Fetches the inputs of the independent random-forest replication into
data/raw/. Where a provider serves a global file that supports HTTP range
reads, only a Colombia window (bounding box of GADM 4.1 COL + 0.5° margin) is
read and saved; otherwise the file is downloaded whole. Every step is idempotent.
| Input | Source | Access | Licence |
|---|---|---|---|
| Natural-regrowth / plantation polygons 2000–2012 (labels) | Fagan et al. 2022, GFW S3 GeoPackage | remote spatial-index read (Colombia only) | CC BY-NC 4.0 |
| Tree cover 2000, gain 2000–2012, loss year 2001–2024 | Hansen GFC-2025-v1.13 (Google Storage) | tile download, md5 from x-goog-hash | CC BY 4.0 |
| Land cover 1992, 1999, 2000, 2015 (v2.0.7) | ESA CCI LC, CEDA archive | remote window | ESA CCI data policy |
| Soil organic carbon density, pH (0, 5, 15, 30 cm) | SoilGrids250m v2017 (ISRIC) | remote window | CC BY 4.0 |
| Bioclim bio1–bio19 (1970–2000, 30 s) | WorldClim v2.1 | full zip (global PCA needs global sample) | WorldClim terms |
| Biomes | RESOLVE Ecoregions 2017 (Dinerstein et al.) | zip, md5 from x-goog-hash | CC BY 4.0 |
| NPP mean 2000–2015 (MOD17A3, C5.5, 30 s) | NTSG, Univ. Montana | file | NASA / NTSG open |
| Burned area, monthly 2001–2017 | GlobFire / GWIS (Artés et al. 2019), PANGAEA | monthly zips, Colombia subset kept | CC BY-SA 4.0 |
| Road density | GRIP4 (Meijer et al. 2018), PBL | zip | open with attribution |
| Elevation (for slope) | SRTMGL1 v003, NASA LP DAAC | Earthdata login (netrc) | NASA open |
Smoke mode (SMOKE=1, set by snakemake --config smoke=1): same code on a
tiny configuration. Only 2 GlobFire months, 2 MCD64A1 months (to test the
fallback), and SRTM tiles of the smoke sub-window are fetched; the source log is
written to sources_predictors_smoke.json. Shared inputs are cached in data/raw/.
Burned area fallback. If any GlobFire month cannot be fetched after 8
attempts (the PANGAEA file host returned HTTP 503 at times on 2026-10-03), the
whole burned-area series switches to MODIS MCD64A1 v061 (Earthdata), the
product GlobFire is derived from. The source used is written to
data/raw/burned_source.json.
Run time: this step can take very long. In the run rendered here
(2026-10-03) it took 2 h 27 min. The PANGAEA host answered “503 Service
Unavailable” so often that 161 of the 204 GlobFire monthly files needed retries
(433 “retry …” lines in the output below; the worst file needed 7 of its 8
attempts). All 204 months were finally downloaded from GlobFire, with no failed
month and no fallback (burned_source.json: "source": "globfire"). The retry
lines are therefore noise, not errors. Each retry waits 10, 20, … 70 s, and a
stalled connection can hold an attempt for up to 10 min, so on a bad day this
step can run for many hours, or end on the MCD64A1 fallback. Burned area is used
only by robustness check 3(c), where it was not selected into the final model.
Credentials. SRTM (and the MCD64A1 fallback) need one: NASA Earthdata, read by earthaccess from
~/.netrc (machine urs.earthdata.nasa.gov login … password …). In CI, write
that file from a secret (e.g. EARTHDATA_NETRC_BASE64). Nothing else needs a login.
import base64
import hashlib
import json
import os
import shutil
import time
import zipfile
from datetime import date
from pathlib import Path
import geopandas as gpd
import numpy as np
import pandas as pd
import rasterio
import requests
import shapely
from osgeo import gdal, ogr
from rasterio.windows import from_bounds
from shapely.geometry import box
gdal.UseExceptions()
ogr.UseExceptions()
gdal.SetConfigOption("GDAL_HTTP_MULTIRANGE", "YES")
gdal.SetConfigOption("GDAL_HTTP_MAX_RETRY", "5")
gdal.SetConfigOption("GDAL_HTTP_RETRY_DELAY", "5")
gdal.SetConfigOption("CPL_VSIL_CURL_CHUNK_SIZE", "4194304")
gdal.SetConfigOption("GDAL_DISABLE_READDIR_ON_OPEN", "EMPTY_DIR")RAW = Path("../data/raw")
RAW.mkdir(parents=True, exist_ok=True)
TODAY = date.today().isoformat()
SMOKE = os.environ.get("SMOKE", "0") == "1"
SMOKE_BBOX = (-75.0, 4.0, -73.0, 6.0)
col = gpd.read_file(RAW / "gadm" / "gadm41_COL.gpkg", layer="ADM_ADM_0")
COL_GEOM = shapely.make_valid(col.geometry.iloc[0])
W, S, E, N = COL_GEOM.bounds
MARGIN = 0.5
BBOX = (np.floor(W - MARGIN), np.floor(S - MARGIN), np.ceil(E + MARGIN), np.ceil(N + MARGIN))
print("Colombia window (W, S, E, N):", BBOX)
SOURCES: list[dict] = []Colombia window (W, S, E, N): (np.float64(-83.0), np.float64(-5.0), np.float64(-66.0), np.float64(17.0))
def file_hash(path: Path, algo: str = "md5", chunk: int = 1 << 22) -> str:
h = hashlib.new(algo)
with open(path, "rb") as f:
while block := f.read(chunk):
h.update(block)
return h.hexdigest()
def gcs_md5(url: str) -> str | None:
"""md5 published by Google Cloud Storage in the x-goog-hash header (hex)."""
