diff --git a/examples/V2/ccmp/.gitignore b/examples/V2/ccmp/.gitignore new file mode 100644 index 00000000..501e26d4 --- /dev/null +++ b/examples/V2/ccmp/.gitignore @@ -0,0 +1 @@ +ccmp_icechunk_* diff --git a/examples/V2/ccmp/README.md b/examples/V2/ccmp/README.md new file mode 100644 index 00000000..ad967b1b --- /dev/null +++ b/examples/V2/ccmp/README.md @@ -0,0 +1,45 @@ +# CCMP Recipes: VirtualiZarr + Icechunk with NASA Earthdata + +Notebook demonstrating how to virtualize the ~750 GB CCMP wind dataset from PO.DAAC, write to Icechunk, parallelize with Dask, and append new data. Based on the Po.DAAC tutorial by Dean Henze at https://podaac.github.io/tutorials/notebooks/Advanced_cloud/virtualizarr_recipes.html. + +## Prerequisites + +- NASA Earthdata account: https://urs.earthdata.nasa.gov/ +- Credentials via `EARTHDATA_USERNAME`/`EARTHDATA_PASSWORD` env vars or `~/.netrc` +- Must run from **AWS us-west-2** for direct S3 access +- Recommended: `m6i.4xlarge` EC2 instance (16 CPUs, 64 GiB) for parallel sections + +## Setup + +Install [uv](https://docs.astral.sh/uv/) if you haven't already. + +Sync the project (creates a `.venv` and installs all dependencies): + +```bash +uv sync +``` + + +## Register the Jupyter kernelspec + +Register the project's virtualenv as a Jupyter kernel so you can select it in JupyterLab: + +```bash +uv run python -m ipykernel install --user --name ccmp-recipes --display-name "CCMP Recipes" +``` + +Then launch JupyterLab (from any environment that has it installed) and select the **CCMP Recipes** kernel when opening the notebook. + +## Run + +Open the notebook in JupyterLab and select the `ccmp-recipes` kernel: + +```bash +uv run jupyter lab +``` + +Or run it non-interactively: + +```bash +uv run jupyter execute virtualizarr_recipes.ipynb +``` diff --git a/examples/V2/ccmp/produce_icechunk.ipynb b/examples/V2/ccmp/produce_icechunk.ipynb new file mode 100644 index 00000000..8307acf9 --- /dev/null +++ b/examples/V2/ccmp/produce_icechunk.ipynb @@ -0,0 +1,1703 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "180973dc-a4fc-43aa-bbc5-d56ce3e9edba", + "metadata": {}, + "source": [ + "# VirtualiZarr 2.0 + Icechunk demo on the Cross-Calibrated Multi-Platform project\n", + "\n", + "This notebook was derived from [Dean Henze's VirtualiZarr 1.0 tutorial](https://podaac.github.io/tutorials/notebooks/Advanced_cloud/virtualizarr_recipes.html)." + ] + }, + { + "cell_type": "markdown", + "id": "31e719d0-17d1-45e9-9933-cb49a7cef7a9", + "metadata": {}, + "source": [ + "## Summary\n", + "\n", + "The functionalities of VirtualiZarr (with earthaccess and Icechunk) covered in this notebook are:\n", + "\n", + "1. **Getting Data File endpoints in Earthdata Cloud** which are needed for VirtualiZarr to create virtual datasets.\n", + "2. **Virtualizing 1 day and 1 year of a~750 GB data set and writing to Icechunk**. The data set used is the Level 4 global gridded 6-hourly wind product from the Cross-Calibrated Multi-Platform project (https://doi.org/10.5067/CCMP-6HW10M-L4V31), available on PO.DAAC. This section also covers speeding up the virtualization using parallel computing with Dask and Coiled.\n", + "3. **Appending new data to an existing Icechunk store**. When new data files become available (e.g. forward-streaming datasets), they can be appended to an existing Icechunk store without re-processing the entire record. Icechunk also provides version control, so you can always read from any previous snapshot." + ] + }, + { + "cell_type": "markdown", + "id": "bbce1593-e158-44d4-aab8-9f91027a19ba", + "metadata": {}, + "source": [ + "## Requirements, prerequisite knowledge, learning outcomes\n", + "\n", + "#### Requirements to run this notebook\n", + "\n", + "* Earthdata login account: An Earthdata Login account is required to access data from the NASA Earthdata system. Please visit https://urs.earthdata.nasa.gov to register and manage your Earthdata Login account.\n", + "\n", + "* Compute environment: This notebook is meant to be run in the cloud (AWS instance running in us-west-2).\n", + "\n", + "#### Prerequisite knowledge\n", + "\n", + "* This notebook covers VirtualiZarr functionality but does not present the high-level ideas behind it. For an understanding of virtual datasets and how they are meant to enhance in-cloud access to file formats that are not cloud optimized (such as netCDF, HDF), please see [the VirtualiZarr documentation](https://virtualizarr.readthedocs.io/en/latest/) and [the Icechunk documentation](https://icechunk.io/).\n", + "\n", + "* Familiarity with the `earthaccess` and `Xarray` packages. Familiarity with directly accessing NASA Earthdata in the cloud. \n", + "\n", + "* The Cookbook notebook on [Dask basics](https://podaac.github.io/tutorials/notebooks/Advanced_cloud/basic_dask.html) is handy for those new to parallel computing.\n", + "\n", + "#### Compute environment\n", + "\n", + "The [readme](README.md) contains instructions for using `uv` for a reproducible environment.\n", + "\n", + "#### Learning Outcomes\n", + "\n", + "This notebook serves both as a pedagogical resource for learning several key workflows as well as a quick reference guide. Readers will gain the understanding to combine the VirtualiZarr, earthaccess, and Icechunk packages to create virtual Zarr stores from NASA Earthdata." + ] + }, + { + "cell_type": "markdown", + "id": "88f65dd1-39f6-480a-aa63-adbbd9863e8f", + "metadata": {}, + "source": [ + "## Import Packages\n", + "\n", + "Dependencies are declared in `pyproject.toml`. See the [README](README.md) for setup instructions." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fc0b1c0c-c8f9-412c-8038-4b674de896c9", + "metadata": {}, + "outputs": [], + "source": [ + "# Parallel computing\n", + "import multiprocessing\n", + "import warnings\n", + "\n", + "import dask.array as da\n", + "\n", + "# Data handling\n", + "import earthaccess\n", + "\n", + "# Icechunk - versioned virtual Zarr store\n", + "import icechunk\n", + "\n", + "# Other\n", + "import xarray as xr\n", + "from dask import delayed\n", + "from dask.distributed import Client, WorkerPlugin\n", + "from obspec_utils.registry import ObjectStoreRegistry\n", + "\n", + "# Object store access (replaces fsspec)\n", + "from obstore.auth.earthdata import NasaEarthdataCredentialProvider\n", + "from obstore.store import S3Store\n", + "\n", + "# VirtualiZarr\n", + "import virtualizarr as vz\n", + "from virtualizarr import open_virtual_dataset\n", + "\n", + "# Suppress Numcodecs v3 compatibility warnings:\n", + "warnings.filterwarnings(\n", + " \"ignore\",\n", + " message=\"Numcodecs codecs are not in the Zarr version 3 specification.*\",\n", + " category=UserWarning,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "e9e58626-85f4-4fed-b5af-04736ca6f83d", + "metadata": {}, + "source": [ + "## Other Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "22c5a123-6025-4a85-a7b0-4b9b747a9a8d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xr.set_options( # display options for xarray objects\n", + " display_expand_attrs=False,\n", + " display_expand_coords=True,\n", + " display_expand_data=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "6901e7c4-66ca-4dfb-bd8f-aaf2f0291764", + "metadata": {}, + "source": [ + "## 1. Get Data File S3 endpoints in Earthdata Cloud \n", + "The first step is to find the S3 endpoints to the files. We use `earthaccess` for authentication and data discovery, and `obstore` with `NasaEarthdataCredentialProvider` for S3 access (replacing the older fsspec-based approach). The credential provider handles automatic credential refresh, so you no longer need to manually re-fetch credentials after they expire." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "20dbc070-d5f7-407e-b92e-4fda1b8a82ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get Earthdata creds\n", + "earthaccess.login()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7519aab1-b2aa-40fa-862a-62ed69439ff4", + "metadata": {}, + "outputs": [], + "source": [ + "# Locate CCMP file information / metadata:\n", + "granule_info = earthaccess.search_data(\n", + " short_name=\"CCMP_WINDS_10M6HR_L4_V3.1\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "487b4dd6-39c6-4d7e-8051-eddcd22e2a4a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "S3 credentials endpoint: https://archive.podaac.earthdata.nasa.gov/s3credentials\n", + "Bucket: s3://podaac-ops-cumulus-protected\n" + ] + } + ], + "source": [ + "# Extract S3 credentials endpoint and bucket URL from search results:\n", + "s3_credentials_endpoint = granule_info[0].get_s3_credentials_endpoint()\n", + "first_link = granule_info[0].data_links(access=\"direct\")[0]\n", + "bucket = \"/\".join(\n", + " first_link.split(\"/\")[:3]\n", + ") # e.g., \"s3://podaac-ops-cumulus-protected\"\n", + "print(f\"S3 credentials endpoint: {s3_credentials_endpoint}\")\n", + "print(f\"Bucket: {bucket}\")\n", + "\n", + "# Set up obstore with NASA Earthdata credential auto-refresh:\n", + "credential_provider = NasaEarthdataCredentialProvider(s3_credentials_endpoint)\n", + "store = S3Store.from_url(bucket, credential_provider=credential_provider)\n", + "registry = ObjectStoreRegistry({bucket: store})" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0fc311a3-df1a-4565-a314-658bff759203", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total files: 11917\n" + ] + }, + { + "data": { + "text/plain": [ + "['s3://podaac-ops-cumulus-protected/CCMP_WINDS_10M6HR_L4_V3.1/CCMP_Wind_Analysis_19930102_V03.1_L4.nc',\n", + " 's3://podaac-ops-cumulus-protected/CCMP_WINDS_10M6HR_L4_V3.1/CCMP_Wind_Analysis_19930103_V03.1_L4.nc',\n", + " 's3://podaac-ops-cumulus-protected/CCMP_WINDS_10M6HR_L4_V3.1/CCMP_Wind_Analysis_19930105_V03.1_L4.nc']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get S3 endpoints for all files:\n", + "data_s3links = [g.data_links(access=\"direct\")[0] for g in granule_info]\n", + "print(f\"Total files: {len(data_s3links)}\")\n", + "data_s3links[0:3]" + ] + }, + { + "cell_type": "markdown", + "id": "20756ad2-4fdf-4f7a-8582-aa7d59ea35e5", + "metadata": {}, + "source": [ + "## 2. Virtualize data files and write to Icechunk" + ] + }, + { + "cell_type": "markdown", + "id": "a146d00a-cf61-4ed4-96e2-6db0a19bb466", + "metadata": {}, + "source": [ + "### 2.1 First day\n", + "VirtualiZarr's `open_virtual_dataset` creates a virtual dataset from a single file. In VirtualiZarr 2.x, you provide:\n", + "- A `registry` (ObjectStoreRegistry) that handles S3 access credentials.\n", + "- A `parser` (e.g. `HDFParser`) that knows how to read the file format.\n", + "- `loadable_variables` - coordinate variables to load into memory for indexing.\n", + "\n", + "The virtual dataset is then written to an Icechunk store, which provides versioned, cloud-native access to the data." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "75957e8b-2c74-49ac-9413-38cc54f86a49", + "metadata": {}, + "outputs": [], + "source": [ + "# Coordinate variables to load into memory (needs to be modified per dataset):\n", + "coord_vars = [\"latitude\", \"longitude\", \"time\"]\n", + "\n", + "# Configure the HDF parser for NetCDF4/HDF5 files:\n", + "parser = vz.parsers.HDFParser()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "329db221-b2dc-41de-8e67-3405402e4fa2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 66MB\n", + "Dimensions: (latitude: 720, longitude: 1440, time: 4)\n", + "Coordinates:\n", + " * latitude (latitude) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n", + " * longitude (longitude) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n", + " * time (time) datetime64[ns] 32B 1993-01-02 ... 1993-01-02T18:00:00\n", + "Data variables:\n", + " uwnd (time, latitude, longitude) float32 17MB ManifestArray Size: 66MB\n", + "Dimensions: (time: 4, latitude: 720, longitude: 1440)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 32B 1993-01-02 ... 1993-01-02T18:00:00\n", + " * latitude (latitude) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n", + " * longitude (longitude) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n", + "Data variables:\n", + " nobs (time, latitude, longitude) float32 17MB dask.array\n", + " uwnd (time, latitude, longitude) float32 17MB dask.array\n", + " ws (time, latitude, longitude) float32 17MB dask.array\n", + " vwnd (time, latitude, longitude) float32 17MB dask.array\n", + "Attributes: (54)\n" + ] + } + ], + "source": [ + "# Read the data back from the Icechunk store using xarray:\n", + "read_session = repo.readonly_session(branch=\"main\")\n", + "data_example = xr.open_zarr(\n", + " store=read_session.store,\n", + " zarr_format=3,\n", + " consolidated=False,\n", + ")\n", + "print(data_example)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "051e7d34-594c-40dc-9219-6e281ccea777", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Size of virtual references: 9,184 bytes\n", + "Size of actual data (if loaded): 66,363,872 bytes\n" + ] + } + ], + "source": [ + "# Virtual references are compact -- check the in-memory size:\n", + "print(f\"Size of virtual references: {virtual_ds_example.vz.nbytes:,} bytes\")\n", + "print(f\"Size of actual data (if loaded): {virtual_ds_example.nbytes:,} bytes\")" + ] + }, + { + "cell_type": "markdown", + "id": "3oxp4weu8cn", + "metadata": {}, + "source": [ + "> **Note:** You can also export to Kerchunk JSON or Parquet formats for backwards compatibility:\n", + "> ```python\n", + "> virtual_ds_example.vz.to_kerchunk('output.json', format='json')\n", + "> virtual_ds_example.vz.to_kerchunk('output.parq', format='parquet')\n", + "> ```\n", + "> However, Icechunk is the recommended format as it supports versioning, appending, and does not require a separate reference file." + ] + }, + { + "cell_type": "markdown", + "id": "410b4028-b31d-4c28-a78d-2fedebcf967c", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "### 2.2 First year\n", + "Virtual datasets for each data file in the year are created individually, and then the combined virtual dataset for the year can be created and written to Icechunk.