Tutorial 4: Understanding Climatology Through Precipitation Data

Week 1, Day 3, Remote Sensing

Content creators: Douglas Rao

Content reviewers: Katrina Dobson, Younkap Nina Duplex, Maria Gonzalez, Will Gregory, Nahid Hasan, Paul Heubel, Sherry Mi, Beatriz Cosenza Muralles, Jenna Pearson, Agustina Pesce, Chi Zhang, Ohad Zivan

Content editors: Paul Heubel, Jenna Pearson, Chi Zhang, Ohad Zivan

Production editors: Wesley Banfield, Paul Heubel, Jenna Pearson, Konstantine Tsafatinos, Chi Zhang, Ohad Zivan

Our 2024 Sponsors: CMIP, NFDI4Earth

Tutorial Objectives

Estimated timing of tutorial: 30 minutes

In this tutorial, you will explore the concept of a climatology, and learn how to leverage it using satellite precipitation data. You have already practiced how to calcuate a climatology using temperature data in the overview of the climate system day. That data spanned only 14 years, and typically you would want your data to span at least 30 years to calculate a climatology. Here you will use data spanning several decades to explore the seasonal cycle of precipitation at a specific location.

Upon completing this tutorial, you’ll be able to:

• Comprehend the fundamentals of climatologies.

• Compute a climatology utilizing long-term satellite precipitation data.

• Create informative maps including features such as projections, coastlines, and other advanced plotting components.

Throughout this tutorial, you’ll employ NOAA’s monthly precipitation climate data records as the primary resource to demonstrate the process of calculating a long-term climatology for climate analysis. Specifically, you’ll use the Global Precipitation Climatology Project (GPCP) Monthly Precipitation Climate Data Record (CDR). As part of your investigation, you’ll focus on a specific location, observing its data across the entire time duration covered by the GPCP monthly dataset.

Setup

# installations ( uncomment and run this cell ONLY when using google colab or kaggle )

# !pip install s3fs --quiet

# # properly install cartopy in colab to avoid session crash
# !apt-get install libproj-dev proj-data proj-bin --quiet
# !apt-get install libgeos-dev --quiet
# !pip install cython --quiet
# !pip install cartopy --quiet

# !apt-get -qq install python-cartopy python3-cartopy  --quiet
# !pip uninstall -y shapely  --quiet
# !pip install shapely --no-binary shapely  --quiet

# !pip install boto3 --quiet

# you may need to restart the runtime after running this cell and that is ok

# imports
import s3fs
import xarray as xr
import matplotlib.pyplot as plt
import cartopy.crs as ccrs
import boto3
import botocore
import pooch
import os
import tempfile

Install and import feedback gadget

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# @title Install and import feedback gadget

!pip3 install vibecheck datatops --quiet

from vibecheck import DatatopsContentReviewContainer
def content_review(notebook_section: str):
    return DatatopsContentReviewContainer(
        "",  # No text prompt
        notebook_section,
        {
            "url": "https://pmyvdlilci.execute-api.us-east-1.amazonaws.com/klab",
            "name": "comptools_4clim",
            "user_key": "l5jpxuee",
        },
    ).render()


feedback_prefix = "W1D3_T4"

Figure Settings

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# @title Figure Settings
import ipywidgets as widgets  # interactive display

%config InlineBackend.figure_format = 'retina'
plt.style.use(
    "https://raw.githubusercontent.com/neuromatch/climate-course-content/main/cma.mplstyle"
)

Helper functions

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# @title Helper functions

def pooch_load(filelocation=None, filename=None, processor=None):
    shared_location = "/home/jovyan/shared/data/tutorials/W1D3_RemoteSensing"  # this is different for each day
    user_temp_cache = tempfile.gettempdir()

    if os.path.exists(os.path.join(shared_location, filename)):
        file = os.path.join(shared_location, filename)
    else:
        file = pooch.retrieve(
            filelocation,
            known_hash=None,
            fname=os.path.join(user_temp_cache, filename),
            processor=processor,
        )

    return file

Video 1: Understanding Climatology

Submit your feedback

Show code cell source Hide code cell source

# @title Submit your feedback
content_review(f"{feedback_prefix}_Understanding_Climatology_Video")

If you want to download the slides: https://osf.io/download/2ak68/

Submit your feedback

Show code cell source Hide code cell source

# @title Submit your feedback
content_review(f"{feedback_prefix}_Understanding_Climatology_Slides")

Section 1: Obtain Monthly Precipitation Data

In this tutorial, the objective is to demonstrate how to calculate the long-term precipitation climatology using monthly precipitation climate data records from NOAA.