head = requests.head(url, timeout=60)
head.raise_for_status()
for part in head.headers.get("x-goog-hash", "").split(","):
k, _, v = part.strip().partition("=")
if k == "md5":
return base64.b64decode(v + "=" * (-len(v) % 4)).hex()
return None
def download(url: str, out: Path, md5: str | None = None, retries: int = 6, auth_session=None) -> Path:
"""Idempotent download; verifies md5 when known, otherwise records sha256."""
if out.exists() and (md5 is None or file_hash(out) == md5):
return out
out.parent.mkdir(parents=True, exist_ok=True)
tmp = out.with_suffix(out.suffix + ".part")
sess = auth_session or requests
for attempt in range(retries):
try:
with sess.get(url, stream=True, timeout=600) as r:
r.raise_for_status()
with open(tmp, "wb") as f:
shutil.copyfileobj(r.raw, f, length=1 << 22)
break
except (requests.RequestException, OSError) as err:
if attempt == retries - 1:
raise
print(f" retry {attempt + 1} for {out.name}: {err}")
time.sleep(10 * (attempt + 1))
if md5 is not None and (got := file_hash(tmp)) != md5:
tmp.unlink()
raise RuntimeError(f"md5 mismatch for {out.name}: {got} != {md5}")
tmp.rename(out)
return out
def window_to_gtiff(src_url: str, out: Path, bbox: tuple[float, float, float, float] = BBOX) -> Path:
"""Read a lon/lat window of a remote raster and save it as a tiled, compressed GeoTIFF."""
if out.exists():
return out
out.parent.mkdir(parents=True, exist_ok=True)
with rasterio.open(src_url) as src:
win = from_bounds(*bbox, transform=src.transform).round_offsets().round_lengths()
data = src.read(1, window=win)
prof = src.profile | dict(
driver="GTiff", width=data.shape[1], height=data.shape[0],
transform=src.window_transform(win), tiled=True, blockxsize=512, blockysize=512,
compress="deflate", predictor=2, BIGTIFF="IF_SAFER",
)
tmp = out.with_suffix(".part.tif")
with rasterio.open(tmp, "w", **prof) as dst:
dst.write(data, 1)
tmp.rename(out)
return out1. Labels: Fagan et al. (2022) polygons intersecting Colombia¶
The GeoPackage (4.29 GB) has 30 longitude-band layers, each with an R-tree, so
only Colombia’s features are read. All three classes (regrowth,
plantation, open) are kept: class 1 = regrowth, and all three are
excluded from the class-0 domain.