\n", + "\n", + "For us, virtualization of a single file takes about 0.7 seconds, so processing a year of files sequentially would take about 4.25 minutes. One can easily accomplish this with a for-loop:\n", + "\n", + "```python\n", + "virtual_ds_list = [\n", + " open_virtual_dataset(\n", + " url=p, registry=registry, parser=parser,\n", + " loadable_variables=coord_vars,\n", + " )\n", + " for p in data_s3links\n", + "]\n", + "```\n", + "\n", + "However, we speed things up using basic parallel computing. \n", + "\n", + "> **Note:** VirtualiZarr also provides `open_virtual_mfdataset` which handles the open-and-combine workflow in a single call. It accepts `parallel=\"dask\"` to use dask.delayed internally. The manual approach shown below gives you full control over the Dask cluster configuration." + ] + }, + { + "cell_type": "markdown", + "id": "9e4fc53c-2bf2-4b9d-9ab7-32a498011bd4", + "metadata": {}, + "source": [ + "### 2.2.1 Method 1: parallelize using Dask local cluster\n", + "If using an `m6i.4xlarge` AWS EC2 instance, there are 16 CPUs available and each should have enough memory to utilize all at once. If working on a different VM-type, change the `n_workers` in the call to `Client()` below as needed." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f6bae28c-0527-4ad8-8065-f6187fb46961", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU count = 4\n" + ] + } + ], + "source": [ + "# Check how many cpu's are on this VM:\n", + "print(\"CPU count =\", multiprocessing.cpu_count())" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "081fdd0e-03c7-4746-9066-9c1342b99cb2", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Start up cluster and print some information about it:\n", + "client = Client(n_workers=15, threads_per_worker=1)\n", + "\n", + "\n", + "class SuppressWarningsPlugin(WorkerPlugin):\n", + " def setup(self, worker):\n", + " import warnings\n", + "\n", + " warnings.filterwarnings(\n", + " \"ignore\",\n", + " message=\"Numcodecs codecs are not in the Zarr version 3 specification.*\",\n", + " category=UserWarning,\n", + " )\n", + "\n", + "\n", + "client.register_plugin(SuppressWarningsPlugin())\n", + "client" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "cd722c4e-7b51-4807-b138-c9e1052ba465", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 6.66 s, sys: 1.35 s, total: 8.01 s\n", + "Wall time: 1min 11s\n" + ] + } + ], + "source": [ + "%%time\n", + "# Create individual virtual datasets in parallel using dask.delayed:\n", + "open_vds_par = delayed(open_virtual_dataset)\n", + "tasks = [\n", + " open_vds_par(\n", + " url=p,\n", + " registry=registry,\n", + " parser=parser,\n", + " loadable_variables=coord_vars,\n", + " )\n", + " for p in data_s3links[:365] # First year only!\n", + "]\n", + "virtual_ds_list = list(\n", + " da.compute(*tasks)\n", + ") # xr.combine_nested() needs a list, not a tuple." + ] + }, + { + "cell_type": "markdown", + "id": "8d0e17f4-8a71-49ea-b18c-de13f2cebd2a", + "metadata": {}, + "source": [ + "Using the individual references to create the combined reference is fast and does not require parallel computing." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "45722c2f-a4c5-4249-a2d6-06761ff35052", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 448 ms, sys: 30.1 ms, total: 478 ms\n", + "Wall time: 576 ms\n" + ] + } + ], + "source": [ + "%%time\n", + "# Create the combined reference\n", + "virtual_ds_combined = xr.combine_nested(\n", + " virtual_ds_list,\n", + " concat_dim=\"time\",\n", + " coords=\"minimal\",\n", + " compat=\"override\",\n", + " combine_attrs=\"drop_conflicts\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d1628e4a-0e46-45ec-bd9e-63922fd085f6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " \u001b[2m2026-02-11T00:18:07.647336Z\u001b[0m \u001b[33m WARN\u001b[0m \u001b[1;33micechunk::storage::object_store\u001b[0m\u001b[33m: \u001b[33mThe LocalFileSystem storage is not safe for concurrent commits. If more than one thread/process will attempt to commit at the same time, prefer using object stores.\u001b[0m\n", + " \u001b[2;3mat\u001b[0m icechunk/src/storage/object_store.rs:81\n", + "\n", + "Committed snapshot: DZX5W4VPF9K22S2GQ6DG\n" + ] + } + ], + "source": [ + "# Write the combined virtual dataset to a fresh Icechunk repository:\n", + "storage_1yr = icechunk.local_filesystem_storage(\"./ccmp_icechunk_1year\")\n", + "repo_1yr = icechunk.Repository.open_or_create(\n", + " storage=storage_1yr,\n", + " config=config,\n", + " authorize_virtual_chunk_access=credentials,\n", + ")\n", + "\n", + "session_1yr = repo_1yr.writable_session(\"main\")\n", + "virtual_ds_combined.vz.to_icechunk(session_1yr.store)\n", + "snapshot_1yr = session_1yr.commit(\"First year of CCMP data (365 files)\")\n", + "print(f\"Committed snapshot: {snapshot_1yr}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e94bfee1-087a-4290-83a3-609de26a519d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 24GB\n", + "Dimensions: (time: 1460, latitude: 720, longitude: 1440)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 12kB 1993-01-02 ... 1994-01-04T18:00:00\n", + " * latitude (latitude) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n", + " * longitude (longitude) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n", + "Data variables:\n", + " vwnd (time, latitude, longitude) float32 6GB dask.array\n", + " uwnd (time, latitude, longitude) float32 6GB dask.array\n", + " ws (time, latitude, longitude) float32 6GB dask.array\n", + " nobs (time, latitude, longitude) float32 6GB dask.array\n", + "Attributes: (47)\n", + "CPU times: user 104 ms, sys: 44.6 ms, total: 149 ms\n", + "Wall time: 104 ms\n" + ] + } + ], + "source": [ + "%%time\n", + "# Test lazy loading from the Icechunk store:\n", + "read_session_1yr = repo_1yr.readonly_session(branch=\"main\")\n", + "data_icechunk = xr.open_zarr(\n", + " store=read_session_1yr.store,\n", + " zarr_format=3,\n", + " consolidated=False,\n", + ")\n", + "print(data_icechunk)" + ] + }, + { + "cell_type": "markdown", + "id": "605954f8-1a25-4945-bccd-b3c0d40af29b", + "metadata": {}, + "source": [ + "## 3. Appending new data to an existing Icechunk store\n", + "\n", + "One of the key advantages of Icechunk over Kerchunk reference files is native support for appending new data. When new CCMP files become available (e.g., forward-streaming daily data), you can append them to the existing Icechunk store without re-processing the entire record.\n", + "\n", + "Icechunk also provides version control -- each append creates a new snapshot, and you can always read from any previous snapshot." + ] + }, + { + "cell_type": "markdown", + "id": "144c333b-d7e3-41db-91a0-5e3329ab8fe2", + "metadata": {}, + "source": [ + "### 3.1 Append an additional day\n", + "\n", + "We virtualize a file that was not included in the previous year-long dataset and append it to the existing Icechunk store using `append_dim=\"time\"`." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "51b0736a-e581-4e7f-991a-6a2ced3e3504", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 66MB\n", + "Dimensions: (latitude: 720, longitude: 1440, time: 4)\n", + "Coordinates:\n", + " * latitude (latitude) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n", + " * longitude (longitude) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n", + " * time (time) datetime64[ns] 32B 1994-01-05 ... 1994-01-05T18:00:00\n", + "Data variables:\n", + " uwnd (time, latitude, longitude) float32 17MB ManifestArray Size: 24GB\n", + "Dimensions: (time: 1464, latitude: 720, longitude: 1440)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 12kB 1993-01-02 ... 1994-01-05T18:00:00\n", + " * latitude (latitude) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n", + " * longitude (longitude) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n", + "Data variables:\n", + " nobs (time, latitude, longitude) float32 6GB dask.array\n", + " vwnd (time, latitude, longitude) float32 6GB dask.array\n", + " ws (time, latitude, longitude) float32 6GB dask.array\n", + " uwnd (time, latitude, longitude) float32 6GB dask.array\n", + "Attributes: (54)\n" + ] + } + ], + "source": [ + "# Verify the appended data:\n", + "read_session_appended = repo_1yr.readonly_session(branch=\"main\")\n", + "data_appended = xr.open_zarr(\n", + " store=read_session_appended.store,\n", + " zarr_format=3,\n", + " consolidated=False,\n", + ")\n", + "print(f\"Time dimension after append: {data_appended.sizes['time']}\")\n", + "print(data_appended)" + ] + }, + { + "cell_type": "markdown", + "id": "wdbkd3f0fmd", + "metadata": {}, + "source": [ + "### 3.2 Version history\n", + "\n", + "Icechunk maintains a full version history. You can read from any previous snapshot, for example to compare the original year-long dataset with the appended version:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "j6ku5ip8h9a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Original dataset time steps: 1460\n", + "Appended dataset time steps: 1464\n" + ] + } + ], + "source": [ + "# Access the original year-long snapshot (before the append):\n", + "read_session_original = repo_1yr.readonly_session(snapshot_id=snapshot_1yr)\n", + "data_original = xr.open_zarr(\n", + " store=read_session_original.store,\n", + " zarr_format=3,\n", + " consolidated=False,\n", + ")\n", + "print(f\"Original dataset time steps: {data_original.sizes['time']}\")\n", + "print(f\"Appended dataset time steps: {data_appended.sizes['time']}\")" + ] + }, + { + "cell_type": "markdown", + "id": "ll26hgsllso", + "metadata": {}, + "source": [ + "## 4. Cleanup\n", + "\n", + "Close the credential provider and Dask client when done." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "bv0g83vyc2", + "metadata": {}, + "outputs": [], + "source": [ + "# Close the credential provider (releases background refresh thread):\n", + "credential_provider.close()\n", + "\n", + "# Shut down the Dask client:\n", + "client.close()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a578d547-c5a2-42c9-a698-81626c559c5e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "CCMP Recipes", + "language": "python", + "name": "ccmp-recipes" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.14.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/V2/ccmp/pyproject.toml b/examples/V2/ccmp/pyproject.toml new file mode 100644 index 00000000..1301e531 --- /dev/null +++ b/examples/V2/ccmp/pyproject.toml @@ -0,0 +1,19 @@ +[project] +name = "ccmp-recipes" +version = "0.1.0" +description = "VirtualiZarr + Icechunk recipes for CCMP wind data from NASA Earthdata" +requires-python = ">=3.12" +dependencies = [ + "zarr>=3.1.0", + "xarray>=2025.1.2", + "earthaccess>=0.12.0", + "virtualizarr>=2.4.0", + "obstore>=0.8.0", + "obspec-utils>=0.9.0", + "icechunk>=1.1.2", + "h5py", + "dask[complete]", + "matplotlib", + "ipykernel", + "ipywidgets>=8.1.8", +] diff --git a/examples/V2/ccmp/read_icechunk.ipynb b/examples/V2/ccmp/read_icechunk.ipynb new file mode 100644 index 00000000..2f676017 --- /dev/null +++ b/examples/V2/ccmp/read_icechunk.ipynb @@ -0,0 +1,2182 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "l0fv586we8q", + "metadata": {}, + "source": [ + "# Reading from an Icechunk Store\n", + "\n", + "This notebook demonstrates how to open an existing Icechunk store (created by `virtualizarr_recipes.ipynb`) and load a subset of the CCMP wind data.\n", + "\n", + "**Prerequisites:** Run Sections 1-2.2 of `virtualizarr_recipes.ipynb` first to create the `ccmp_icechunk_1year` store." + ] + }, + { + "cell_type": "markdown", + "id": "2ditv7sx2m1", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "s8xfst5oc7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import warnings\n", + "\n", + "import earthaccess\n", + "import icechunk\n", + "import matplotlib.pyplot as plt\n", + "import xarray as xr\n", + "import zarr\n", + "from zarr.storage import LoggingStore\n", + "\n", + "warnings.filterwarnings(\n", + " \"ignore\",\n", + " message=\"Numcodecs codecs are not in the Zarr version 3 specification.*\",\n", + " category=UserWarning,\n", + ")\n", + "\n", + "xr.set_options(\n", + " display_expand_attrs=False,\n", + " display_expand_coords=True,\n", + " display_expand_data=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "47d4ec40-7398-4950-af30-80f6b9c131c0", + "metadata": {}, + "source": [ + "## Increase zarr's max concurrency" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8b9f55f9-daa5-4a45-9158-62db7ba9c0d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zarr.config.set({\"async.concurrency\": 1})" + ] + }, + { + "cell_type": "markdown", + "id": "d74a9go10zj", + "metadata": {}, + "source": [ + "## Open the Icechunk store\n", + "\n", + "The Icechunk store contains virtual references to the original CCMP data files on S3. To read the actual data, Icechunk needs S3 credentials for the PO.DAAC bucket. We reuse the same repository configuration that was set up during the write step." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "oq0vm0lo2j", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bucket: s3://podaac-ops-cumulus-protected\n" + ] + } + ], + "source": [ + "earthaccess.login()\n", + "\n", + "# The bucket URL must match what was used when creating the store.