From a562b2cf7251c23b32d419cca139d0efefeb1cbb Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tobias=20H=C3=B6lzer?= <tobiashoelzer@hotmail.com>
Date: Fri, 24 Oct 2025 16:36:18 +0200
Subject: [PATCH] Finalize era5 and alphaearth

---
 pyproject.toml                      |    4 +
 steps/s1_0_alphaearth/alphaearth.py |   50 +-
 steps/s1_0_alphaearth/alphaearth.sh |   22 +-
 steps/s1_1_era5/era5.py             |  749 ++++----
 steps/s1_1_era5/era5.sh             |   18 +
 uv.lock                             | 2542 +++++++++++++++------------
 6 files changed, 1993 insertions(+), 1392 deletions(-)
 create mode 100644 steps/s1_1_era5/era5.sh

diff --git a/pyproject.toml b/pyproject.toml
index 9f5d9b9..554864a 100755
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,6 +8,7 @@ requires-python = ">=3.12"
 dependencies = [
     "aiohttp>=3.12.11",
     "bokeh>=3.7.3",
+    "bottleneck>=1.6.0",
     "cartopy>=0.24.1",
     "cdsapi>=0.7.6",
     "cyclopts>=4.0.0",
@@ -27,8 +28,11 @@ dependencies = [
     "mapclassify>=2.9.0",
     "matplotlib>=3.10.3",
     "netcdf4>=1.7.2",
+    "numba>=0.62.1",
+    "numbagg>=0.9.3",
     "numpy>=2.3.0",
     "odc-geo[all]>=0.4.10",
+    "opt-einsum>=3.4.0",
     "pyarrow>=20.0.0",
     "requests>=2.32.3",
     "rich>=14.0.0",
diff --git a/steps/s1_0_alphaearth/alphaearth.py b/steps/s1_0_alphaearth/alphaearth.py
index c1838a7..2207b88 100644
--- a/steps/s1_0_alphaearth/alphaearth.py
+++ b/steps/s1_0_alphaearth/alphaearth.py
@@ -11,6 +11,7 @@ import geemap
 import geopandas as gpd
 import numpy as np
 import pandas as pd
+import xarray as xr
 from rich import pretty, print, traceback
 from rich.progress import track
 
@@ -26,7 +27,11 @@ EMBEDDINGS_DIR = DATA_DIR / "embeddings"
 EMBEDDINGS_DIR.mkdir(parents=True, exist_ok=True)
 
 
-def cli(grid: Literal["hex", "healpix"], level: int, backup_intermediate: bool = False):
+cli = cyclopts.App(name="alpha-earth")
+
+
+@cli.command()
+def download(grid: Literal["hex", "healpix"], level: int, backup_intermediate: bool = False):
     """Extract satellite embeddings from Google Earth Engine and map them to a grid.
 
     Args:
@@ -93,8 +98,49 @@ def cli(grid: Literal["hex", "healpix"], level: int, backup_intermediate: bool =
         print(f"Saved embeddings for year {year} to {embeddings_file.resolve()}.")
 
 
+@cli.command()
+def combine_to_zarr(grid: Literal["hex", "healpix"], level: int):
+    """Combine yearly embeddings parquet files into a single zarr store.
+
+    Args:
+        grid (Literal["hex", "healpix"]): The grid type to use.
+        level (int): The grid level to use.
+
+    """
+    embs = gpd.read_parquet(DATA_DIR / "embeddings" / f"permafrost_{grid}{level}_embeddings-2017.parquet")
+    # ? Converting cell IDs from hex strings to integers for xdggs compatibility
+    cells = [int(cid, 16) for cid in embs.cell_id.to_list()]
+    years = list(range(2017, 2025))
+    aggs = ["median", "stdDev", "min", "max", "mean", "p1", "p5", "p25", "p75", "p95", "p99"]
+    bands = [f"A{str(i).zfill(2)}" for i in range(64)]
+
+    a = xr.DataArray(
+        np.nan,
+        dims=("year", "cell", "band", "agg"),
+        coords={"year": years, "cell": cells, "band": bands, "agg": aggs},
+    )
+    # ? These attributes are needed for xdggs
+    a.cell.attrs = {
+        "grid_name": "h3" if grid == "hex" else "healpix",
+        "level": level,
+    }
+    if grid == "healpix":
+        a.cell.attrs["indexing_scheme"] = "nested"
+
+    for year in track(years, total=len(years), description="Processing years..."):
+        embs = gpd.read_parquet(DATA_DIR / "embeddings" / f"permafrost_{grid}{level}_embeddings-{year}.parquet")
+        for band in bands:
+            for agg in aggs:
+                col = f"{band}_{agg}"
+                a.loc[{"band": band, "agg": agg, "year": year}] = embs[col].to_list()
+
+    zarr_path = EMBEDDINGS_DIR / f"permafrost_{grid}{level}_embeddings.zarr"
+    a.to_zarr(zarr_path, consolidated=False, mode="w")
+    print(f"Saved combined embeddings to {zarr_path.resolve()}.")
+
+
 def main():  # noqa: D103
-    cyclopts.run(cli)
+    cli()
 
 
 if __name__ == "__main__":
diff --git a/steps/s1_0_alphaearth/alphaearth.sh b/steps/s1_0_alphaearth/alphaearth.sh
index 32b5193..2f5cae6 100644
--- a/steps/s1_0_alphaearth/alphaearth.sh
+++ b/steps/s1_0_alphaearth/alphaearth.sh
@@ -1,9 +1,17 @@
 #!/bin/bash
 
-# uv run alpha-earth --grid hex --level 3
-uv run alpha-earth --grid hex --level 4
-uv run alpha-earth --grid hex --level 5
-uv run alpha-earth --grid healpix --level 6
-uv run alpha-earth --grid healpix --level 7
-uv run alpha-earth --grid healpix --level 8
-uv run alpha-earth --grid healpix --level 9
+# uv run alpha-earth download --grid hex --level 3
+# uv run alpha-earth download --grid hex --level 4
+# uv run alpha-earth download --grid hex --level 5
+# uv run alpha-earth download --grid healpix --level 6
+# uv run alpha-earth download --grid healpix --level 7
+# uv run alpha-earth download --grid healpix --level 8
+# uv run alpha-earth download --grid healpix --level 9
+
+uv run alpha-earth combine-to-zarr --grid hex --level 3
+uv run alpha-earth combine-to-zarr --grid hex --level 4
+uv run alpha-earth combine-to-zarr --grid hex --level 5
+uv run alpha-earth combine-to-zarr --grid healpix --level 6
+uv run alpha-earth combine-to-zarr --grid healpix --level 7
+uv run alpha-earth combine-to-zarr --grid healpix --level 8
+uv run alpha-earth combine-to-zarr --grid healpix --level 9
diff --git a/steps/s1_1_era5/era5.py b/steps/s1_1_era5/era5.py
index 508877c..83cdf7b 100644
--- a/steps/s1_1_era5/era5.py
+++ b/steps/s1_1_era5/era5.py
@@ -12,11 +12,12 @@ Variables of Interest:
 Naming patterns:
 - Instant Variables are downloaded already as statistically aggregated (lossy),
   therefore their names get the aggregation as suffix
-- Accumulation Variables are downloaded as totals, their names stay the same
+- Accumulation Variables are downloaded as totals (sum), their names stay the same
 