FAGAN_URL = ("https://gfw2-data.s3.amazonaws.com/plantations/pantropical_tree_plantation_expansion/"
"pantropical_tree_plantation_expansion_2000_2012.gpkg")
fagan_out = RAW / "fagan" / "fagan2022_colombia.parquet"
fagan_out.parent.mkdir(parents=True, exist_ok=True)
if not fagan_out.exists():
ds = ogr.Open("/vsicurl/" + FAGAN_URL)
colg = ogr.CreateGeometryFromWkb(shapely.to_wkb(COL_GEOM))
parts = []
for i in range(ds.GetLayerCount()):
layer = ds.GetLayer(i)
xmin, xmax, ymin, ymax = layer.GetExtent()
if xmax < W or xmin > E or ymax < S or ymin > N:
continue
layer.SetSpatialFilter(colg)
recs = [
(f.GetField("sys_index"), f.GetField("pred3class"), f.GetField("conf_rank"),
f.GetField("fin_conf"), f.GetField("area4326"), layer.GetName(), bytes(f.GetGeometryRef().ExportToWkb()))
for f in layer
]
if recs:
df = pd.DataFrame(recs, columns=["sys_index", "pred3class", "conf_rank", "fin_conf", "area4326", "layer", "wkb"])
parts.append(gpd.GeoDataFrame(df.drop(columns="wkb"), geometry=shapely.from_wkb(df.wkb), crs="EPSG:4326"))
print(layer.GetName(), len(recs))
fagan = pd.concat(parts, ignore_index=True)
fagan.to_parquet(fagan_out)
fagan = gpd.read_parquet(fagan_out)
print(fagan.groupby(["pred3class", "conf_rank"]).size())
etag = requests.head(FAGAN_URL, timeout=60).headers.get("ETag")
SOURCES.append(dict(name="Fagan et al. 2022 pantropical tree plantation expansion 2000-2012 (Colombia subset)",
doi="10.1038/s41893-022-00904-w", url=FAGAN_URL, license="CC-BY-NC-4.0",
accessed_on=TODAY, source_etag=etag, n_features=len(fagan),
counts=fagan.pred3class.value_counts().to_dict()))pred3class conf_rank
open Low 6110
plantation High 7696
Intermediate 3930
Low 3888
regrowth High 177491
Intermediate 10176
Low 1254
dtype: int64
2. Hansen Global Forest Change v1.13 (tree cover 2000, gain, loss year)¶
GFC = "https://storage.googleapis.com/earthenginepartners-hansen/GFC-2025-v1.13/Hansen_GFC-2025-v1.13_{layer}_{tile}.tif"
def gfc_tiles(geom) -> list[str]:
tiles = []
for top in range(-10, 40, 10):
for left in range(-90, -50, 10):
if box(left, top - 10, left + 10, top).intersects(geom):
ns = f"{abs(top):02d}{'N' if top >= 0 else 'S'}"
tiles.append(f"{ns}_{abs(left):03d}W")
return tiles
HANSEN_TILES = gfc_tiles(COL_GEOM)
print("Hansen tiles:", HANSEN_TILES)
hansen_files = []
for layer in ["treecover2000", "gain", "lossyear"]:
for tile in HANSEN_TILES:
url = GFC.format(layer=layer, tile=tile)
md5 = gcs_md5(url)
p = download(url, RAW / "hansen" / Path(url).name, md5)
hansen_files.append(dict(file=p.name, md5=md5))
print("ok", p.name)
SOURCES.append(dict(name="Hansen Global Forest Change 2000-2024 v1.13", doi="10.1126/science.1244693",
url=GFC, license="CC-BY-4.0", accessed_on=TODAY, files=hansen_files))Hansen tiles: ['00N_080W', '00N_070W', '10N_080W', '10N_070W', '20N_090W', '20N_080W']
ok Hansen_GFC-2025-v1.13_treecover2000_00N_080W.tif
ok Hansen_GFC-2025-v1.13_treecover2000_00N_070W.tif
ok Hansen_GFC-2025-v1.13_treecover2000_10N_080W.tif
ok Hansen_GFC-2025-v1.13_treecover2000_10N_070W.tif
ok Hansen_GFC-2025-v1.13_treecover2000_20N_090W.tif
ok Hansen_GFC-2025-v1.13_treecover2000_20N_080W.tif
ok Hansen_GFC-2025-v1.13_gain_00N_080W.tif
ok Hansen_GFC-2025-v1.13_gain_00N_070W.tif
ok Hansen_GFC-2025-v1.13_gain_10N_080W.tif
ok Hansen_GFC-2025-v1.13_gain_10N_070W.tif
ok Hansen_GFC-2025-v1.13_gain_20N_090W.tif
ok Hansen_GFC-2025-v1.13_gain_20N_080W.tif
ok Hansen_GFC-2025-v1.13_lossyear_00N_080W.tif
ok Hansen_GFC-2025-v1.13_lossyear_00N_070W.tif
ok Hansen_GFC-2025-v1.13_lossyear_10N_080W.tif
ok Hansen_GFC-2025-v1.13_lossyear_10N_070W.tif
ok Hansen_GFC-2025-v1.13_lossyear_20N_090W.tif
ok Hansen_GFC-2025-v1.13_lossyear_20N_080W.tif
3. ESA CCI Land Cover v2.0.7 (CEDA, no login)¶
2000 (training, as in the paper), 2015 (prediction, as in the paper), and 1992 / 1999 (step-3 robustness: land cover recorded before the outcome period).