\n", + "# If you don't know it, you can re-derive it from earthaccess:\n", + "granule_info = earthaccess.search_data(\n", + " short_name=\"CCMP_WINDS_10M6HR_L4_V3.1\",\n", + " count=1,\n", + ")\n", + "first_link = granule_info[0].data_links(access=\"direct\")[0]\n", + "bucket = \"/\".join(first_link.split(\"/\")[:3])\n", + "print(f\"Bucket: {bucket}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "qcisgwruc2l", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " \u001b[2m2026-02-11T00:40:23.347166Z\u001b[0m \u001b[33m WARN\u001b[0m \u001b[1;33micechunk::storage::object_store\u001b[0m\u001b[33m: \u001b[33mThe LocalFileSystem storage is not safe for concurrent commits. If more than one thread/process will attempt to commit at the same time, prefer using object stores.\u001b[0m\n", + " \u001b[2;3mat\u001b[0m icechunk/src/storage/object_store.rs:81\n", + "\n" + ] + } + ], + "source": [ + "# Configure the repository to know how to read virtual chunks from S3:\n", + "config = icechunk.RepositoryConfig.default()\n", + "config.set_virtual_chunk_container(\n", + " icechunk.VirtualChunkContainer(\n", + " bucket + \"/\",\n", + " icechunk.s3_store(region=\"us-west-2\"),\n", + " )\n", + ")\n", + "\n", + "# Get temporary S3 credentials for reading the actual data:\n", + "s3_creds = earthaccess.get_s3_credentials(daac=\"PODAAC\")\n", + "credentials = icechunk.containers_credentials(\n", + " {\n", + " bucket + \"/\": icechunk.s3_credentials(\n", + " access_key_id=s3_creds[\"accessKeyId\"],\n", + " secret_access_key=s3_creds[\"secretAccessKey\"],\n", + " session_token=s3_creds[\"sessionToken\"],\n", + " )\n", + " }\n", + ")\n", + "\n", + "# Open the existing repository:\n", + "storage = icechunk.local_filesystem_storage(\"./ccmp_icechunk_1year\")\n", + "repo = icechunk.Repository.open(\n", + " storage=storage,\n", + " config=config,\n", + " authorize_virtual_chunk_access=credentials,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "63nwjwpxz5", + "metadata": {}, + "source": [ + "## Lazy-load the full dataset\n", + "\n", + "Opening with `xr.open_zarr` is lazy -- no data is read from S3 yet. This should take only a few seconds even for the full year." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5f4824fa-00cf-4d7c-9a96-1039936e36cb", + "metadata": {}, + "outputs": [], + "source": [ + "session = repo.readonly_session(branch=\"main\")\n", + "\n", + "store = LoggingStore(session.store)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ah0bzxltnwf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2026-02-11 00:40:23,970 - LoggingStore() - INFO - Calling IcechunkStore.read_only\n", + "2026-02-11 00:40:23,971 - LoggingStore() - INFO - Finished IcechunkStore.read_only [0.00 s]\n", + "2026-02-11 00:40:23,973 - LoggingStore() - INFO - Calling IcechunkStore._ensure_open\n", + "2026-02-11 00:40:23,973 - LoggingStore() - INFO - Finished IcechunkStore._ensure_open [0.00 s]\n", + "2026-02-11 00:40:23,976 - LoggingStore() - INFO - Calling IcechunkStore.get(zarr.json)\n", + "2026-02-11 00:40:23,977 - LoggingStore() - INFO - Finished IcechunkStore.get(zarr.json) [0.00 s]\n", + "2026-02-11 00:40:24,002 - LoggingStore() - INFO - Calling IcechunkStore.read_only\n", + "2026-02-11 00:40:24,002 - LoggingStore() - INFO - Finished IcechunkStore.read_only [0.00 s]\n", + "2026-02-11 00:40:24,004 - LoggingStore() - INFO - Calling IcechunkStore.supports_listing\n", + "2026-02-11 00:40:24,004 - LoggingStore() - INFO - Finished IcechunkStore.supports_listing [0.00 s]\n", + "2026-02-11 00:40:24,005 - LoggingStore() - INFO - Calling IcechunkStore.list_dir\n", + "2026-02-11 00:40:24,007 - LoggingStore() - INFO - Finished IcechunkStore.list_dir [0.00 s]\n", + "2026-02-11 00:40:24,008 - LoggingStore() - INFO - Calling IcechunkStore.get(latitude/zarr.json)\n", + "2026-02-11 00:40:24,009 - LoggingStore() - INFO - Finished IcechunkStore.get(latitude/zarr.json) [0.00 s]\n", + "2026-02-11 00:40:24,011 - LoggingStore() - INFO - Calling IcechunkStore.get(longitude/zarr.json)\n", + "2026-02-11 00:40:24,011 - LoggingStore() - INFO - Finished IcechunkStore.get(longitude/zarr.json) [0.00 s]\n", + "2026-02-11 00:40:24,013 - LoggingStore() - INFO - Calling IcechunkStore.get(nobs/zarr.json)\n", + "2026-02-11 00:40:24,013 - LoggingStore() - INFO - Finished IcechunkStore.get(nobs/zarr.json) [0.00 s]\n", + "2026-02-11 00:40:24,014 - LoggingStore() - INFO - Calling IcechunkStore.get(time/zarr.json)\n", + "2026-02-11 00:40:24,015 - LoggingStore() - INFO - Finished IcechunkStore.get(time/zarr.json) [0.00 s]\n", + "2026-02-11 00:40:24,016 - LoggingStore() - INFO - Calling IcechunkStore.get(uwnd/zarr.json)\n", + "2026-02-11 00:40:24,017 - LoggingStore() - INFO - Finished IcechunkStore.get(uwnd/zarr.json) [0.00 s]\n", + "2026-02-11 00:40:24,018 - LoggingStore() - INFO - Calling IcechunkStore.get(vwnd/zarr.json)\n", + "2026-02-11 00:40:24,019 - LoggingStore() - INFO - Finished IcechunkStore.get(vwnd/zarr.json) [0.00 s]\n", + "2026-02-11 00:40:24,020 - LoggingStore() - INFO - Calling IcechunkStore.get(ws/zarr.json)\n", + "2026-02-11 00:40:24,021 - LoggingStore() - INFO - Finished IcechunkStore.get(ws/zarr.json) [0.00 s]\n", + "2026-02-11 00:40:24,026 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/0)\n", + "2026-02-11 00:40:24,027 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/0) [0.00 s]\n", + "2026-02-11 00:40:24,029 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/365)\n", + "2026-02-11 00:40:24,030 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/365) [0.00 s]\n", + "2026-02-11 00:40:24,033 - LoggingStore() - INFO - Calling IcechunkStore.get(latitude/c/0)\n", + "2026-02-11 00:40:24,035 - LoggingStore() - INFO - Finished IcechunkStore.get(latitude/c/0) [0.00 s]\n", + "2026-02-11 00:40:24,037 - LoggingStore() - INFO - Calling IcechunkStore.get(longitude/c/0)\n", + "2026-02-11 00:40:24,039 - LoggingStore() - INFO - Finished IcechunkStore.get(longitude/c/0) [0.00 s]\n", + "2026-02-11 00:40:24,046 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/0)\n", + "2026-02-11 00:40:24,046 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/0) [0.00 s]\n", + "2026-02-11 00:40:24,047 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/1)\n", + "2026-02-11 00:40:24,048 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/1) [0.00 s]\n", + "2026-02-11 00:40:24,049 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/2)\n", + "2026-02-11 00:40:24,050 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/2) [0.00 s]\n", + "2026-02-11 00:40:24,051 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/3)\n", + "2026-02-11 00:40:24,051 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/3) [0.00 s]\n", + "2026-02-11 00:40:24,052 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/4)\n", + "2026-02-11 00:40:24,053 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/4) [0.00 s]\n", + "2026-02-11 00:40:24,054 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/5)\n", + "2026-02-11 00:40:24,055 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/5) [0.00 s]\n", + "2026-02-11 00:40:24,056 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/6)\n", + "2026-02-11 00:40:24,057 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/6) [0.00 s]\n", + "2026-02-11 00:40:24,058 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/7)\n", + "2026-02-11 00:40:24,058 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/7) [0.00 s]\n", + "2026-02-11 00:40:24,059 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/8)\n", + "2026-02-11 00:40:24,060 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/8) [0.00 s]\n", + "2026-02-11 00:40:24,061 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/9)\n", + "2026-02-11 00:40:24,062 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/9) [0.00 s]\n", + "2026-02-11 00:40:24,063 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/10)\n", + "2026-02-11 00:40:24,064 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/10) [0.00 s]\n", + "2026-02-11 00:40:24,065 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/11)\n", + "2026-02-11 00:40:24,065 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/11) [0.00 s]\n", + "2026-02-11 00:40:24,067 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/12)\n", + "2026-02-11 00:40:24,067 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/12) [0.00 s]\n", + "2026-02-11 00:40:24,068 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/13)\n", + "2026-02-11 00:40:24,069 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/13) [0.00 s]\n", + "2026-02-11 00:40:24,070 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/14)\n", + "2026-02-11 00:40:24,071 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/14) [0.00 s]\n", + "2026-02-11 00:40:24,072 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/15)\n", + "2026-02-11 00:40:24,072 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/15) [0.00 s]\n", + "2026-02-11 00:40:24,073 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/16)\n", + "2026-02-11 00:40:24,074 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/16) [0.00 s]\n", + "2026-02-11 00:40:24,075 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/17)\n", + "2026-02-11 00:40:24,076 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/17) [0.00 s]\n", + "2026-02-11 00:40:24,077 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/18)\n", + "2026-02-11 00:40:24,077 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/18) [0.00 s]\n", + "2026-02-11 00:40:24,078 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/19)\n", + "2026-02-11 00:40:24,079 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/19) [0.00 s]\n", + "2026-02-11 00:40:24,080 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/20)\n", + "2026-02-11 00:40:24,081 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/20) [0.00 s]\n", + "2026-02-11 00:40:24,082 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/21)\n", + "2026-02-11 00:40:24,082 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/21) [0.00 s]\n", + "2026-02-11 00:40:24,083 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/22)\n", + "2026-02-11 00:40:24,084 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/22) [0.00 s]\n", + "2026-02-11 00:40:24,085 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/23)\n", + "2026-02-11 00:40:24,086 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/23) [0.00 s]\n", + "2026-02-11 00:40:24,087 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/24)\n", + "2026-02-11 00:40:24,087 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/24) [0.00 s]\n", + "2026-02-11 00:40:24,089 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/25)\n", + "2026-02-11 00:40:24,089 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/25) [0.00 s]\n", + "2026-02-11 00:40:24,090 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/26)\n", + "2026-02-11 00:40:24,091 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/26) [0.00 s]\n", + "2026-02-11 00:40:24,092 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/27)\n", + "2026-02-11 00:40:24,092 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/27) [0.00 s]\n", + "2026-02-11 00:40:24,093 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/28)\n", + "2026-02-11 00:40:24,094 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/28) [0.00 s]\n", + "2026-02-11 00:40:24,095 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/29)\n", + "2026-02-11 00:40:24,096 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/29) [0.00 s]\n", + "2026-02-11 00:40:24,097 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/30)\n", + "2026-02-11 00:40:24,097 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/30) [0.00 s]\n", + "2026-02-11 00:40:24,099 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/31)\n", + "2026-02-11 00:40:24,099 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/31) [0.00 s]\n", + "2026-02-11 00:40:24,100 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/32)\n", + "2026-02-11 00:40:24,101 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/32) [0.00 s]\n", + "2026-02-11 00:40:24,102 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/33)\n", + "2026-02-11 00:40:24,102 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/33) [0.00 s]\n", + "2026-02-11 00:40:24,104 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/34)\n", + "2026-02-11 00:40:24,104 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/34) [0.00 s]\n", + "2026-02-11 00:40:24,105 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/35)\n", + "2026-02-11 00:40:24,106 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/35) [0.00 s]\n", + "2026-02-11 00:40:24,107 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/36)\n", + "2026-02-11 00:40:24,107 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/36) [0.00 s]\n", + "2026-02-11 00:40:24,109 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/37)\n", + "2026-02-11 00:40:24,109 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/37) [0.00 s]\n", + "2026-02-11 00:40:24,110 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/38)\n", + "2026-02-11 00:40:24,111 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/38) [0.00 s]\n", + "2026-02-11 00:40:24,112 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/39)\n", + "2026-02-11 00:40:24,112 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/39) [0.00 s]\n", + "2026-02-11 00:40:24,114 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/40)\n", + "2026-02-11 00:40:24,114 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/40) [0.00 s]\n", + "2026-02-11 00:40:24,115 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/41)\n", + "2026-02-11 00:40:24,116 