 Daily Variables (downloaded from hourly data):
 - t2m_max
 - t2m_min
+- t2m_mean
 - snowc_mean
 - sde_mean
 - lblt_max
@@ -25,80 +26,79 @@ Daily Variables (downloaded from hourly data):
 - sshf
 
 Derived Daily Variables:
-- t2m_daily_avg
-- t2m_daily_range
-- t2m_daily_skew
-- thawing_degree_days
-- freezing_degree_days
-- thawing_days
-- freezing_days
-- precipitation_occurrences
-- snowfall_occurrences
-- snow_isolation (snowc * sde)
+- t2m_range [instant]: t2m_max - t2m_min
+- t2m_avg [instant]: (t2m_max - t2m_min) / 2
+- t2m_skew [instant]: (t2m_mean - t2m_min) / t2m_range
+- thawing_degree_days [accum]: (t2m_avg - 273.15).clip(min=0)
+- freezing_degree_days [accum]: (273.15 - t2m_avg).clip(min=0)
+- thawing_days [accum]: (t2m_avg > 273.15).astype(int)
+- freezing_days [accum]: (t2m_avg < 273.15).astype(int)
+- precipitation_occurrences [accum]: (tp > 0.001).astype(int)
+- snowfall_occurrences [accum]: (sf > 0.001).astype(int)
+- naive_snow_isolation [instant]: snowc_mean * sde_mean
 
-Monthly Variables:
-- t2m_monthly_max
-- t2m_monthly_min
-- tp_monthly_sum
-- sf_monthly_sum
-- snowc_monthly_mean
-- sde_monthly_mean
-- sshf_monthly_sum
-- lblt_monthly_max
-- t2m_monthly_avg
-- t2m_monthly_range_avg
-- t2m_monthly_skew_avg
-- thawing_degree_days_monthly
-- freezing_degree_days_monthly
-- thawing_days_monthly
-- freezing_days_monthly
-- precipitation_occurrences_monthly TODO: Rename to precipitation_days_monthly?
-- snowfall_occurrences_monthly TODO: Rename to snowfall_days_monthly?
-- snow_isolation_monthly_mean
 
-Yearly Variables:
-- TODO
+Monthly, Winter, Summer & Yearly Aggregations (Names don't change):
+- instant variables:
+    - *_min -> min
+    - *_max -> max
+    - *_rest -> median
+- accum variables: sum
 
-# TODO Variables:
-- Day of first thaw (yearly)
-- Day of last thaw (yearly)
-- Thawing period length (yearly)
-- Freezing period length (yearly)
+Derived & (from monthly) Aggregated Winter Variables:
+- effective_snow_depth [instant]: (sde_mean * M + 1 - m).sum(M) / (m).sum(M),see also https://tc.copernicus.org/articles/11/989/2017/tc-11-989-2017.pdf
+
+Derived & (from daily) Aggregated Yearly Variables:
+- day_of_first_thaw [yearly]: First day in year where t2m_daily_avg > 273.15
+- day_of_last_thaw [yearly]: Last day in year where t2m_daily_avg > 273.15
+- thawing_period_length [yearly]: day_of_last_thaw - day_of_first_thaw
+- day_of_first_freeze [yearly]: First day in year where t2m_daily_avg < 273.15
+- day_of_last_freeze [yearly]: Last day in year where t2m_daily_avg < 273.15
+
+About yearly aggregates:
+- A year always starts on 1st October and ends on 30th September of the next year
+  to better capture the Arctic seasonal cycle.
+- Thus year == 2020 means 1st Oct 2019 - 30th Sep 2020
+- Thus winter == 2020 means 1st Oct 2019 - 31th March 2020
+- Thus summer == 2020 means 1st April 2020 - 30th Sep 2020
 
 Author: Tobias Hölzer
-Date: 09. June 2025
+Date: June to October 2025
 """
 
 import os
 import time
-from concurrent.futures import ProcessPoolExecutor, ThreadPoolExecutor, as_completed
 from pathlib import Path
 from typing import Literal
 
 import cyclopts
 import dask.distributed as dd
 import geopandas as gpd
+import numpy as np
 import odc.geo
 import odc.geo.xr
 import pandas as pd
 import shapely
 import shapely.ops
 import xarray as xr
-from numcodecs.zarr3 import Blosc
 from rich import pretty, print, traceback
 from rich.progress import track
 from shapely.geometry import LineString, Polygon
+from zarr.codecs import BloscCodec
 
 traceback.install(show_locals=True, suppress=[cyclopts, xr, pd])
 pretty.install()
 
 cli = cyclopts.App()
 
-# TODO: Directly handle download on a grid level - this is more what the zarr access is indented to do
-
 DATA_DIR = Path(os.environ.get("DATA_DIR", "data")) / "entropyc-rts"
 ERA5_DIR = DATA_DIR / "era5"
 DAILY_RAW_PATH = ERA5_DIR / "daily_raw.zarr"
+DAILY_ENRICHED_PATH = ERA5_DIR / "daily_enriched.zarr"
+MONTHLY_RAW_PATH = ERA5_DIR / "monthly_raw.zarr"
+YEARLY_RAW_PATH = ERA5_DIR / "yearly_aligned.zarr"
+SUMMER_RAW_PATH = ERA5_DIR / "summer_aligned.zarr"
+WINTER_RAW_PATH = ERA5_DIR / "winter_aligned.zarr"
 
 
 def _get_grid_paths(
@@ -119,16 +119,37 @@ max_time = "2024-12-31"
 
 today = time.strftime("%Y-%m-%d")
 
-# ================
-# === Download ===
-# ================
+instants = {
+    "t2m_max",
+    "t2m_min",
+    "t2m_mean",
+    "snowc_mean",
+    "sde_mean",
+    "lblt_max",
+    "t2m_range",
+    "t2m_avg",
+    "t2m_skew",
+    "naive_snow_isolation",
+}
+
+accums = {
+    "tp",
+    "sf",
+    "sshf",
+    "thawing_degree_days",
+    "freezing_degree_days",
+    "thawing_days",
+    "freezing_days",
+    "precipitation_occurrences",
+    "snowfall_occurrences",
+}
 
 
 def create_encoding(ds: xr.Dataset):
     """Create compression encoding for zarr dataset storage.
 