ESA = "https://dap.ceda.ac.uk/neodc/esacci/land_cover/data/land_cover_maps/v2.0.7/ESACCI-LC-L4-LCCS-Map-300m-P1Y-{y}-v2.0.7.tif"
esa_files = []
for year in [1992, 1999, 2000, 2015]:
p = window_to_gtiff("/vsicurl/" + ESA.format(y=year), RAW / "esacci_lc" / f"esacci_lc_{year}_colombia.tif")
esa_files.append(dict(file=p.name, sha256=file_hash(p, "sha256")))
print("ok", p.name)
SOURCES.append(dict(name="ESA CCI Land Cover v2.0.7 (Colombia window)", doi="10.5285/4761751d7c844e228ec2f5fe11b2e3b0",
url=ESA, license="ESA CCI data policy (free, attribution)", accessed_on=TODAY,
window_wsen=BBOX, files=esa_files))ok esacci_lc_1992_colombia.tif
ok esacci_lc_1999_colombia.tif
ok esacci_lc_2000_colombia.tif
ok esacci_lc_2015_colombia.tif
4. SoilGrids250m v2017: OCDENS and PHIHOX at 0, 5, 15, 30 cm (sl1–sl4)¶
SG = "https://files.isric.org/soilgrids/former/2017-03-10/data/{var}_M_sl{d}_250m_ll.tif"
sg_files = []
for var in ["OCDENS", "PHIHOX"]:
for d in [1, 2, 3, 4]:
p = window_to_gtiff("/vsicurl/" + SG.format(var=var, d=d), RAW / "soilgrids2017" / f"{var}_M_sl{d}_colombia.tif")
sg_files.append(dict(file=p.name, sha256=file_hash(p, "sha256")))
print("ok", p.name)
SOURCES.append(dict(name="SoilGrids250m 2017-03-10 (Colombia window)", doi="10.1371/journal.pone.0169748",
url=SG, license="CC-BY-4.0", accessed_on=TODAY, window_wsen=BBOX, files=sg_files))ok OCDENS_M_sl1_colombia.tif
ok OCDENS_M_sl2_colombia.tif
ok OCDENS_M_sl3_colombia.tif
ok OCDENS_M_sl4_colombia.tif
ok PHIHOX_M_sl1_colombia.tif
ok PHIHOX_M_sl2_colombia.tif
ok PHIHOX_M_sl3_colombia.tif
ok PHIHOX_M_sl4_colombia.tif
5. Biomes: RESOLVE Ecoregions 2017¶
ECO_URL = "https://storage.googleapis.com/teow2016/Ecoregions2017.zip"
eco = download(ECO_URL, RAW / "ecoregions" / "Ecoregions2017.zip", gcs_md5(ECO_URL))
SOURCES.append(dict(name="RESOLVE Ecoregions 2017", doi="10.1093/biosci/bix014", url=ECO_URL, license="CC-BY-4.0",
accessed_on=TODAY, md5=file_hash(eco)))6. NPP: MOD17A3 (collection 5.5) mean 2000–2015, 30 arc-seconds (NTSG)¶
NPP_URL = ("http://files.ntsg.umt.edu/data/NTSG_Products/MOD17/GeoTIFF/MOD17A3/GeoTIFF_30arcsec/"
"MOD17A3_Science_NPP_mean_00_15.tif")
npp = window_to_gtiff("/vsicurl/" + NPP_URL, RAW / "npp" / "MOD17A3_NPP_mean_00_15_colombia.tif")
SOURCES.append(dict(name="MOD17A3 NPP mean 2000-2015 (NTSG, Colombia window)", doi="10.1016/j.rse.2004.12.011",
url=NPP_URL, license="NASA/NTSG open data", accessed_on=TODAY, sha256=file_hash(npp, "sha256")))7. Road density: GRIP4 total density (m km⁻², 5 arc-minutes)¶
GRIP_URL = "https://dataportaal.pbl.nl/data/GRIP4/GRIP4_density_total.zip"
grip = download(GRIP_URL, RAW / "grip4" / "GRIP4_density_total.zip")
SOURCES.append(dict(name="GRIP4 road density, total", doi="10.1088/1748-9326/aabd42", url=GRIP_URL,
license="open with attribution (PBL/GLOBIO)", accessed_on=TODAY, sha256=file_hash(grip, "sha256")))8. Burned area: GlobFire (Artés et al. 2019), monthly shapefiles 2001–2017¶
Each global monthly zip (a tar of a shapefile) is downloaded, the Colombia window is extracted to one GeoParquet per month, and the zip is deleted.