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/41) [0.00 s]\n", + "2026-02-11 00:40:24,117 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/42)\n", + "2026-02-11 00:40:24,118 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/42) [0.00 s]\n", + "2026-02-11 00:40:24,119 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/43)\n", + "2026-02-11 00:40:24,119 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/43) [0.00 s]\n", + "2026-02-11 00:40:24,120 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/44)\n", + "2026-02-11 00:40:24,121 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/44) [0.00 s]\n", + "2026-02-11 00:40:24,122 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/45)\n", + "2026-02-11 00:40:24,122 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/45) [0.00 s]\n", + "2026-02-11 00:40:24,124 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/46)\n", + "2026-02-11 00:40:24,124 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/46) [0.00 s]\n", + "2026-02-11 00:40:24,125 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/47)\n", + "2026-02-11 00:40:24,126 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/47) [0.00 s]\n", + "2026-02-11 00:40:24,127 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/48)\n", + "2026-02-11 00:40:24,127 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/48) [0.00 s]\n", + "2026-02-11 00:40:24,129 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/49)\n", + "2026-02-11 00:40:24,129 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/49) [0.00 s]\n", + "2026-02-11 00:40:24,130 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/50)\n", + "2026-02-11 00:40:24,131 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/50) [0.00 s]\n", + "2026-02-11 00:40:24,132 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/51)\n", + "2026-02-11 00:40:24,132 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/51) [0.00 s]\n", + "2026-02-11 00:40:24,134 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/52)\n", + "2026-02-11 00:40:24,134 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/52) [0.00 s]\n", + "2026-02-11 00:40:24,135 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/53)\n", + "2026-02-11 00:40:24,136 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/53) [0.00 s]\n", + "2026-02-11 00:40:24,137 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/54)\n", + "2026-02-11 00:40:24,137 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/54) [0.00 s]\n", + "2026-02-11 00:40:24,139 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/55)\n", + "2026-02-11 00:40:24,139 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/55) [0.00 s]\n", + "2026-02-11 00:40:24,140 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/56)\n", + "2026-02-11 00:40:24,141 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/56) [0.00 s]\n", + "2026-02-11 00:40:24,142 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/57)\n", + "2026-02-11 00:40:24,142 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/57) [0.00 s]\n", + "2026-02-11 00:40:24,144 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/58)\n", + "2026-02-11 00:40:24,144 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/58) [0.00 s]\n", + "2026-02-11 00:40:24,145 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/59)\n", + "2026-02-11 00:40:24,146 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/59) [0.00 s]\n", + "2026-02-11 00:40:24,147 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/60)\n", + "2026-02-11 00:40:24,147 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/60) [0.00 s]\n", + "2026-02-11 00:40:24,148 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/61)\n", + "2026-02-11 00:40:24,149 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/61) [0.00 s]\n", + "2026-02-11 00:40:24,150 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/62)\n", + "2026-02-11 00:40:24,151 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/62) [0.00 s]\n", + "2026-02-11 00:40:24,152 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/63)\n", + "2026-02-11 00:40:24,152 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/63) [0.00 s]\n", + "2026-02-11 00:40:24,153 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/64)\n", + "2026-02-11 00:40:24,154 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/64) [0.00 s]\n", + "2026-02-11 00:40:24,155 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/65)\n", + "2026-02-11 00:40:24,156 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/65) [0.00 s]\n", + "2026-02-11 00:40:24,157 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/66)\n", + "2026-02-11 00:40:24,157 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/66) [0.00 s]\n", + "2026-02-11 00:40:24,158 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/67)\n", + "2026-02-11 00:40:24,159 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/67) [0.00 s]\n", + "2026-02-11 00:40:24,160 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/68)\n", + "2026-02-11 00:40:24,161 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/68) [0.00 s]\n", + "2026-02-11 00:40:24,162 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/69)\n", + "2026-02-11 00:40:24,162 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/69) [0.00 s]\n", + "2026-02-11 00:40:24,163 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/70)\n", + "2026-02-11 00:40:24,164 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/70) [0.00 s]\n", + "2026-02-11 00:40:24,165 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/71)\n", + "2026-02-11 00:40:24,166 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/71) [0.00 s]\n", + "2026-02-11 00:40:24,167 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/72)\n", + "2026-02-11 00:40:24,168 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/72) [0.00 s]\n", + "2026-02-11 00:40:24,169 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/73)\n", + "2026-02-11 00:40:24,169 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/73) [0.00 s]\n", + "2026-02-11 00:40:24,170 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/74)\n", + "2026-02-11 00:40:24,171 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/74) [0.00 s]\n", + "2026-02-11 00:40:24,172 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/75)\n", + "2026-02-11 00:40:24,173 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/75) [0.00 s]\n", + "2026-02-11 00:40:24,174 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/76)\n", + "2026-02-11 00:40:24,175 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/76) [0.00 s]\n", + "2026-02-11 00:40:24,176 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/77)\n", + "2026-02-11 00:40:24,176 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/77) [0.00 s]\n", + "2026-02-11 00:40:24,177 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/78)\n", + "2026-02-11 00:40:24,178 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/78) [0.00 s]\n", + "2026-02-11 00:40:24,179 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/79)\n", + "2026-02-11 00:40:24,180 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/79) [0.00 s]\n", + "2026-02-11 00:40:24,181 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/80)\n", + "2026-02-11 00:40:24,181 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/80) [0.00 s]\n", + "2026-02-11 00:40:24,182 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/81)\n", + "2026-02-11 00:40:24,183 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/81) [0.00 s]\n", + "2026-02-11 00:40:24,184 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/82)\n", + "2026-02-11 00:40:24,185 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/82) [0.00 s]\n", + "2026-02-11 00:40:24,186 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/83)\n", + "2026-02-11 00:40:24,186 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/83) [0.00 s]\n", + "2026-02-11 00:40:24,187 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/84)\n", + "2026-02-11 00:40:24,188 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/84) [0.00 s]\n", + "2026-02-11 00:40:24,189 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/85)\n", + "2026-02-11 00:40:24,190 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/85) [0.00 s]\n", + "2026-02-11 00:40:24,191 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/86)\n", + "2026-02-11 00:40:24,191 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/86) [0.00 s]\n", + "2026-02-11 00:40:24,192 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/87)\n", + "2026-02-11 00:40:24,193 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/87) [0.00 s]\n", + "2026-02-11 00:40:24,194 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/88)\n", + "2026-02-11 00:40:24,195 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/88) [0.00 s]\n", + "2026-02-11 00:40:24,196 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/89)\n", + "2026-02-11 00:40:24,196 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/89) [0.00 s]\n", + "2026-02-11 00:40:24,197 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/90)\n", + "2026-02-11 00:40:24,198 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/90) [0.00 s]\n", + "2026-02-11 00:40:24,199 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/91)\n", + "2026-02-11 00:40:24,200 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/91) [0.00 s]\n", + "2026-02-11 00:40:24,201 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/92)\n", + "2026-02-11 00:40:24,201 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/92) [0.00 s]\n", + "2026-02-11 00:40:24,202 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/93)\n", + "2026-02-11 00:40:24,203 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/93) [0.00 s]\n", + "2026-02-11 00:40:24,204 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/94)\n", + "2026-02-11 00:40:24,205 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/94) [0.00 s]\n", + "2026-02-11 00:40:24,206 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/95)\n", + "2026-02-11 00:40:24,206 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/95) [0.00 s]\n", + "2026-02-11 00:40:24,207 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/96)\n", + "2026-02-11 00:40:24,208 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/96) [0.00 s]\n", + "2026-02-11 00:40:24,209 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/97)\n", + "2026-02-11 00:40:24,210 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/97) [0.00 s]\n", + "2026-02-11 00:40:24,211 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/98)\n", + "2026-02-11 00:40:24,211 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/98) [0.00 s]\n", + "2026-02-11 00:40:24,213 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/99)\n", + "2026-02-11 00:40:24,213 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/99) [0.00 s]\n", + "2026-02-11 00:40:24,214 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/100)\n", + "2026-02-11 00:40:24,215 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/100) [0.00 s]\n", + "2026-02-11 00:40:24,216 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/101)\n", + "2026-02-11 00:40:24,217 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/101) [0.00 s]\n", + "2026-02-11 00:40:24,218 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/102)\n", + "2026-02-11 00:40:24,218 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/102) [0.00 s]\n", + "2026-02-11 00:40:24,219 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/103)\n", + "2026-02-11 00:40:24,220 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/103) [0.00 s]\n", + "2026-02-11 00:40:24,221 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/104)\n", + "2026-02-11 00:40:24,222 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/104) [0.00 s]\n", + "2026-02-11 00:40:24,223 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/105)\n", + "2026-02-11 00:40:24,223 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/105) [0.00 s]\n", + "2026-02-11 00:40:24,224 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/106)\n", + "2026-02-11 00:40:24,225 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/106) [0.00 s]\n", + "2026-02-11 00:40:24,226 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/107)\n", + "2026-02-11 00:40:24,227 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/107) [0.00 s]\n", + "2026-02-11 00:40:24,228 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/108)\n", + "2026-02-11 00:40:24,228 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/108) [0.00 s]\n", + "2026-02-11 00:40:24,229 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/109)\n", + "2026-02-11 00:40:24,230 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/109) [0.00 s]\n", + "2026-02-11 00:40:24,231 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/110)\n", + "2026-02-11 00:40:24,232 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/110) [0.00 s]\n", + "2026-02-11 00:40:24,233 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/111)\n", + "2026-02-11 00:40:24,233 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/111) [0.00 s]\n", + "2026-02-11 00:40:24,234 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/112)\n", + "2026-02-11 00:40:24,235 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/112) [0.00 s]\n", + "2026-02-11 00:40:24,236 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/113)\n", + "2026-02-11 00:40:24,237 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/113) [0.00 s]\n", + "2026-02-11 00:40:24,238 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/114)\n", + "2026-02-11 