     Creates Blosc compression configuration for all data variables and coordinates
-    in the dataset using zstd compression with level 9.
+    in the dataset using zstd compression with level 5.
 
     Args:
         ds (xr.Dataset): The xarray Dataset to create encoding for.
@@ -138,10 +159,15 @@ def create_encoding(ds: xr.Dataset):
 
     """
     # encoding = {var: {"compressors": BloscCodec(cname="zlib", clevel=9)} for var in ds.data_vars}
-    encoding = {var: {"compressors": Blosc(cname="zstd", clevel=9)} for var in [*ds.data_vars, *ds.coords]}
+    encoding = {var: {"compressors": BloscCodec(cname="zstd", clevel=5)} for var in [*ds.data_vars, *ds.coords]}
     return encoding
 
 
+# ================
+# === Download ===
+# ================
+
+
 def download_daily_aggregated():
     """Download and aggregate ERA5 data to daily resolution.
 
@@ -184,6 +210,7 @@ def download_daily_aggregated():
             # Instant
             era5.t2m.resample(time="1D").max().rename("t2m_max"),
             era5.t2m.resample(time="1D").min().rename("t2m_min"),
+            era5.t2m.resample(time="1D").mean().rename("t2m_mean"),
             era5.snowc.resample(time="1D").mean().rename("snowc_mean"),
             era5.sde.resample(time="1D").mean().rename("sde_mean"),
             era5.lblt.resample(time="1D").max().rename("lblt_max"),
@@ -197,6 +224,7 @@ def download_daily_aggregated():
     # Assign attributes
     daily_raw["t2m_max"].attrs = {"long_name": "Daily maximum 2 metre temperature", "units": "K"}
     daily_raw["t2m_min"].attrs = {"long_name": "Daily minimum 2 metre temperature", "units": "K"}
+    daily_raw["t2m_mean"].attrs = {"long_name": "Daily mean 2 metre temperature", "units": "K"}
     daily_raw["tp"].attrs = {"long_name": "Daily total precipitation", "units": "m"}
     daily_raw["sf"].attrs = {"long_name": "Daily total snow fall", "units": "m"}
     daily_raw["snowc_mean"].attrs = {"long_name": "Daily mean snow cover", "units": "m"}
@@ -227,6 +255,309 @@ def download():
         print(f"Downloaded and aggregated ERA5 data to {DAILY_RAW_PATH.resolve()}.")
 