GF_URL = "https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_{m}_{y}.zip"
gf_dir = RAW / "globfire"
gf_dir.mkdir(parents=True, exist_ok=True)
MONTHS = [(2005, 1), (2005, 2)] if SMOKE else [(y, m) for y in range(2001, 2018) for m in range(1, 13)]
gf_months, gf_failed = [], []
for y, m in MONTHS:
out = gf_dir / f"globfire_{y}_{m:02d}_colombia.parquet"
if not out.exists():
try:
z = download(GF_URL.format(m=m, y=y), gf_dir / f"tmp_{y}_{m}_{os.getpid()}.zip", retries=8)
except Exception as err: # noqa: BLE001
print(f"GlobFire {y}-{m:02d} failed: {err}")
gf_failed.append((y, m))
break
name = f"MODIS_BA_GLOBAL_1_{m}_{y}"
g = gpd.read_file(f"/vsitar//vsizip/{z.resolve()}/{name}.tar/{name}.shp", bbox=BBOX)
tmp = out.with_suffix(f".{os.getpid()}.tmp")
g.to_parquet(tmp)
tmp.rename(out)
z.unlink()
gf_months.append(out.name)
print(len(gf_months), "GlobFire months; failed:", gf_failed)
use_globfire = not gf_failed and len(gf_months) == len(MONTHS)
if use_globfire:
SOURCES.append(dict(name="GlobFire / GWIS global wildfire database, monthly shapefiles (Colombia window)",
doi="10.1594/PANGAEA.895898", url=GF_URL, license="CC-BY-SA-4.0", accessed_on=TODAY,
window_wsen=BBOX, months=len(gf_months))) retry 1 for tmp_2001_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2001.zip
retry 2 for tmp_2001_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2001.zip
retry 1 for tmp_2001_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2001.zip
retry 2 for tmp_2001_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2001.zip
retry 3 for tmp_2001_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2001.zip
retry 1 for tmp_2001_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2001.zip
retry 2 for tmp_2001_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2001.zip
retry 1 for tmp_2001_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2001.zip
retry 2 for tmp_2001_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2001.zip
retry 3 for tmp_2001_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2001.zip
retry 1 for tmp_2001_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2001.zip
retry 2 for tmp_2001_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2001.zip
retry 3 for tmp_2001_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2001.zip
retry 1 for tmp_2001_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2001.zip
retry 2 for tmp_2001_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2001.zip
retry 3 for tmp_2001_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2001.zip
retry 4 for tmp_2001_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2001.zip
retry 5 for tmp_2001_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2001.zip
retry 1 for tmp_2001_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2001.zip
retry 2 for tmp_2001_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2001.zip
retry 3 for tmp_2001_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2001.zip
retry 1 for tmp_2001_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2001.zip
retry 2 for tmp_2001_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2001.zip
retry 3 for tmp_2001_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2001.zip
retry 1 for tmp_2001_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2001.zip
retry 2 for tmp_2001_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2001.zip
retry 3 for tmp_2001_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2001.zip
retry 1 for tmp_2001_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2001.zip
retry 2 for tmp_2001_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2001.zip
retry 1 for tmp_2001_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2001.zip
retry 2 for tmp_2001_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2001.zip
retry 3 for tmp_2001_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2001.zip
retry 1 for tmp_2002_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2002.zip
retry 2 for tmp_2002_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2002.zip
retry 1 for tmp_2002_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2002.zip
retry 2 for tmp_2002_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2002.zip
retry 3 for tmp_2002_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2002.zip
retry 1 for tmp_2002_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2002.zip
retry 2 for tmp_2002_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2002.zip
retry 3 for tmp_2002_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2002.zip
retry 1 for tmp_2002_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2002.zip
retry 2 for tmp_2002_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2002.zip
retry 3 for tmp_2002_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2002.zip
retry 1 for tmp_2002_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2002.zip
retry 2 for tmp_2002_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2002.zip
retry 3 for tmp_2002_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2002.zip
retry 1 for tmp_2002_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2002.zip
retry 2 for tmp_2002_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2002.zip
retry 1 for tmp_2002_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2002.zip
retry 2 for tmp_2002_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2002.zip
retry 3 for tmp_2002_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2002.zip
retry 1 for tmp_2002_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2002.zip
retry 2 for tmp_2002_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2002.zip
retry 1 for tmp_2002_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2002.zip
retry 2 for tmp_2002_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2002.zip
retry 3 for tmp_2002_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2002.zip
retry 1 for tmp_2002_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2002.zip
retry 2 for tmp_2002_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2002.zip
retry 3 for tmp_2002_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2002.zip
retry 1 for tmp_2002_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2002.zip
retry 2 for tmp_2002_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2002.zip
retry 3 for tmp_2002_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2002.zip
retry 1 for tmp_2002_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2002.zip
retry 2 for tmp_2002_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2002.zip
retry 1 for tmp_2003_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2003.zip
retry 2 for tmp_2003_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2003.zip
retry 3 for tmp_2003_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2003.zip
retry 1 for tmp_2003_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2003.zip
retry 2 for tmp_2003_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2003.zip
retry 3 for tmp_2003_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2003.zip
retry 1 for tmp_2003_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2003.zip
retry 2 for tmp_2003_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2003.zip
retry 3 for tmp_2003_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2003.zip
retry 1 for tmp_2003_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2003.zip
retry 2 for tmp_2003_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2003.zip
retry 1 for tmp_2003_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2003.zip
retry 2 for tmp_2003_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2003.zip
retry 1 for tmp_2003_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2003.zip
retry 2 for tmp_2003_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2003.zip
retry 3 for tmp_2003_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2003.zip
retry 1 for tmp_2003_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2003.zip
retry 2 for tmp_2003_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2003.zip
retry 3 for tmp_2003_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2003.zip
retry 1 for tmp_2003_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2003.zip
retry 2 for tmp_2003_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2003.zip
retry 3 for tmp_2003_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2003.zip
retry 1 for tmp_2003_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2003.zip
retry 2 for tmp_2003_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2003.zip
retry 1 for tmp_2003_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2003.zip
retry 2 for tmp_2003_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2003.zip