00:40:24,238 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/114) [0.00 s]\n", + "2026-02-11 00:40:24,239 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/115)\n", + "2026-02-11 00:40:24,240 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/115) [0.00 s]\n", + "2026-02-11 00:40:24,241 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/116)\n", + "2026-02-11 00:40:24,242 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/116) [0.00 s]\n", + "2026-02-11 00:40:24,243 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/117)\n", + "2026-02-11 00:40:24,243 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/117) [0.00 s]\n", + "2026-02-11 00:40:24,244 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/118)\n", + "2026-02-11 00:40:24,245 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/118) [0.00 s]\n", + "2026-02-11 00:40:24,246 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/119)\n", + "2026-02-11 00:40:24,247 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/119) [0.00 s]\n", + "2026-02-11 00:40:24,248 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/120)\n", + "2026-02-11 00:40:24,248 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/120) [0.00 s]\n", + "2026-02-11 00:40:24,249 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/121)\n", + "2026-02-11 00:40:24,250 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/121) [0.00 s]\n", + "2026-02-11 00:40:24,251 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/122)\n", + "2026-02-11 00:40:24,252 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/122) [0.00 s]\n", + "2026-02-11 00:40:24,253 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/123)\n", + "2026-02-11 00:40:24,253 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/123) [0.00 s]\n", + "2026-02-11 00:40:24,254 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/124)\n", + "2026-02-11 00:40:24,255 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/124) [0.00 s]\n", + "2026-02-11 00:40:24,256 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/125)\n", + "2026-02-11 00:40:24,257 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/125) [0.00 s]\n", + "2026-02-11 00:40:24,258 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/126)\n", + "2026-02-11 00:40:24,258 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/126) [0.00 s]\n", + "2026-02-11 00:40:24,259 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/127)\n", + "2026-02-11 00:40:24,260 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/127) [0.00 s]\n", + "2026-02-11 00:40:24,261 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/128)\n", + "2026-02-11 00:40:24,262 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/128) [0.00 s]\n", + "2026-02-11 00:40:24,263 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/129)\n", + "2026-02-11 00:40:24,263 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/129) [0.00 s]\n", + "2026-02-11 00:40:24,264 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/130)\n", + "2026-02-11 00:40:24,265 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/130) [0.00 s]\n", + "2026-02-11 00:40:24,266 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/131)\n", + "2026-02-11 00:40:24,267 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/131) [0.00 s]\n", + "2026-02-11 00:40:24,268 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/132)\n", + "2026-02-11 00:40:24,268 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/132) [0.00 s]\n", + "2026-02-11 00:40:24,270 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/133)\n", + "2026-02-11 00:40:24,270 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/133) [0.00 s]\n", + "2026-02-11 00:40:24,271 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/134)\n", + "2026-02-11 00:40:24,272 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/134) [0.00 s]\n", + "2026-02-11 00:40:24,273 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/135)\n", + "2026-02-11 00:40:24,274 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/135) [0.00 s]\n", + "2026-02-11 00:40:24,275 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/136)\n", + "2026-02-11 00:40:24,275 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/136) [0.00 s]\n", + "2026-02-11 00:40:24,276 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/137)\n", + "2026-02-11 00:40:24,277 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/137) [0.00 s]\n", + "2026-02-11 00:40:24,278 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/138)\n", + "2026-02-11 00:40:24,279 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/138) [0.00 s]\n", + "2026-02-11 00:40:24,280 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/139)\n", + "2026-02-11 00:40:24,280 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/139) [0.00 s]\n", + "2026-02-11 00:40:24,281 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/140)\n", + "2026-02-11 00:40:24,282 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/140) [0.00 s]\n", + "2026-02-11 00:40:24,283 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/141)\n", + "2026-02-11 00:40:24,284 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/141) [0.00 s]\n", + "2026-02-11 00:40:24,285 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/142)\n", + "2026-02-11 00:40:24,285 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/142) [0.00 s]\n", + "2026-02-11 00:40:24,286 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/143)\n", + "2026-02-11 00:40:24,287 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/143) [0.00 s]\n", + "2026-02-11 00:40:24,288 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/144)\n", + "2026-02-11 00:40:24,289 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/144) [0.00 s]\n", + "2026-02-11 00:40:24,290 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/145)\n", + "2026-02-11 00:40:24,290 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/145) [0.00 s]\n", + "2026-02-11 00:40:24,291 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/146)\n", + "2026-02-11 00:40:24,292 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/146) [0.00 s]\n", + "2026-02-11 00:40:24,293 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/147)\n", + "2026-02-11 00:40:24,294 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/147) [0.00 s]\n", + "2026-02-11 00:40:24,295 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/148)\n", + "2026-02-11 00:40:24,295 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/148) [0.00 s]\n", + "2026-02-11 00:40:24,296 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/149)\n", + "2026-02-11 00:40:24,297 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/149) [0.00 s]\n", + "2026-02-11 00:40:24,298 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/150)\n", + "2026-02-11 00:40:24,299 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/150) [0.00 s]\n", + "2026-02-11 00:40:24,300 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/151)\n", + "2026-02-11 00:40:24,300 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/151) [0.00 s]\n", + "2026-02-11 00:40:24,301 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/152)\n", + "2026-02-11 00:40:24,302 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/152) [0.00 s]\n", + "2026-02-11 00:40:24,303 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/153)\n", + "2026-02-11 00:40:24,304 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/153) [0.00 s]\n", + "2026-02-11 00:40:24,305 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/154)\n", + "2026-02-11 00:40:24,305 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/154) [0.00 s]\n", + "2026-02-11 00:40:24,307 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/155)\n", + "2026-02-11 00:40:24,307 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/155) [0.00 s]\n", + "2026-02-11 00:40:24,308 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/156)\n", + "2026-02-11 00:40:24,309 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/156) [0.00 s]\n", + "2026-02-11 00:40:24,310 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/157)\n", + "2026-02-11 00:40:24,310 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/157) [0.00 s]\n", + "2026-02-11 00:40:24,311 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/158)\n", + "2026-02-11 00:40:24,312 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/158) [0.00 s]\n", + "2026-02-11 00:40:24,313 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/159)\n", + "2026-02-11 00:40:24,314 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/159) [0.00 s]\n", + "2026-02-11 00:40:24,315 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/160)\n", + "2026-02-11 00:40:24,315 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/160) [0.00 s]\n", + "2026-02-11 00:40:24,317 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/161)\n", + "2026-02-11 00:40:24,317 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/161) [0.00 s]\n", + "2026-02-11 00:40:24,318 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/162)\n", + "2026-02-11 00:40:24,319 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/162) [0.00 s]\n", + "2026-02-11 00:40:24,320 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/163)\n", + "2026-02-11 00:40:24,321 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/163) [0.00 s]\n", + "2026-02-11 00:40:24,322 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/164)\n", + "2026-02-11 00:40:24,322 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/164) [0.00 s]\n", + "2026-02-11 00:40:24,323 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/165)\n", + "2026-02-11 00:40:24,324 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/165) [0.00 s]\n", + "2026-02-11 00:40:24,325 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/166)\n", + "2026-02-11 00:40:24,326 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/166) [0.00 s]\n", + "2026-02-11 00:40:24,327 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/167)\n", + "2026-02-11 00:40:24,327 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/167) [0.00 s]\n", + "2026-02-11 00:40:24,329 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/168)\n", + "2026-02-11 00:40:24,329 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/168) [0.00 s]\n", + "2026-02-11 00:40:24,330 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/169)\n", + "2026-02-11 00:40:24,331 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/169) [0.00 s]\n", + "2026-02-11 00:40:24,332 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/170)\n", + "2026-02-11 00:40:24,333 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/170) [0.00 s]\n", + "2026-02-11 00:40:24,334 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/171)\n", + "2026-02-11 00:40:24,334 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/171) [0.00 s]\n", + "2026-02-11 00:40:24,335 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/172)\n", + "2026-02-11 00:40:24,336 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/172) [0.00 s]\n", + "2026-02-11 00:40:24,337 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/173)\n", + "2026-02-11 00:40:24,338 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/173) [0.00 s]\n", + "2026-02-11 00:40:24,339 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/174)\n", + "2026-02-11 00:40:24,339 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/174) [0.00 s]\n", + "2026-02-11 00:40:24,340 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/175)\n", + "2026-02-11 00:40:24,341 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/175) [0.00 s]\n", + "2026-02-11 00:40:24,342 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/176)\n", + "2026-02-11 00:40:24,343 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/176) [0.00 s]\n", + "2026-02-11 00:40:24,344 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/177)\n", + "2026-02-11 00:40:24,344 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/177) [0.00 s]\n", + "2026-02-11 00:40:24,345 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/178)\n", + "2026-02-11 00:40:24,346 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/178) [0.00 s]\n", + "2026-02-11 00:40:24,347 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/179)\n", + "2026-02-11 00:40:24,348 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/179) [0.00 s]\n", + "2026-02-11 00:40:24,349 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/180)\n", + "2026-02-11 00:40:24,349 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/180) [0.00 s]\n", + "2026-02-11 00:40:24,350 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/181)\n", + "2026-02-11 00:40:24,351 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/181) [0.00 s]\n", + "2026-02-11 00:40:24,352 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/182)\n", + "2026-02-11 00:40:24,353 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/182) [0.00 s]\n", + "2026-02-11 00:40:24,354 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/183)\n", + "2026-02-11 00:40:24,354 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/183) [0.00 s]\n", + "2026-02-11 00:40:24,355 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/184)\n", + "2026-02-11 00:40:24,356 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/184) [0.00 s]\n", + "2026-02-11 00:40:24,357 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/185)\n", + "2026-02-11 00:40:24,358 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/185) [0.00 s]\n", + "2026-02-11 00:40:24,359 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/186)\n", + "2026-02-11 00:40:24,359 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/186) [0.00 