 
+# ============================
+# === Temporal Aggregation ===
+# ============================
+
+
+def daily_enrich():
+    """Enrich daily ERA5 data with derived climate variables.
+
+    Loads downloaded daily ERA5 data and computes additional climate variables.
+    Creates derived variables including temperature statistics, degree days, and occurrence indicators.
+
+    Derived variables include:
+    - Daily average and range temperature
+    - Temperature skewness
+    - Thawing and freezing degree days
+    - Thawing and freezing day counts
+    - Precipitation and snowfall occurrences
+    - Snow isolation index
+
+    """
+    daily = xr.open_zarr(DAILY_RAW_PATH, consolidated=False).set_coords("spatial_ref")
+    assert "time" in daily.dims, f"Expected dim 'time' to be in {daily.dims=}"
+
+    # Formulas based on Groeke et. al. (2025) Stochastic Weather generation...
+    daily["t2m_avg"] = (daily.t2m_max + daily.t2m_min) / 2
+    daily.t2m_avg.attrs = {"long_name": "Daily average 2 metre temperature", "units": "K"}
+    daily["t2m_range"] = daily.t2m_max - daily.t2m_min
+    daily.t2m_range.attrs = {"long_name": "Daily range of 2 metre temperature", "units": "K"}
+    daily["t2m_skew"] = (daily.t2m_mean - daily.t2m_min) / daily.t2m_range
+    daily.t2m_skew.attrs = {"long_name": "Daily skewness of 2 metre temperature"}
+
+    daily["thawing_degree_days"] = (daily.t2m_avg - 273.15).clip(min=0)
+    daily.thawing_degree_days.attrs = {"long_name": "Thawing degree days", "units": "K"}
+    daily["freezing_degree_days"] = (273.15 - daily.t2m_avg).clip(min=0)
+    daily.freezing_degree_days.attrs = {"long_name": "Freezing degree days", "units": "K"}
+
+    daily["thawing_days"] = (daily.t2m_avg > 273.15).astype(int)
+    daily.thawing_days.attrs = {"long_name": "Thawing days"}
+    daily["freezing_days"] = (daily.t2m_avg < 273.15).astype(int)
+    daily.freezing_days.attrs = {"long_name": "Freezing days"}
+
+    daily["precipitation_occurrences"] = (daily.tp > 0).astype(int)
+    daily.precipitation_occurrences.attrs = {"long_name": "Precipitation occurrences"}
+    daily["snowfall_occurrences"] = (daily.sf > 0).astype(int)
+    daily.snowfall_occurrences.attrs = {"long_name": "Snowfall occurrences"}
+
+    daily["naive_snow_isolation"] = daily.snowc_mean * daily.sde_mean
+    daily.naive_snow_isolation.attrs = {"long_name": "Naive snow isolation"}
+
+    daily.to_zarr(DAILY_ENRICHED_PATH, mode="w", encoding=create_encoding(daily), consolidated=False)
+
+
+def monthly_aggregate():
+    """Aggregate enriched daily ERA5 data to monthly resolution.
+
+    Takes the enriched daily ERA5 data and creates monthly aggregates using
+    appropriate statistical functions for each variable type.
+    Instant variables use min, max, or median aggregations, while accumulative
+    variables are summed over the month.
+
+    The aggregated monthly data is saved to a zarr file for further processing.
+
+    """
+    daily = xr.open_zarr(DAILY_ENRICHED_PATH, consolidated=False)
+    assert "time" in daily.dims, f"Expected dim 'time' to be in {daily.dims=}"
+    daily = daily.sel(time=slice(min_time, max_time))
+
+    # Monthly instant aggregates
+    monthly_instants = []
+    for var in instants:
+        if var.endswith("_min"):
+            agg = daily[var].resample(time="1ME").min().rename(var)
+            agg.attrs = daily[var].attrs
+            agg.attrs["long_name"] = f"Monthly minimum of {daily[var].attrs.get('long_name', var)}"
+            monthly_instants.append(agg)
+        elif var.endswith("_max"):
+            agg = daily[var].resample(time="1ME").max().rename(var)
+            agg.attrs = daily[var].attrs
+            agg.attrs["long_name"] = f"Monthly maximum of {daily[var].attrs.get('long_name', var)}"
+            monthly_instants.append(agg)
+        else:
+            agg = daily[var].resample(time="1ME").median().rename(var)
+            agg.attrs = daily[var].attrs
+            agg.attrs["long_name"] = f"Monthly median of {daily[var].attrs.get('long_name', var)}"
+            monthly_instants.append(agg)
+
+    monthly_accums = []
+    for var in accums:
+        agg = daily[var].resample(time="1ME").sum().rename(var)
+        agg.attrs = daily[var].attrs
+        monthly_accums.append(agg)
+
+    monthly = xr.merge(monthly_instants + monthly_accums)
+    monthly = monthly.chunk({"time": len(monthly.time), "latitude": 64, "longitude": 64})
+    monthly.to_zarr(MONTHLY_RAW_PATH, mode="w", encoding=create_encoding(monthly), consolidated=False)
+
+
+def multi_monthly_aggregate(monthly: xr.Dataset, n: int = 12) -> xr.Dataset:
+    """Aggregate monthly ERA5 data to a multi-month resolution.
+
+    Takes monthly aggregated data and creates multi-month aggregates using a shifted
+    calendar (October to September) to better capture Arctic seasonal patterns.
+
+    Args:
+        monthly (xr.Dataset): The monthly aggregates
+        n (int, optional): Number of months to aggregate over. Defaults to 12.
+
+    Returns:
+        xr.Dataset: The aggregated dataset
+
+    """
+    # Instants
+    multimonthly_instants = []
+    for var in instants:
+        if var.endswith("_min"):
+            agg = monthly[var].resample(time=f"{n}MS", label="right").min().rename(var)
+            agg.attrs = monthly[var].attrs
+            agg.attrs["long_name"] = f"{n}-Monthly minimum of {monthly[var].attrs.get('long_name', var)}"
+            multimonthly_instants.append(agg)
+        elif var.endswith("_max"):
+            agg = monthly[var].resample(time=f"{n}MS", label="right").max().rename(var)
+            agg.attrs = monthly[var].attrs
+            agg.attrs["long_name"] = f"{n}-Monthly maximum of {monthly[var].attrs.get('long_name', var)}"
+            multimonthly_instants.append(agg)
+        else:
+            agg = monthly[var].resample(time=f"{n}MS", label="right").median().rename(var)
+            agg.attrs = monthly[var].attrs
+            agg.attrs["long_name"] = f"{n}-Monthly median of {monthly[var].attrs.get('long_name', var)}"
+            multimonthly_instants.append(agg)
+
+    # Accums
+    multimonthly_accums = []
+    for var in accums:
+        agg = monthly[var].resample(time=f"{n}MS", label="right").sum().rename(var)
+        agg.attrs = monthly[var].attrs
+        multimonthly_accums.append(agg)
+
+    multimonthly = xr.merge(multimonthly_instants + multimonthly_accums)
+
+    # Effective snow depth
+    m = np.resize(np.arange(1, n + 1), len(monthly.time))
+    m = xr.DataArray(m, coords={"time": monthly.time}, dims=["time"])
+    n_sum = n * (n + 1) // 2
+    multimonthly["effective_snow_depth"] = (monthly.sde_mean * (n + 1 - m)).resample(time=f"{n}MS").sum().rename(
+        "effective_snow_depth"
+    ) / n_sum
+    multimonthly["effective_snow_depth"].attrs = {
+        "long_name": "Effective Snow Density",
+        "reference": "Slater et. al. (2017)",
+        "link": "https://tc.copernicus.org/articles/11/989/2017/tc-11-989-2017.pdf",
+    }
+
+    multimonthly = multimonthly.chunk({"time": len(multimonthly.time), "latitude": 64, "longitude": 64})
+    return multimonthly
+
+
+def yearly_and_seasonal_aggregate():
+    """Aggregate monthly ERA5 data to yearly resolution with seasonal splits.
+
+    Takes monthly aggregated data and creates yearly aggregates using a shifted
+    calendar (October to September) to better capture Arctic seasonal patterns.
+    Creates separate aggregates for full year, winter (Oct-Apr), and summer
+    (May-Sep) periods.
+
+    The first and last incomplete years are excluded from the analysis.
+    Winter months are defined as months 1-7 in the shifted calendar,