retry 3 for tmp_2003_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2003.zip
retry 1 for tmp_2003_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2003.zip
retry 2 for tmp_2003_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2003.zip
retry 1 for tmp_2003_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2003.zip
retry 2 for tmp_2003_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2003.zip
retry 3 for tmp_2003_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2003.zip
retry 1 for tmp_2004_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2004.zip
retry 2 for tmp_2004_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2004.zip
retry 3 for tmp_2004_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2004.zip
retry 1 for tmp_2004_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2004.zip
retry 2 for tmp_2004_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2004.zip
retry 1 for tmp_2004_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2004.zip
retry 2 for tmp_2004_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2004.zip
retry 3 for tmp_2004_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2004.zip
retry 4 for tmp_2004_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2004.zip
retry 5 for tmp_2004_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2004.zip
retry 6 for tmp_2004_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2004.zip
retry 7 for tmp_2004_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2004.zip
retry 1 for tmp_2004_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2004.zip
retry 2 for tmp_2004_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2004.zip
retry 3 for tmp_2004_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2004.zip
retry 1 for tmp_2004_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2004.zip
retry 2 for tmp_2004_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2004.zip
retry 1 for tmp_2004_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2004.zip
retry 2 for tmp_2004_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2004.zip
retry 3 for tmp_2004_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2004.zip
retry 1 for tmp_2004_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2004.zip
retry 2 for tmp_2004_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2004.zip
retry 3 for tmp_2004_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2004.zip
retry 1 for tmp_2004_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2004.zip
retry 2 for tmp_2004_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2004.zip
retry 1 for tmp_2004_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2004.zip
retry 2 for tmp_2004_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2004.zip
retry 1 for tmp_2004_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2004.zip
retry 2 for tmp_2004_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2004.zip
retry 1 for tmp_2004_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2004.zip
retry 2 for tmp_2004_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2004.zip
retry 1 for tmp_2004_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2004.zip
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retry 3 for tmp_2004_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2004.zip
retry 1 for tmp_2005_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2005.zip
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retry 3 for tmp_2005_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2005.zip
retry 1 for tmp_2005_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2005.zip
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retry 1 for tmp_2005_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2005.zip
retry 2 for tmp_2005_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2005.zip
retry 3 for tmp_2005_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2005.zip
retry 1 for tmp_2005_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2005.zip
retry 2 for tmp_2005_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2005.zip
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retry 1 for tmp_2005_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2005.zip
retry 2 for tmp_2005_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2005.zip
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retry 1 for tmp_2005_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2005.zip
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retry 1 for tmp_2005_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2005.zip
retry 2 for tmp_2005_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2005.zip
retry 3 for tmp_2005_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2005.zip
retry 1 for tmp_2005_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2005.zip
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retry 1 for tmp_2006_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2006.zip
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retry 1 for tmp_2013_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2013.zip
retry 2 for tmp_2013_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2013.zip
retry 3 for tmp_2013_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2013.zip
retry 1 for tmp_2013_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2013.zip
retry 2 for tmp_2013_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2013.zip
retry 3 for tmp_2013_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2013.zip
retry 1 for tmp_2013_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2013.zip
retry 2 for tmp_2013_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2013.zip
retry 3 for tmp_2013_7_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_7_2013.zip
retry 1 for tmp_2013_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2013.zip
retry 2 for tmp_2013_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2013.zip
retry 3 for tmp_2013_8_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_8_2013.zip
retry 1 for tmp_2013_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2013.zip
retry 2 for tmp_2013_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2013.zip
retry 3 for tmp_2013_9_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_9_2013.zip
retry 1 for tmp_2013_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2013.zip
retry 2 for tmp_2013_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2013.zip
retry 3 for tmp_2013_10_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_10_2013.zip
retry 1 for tmp_2013_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2013.zip
retry 2 for tmp_2013_11_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_11_2013.zip
retry 1 for tmp_2013_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2013.zip
retry 2 for tmp_2013_12_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_12_2013.zip
retry 1 for tmp_2014_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2014.zip
retry 2 for tmp_2014_1_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_1_2014.zip
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retry 1 for tmp_2014_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2014.zip
retry 2 for tmp_2014_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2014.zip
retry 3 for tmp_2014_2_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_2_2014.zip
retry 1 for tmp_2014_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2014.zip
retry 2 for tmp_2014_3_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_3_2014.zip
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retry 1 for tmp_2014_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2014.zip
retry 2 for tmp_2014_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2014.zip
retry 3 for tmp_2014_4_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_4_2014.zip
retry 1 for tmp_2014_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2014.zip
retry 2 for tmp_2014_5_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_5_2014.zip
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retry 2 for tmp_2014_6_2642233.zip: 503 Server Error: Service Unavailable for url: https://hs.pangaea.de/Maps/MCD64A1_burnt-areas/MODIS_BA_GLOBAL_1_6_2014.zip
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204 GlobFire months; failed: []
Burned-area fallback: MODIS MCD64A1 v061 (Earthdata)¶
Monthly 500 m Burn Date (> 0 = burned) on the MODIS sinusoidal tiles covering
Colombia (h10–h11, v07–v09). Each month’s granules are reprojected (nearest) to
a 15″ lon/lat grid over the Colombia window and summed into a count of burned
months; HDF files are deleted after use. In smoke mode it always runs on 2
months and one tile, to test the path.