s]\n", + "2026-02-11 00:40:24,361 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/187)\n", + "2026-02-11 00:40:24,361 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/187) [0.00 s]\n", + "2026-02-11 00:40:24,362 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/188)\n", + "2026-02-11 00:40:24,363 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/188) [0.00 s]\n", + "2026-02-11 00:40:24,364 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/189)\n", + "2026-02-11 00:40:24,365 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/189) [0.00 s]\n", + "2026-02-11 00:40:24,366 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/190)\n", + "2026-02-11 00:40:24,366 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/190) [0.00 s]\n", + "2026-02-11 00:40:24,367 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/191)\n", + "2026-02-11 00:40:24,369 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/191) [0.00 s]\n", + "2026-02-11 00:40:24,370 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/192)\n", + "2026-02-11 00:40:24,371 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/192) [0.00 s]\n", + "2026-02-11 00:40:24,372 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/193)\n", + "2026-02-11 00:40:24,373 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/193) [0.00 s]\n", + "2026-02-11 00:40:24,374 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/194)\n", + "2026-02-11 00:40:24,374 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/194) [0.00 s]\n", + "2026-02-11 00:40:24,375 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/195)\n", + "2026-02-11 00:40:24,376 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/195) [0.00 s]\n", + "2026-02-11 00:40:24,377 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/196)\n", + "2026-02-11 00:40:24,378 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/196) [0.00 s]\n", + "2026-02-11 00:40:24,379 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/197)\n", + "2026-02-11 00:40:24,380 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/197) [0.00 s]\n", + "2026-02-11 00:40:24,381 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/198)\n", + "2026-02-11 00:40:24,381 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/198) [0.00 s]\n", + "2026-02-11 00:40:24,382 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/199)\n", + "2026-02-11 00:40:24,383 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/199) [0.00 s]\n", + "2026-02-11 00:40:24,384 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/200)\n", + "2026-02-11 00:40:24,385 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/200) [0.00 s]\n", + "2026-02-11 00:40:24,386 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/201)\n", + "2026-02-11 00:40:24,386 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/201) [0.00 s]\n", + "2026-02-11 00:40:24,387 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/202)\n", + "2026-02-11 00:40:24,388 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/202) [0.00 s]\n", + "2026-02-11 00:40:24,389 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/203)\n", + "2026-02-11 00:40:24,390 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/203) [0.00 s]\n", + "2026-02-11 00:40:24,391 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/204)\n", + "2026-02-11 00:40:24,391 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/204) [0.00 s]\n", + "2026-02-11 00:40:24,393 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/205)\n", + "2026-02-11 00:40:24,393 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/205) [0.00 s]\n", + "2026-02-11 00:40:24,394 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/206)\n", + "2026-02-11 00:40:24,395 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/206) [0.00 s]\n", + "2026-02-11 00:40:24,396 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/207)\n", + "2026-02-11 00:40:24,397 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/207) [0.00 s]\n", + "2026-02-11 00:40:24,398 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/208)\n", + "2026-02-11 00:40:24,398 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/208) [0.00 s]\n", + "2026-02-11 00:40:24,399 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/209)\n", + "2026-02-11 00:40:24,400 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/209) [0.00 s]\n", + "2026-02-11 00:40:24,401 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/210)\n", + "2026-02-11 00:40:24,402 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/210) [0.00 s]\n", + "2026-02-11 00:40:24,403 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/211)\n", + "2026-02-11 00:40:24,404 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/211) [0.00 s]\n", + "2026-02-11 00:40:24,405 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/212)\n", + "2026-02-11 00:40:24,405 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/212) [0.00 s]\n", + "2026-02-11 00:40:24,406 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/213)\n", + "2026-02-11 00:40:24,407 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/213) [0.00 s]\n", + "2026-02-11 00:40:24,408 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/214)\n", + "2026-02-11 00:40:24,409 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/214) [0.00 s]\n", + "2026-02-11 00:40:24,410 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/215)\n", + "2026-02-11 00:40:24,410 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/215) [0.00 s]\n", + "2026-02-11 00:40:24,411 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/216)\n", + "2026-02-11 00:40:24,412 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/216) [0.00 s]\n", + "2026-02-11 00:40:24,413 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/217)\n", + "2026-02-11 00:40:24,414 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/217) [0.00 s]\n", + "2026-02-11 00:40:24,415 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/218)\n", + "2026-02-11 00:40:24,416 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/218) [0.00 s]\n", + "2026-02-11 00:40:24,417 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/219)\n", + "2026-02-11 00:40:24,417 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/219) [0.00 s]\n", + "2026-02-11 00:40:24,418 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/220)\n", + "2026-02-11 00:40:24,419 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/220) [0.00 s]\n", + "2026-02-11 00:40:24,420 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/221)\n", + "2026-02-11 00:40:24,421 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/221) [0.00 s]\n", + "2026-02-11 00:40:24,422 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/222)\n", + "2026-02-11 00:40:24,422 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/222) [0.00 s]\n", + "2026-02-11 00:40:24,424 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/223)\n", + "2026-02-11 00:40:24,424 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/223) [0.00 s]\n", + "2026-02-11 00:40:24,425 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/224)\n", + "2026-02-11 00:40:24,426 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/224) [0.00 s]\n", + "2026-02-11 00:40:24,427 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/225)\n", + "2026-02-11 00:40:24,428 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/225) [0.00 s]\n", + "2026-02-11 00:40:24,429 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/226)\n", + "2026-02-11 00:40:24,429 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/226) [0.00 s]\n", + "2026-02-11 00:40:24,430 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/227)\n", + "2026-02-11 00:40:24,431 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/227) [0.00 s]\n", + "2026-02-11 00:40:24,432 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/228)\n", + "2026-02-11 00:40:24,433 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/228) [0.00 s]\n", + "2026-02-11 00:40:24,434 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/229)\n", + "2026-02-11 00:40:24,435 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/229) [0.00 s]\n", + "2026-02-11 00:40:24,436 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/230)\n", + "2026-02-11 00:40:24,436 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/230) [0.00 s]\n", + "2026-02-11 00:40:24,437 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/231)\n", + "2026-02-11 00:40:24,438 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/231) [0.00 s]\n", + "2026-02-11 00:40:24,439 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/232)\n", + "2026-02-11 00:40:24,440 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/232) [0.00 s]\n", + "2026-02-11 00:40:24,441 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/233)\n", + "2026-02-11 00:40:24,441 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/233) [0.00 s]\n", + "2026-02-11 00:40:24,442 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/234)\n", + "2026-02-11 00:40:24,443 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/234) [0.00 s]\n", + "2026-02-11 00:40:24,444 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/235)\n", + "2026-02-11 00:40:24,445 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/235) [0.00 s]\n", + "2026-02-11 00:40:24,446 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/236)\n", + "2026-02-11 00:40:24,446 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/236) [0.00 s]\n", + "2026-02-11 00:40:24,448 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/237)\n", + "2026-02-11 00:40:24,448 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/237) [0.00 s]\n", + "2026-02-11 00:40:24,449 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/238)\n", + "2026-02-11 00:40:24,450 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/238) [0.00 s]\n", + "2026-02-11 00:40:24,451 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/239)\n", + "2026-02-11 00:40:24,452 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/239) [0.00 s]\n", + "2026-02-11 00:40:24,453 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/240)\n", + "2026-02-11 00:40:24,453 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/240) [0.00 s]\n", + "2026-02-11 00:40:24,454 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/241)\n", + "2026-02-11 00:40:24,455 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/241) [0.00 s]\n", + "2026-02-11 00:40:24,456 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/242)\n", + "2026-02-11 00:40:24,457 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/242) [0.00 s]\n", + "2026-02-11 00:40:24,458 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/243)\n", + "2026-02-11 00:40:24,458 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/243) [0.00 s]\n", + "2026-02-11 00:40:24,460 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/244)\n", + "2026-02-11 00:40:24,460 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/244) [0.00 s]\n", + "2026-02-11 00:40:24,461 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/245)\n", + "2026-02-11 00:40:24,462 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/245) [0.00 s]\n", + "2026-02-11 00:40:24,463 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/246)\n", + "2026-02-11 00:40:24,464 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/246) [0.00 s]\n", + "2026-02-11 00:40:24,465 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/247)\n", + "2026-02-11 00:40:24,465 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/247) [0.00 s]\n", + "2026-02-11 00:40:24,466 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/248)\n", + "2026-02-11 00:40:24,467 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/248) [0.00 s]\n", + "2026-02-11 00:40:24,468 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/249)\n", + "2026-02-11 00:40:24,469 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/249) [0.00 s]\n", + "2026-02-11 00:40:24,470 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/250)\n", + "2026-02-11 00:40:24,471 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/250) [0.00 s]\n", + "2026-02-11 00:40:24,472 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/251)\n", + "2026-02-11 00:40:24,472 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/251) [0.00 s]\n", + "2026-02-11 00:40:24,473 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/252)\n", + "2026-02-11 00:40:24,474 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/252) [0.00 s]\n", + "2026-02-11 00:40:24,475 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/253)\n", + "2026-02-11 00:40:24,476 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/253) [0.00 s]\n", + "2026-02-11 00:40:24,477 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/254)\n", + "2026-02-11 00:40:24,477 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/254) [0.00 s]\n", + "2026-02-11 00:40:24,478 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/255)\n", + "2026-02-11 00:40:24,479 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/255) [0.00 s]\n", + "2026-02-11 00:40:24,480 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/256)\n", + "2026-02-11 00:40:24,481 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/256) [0.00 s]\n", + "2026-02-11 00:40:24,482 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/257)\n", + "2026-02-11 00:40:24,483 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/257) [0.00 s]\n", + "2026-02-11 00:40:24,484 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/258)\n", + "2026-02-11 00:40:24,484 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/258) [0.00 s]\n", + "2026-02-11 