+    and summer months are 8-12.
+
+    The final dataset includes yearly, winter, and summer aggregates for all
+    climate variables, saved to a zarr file.
+
+    """
+    monthly = xr.open_zarr(MONTHLY_RAW_PATH, consolidated=False).set_coords("spatial_ref")
+    assert "time" in monthly.dims, f"Expected dim 'time' to be in {monthly.dims=}"
+
+    # "Shift" the calendar by slicing the first Jan-Sep and the last Oct-Dec months
+    first_year = monthly.time.dt.year.min().item()
+    last_year = monthly.time.dt.year.max().item()
+    monthly = monthly.sel(time=slice(f"{first_year}-10-01", f"{last_year}-09-30"))
+
+    yearly = multi_monthly_aggregate(monthly, n=12)
+    yearly = derive_yearly_variables(yearly)
+    yearly.to_zarr(YEARLY_RAW_PATH, mode="w", encoding=create_encoding(yearly), consolidated=False)
+
+    summer_winter = multi_monthly_aggregate(monthly, n=6)
+
+    summer = summer_winter.sel(time=summer_winter.time.dt.month == 4)
+    summer.to_zarr(SUMMER_RAW_PATH, mode="w", encoding=create_encoding(summer), consolidated=False)
+
+    winter = summer_winter.sel(time=summer_winter.time.dt.month == 10)
+    winter.to_zarr(WINTER_RAW_PATH, mode="w", encoding=create_encoding(winter), consolidated=False)
+
+
+def derive_yearly_variables(yearly: xr.Dataset) -> xr.Dataset:
+    """Derive additional variables from daily data and add them to the yearly dataset.
+
+    Args:
+        yearly (xr.Dataset): The yearly aggregated dataset to enrich.
+
+    Returns:
+        xr.Dataset: The enriched yearly dataset with additional derived variables.
+
+    """
+    assert "time" in yearly.dims, f"Expected dim 'time' to be in {yearly.dims=}"
+    daily = xr.open_zarr(DAILY_ENRICHED_PATH, consolidated=False).set_coords("spatial_ref")
+    assert "time" in daily.dims, f"Expected dim 'time' to be in {daily.dims=}"
+    daily = daily.sel(time=slice(min_time, max_time))
+    # ? Note: The functions do not really account for leap years
+    # n_days_in_year = daily.time.groupby("time.year").count().rename("n_days_in_year")
+    n_days_in_year = 365
+
+    # A mask to check which places never thaws
+    # Persist in memory because we need it twice and this dramatically reduces the Dask-Graph size
+    never_thaws = (daily.thawing_days.groupby("time.year").sum(dim="time") == 0).compute()
+
+    # ? First and last thaw day is NOT calculated within the october-september year, but within the calendar year
+    # This results in a much more correct representation of thawing periods in regions where the last thawing day
+    # is between october and december.
+    # This assumes that the 01-01 is almost everywhere one of the coldest days in the year
+    first_thaw_day = daily.thawing_days.groupby("time.year").apply(lambda x: x.argmax(dim="time")) + 1
+    first_thaw_day = first_thaw_day.where(~never_thaws).rename("day_of_first_thaw").rename(year="time")
+    first_thaw_day["time"] = pd.to_datetime([f"{y}-10-01" for y in first_thaw_day.time.values])  # noqa: PD011
+    first_thaw_day.attrs = {"long_name": "Day of first thaw in year", "units": "day of year"}
+    yearly["day_of_first_thaw"] = first_thaw_day.sel(time=yearly.time)
+
+    last_thaw_day = (
+        n_days_in_year - daily.thawing_days[::-1].groupby("time.year").apply(lambda x: x.argmax(dim="time")) + 1
+    )
+    last_thaw_day = last_thaw_day.where(~never_thaws).rename("day_of_last_thaw").rename(year="time")
+    last_thaw_day["time"] = pd.to_datetime([f"{y}-10-01" for y in last_thaw_day.time.values])  # noqa: PD011
+    last_thaw_day.attrs = {"long_name": "Day of last thaw in year", "units": "day of year"}
+    yearly["day_of_last_thaw"] = last_thaw_day.sel(time=yearly.time)
+
+    yearly["thawing_period_length"] = (yearly.day_of_last_thaw - yearly.day_of_first_thaw).rename(
+        "thawing_period_length"
+    )
+    yearly.thawing_period_length.attrs = {"long_name": "Thawing period length in year", "units": "days"}
+
+    # ? First and last freeze day is NOT calculated within the october-september year, but within an july-june year
+    # This results, similar to the thawing days, in a much more correct representation of freezing periods in regions
+    # where the first freezing day is between july and september.
+    # This assumes that the 01-07 is almost everywhere one of the warmest days in the year
+    daily_shifted = daily.copy()
+    daily_shifted["time"] = pd.to_datetime(daily_shifted.time.values) + pd.DateOffset(months=6)
+
+    # A mask to check which places never freeze
+    # Persist in memory because we need it twice and this dramatically reduces the Dask-Graph size
+    never_freezes = (daily_shifted.freezing_days.groupby("time.year").sum(dim="time") == 0).compute()
+
+    first_freezing_day = daily_shifted.freezing_days.groupby("time.year").apply(lambda x: x.argmax(dim="time")) + 1
+    first_freezing_day = first_freezing_day.where(~never_freezes).rename("day_of_first_freeze").rename(year="time")
+    first_freezing_day["time"] = pd.to_datetime([f"{y}-10-01" for y in first_freezing_day.time.values])  # noqa: PD011
+    first_freezing_day.attrs = {"long_name": "Day of first freeze in year", "units": "day of year"}
+    yearly["day_of_first_freeze"] = first_freezing_day.sel(time=yearly.time)
+
+    last_freezing_day = (
+        n_days_in_year
+        - daily_shifted.freezing_days[::-1].groupby("time.year").apply(lambda x: x.argmax(dim="time"))
+        + 1
+    )
+    last_freezing_day = last_freezing_day.where(~never_freezes).rename("day_of_last_freeze").rename(year="time")
+    last_freezing_day["time"] = pd.to_datetime([f"{y}-10-01" for y in last_freezing_day.time.values])  # noqa: PD011
+    last_freezing_day.attrs = {"long_name": "Day of last freeze in year", "units": "day of year"}
+    yearly["day_of_last_freeze"] = last_freezing_day.sel(time=yearly.time)
+
+    yearly["freezing_period_length"] = (yearly.day_of_last_freeze - yearly.day_of_first_freeze).rename(
+        "freezing_period_length"
+    )
+    yearly.freezing_period_length.attrs = {"long_name": "Freezing period length in year", "units": "days"}
+
+    return yearly
+
+
+@cli.command
+def enrich(n_workers: int = 10, monthly: bool = True, yearly: bool = True, daily: bool = True):
+    """Enrich data and pPerform temporal aggregation of ERA5 data using Dask cluster.
+
+    Creates a Dask cluster and runs both monthly and yearly aggregation
+    functions to generate temporally aggregated climate datasets. The
+    processing uses parallel workers for efficient computation.
+
+    Args:
+        n_workers (int, optional): Number of Dask workers to use. Defaults to 10.
+        monthly (bool, optional): Whether to perform monthly aggregation. Defaults to True.
+        yearly (bool, optional): Whether to perform yearly aggregation. Defaults to True.
+        daily (bool, optional): Whether to perform daily enrichment. Defaults to True.
+
+    """
+    with (
+        dd.LocalCluster(n_workers=n_workers, threads_per_worker=20, memory_limit="10GB") as cluster,
+        dd.Client(cluster) as client,
+    ):
+        print(client)
+        print(client.dashboard_link)
+        if daily:
+            daily_enrich()
+        if monthly:
+            monthly_aggregate()
+        if yearly:
+            yearly_and_seasonal_aggregate()
+        print("Enriched ERA5 data with additional features and aggregated it temporally.")
+
+
 # ===========================
 # === Spatial Aggregation ===
 # ===========================
@@ -250,26 +581,27 @@ def _split_antimeridian_cell(geom: Polygon) -> list[Polygon]:
     return list(polys.geoms)
 