import earthaccess # noqa: E402
earthaccess.login(strategy="netrc")
from rasterio.transform import from_origin # noqa: E402
from rasterio.warp import Resampling, reproject # noqa: E402
MCD_TILES = ["h10v08"] if SMOKE else ["h10v07", "h10v08", "h10v09", "h11v07", "h11v08", "h11v09"]
mcd_out = RAW / "mcd64a1" / ("mcd64a1_burned_months_smoke.tif" if SMOKE else "mcd64a1_burned_months_colombia.tif")
if (SMOKE or not use_globfire) and not mcd_out.exists():
mcd_out.parent.mkdir(parents=True, exist_ok=True)
res = 1 / 240
dst_tr = from_origin(BBOX[0], BBOX[3], res, res)
shape = (int(round((BBOX[3] - BBOX[1]) / res)), int(round((BBOX[2] - BBOX[0]) / res)))
count = np.zeros(shape, dtype="uint16")
nmonths = 0
for y, m in MONTHS:
start = f"{y}-{m:02d}-01"
end = f"{y + (m == 12)}-{(m % 12) + 1:02d}-01"
grans = earthaccess.search_data(short_name="MCD64A1", version="061", bounding_box=(W, S, E, N),
temporal=(start, end), count=-1)
grans = [g for g in grans if g["umm"]["GranuleUR"].split(".")[2] in MCD_TILES
and g["umm"]["GranuleUR"].split(".")[1] == f"A{y}{pd.Timestamp(start).dayofyear:03d}"]
tmpdir = RAW / "mcd64a1" / f"tmp_{os.getpid()}"
files = earthaccess.download(grans, str(tmpdir), threads=6)
month = np.zeros(shape, dtype="uint8")
for f in files:
sds = f'HDF4_EOS:EOS_GRID:"{f}":MOD_Grid_Monthly_500m_DB_BA:"Burn Date"'
with rasterio.open(sds) as src:
burned = (src.read(1) > 0).astype("uint8")
tmp = np.zeros(shape, dtype="uint8")
reproject(burned, tmp, src_transform=src.transform, src_crs=src.crs, dst_transform=dst_tr,
dst_crs="EPSG:4326", resampling=Resampling.nearest)
month |= tmp
count += month
nmonths += 1
shutil.rmtree(tmpdir, ignore_errors=True)
print("MCD64A1", y, m, len(files), "granules", flush=True)
with rasterio.open(mcd_out, "w", driver="GTiff", width=shape[1], height=shape[0], count=1, dtype="uint16",
crs="EPSG:4326", transform=dst_tr, compress="deflate", tiled=True) as dst:
dst.write(count, 1)
dst.update_tags(months=nmonths, tiles=",".join(MCD_TILES))
if not use_globfire:
SOURCES.append(dict(name="MODIS MCD64A1 v061 burned area (fallback for GlobFire)", doi="10.5067/MODIS/MCD64A1.061",
url="https://lpdaac.usgs.gov", license="NASA open data", accessed_on=TODAY,
months=len(MONTHS), tiles=MCD_TILES))
burned_source = "globfire" if use_globfire else ("mcd64a1" if mcd_out.exists() else "none")
json.dump({"source": burned_source, "months": len(MONTHS), "globfire_failed": gf_failed,
"mcd64a1_file": mcd_out.name if mcd_out.exists() else None},
open(RAW / ("burned_source_smoke.json" if SMOKE else "burned_source.json"), "w"), indent=2)
print("burned-area source:", burned_source)/opt/vth/OpenAIRE_Alien_AI_Hackathon/natural-regeneration-replication/.pixi/envs/default/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
from .autonotebook import tqdm as notebook_tqdm
burned-area source: globfire
9. Elevation for slope: SRTMGL1 v003 (Earthdata login)¶
srtm_dir = RAW / "srtm"
srtm_dir.mkdir(parents=True, exist_ok=True)
granules = earthaccess.search_data(short_name="SRTMGL1", version="003", bounding_box=(W, S, E, N), count=-1)
def srtm_box(g) -> shapely.Geometry:
name = g["umm"]["GranuleUR"].split(".")[0] # e.g. N04W075
