-01-05\"),\n",
+    "        latitude=slice(42, 32),\n",
+    "        longitude=slice(-125, -117),\n",
+    "    )\n",
+    "    .load()\n",
+    "    .resample(time=\"6h\").mean()\n",
+    ")\n",
+    "cumulative = data.cumsum(\"time\")\n",
+    "\n",
+    "fig, (ax_now, ax_sum) = plt.subplots(1, 2, figsize=(8, 5.5))\n",
+    "for ax in (ax_now, ax_sum):\n",
+    "    ax.set(xticks=[], yticks=[])\n",
+    "ax_now.set_title(\"Precipitation rate\")\n",
+    "ax_sum.set_title(\"Cumulative precipitation\")\n",
+    "fig.tight_layout()\n",
+    "\n",
+    "img_now = ax_now.imshow(data.isel(time=0), cmap=\"cubehelix_r\", vmin=0, vmax=data.max())\n",
+    "img_sum = ax_sum.imshow(cumulative.isel(time=0), cmap=\"cubehelix_r\", vmin=0, vmax=cumulative.max())\n",
+    "\n",
+    "def update(i):\n",
+    "    img_now.set_data(data.isel(time=i))\n",
+    "    img_sum.set_data(cumulative.isel(time=i))\n",
+    "    return img_now, img_sum\n",
+    "\n",
+    "anim = FuncAnimation(fig=fig, frames=data.time.size, func=update, interval=150)\n",
+    "HTML(anim.to_jshtml())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "092ea59b",
+   "metadata": {},
+   "source": [
+    "### Community challenge\n",
+    "\n",
+    "With 28 years of global, half-hourly precipitation, there is a lot to explore.\n",
+    "\n",
+    "Here are a few for inspiration:\n",
+    "- Are short-duration rainfall extremes becoming more frequent? Count grid cells exceeding an intense threshold each year and look for trends by region.\n",
+    "- Combine IMERG with a storm-track dataset like IBTrACS to build composite rainfall swaths around tropical cyclones.\n",
+    "- Compare `nasa-imerg-analysis-early` against this Late Run for the same events to see how much the extra latency improves the estimate."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "notebooks (3.12.3)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}