 
-def _check_geobox(geobox):
-    x, y = geobox.shape
-    return x > 1 and y > 1
+def _check_geom(geobox: odc.geo.geobox.GeoBox, geom: odc.geo.Geometry) -> bool:
+    enclosing = geobox.enclosing(geom)
+    x, y = enclosing.shape
+    if x <= 1 or y <= 1:
+        return False
+    roi: tuple[slice, slice] = geobox.overlap_roi(enclosing)
+    roix, roiy = roi
+    return (roix.stop - roix.start) > 1 and (roiy.stop - roiy.start) > 1
 
 
-def extract_cell_data(idx: int, geom: Polygon) -> xr.Dataset:
+def extract_cell_data(yearly: xr.Dataset, geom: Polygon):
     """Extract ERA5 data for a specific grid cell geometry.
 
     Extracts and spatially averages ERA5 data within the bounds of a grid cell.
     Handles antimeridian-crossing cells by splitting them appropriately.
 
     Args:
-        idx (int): Index of the grid cell.
+        yearly (xr.Dataset): Yearly aggregated ERA5 dataset.
         geom (Polygon): Polygon geometry of the grid cell.
 
-    Returns:
-        xr.Dataset: The computed cell dataset
-
     """
-    daily_raw = xr.open_zarr(DAILY_RAW_PATH, consolidated=False).set_coords("spatial_ref")
     # cell.geometry is a shapely Polygon
     if not _crosses_antimeridian(geom):
         geoms = [geom]
@@ -279,17 +611,16 @@ def extract_cell_data(idx: int, geom: Polygon) -> xr.Dataset:
     cell_data = []
     for geom in geoms:
         geom = odc.geo.Geometry(geom, crs="epsg:4326")
-        if not _check_geobox(daily_raw.odc.geobox.enclosing(geom)):
+        if not _check_geom(yearly.odc.geobox, geom):
             continue
-        # TODO: use mean for instant variables, sum for accum variables
-        cell_data.append(daily_raw.odc.crop(geom).drop_vars("spatial_ref").mean(["latitude", "longitude"]))
+        cell_data.append(yearly.odc.crop(geom).drop_vars("spatial_ref").mean(["latitude", "longitude"]))
     if len(cell_data) == 0:
         return False
     elif len(cell_data) == 1:
         cell_data = cell_data[0]
     else:
         cell_data = xr.concat(cell_data, dim="part").mean("part")
-    cell_data = cell_data.expand_dims({"cell": [idx]}).compute()
+    cell_data = cell_data.compute()
     return cell_data
 
 
@@ -297,8 +628,8 @@ def extract_cell_data(idx: int, geom: Polygon) -> xr.Dataset:
 def spatial_agg(
     grid: Literal["hex", "healpix"],
     level: int,
+    agg: Literal["summer", "winter", "yearly"] = "yearly",
     n_workers: int = 10,
-    executor: Literal["threads", "processes"] = "threads",
 ):
     """Perform spatial aggregation of ERA5 data to grid cells.
 
@@ -309,267 +640,71 @@ def spatial_agg(
     Args:
         grid ("hex" | "healpix"): Grid type.
         level (int): Grid resolution level.
+        agg ("summer" | "winter" | "yearly"): Type of aggregation to perform. Defaults to yearly.
         n_workers (int, optional): Number of parallel workers to use. Defaults to 10.
-        executor ("threads" | "processes"): The type of parallel executor pool to use. Defaults to threads.
 
     """
     gridname = f"permafrost_{grid}{level}"
-    daily_grid_path = _get_grid_paths("daily", grid, level)
-    grid = gpd.read_parquet(DATA_DIR / f"grids/{gridname}_grid.parquet")
+    agg_grid_path = _get_grid_paths(agg, grid, level)
+    grid_df = gpd.read_parquet(DATA_DIR / f"grids/{gridname}_grid.parquet")
     # Create an empty zarr array with the right dimensions
-    daily_raw = xr.open_zarr(DAILY_RAW_PATH, consolidated=False).set_coords("spatial_ref")
-    assert {"latitude", "longitude", "time"} == set(daily_raw.dims), (
-        f"Expected dims ('latitude', 'longitude', 'time'), got {daily_raw.dims}"
+    if agg == "summer":
+        agg_data_path = SUMMER_RAW_PATH
+    elif agg == "winter":
+        agg_data_path = WINTER_RAW_PATH
+    elif agg == "yearly":
+        agg_data_path = YEARLY_RAW_PATH
+    else:
+        raise ValueError(f"Unknown aggregation type: {agg}")
+    agg_raw = (
+        xr.open_zarr(agg_data_path, consolidated=False, decode_timedelta=False)
+        .set_coords("spatial_ref")
+        .drop_vars(["surface", "number", "depthBelowLandLayer"])
+        .load()
     )
-    assert daily_raw.odc.crs == "epsg:4326", f"Expected CRS 'epsg:4326', got {daily_raw.odc.crs}"
-    daily = (
-        xr.zeros_like(daily_raw.isel(latitude=0, longitude=0))
-        .expand_dims({"cell": [idx for idx, _ in grid.iterrows()]})
-        .chunk({"cell": min(len(grid), 1000), "time": len(daily_raw.time)})  # ~50MB chunks
+    assert {"latitude", "longitude", "time"} == set(agg_raw.dims), (
+        f"Expected dims ('latitude', 'longitude', 'time'), got {agg_raw.dims}"
     )
-    daily.to_zarr(daily_grid_path, mode="w", consolidated=False, encoding=create_encoding(daily))
-    print(f"Created empty zarr at {daily_grid_path.resolve()} with shape {daily.sizes}.")
+    assert agg_raw.odc.crs == "epsg:4326", f"Expected CRS 'epsg:4326', got {agg_raw.odc.crs}"
 
-    print(f"Starting spatial matching of {len(grid)} cells with {n_workers} workers...")
-    ExecutorCls = ThreadPoolExecutor if executor == "threads" else ProcessPoolExecutor
-    with ExecutorCls(max_workers=n_workers) as executor:
-        futures = {
-            executor.submit(extract_cell_data, idx, row.geometry): idx
-            for idx, row in grid.to_crs("epsg:4326").iterrows()
-        }
-        for future in track(as_completed(futures), total=len(futures), description="Processing cells"):
-            idx = futures[future]
-            try:
-                cell_data = future.result()
-                if not cell_data:
-                    print(f"Cell {idx} did not overlap with ERA5 data.")
-                cell_data.to_zarr(daily_grid_path, region="auto", consolidated=False)
-                print(f"Successfully written cell {idx}")
-            except Exception as e:
-                print(f"{type(e)} processing cell {idx}: {e}")
-    print("Finished spatial matching.")
+    # Convert lons to -180 to 180 instead of 0 to 360
+    agg_raw = agg_raw.assign_coords(longitude=(((agg_raw.longitude + 180) % 360) - 180)).sortby("longitude")
 
+    # ? Converting cell IDs from hex strings to integers for xdggs compatibility
+    cells = [int(cid, 16) for cid in grid_df.cell_id.to_list()]
 