00:40:24,485 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/259)\n", + "2026-02-11 00:40:24,486 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/259) [0.00 s]\n", + "2026-02-11 00:40:24,487 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/260)\n", + "2026-02-11 00:40:24,488 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/260) [0.00 s]\n", + "2026-02-11 00:40:24,489 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/261)\n", + "2026-02-11 00:40:24,489 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/261) [0.00 s]\n", + "2026-02-11 00:40:24,490 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/262)\n", + "2026-02-11 00:40:24,491 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/262) [0.00 s]\n", + "2026-02-11 00:40:24,492 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/263)\n", + "2026-02-11 00:40:24,493 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/263) [0.00 s]\n", + "2026-02-11 00:40:24,494 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/264)\n", + "2026-02-11 00:40:24,494 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/264) [0.00 s]\n", + "2026-02-11 00:40:24,496 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/265)\n", + "2026-02-11 00:40:24,496 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/265) [0.00 s]\n", + "2026-02-11 00:40:24,497 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/266)\n", + "2026-02-11 00:40:24,498 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/266) [0.00 s]\n", + "2026-02-11 00:40:24,499 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/267)\n", + "2026-02-11 00:40:24,500 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/267) [0.00 s]\n", + "2026-02-11 00:40:24,501 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/268)\n", + "2026-02-11 00:40:24,501 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/268) [0.00 s]\n", + "2026-02-11 00:40:24,502 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/269)\n", + "2026-02-11 00:40:24,503 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/269) [0.00 s]\n", + "2026-02-11 00:40:24,504 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/270)\n", + "2026-02-11 00:40:24,505 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/270) [0.00 s]\n", + "2026-02-11 00:40:24,506 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/271)\n", + "2026-02-11 00:40:24,506 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/271) [0.00 s]\n", + "2026-02-11 00:40:24,507 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/272)\n", + "2026-02-11 00:40:24,508 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/272) [0.00 s]\n", + "2026-02-11 00:40:24,509 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/273)\n", + "2026-02-11 00:40:24,510 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/273) [0.00 s]\n", + "2026-02-11 00:40:24,511 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/274)\n", + "2026-02-11 00:40:24,511 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/274) [0.00 s]\n", + "2026-02-11 00:40:24,513 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/275)\n", + "2026-02-11 00:40:24,513 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/275) [0.00 s]\n", + "2026-02-11 00:40:24,514 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/276)\n", + "2026-02-11 00:40:24,515 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/276) [0.00 s]\n", + "2026-02-11 00:40:24,516 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/277)\n", + "2026-02-11 00:40:24,517 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/277) [0.00 s]\n", + "2026-02-11 00:40:24,518 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/278)\n", + "2026-02-11 00:40:24,518 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/278) [0.00 s]\n", + "2026-02-11 00:40:24,519 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/279)\n", + "2026-02-11 00:40:24,520 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/279) [0.00 s]\n", + "2026-02-11 00:40:24,521 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/280)\n", + "2026-02-11 00:40:24,522 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/280) [0.00 s]\n", + "2026-02-11 00:40:24,523 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/281)\n", + "2026-02-11 00:40:24,523 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/281) [0.00 s]\n", + "2026-02-11 00:40:24,525 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/282)\n", + "2026-02-11 00:40:24,525 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/282) [0.00 s]\n", + "2026-02-11 00:40:24,526 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/283)\n", + "2026-02-11 00:40:24,527 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/283) [0.00 s]\n", + "2026-02-11 00:40:24,528 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/284)\n", + "2026-02-11 00:40:24,529 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/284) [0.00 s]\n", + "2026-02-11 00:40:24,530 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/285)\n", + "2026-02-11 00:40:24,530 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/285) [0.00 s]\n", + "2026-02-11 00:40:24,531 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/286)\n", + "2026-02-11 00:40:24,532 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/286) [0.00 s]\n", + "2026-02-11 00:40:24,533 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/287)\n", + "2026-02-11 00:40:24,534 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/287) [0.00 s]\n", + "2026-02-11 00:40:24,535 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/288)\n", + "2026-02-11 00:40:24,535 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/288) [0.00 s]\n", + "2026-02-11 00:40:24,536 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/289)\n", + "2026-02-11 00:40:24,537 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/289) [0.00 s]\n", + "2026-02-11 00:40:24,538 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/290)\n", + "2026-02-11 00:40:24,539 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/290) [0.00 s]\n", + "2026-02-11 00:40:24,540 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/291)\n", + "2026-02-11 00:40:24,540 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/291) [0.00 s]\n", + "2026-02-11 00:40:24,542 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/292)\n", + "2026-02-11 00:40:24,542 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/292) [0.00 s]\n", + "2026-02-11 00:40:24,543 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/293)\n", + "2026-02-11 00:40:24,544 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/293) [0.00 s]\n", + "2026-02-11 00:40:24,545 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/294)\n", + "2026-02-11 00:40:24,546 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/294) [0.00 s]\n", + "2026-02-11 00:40:24,547 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/295)\n", + "2026-02-11 00:40:24,547 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/295) [0.00 s]\n", + "2026-02-11 00:40:24,548 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/296)\n", + "2026-02-11 00:40:24,549 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/296) [0.00 s]\n", + "2026-02-11 00:40:24,550 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/297)\n", + "2026-02-11 00:40:24,551 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/297) [0.00 s]\n", + "2026-02-11 00:40:24,552 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/298)\n", + "2026-02-11 00:40:24,552 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/298) [0.00 s]\n", + "2026-02-11 00:40:24,553 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/299)\n", + "2026-02-11 00:40:24,554 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/299) [0.00 s]\n", + "2026-02-11 00:40:24,555 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/300)\n", + "2026-02-11 00:40:24,556 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/300) [0.00 s]\n", + "2026-02-11 00:40:24,557 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/301)\n", + "2026-02-11 00:40:24,557 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/301) [0.00 s]\n", + "2026-02-11 00:40:24,558 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/302)\n", + "2026-02-11 00:40:24,559 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/302) [0.00 s]\n", + "2026-02-11 00:40:24,560 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/303)\n", + "2026-02-11 00:40:24,561 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/303) [0.00 s]\n", + "2026-02-11 00:40:24,562 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/304)\n", + "2026-02-11 00:40:24,563 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/304) [0.00 s]\n", + "2026-02-11 00:40:24,564 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/305)\n", + "2026-02-11 00:40:24,564 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/305) [0.00 s]\n", + "2026-02-11 00:40:24,565 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/306)\n", + "2026-02-11 00:40:24,566 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/306) [0.00 s]\n", + "2026-02-11 00:40:24,567 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/307)\n", + "2026-02-11 00:40:24,568 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/307) [0.00 s]\n", + "2026-02-11 00:40:24,569 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/308)\n", + "2026-02-11 00:40:24,569 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/308) [0.00 s]\n", + "2026-02-11 00:40:24,570 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/309)\n", + "2026-02-11 00:40:24,571 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/309) [0.00 s]\n", + "2026-02-11 00:40:24,572 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/310)\n", + "2026-02-11 00:40:24,573 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/310) [0.00 s]\n", + "2026-02-11 00:40:24,574 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/311)\n", + "2026-02-11 00:40:24,575 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/311) [0.00 s]\n", + "2026-02-11 00:40:24,576 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/312)\n", + "2026-02-11 00:40:24,576 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/312) [0.00 s]\n", + "2026-02-11 00:40:24,577 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/313)\n", + "2026-02-11 00:40:24,578 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/313) [0.00 s]\n", + "2026-02-11 00:40:24,579 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/314)\n", + "2026-02-11 00:40:24,580 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/314) [0.00 s]\n", + "2026-02-11 00:40:24,581 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/315)\n", + "2026-02-11 00:40:24,581 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/315) [0.00 s]\n", + "2026-02-11 00:40:24,582 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/316)\n", + "2026-02-11 00:40:24,583 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/316) [0.00 s]\n", + "2026-02-11 00:40:24,584 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/317)\n", + "2026-02-11 00:40:24,585 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/317) [0.00 s]\n", + "2026-02-11 00:40:24,586 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/318)\n", + "2026-02-11 00:40:24,586 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/318) [0.00 s]\n", + "2026-02-11 00:40:24,588 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/319)\n", + "2026-02-11 00:40:24,588 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/319) [0.00 s]\n", + "2026-02-11 00:40:24,589 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/320)\n", + "2026-02-11 00:40:24,590 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/320) [0.00 s]\n", + "2026-02-11 00:40:24,591 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/321)\n", + "2026-02-11 00:40:24,592 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/321) [0.00 s]\n", + "2026-02-11 00:40:24,593 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/322)\n", + "2026-02-11 00:40:24,593 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/322) [0.00 s]\n", + "2026-02-11 00:40:24,594 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/323)\n", + "2026-02-11 00:40:24,595 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/323) [0.00 s]\n", + "2026-02-11 00:40:24,596 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/324)\n", + "2026-02-11 00:40:24,597 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/324) [0.00 s]\n", + "2026-02-11 00:40:24,598 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/325)\n", + "2026-02-11 00:40:24,598 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/325) [0.00 s]\n", + "2026-02-11 00:40:24,599 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/326)\n", + "2026-02-11 00:40:24,600 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/326) [0.00 s]\n", + "2026-02-11 00:40:24,601 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/327)\n", + "2026-02-11 00:40:24,602 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/327) [0.00 s]\n", + "2026-02-11 00:40:24,603 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/328)\n", + "2026-02-11 00:40:24,604 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/328) [0.00 s]\n", + "2026-02-11 00:40:24,605 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/329)\n", + "2026-02-11 00:40:24,605 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/329) [0.00 s]\n", + "2026-02-11 00:40:24,606 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/330)\n", + "2026-02-11 00:40:24,607 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/330) [0.00 s]\n", + "2026-02-11 00:40:24,608 