lat = int(name[1:3]) * (1 if name[0] == "N" else -1)
lon = int(name[4:7]) * (1 if name[3] == "E" else -1)
return box(lon, lat, lon + 1, lat + 1)
granules = [g for g in granules if srtm_box(g).intersects(shapely.box(*SMOKE_BBOX) if SMOKE else COL_GEOM)]
missing = [g for g in granules if not (srtm_dir / Path(g.data_links()[0]).name).exists()]
print(len(granules), "SRTM tiles intersect Colombia;", len(missing), "to download")
if missing:
earthaccess.download(missing, str(srtm_dir), threads=8)
srtm_files = sorted(p.name for p in srtm_dir.glob("*.hgt.zip"))
SOURCES.append(dict(name="NASA SRTMGL1 v003", doi="10.5067/MEaSUREs/SRTM/SRTMGL1.003", url="https://lpdaac.usgs.gov",
license="NASA open data", accessed_on=TODAY, n_files=len(srtm_files)))136 SRTM tiles intersect Colombia; 120 to download
QUEUEING TASKS | : 0%| | 0/120 [00:00<?, ?it/s]QUEUEING TASKS | : 100%|██████████| 120/120 [00:00<00:00, 12069.94it/s]
PROCESSING TASKS | : 0%| | 0/120 [00:00<?, ?it/s]PROCESSING TASKS | : 1%| | 1/120 [00:03<06:57, 3.51s/it]PROCESSING TASKS | : 2%|▏ | 2/120 [00:03<03:01, 1.53s/it]PROCESSING TASKS | : 6%|▌ | 7/120 [00:03<00:36, 3.08it/s]PROCESSING TASKS | : 8%|▊ | 9/120 [00:05<01:00, 1.85it/s]PROCESSING TASKS | : 8%|▊ | 10/120 [00:06<00:58, 1.89it/s]PROCESSING TASKS | : 12%|█▏ | 14/120 [00:06<00:30, 3.49it/s]PROCESSING TASKS | : 13%|█▎ | 16/120 [00:06<00:26, 3.88it/s]PROCESSING TASKS | : 14%|█▍ | 17/120 [00:08<00:49, 2.09it/s]PROCESSING TASKS | : 16%|█▌ | 19/120 [00:08<00:36, 2.75it/s]PROCESSING TASKS | : 18%|█▊ | 22/120 [00:09<00:27, 3.58it/s]PROCESSING TASKS | : 19%|█▉ | 23/120 [00:09<00:24, 3.90it/s]PROCESSING TASKS | : 20%|██ | 24/120 [00:09<00:24, 3.93it/s]PROCESSING TASKS | : 21%|██ | 25/120 [00:10<00:45, 2.09it/s]PROCESSING TASKS | : 22%|██▎ | 27/120 [00:11<00:30, 3.10it/s]PROCESSING TASKS | : 24%|██▍ | 29/120 [00:11<00:24, 3.72it/s]PROCESSING TASKS | : 25%|██▌ | 30/120 [00:12<00:39, 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10. WorldClim v2.1 bioclim, 30 s (global zip, 10.4 GB)¶
The bioclim PCA must be re-derived on a global sample of land points (the loadings are not published), so the global files are needed. Downloaded last because it is the largest file.
WC_URL = "https://geodata.ucdavis.edu/climate/worldclim/2_1/base/wc2.1_30s_bio.zip"
wc_size = int(requests.head(WC_URL, timeout=60).headers["Content-Length"])
wc = RAW / "worldclim" / "wc2.1_30s_bio.zip"
if not (wc.exists() and wc.stat().st_size == wc_size):
wc.unlink(missing_ok=True)
download(WC_URL, wc)
assert wc.stat().st_size == wc_size, "WorldClim zip size differs from Content-Length"
with zipfile.ZipFile(wc) as zf:
print(len(zf.namelist()), "files in WorldClim zip")
SOURCES.append(dict(name="WorldClim v2.1 bioclimatic variables 1970-2000, 30 s", doi="10.1002/joc.5086", url=WC_URL,
license="WorldClim terms (research / non-commercial)", accessed_on=TODAY,
size=wc.stat().st_size))19 files in WorldClim zip
Source log¶
with open(RAW / ("sources_predictors_smoke.json" if SMOKE else "sources_predictors.json"), "w") as f:
json.dump({"sources": SOURCES}, f, indent=2, default=str)
print(f"Logged {len(SOURCES)} sources")Logged 10 sources