-# ============================
-# === Temporal Aggregation ===
-# ============================
-
-
-def daily_enrich(grid: Literal["hex", "healpix"], level: int) -> xr.Dataset:
-    """Enrich daily ERA5 data with derived climate variables.
-
-    Loads spatially aligned ERA5 data and computes additional climate variables.
-    Creates derived variables including temperature statistics, degree days, and occurrence indicators.
-
-    Derived variables include:
-    - Daily average and range temperature
-    - Temperature skewness
-    - Thawing and freezing degree days
-    - Thawing and freezing day counts
-    - Precipitation and snowfall occurrences
-    - Snow isolation index
-
-    Args:
-        grid ("hex", "healpix"): Grid type.
-        level (int): Grid resolution level.
-
-    Returns:
-        xr.Dataset: Enriched dataset with original and derived variables.
-
-    """
-    daily_grid_path = _get_grid_paths("daily", grid, level)
-    daily = xr.open_zarr(daily_grid_path, consolidated=False).set_coords("spatial_ref")
-    assert {"cell", "time"} == set(daily.dims), f"Expected dims ('cell', 'time'), got {daily.dims}"
-
-    # Formulas based on Groeke et. al. (2025) Stochastic Weather generation...
-    daily["t2m_avg"] = (daily.t2m_max + daily.t2m_min) / 2
-    daily.t2m_avg.attrs = {"long_name": "Daily average 2 metre temperature", "units": "K"}
-    daily["t2m_range"] = daily.t2m_max - daily.t2m_min
-    daily.t2m_range.attrs = {"long_name": "Daily range of 2 metre temperature", "units": "K"}
-    daily["t2m_skew"] = (daily.t2m_avg - daily.t2m_min) / daily.t2m_range
-    daily.t2m_skew.attrs = {"long_name": "Daily skewness of 2 metre temperature"}
-
-    daily["thawing_degree_days"] = (daily.t2m_avg - 273.15).clip(min=0)
-    daily.thawing_degree_days.attrs = {"long_name": "Thawing degree days", "units": "K"}
-    daily["freezing_degree_days"] = (273.15 - daily.t2m_avg).clip(min=0)
-    daily.freezing_degree_days.attrs = {"long_name": "Freezing degree days", "units": "K"}
-
-    daily["thawing_days"] = (daily.t2m_avg > 273.15).astype(int)
-    daily.thawing_days.attrs = {"long_name": "Thawing days"}
-    daily["freezing_days"] = (daily.t2m_avg < 273.15).astype(int)
-    daily.freezing_days.attrs = {"long_name": "Freezing days"}
-
-    daily["precipitation_occurrences"] = (daily.tp > 0).astype(int)
-    daily.precipitation_occurrences.attrs = {"long_name": "Precipitation occurrences"}
-    daily["snowfall_occurrences"] = (daily.sf > 0).astype(int)
-    daily.snowfall_occurrences.attrs = {"long_name": "Snowfall occurrences"}
-
-    daily["snow_isolation"] = daily.snowc_mean * daily.sde_mean
-    daily.snow_isolation.attrs = {"long_name": "Snow isolation"}
-
-    return daily
-
-
-def monthly_aggregate(grid: Literal["hex", "healpix"], level: int):
-    """Aggregate enriched daily ERA5 data to monthly resolution.
-
-    Takes the enriched daily ERA5 data and creates monthly aggregates using
-    appropriate statistical functions for each variable type. Temperature
-    variables use min/max/mean, accumulation variables use sums, and derived
-    variables use appropriate aggregations.
-
-    The aggregated monthly data is saved to a zarr file for further processing.
-
-    Args:
-        grid ("hex", "healpix"): Grid type.
-        level (int): Grid resolution level.
-
-    """
-    daily = daily_enrich(grid, level)
-    assert {"cell", "time"} == set(daily.dims), f"Expected dims ('cell', 'time'), got {daily.dims}"
-
-    # Monthly aggregates
-    monthly = xr.merge(
-        [
-            # Original variables
-            daily.t2m_min.resample(time="1ME").min().rename("t2m_min"),
-            daily.t2m_max.resample(time="1ME").max().rename("t2m_max"),
-            daily.snowc_mean.resample(time="1ME").mean().rename("snowc_mean"),
-            daily.sde_mean.resample(time="1ME").mean().rename("sde_mean"),
-            daily.lblt_max.resample(time="1ME").max().rename("lblt_max"),
-            daily.tp.resample(time="1ME").sum().rename("tp"),
-            daily.sf.resample(time="1ME").sum().rename("sf"),
-            daily.sshf.resample(time="1ME").sum().rename("sshf"),
-            # Enriched variables
-            daily.t2m_avg.resample(time="1ME").mean().rename("t2m_avg"),
-            daily.t2m_range.resample(time="1ME").mean().rename("t2m_mean_range"),
-            daily.t2m_skew.resample(time="1ME").mean().rename("t2m_mean_skew"),
-            daily.thawing_degree_days.resample(time="1ME").sum().rename("thawing_degree_days"),
-            daily.freezing_degree_days.resample(time="1ME").sum().rename("freezing_degree_days"),
-            daily.thawing_days.resample(time="1ME").sum().rename("thawing_days"),
-            daily.freezing_days.resample(time="1ME").sum().rename("freezing_days"),
-            daily.precipitation_occurrences.resample(time="1ME").sum().rename("precipitation_occurrences"),
-            daily.snowfall_occurrences.resample(time="1ME").sum().rename("snowfall_occurrences"),
-            daily.snow_isolation.resample(time="1ME").mean().rename("snow_mean_isolation"),
-        ]
+    agg_aligned = (
+        xr.zeros_like(agg_raw.isel(latitude=0, longitude=0).drop_vars(["latitude", "longitude"]))
+        .expand_dims({"cell_ids": cells})
+        .chunk({"cell_ids": min(len(grid_df), 10000), "time": len(agg_raw.time)})
     )
 
-    monthly_grid_path = _get_grid_paths("monthly", grid, level)
-    monthly.to_zarr(monthly_grid_path, mode="w", encoding=create_encoding(monthly), consolidated=False)
+    agg_aligned.cell_ids.attrs = {
+        "grid_name": "h3" if grid == "hex" else grid,
+        "level": level,
+    }
+    if grid == "healpix":
+        agg_aligned.cell_ids.attrs["indexing_scheme"] = "nested"
 