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/331)\n", + "2026-02-11 00:40:24,609 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/331) [0.00 s]\n", + "2026-02-11 00:40:24,610 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/332)\n", + "2026-02-11 00:40:24,610 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/332) [0.00 s]\n", + "2026-02-11 00:40:24,611 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/333)\n", + "2026-02-11 00:40:24,612 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/333) [0.00 s]\n", + "2026-02-11 00:40:24,613 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/334)\n", + "2026-02-11 00:40:24,614 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/334) [0.00 s]\n", + "2026-02-11 00:40:24,615 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/335)\n", + "2026-02-11 00:40:24,616 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/335) [0.00 s]\n", + "2026-02-11 00:40:24,617 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/336)\n", + "2026-02-11 00:40:24,617 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/336) [0.00 s]\n", + "2026-02-11 00:40:24,618 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/337)\n", + "2026-02-11 00:40:24,619 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/337) [0.00 s]\n", + "2026-02-11 00:40:24,620 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/338)\n", + "2026-02-11 00:40:24,621 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/338) [0.00 s]\n", + "2026-02-11 00:40:24,622 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/339)\n", + "2026-02-11 00:40:24,622 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/339) [0.00 s]\n", + "2026-02-11 00:40:24,623 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/340)\n", + "2026-02-11 00:40:24,624 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/340) [0.00 s]\n", + "2026-02-11 00:40:24,625 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/341)\n", + "2026-02-11 00:40:24,626 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/341) [0.00 s]\n", + "2026-02-11 00:40:24,627 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/342)\n", + "2026-02-11 00:40:24,627 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/342) [0.00 s]\n", + "2026-02-11 00:40:24,629 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/343)\n", + "2026-02-11 00:40:24,629 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/343) [0.00 s]\n", + "2026-02-11 00:40:24,630 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/344)\n", + "2026-02-11 00:40:24,631 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/344) [0.00 s]\n", + "2026-02-11 00:40:24,632 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/345)\n", + "2026-02-11 00:40:24,633 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/345) [0.00 s]\n", + "2026-02-11 00:40:24,634 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/346)\n", + "2026-02-11 00:40:24,634 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/346) [0.00 s]\n", + "2026-02-11 00:40:24,635 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/347)\n", + "2026-02-11 00:40:24,636 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/347) [0.00 s]\n", + "2026-02-11 00:40:24,637 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/348)\n", + "2026-02-11 00:40:24,638 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/348) [0.00 s]\n", + "2026-02-11 00:40:24,639 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/349)\n", + "2026-02-11 00:40:24,639 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/349) [0.00 s]\n", + "2026-02-11 00:40:24,640 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/350)\n", + "2026-02-11 00:40:24,641 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/350) [0.00 s]\n", + "2026-02-11 00:40:24,642 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/351)\n", + "2026-02-11 00:40:24,643 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/351) [0.00 s]\n", + "2026-02-11 00:40:24,644 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/352)\n", + "2026-02-11 00:40:24,645 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/352) [0.00 s]\n", + "2026-02-11 00:40:24,646 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/353)\n", + "2026-02-11 00:40:24,646 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/353) [0.00 s]\n", + "2026-02-11 00:40:24,647 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/354)\n", + "2026-02-11 00:40:24,648 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/354) [0.00 s]\n", + "2026-02-11 00:40:24,649 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/355)\n", + "2026-02-11 00:40:24,650 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/355) [0.00 s]\n", + "2026-02-11 00:40:24,651 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/356)\n", + "2026-02-11 00:40:24,651 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/356) [0.00 s]\n", + "2026-02-11 00:40:24,652 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/357)\n", + "2026-02-11 00:40:24,653 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/357) [0.00 s]\n", + "2026-02-11 00:40:24,654 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/358)\n", + "2026-02-11 00:40:24,655 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/358) [0.00 s]\n", + "2026-02-11 00:40:24,656 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/359)\n", + "2026-02-11 00:40:24,657 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/359) [0.00 s]\n", + "2026-02-11 00:40:24,658 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/360)\n", + "2026-02-11 00:40:24,658 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/360) [0.00 s]\n", + "2026-02-11 00:40:24,659 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/361)\n", + "2026-02-11 00:40:24,660 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/361) [0.00 s]\n", + "2026-02-11 00:40:24,661 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/362)\n", + "2026-02-11 00:40:24,662 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/362) [0.00 s]\n", + "2026-02-11 00:40:24,663 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/363)\n", + "2026-02-11 00:40:24,663 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/363) [0.00 s]\n", + "2026-02-11 00:40:24,664 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/364)\n", + "2026-02-11 00:40:24,665 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/364) [0.00 s]\n", + "2026-02-11 00:40:24,666 - LoggingStore() - INFO - Calling IcechunkStore.get(time/c/365)\n", + "2026-02-11 00:40:24,667 - LoggingStore() - INFO - Finished IcechunkStore.get(time/c/365) [0.00 s]\n", + "CPU times: user 980 ms, sys: 228 ms, total: 1.21 s\n", + "Wall time: 1.31 s\n" + ] + }, + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 24GB\n",
+       "Dimensions:    (time: 1464, latitude: 720, longitude: 1440)\n",
+       "Coordinates:\n",
+       "  * latitude   (latitude) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n",
+       "  * longitude  (longitude) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n",
+       "  * time       (time) datetime64[ns] 12kB 1993-01-02 ... 1994-01-05T18:00:00\n",
+       "Data variables:\n",
+       "    nobs       (time, latitude, longitude) float32 6GB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
+       "    uwnd       (time, latitude, longitude) float32 6GB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
+       "    vwnd       (time, latitude, longitude) float32 6GB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
+       "    ws         (time, latitude, longitude) float32 6GB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>\n",
+       "Attributes: (54)
" + ], + "text/plain": [ + " Size: 24GB\n", + "Dimensions: (time: 1464, latitude: 720, longitude: 1440)\n", + "Coordinates:\n", + " * latitude (latitude) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n", + " * longitude (longitude) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n", + " * time (time) datetime64[ns] 12kB 1993-01-02 ... 1994-01-05T18:00:00\n", + "Data variables:\n", + " nobs (time, latitude, longitude) float32 6GB dask.array\n", + " uwnd (time, latitude, longitude) float32 6GB dask.array\n", + " vwnd (time, latitude, longitude) float32 6GB dask.array\n", + " ws (time, latitude, longitude) float32 6GB dask.array\n", + "Attributes: (54)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%%time\n", + "ds = xr.open_zarr(\n", + " store=store,\n", + " zarr_format=3,\n", + " consolidated=False,\n", + ")\n", + "ds" + ] + }, + { + "cell_type": "markdown", + "id": "y4inu6q4hi", + "metadata": {}, + "source": [ + "## Select and load a subset\n", + "\n", + "With lazy loading, we can select a spatial and temporal subset before any data is fetched from S3. Only the chunks that overlap the selection are read." + ] + }, + { + "cell_type": "markdown", + "id": "67l8fjv29uo", + "metadata": {}, + "source": [ + "### Single time step, global map" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "mu0ey0n57mg", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1.03 ms, sys: 150 μs, total: 1.18 ms\n", + "Wall time: 1.19 ms\n" + ] + } + ], + "source": [ + "%%time\n", + "# Select the first time step and load wind speed into memory:\n", + "snapshot = ds[\"ws\"].isel(time=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f38754a5-05d5-4b65-b8d8-f3e330e2b56e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2026-02-11 00:40:25,138 - LoggingStore() - INFO - Calling IcechunkStore.get(ws/c/0/0/0)\n", + "2026-02-11 00:40:25,565 - LoggingStore() - INFO - Finished IcechunkStore.get(ws/c/0/0/0) [0.43 s]\n" + ] + } + ], + "source": [ + "snapshot.isel(latitude=0, longitude=0).values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a566ffopxf", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 5))\n", + "snapshot.plot(ax=ax, cmap=\"viridis\", vmin=0, vmax=20)\n", + "ax.set_title(f\"CCMP Wind Speed — {snapshot.time.values}\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "i00lh6lpdxf", + "metadata": {}, + "source": [ + "### Spatial subset over time\n", + "\n", + "Select a region (e.g. the tropical Pacific) across all time steps. Only the chunks covering this region are fetched." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "t0mjlspqkw8", + "metadata": {}, + "outputs": [], + "source": [ + "%%time\n", + "# Tropical Pacific region: 10°S–10°N, 160°E–280°E (= 160°E–80°W)\n", + "region = ds[\"ws\"].sel(latitude=slice(-10, 10), longitude=slice(160, 280))\n", + "print(f\"Subset shape: {dict(region.sizes)}\")\n", + "print(f\"Full dataset shape: {dict(ds['wspd'].sizes)}\")\n", + "\n", + "region_loaded = region.load()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ujd6t232bki", + "metadata": {}, + "outputs": [], + "source": [ + "# Hovmöller diagram: longitude-averaged wind speed over time\n", + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "region_loaded.mean(dim=\"longitude\").plot(ax=ax, cmap=\"viridis\", vmin=0, vmax=15)\n", + "ax.set_title(\"CCMP Wind Speed — Tropical Pacific (10°S–10°N), longitude-averaged\")\n", + "ax.set_ylabel(\"Latitude\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "39nquudipik", + "metadata": {}, + "source": [ + "### Time range subset\n", + "\n", + "Select a month of data and compute a temporal mean." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2h277limt7h", + "metadata": {}, + "outputs": [], + "source": [ + "%%time\n", + "# Select January and compute the monthly mean wind speed:\n", + "jan = ds[\"ws\"].sel(time=ds.time.dt.month == 1)\n", + "print(f\"January time steps: {jan.sizes['time']}\")\n", + "\n", + "jan_mean = jan.mean(dim=\"time\").load()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "n9ot0yycj9e", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 5))\n", + "jan_mean.plot(ax=ax, cmap=\"viridis\", vmin=0, vmax=15)\n", + "ax.set_title(\"CCMP Mean Wind Speed — January\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "bugqjtr3r58", + "metadata": {}, + "source": [ + "### Point time series\n", + "\n", + "Extract a time series at a single location (e.g. a buoy site)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ztskqdk44zn", + "metadata": {}, + "outputs": [], + "source": [ + "%%time\n", + "# Time series at a point in the North Atlantic (~30°N, 330°E = 30°W):\n", + "point = ds[\"ws\"].sel(latitude=30, longitude=330, method=\"nearest\").load()\n", + "point" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "uljh81540fc", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 3))\n", + "point.plot(ax=ax, linewidth=0.5)\n", + "ax.set_title(\n", + " f\"CCMP Wind Speed — {float(point.latitude):.1f}°N, {360 - float(point.longitude):.1f}°W\"\n", + ")\n", + "ax.set_ylabel(\"Wind speed (m/s)\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "sm006po0fe", + "metadata": {}, + "source": [ + "## Summary\n", + "\n", + "This notebook showed how to:\n", + "\n", + "1. **Open** an existing Icechunk store with the required S3 credentials for virtual chunk access.\n", + "2. **Lazy-load** the full year of CCMP data (no data fetched until `.load()` or `.compute()`).\n", + "3. **Select subsets** by time, space, or both — only the relevant chunks are read from S3.\n", + "4. **Compute** reductions (temporal means) and **plot** the results.\n", + "\n", + "The key takeaway: Icechunk + xarray gives you the same subsetting and computation experience as if the data were a single local Zarr store, but the actual bytes live in the original NetCDF4/HDF5 files on S3." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "CCMP Recipes", + "language": "python", + "name": "ccmp-recipes" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": 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