+    from stopuhr import stopwatch
 
-def yearly_aggregate(monthly: xr.Dataset) -> xr.Dataset:
-    """Aggregate monthly ERA5 data to yearly resolution.
-
-    Takes monthly aggregated data and creates yearly aggregates using a shifted
-    calendar (October to September) to better capture Arctic seasonal patterns.
-
-    Args:
-        monthly (xr.Dataset): The monthly aggregates
-
-    Returns:
-        xr.Dataset: The aggregated dataset
-
-    """
-    return xr.merge(
-        [
-            # Original variables
-            monthly.t2m_min.resample(time="1YE").min().rename("t2m_min"),
-            monthly.t2m_max.resample(time="1YE").max().rename("t2m_max"),
-            monthly.snowc_mean.resample(time="1YE").mean().rename("snowc_mean"),
-            monthly.sde_mean.resample(time="1YE").mean().rename("sde_mean"),
-            monthly.lblt_max.resample(time="1YE").max().rename("lblt_max"),
-            monthly.tp.resample(time="1YE").sum().rename("tp"),
-            monthly.sf.resample(time="1YE").sum().rename("sf"),
-            monthly.sshf.resample(time="1YE").sum().rename("sshf"),
-            # Enriched variables
-            monthly.t2m_avg.resample(time="1YE").mean().rename("t2m_avg"),
-            # TODO: Check if this is correct -> use daily / hourly data instead for range and skew?
-            monthly.t2m_mean_range.resample(time="1YE").mean().rename("t2m_mean_range"),
-            monthly.t2m_mean_skew.resample(time="1YE").mean().rename("t2m_mean_skew"),
-            monthly.thawing_degree_days.resample(time="1YE").sum().rename("thawing_degree_days"),
-            monthly.freezing_degree_days.resample(time="1YE").sum().rename("freezing_degree_days"),
-            monthly.thawing_days.resample(time="1YE").sum().rename("thawing_days"),
-            monthly.freezing_days.resample(time="1YE").sum().rename("freezing_days"),
-            monthly.precipitation_occurrences.resample(time="1YE").sum().rename("precipitation_occurrences"),
-            monthly.snowfall_occurrences.resample(time="1YE").sum().rename("snowfall_occurrences"),
-            monthly.snow_mean_isolation.resample(time="1YE").mean().rename("snow_mean_isolation"),
-        ]
-    )
-
-
-def yearly_and_seasonal_aggregate(grid: Literal["hex", "healpix"], level: int):
-    """Aggregate monthly ERA5 data to yearly resolution with seasonal splits.
-
-    Takes monthly aggregated data and creates yearly aggregates using a shifted
-    calendar (October to September) to better capture Arctic seasonal patterns.
-    Creates separate aggregates for full year, winter (Oct-Apr), and summer
-    (May-Sep) periods.
-
-    The first and last incomplete years are excluded from the analysis.
-    Winter months are defined as months 1-7 in the shifted calendar,
-    and summer months are 8-12.
-
-    The final dataset includes yearly, winter, and summer aggregates for all
-    climate variables, saved to a zarr file.
-
-    Args:
-        grid ("hex", "healpix"): Grid type.
-        level (int): Grid resolution level.
-
-    """
-    monthly_grid_path = _get_grid_paths("monthly", grid, level)
-    monthly = xr.open_zarr(monthly_grid_path, consolidated=False).set_coords("spatial_ref")
-    assert {"cell", "time"} == set(monthly.dims), f"Expected dims ('cell', 'time'), got {monthly.dims}"
-
-    valid_years = slice(str(monthly.time.min().dt.year.item() + 1), str(monthly.time.max().dt.year.item()))
-
-    # Summer aggregates
-    summer = yearly_aggregate(monthly.sel(time=monthly.time.dt.month.isin([5, 6, 7, 8, 9])).sel(time=valid_years))
-
-    # Yearly aggregates (shifted by +8 months to start in Oktober, first and last years will be cropped)
-    monthly_shifted = monthly.copy()
-    monthly_shifted["time"] = monthly_shifted.get_index("time") + pd.DateOffset(months=8)
-    monthly_shifted = monthly_shifted.sel(time=valid_years)
-    yearly = yearly_aggregate(monthly_shifted)
-
-    # Winter aggregates (shifted by +8 months to start in Oktober, first and last years will be cropped)
-    monthly_shifted = monthly.copy().sel(time=monthly.time.dt.month.isin([1, 2, 3, 4, 10, 11, 12]))
-    monthly_shifted["time"] = monthly_shifted.get_index("time") + pd.DateOffset(months=8)
-    monthly_shifted = monthly_shifted.sel(time=valid_years)
-    winter = yearly_aggregate(monthly_shifted)
-
-    yearly_grid_path = _get_grid_paths("yearly", grid, level)
-    yearly.to_zarr(yearly_grid_path, mode="w", encoding=create_encoding(yearly), consolidated=False)
-
-    winter_grid_path = _get_grid_paths("winter", grid, level)
-    winter.to_zarr(winter_grid_path, mode="w", encoding=create_encoding(winter), consolidated=False)
-
-    summer_grid_path = _get_grid_paths("summer", grid, level)
-    summer.to_zarr(summer_grid_path, mode="w", encoding=create_encoding(summer), consolidated=False)
-
-
-@cli.command
-def temporal_agg(n_workers: int = 10):
-    """Perform temporal aggregation of ERA5 data using Dask cluster.
-
-    Creates a Dask cluster and runs both monthly and yearly aggregation
-    functions to generate temporally aggregated climate datasets. The
-    processing uses parallel workers for efficient computation.
-
-    Args:
-        n_workers (int, optional): Number of Dask workers to use. Defaults to 10.
-
-    """
-    with (
-        dd.LocalCluster(n_workers=n_workers, threads_per_worker=20, memory_limit="10GB") as cluster,
-        dd.Client(cluster) as client,
+    for _, row in track(
+        grid_df.to_crs("epsg:4326").iterrows(),
+        total=len(grid_df),
+        description="Spatially aggregating ERA5 data...",
     ):
-        print(client)
-        print(client.dashboard_link)
-        monthly_aggregate()
-        yearly_and_seasonal_aggregate()
-        print("Enriched ERA5 data with additional features and aggregated it temporally.")
+        cell_id = int(row.cell_id, 16)
+        with stopwatch("Extracting cell data", log=False):
+            cell_data = extract_cell_data(agg_raw, row.geometry)
+        if cell_data is False:
+            print(f"Warning: No data found for cell {cell_id}, skipping.")
+            continue
+        with stopwatch("Assigning cell data", log=False):
+            agg_aligned.loc[{"cell_ids": cell_id}] = cell_data
+
+    agg_aligned.to_zarr(agg_grid_path, mode="w", consolidated=False, encoding=create_encoding(agg_aligned))
+    print("Finished spatial matching.")
+    stopwatch.summary()
 
 
 if __name__ == "__main__":
diff --git a/steps/s1_1_era5/era5.sh b/steps/s1_1_era5/era5.sh
new file mode 100644
index 0000000..c2a49d6
--- /dev/null
+++ b/steps/s1_1_era5/era5.sh
@@ -0,0 +1,18 @@
+#!/bin/bash
+
+# uv run era5 download
+# uv run era5 enrich
+
+# Can be summer, winter or yearly
+agg=$1
+
+echo "Running ERA5 spatial aggregation for aggregation type: $agg"
+
+uv run era5 spatial-agg --grid hex --level 3 --agg $agg
+uv run era5 spatial-agg --grid hex --level 4 --agg $agg
+uv run era5 spatial-agg --grid hex --level 5 --agg $agg
+
+uv run era5 spatial-agg --grid healpix --level 6 --agg $agg
+uv run era5 spatial-agg --grid healpix --level 7 --agg $agg
+uv run era5 spatial-agg --grid healpix --level 8 --agg $agg
+uv run era5 spatial-agg --grid healpix --level 9 --agg $agg
diff --git a/uv.lock b/uv.lock
index 94aaf1a..468c96d 100755
--- a/uv.lock
+++ b/uv.lock
@@ -26,7 +26,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.15"
+version = "3.13.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -37,42 +37,76 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
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+    { name = "bottleneck" },
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+    { name = "numba" },
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