You’ll be utilizing the Global Precipitation Climatology Project (GPCP) Monthly Precipitation Climate Data Record (CDR). This dataset contains monthly satellite-gauge data and corresponding precipitation error estimates from January 1979 to the present, gridded at a 2.5°×2.5° resolution. Satellite-gauge means that the climate data record (CDR) is a compilation of precipitation data from multiple satellites and in-situ sources, combined into a final product that optimizes the advantages of each type of data.

While a higher spatial resolution (1°×1°) at daily resolution exists for varied applications, we will restrict ourselves to the coarser resolution monthly data due to computational limitations. However, you are encouraged to delve into the daily higher resolution data for your specific project needs.

Section 1.1: Access GPCP Monthly CDR Data on AWS

To perform analysis, we will need to access the monthly data files from AWS first. We will use the skills that we learned in Tutorial 3 on accessing data from an AWS S3 bucket.

# connect to the AWS S3 bucket for the GPCP Monthly Precipitation CDR data
fs = s3fs.S3FileSystem(anon=True)

# get the list of all data files in the AWS S3 bucket fit the data file pattern.
file_pattern = "noaa-cdr-precip-gpcp-monthly-pds/data/*/gpcp_v02r03_monthly_*.nc"
file_location = fs.glob(file_pattern)
file_location[0:3]

['noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197901_c20170616.nc',
 'noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197902_c20170616.nc',
 'noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197903_c20170616.nc']

print("Total number of GPCP Monthly precipitation data files:")
print(len(file_location))

Total number of GPCP Monthly precipitation data files:
540

We have more than 500 GPCP monthly precipitation CDR data files in the AWS S3 bucket. Each data file contains the data of each month globally starting from January 1979. Now, let’s open a single data file to look at the data structure before we open all data files.

# first, open a client connection
client = boto3.client(
    "s3", config=botocore.client.Config(signature_version=botocore.UNSIGNED)
)  # initialize aws s3 bucket client

# read single data file to understand the file structure
# ds_single = xr.open_dataset(pooch.retrieve('http://s3.amazonaws.com/'+file_location[0],known_hash=None )) # open the file
ds_single = xr.open_dataset(
    pooch_load(
        filelocation="http://s3.amazonaws.com/" + file_location[0],
        filename=file_location[0],
    )
)
# check how many variables are included in one data file
ds_single.data_vars

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197901_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197901_c20170616.nc'.

SHA256 hash of downloaded file: 4bf66b33fcc87414d5c9341a37c7af9dad5214ddc07b48ec97cffa509f241b8e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Data variables:
    lat_bounds    (latitude, nv) float32 576B ...
    lon_bounds    (longitude, nv) float32 1kB ...
    time_bounds   (time, nv) datetime64[ns] 16B ...
    precip        (time, latitude, longitude) float32 41kB ...
    precip_error  (time, latitude, longitude) float32 41kB ...

From the information provided by xarray, there are a total of five data variables in this monthly data file, including precip for the monthly precipitation and precip_error for the monthly precipitation error.

# check the coordinates for the data file
ds_single.coords

Coordinates:
  * latitude   (latitude) float32 288B -88.75 -86.25 -83.75 ... 86.25 88.75
  * longitude  (longitude) float32 576B 1.25 3.75 6.25 ... 353.8 356.2 358.8
  * time       (time) datetime64[ns] 8B 1979-01-01

All data is organized in three dimensions: latitude, longitude, and time. We want to create a three-dimensional data array for the monthly precipitation data across the entire data period (from January 1979 until present) so we must open all the available files

# open all the monthly data files
# this process will take ~ 5 minute to complete due to the number of data files.

# file_ob = [pooch.retrieve('http://s3.amazonaws.com/'+file,known_hash=None ) for file in file_location]
file_ob = [
    pooch_load(filelocation="http://s3.amazonaws.com/" + file, filename=file)
    for file in file_location
]

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197902_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197902_c20170616.nc'.

SHA256 hash of downloaded file: d0836fb9f1bcbf8be09b946626c170ddd7764c0b6dc044d90d3a0ca5fbcb928e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197903_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197903_c20170616.nc'.

SHA256 hash of downloaded file: 015433aca66f3a6f1a5df835b4d8707d71c8b4cd982d59d7465cebf629a86e1c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197904_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197904_c20170616.nc'.

SHA256 hash of downloaded file: def01006f32b0b8760dde3320e39c68fd961c4df3afa0ccb8e25ecb474d74b7f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197905_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197905_c20170616.nc'.

SHA256 hash of downloaded file: cd1ec680e7e2b6e659070a67c2cf763687182bad411d264e919b5c599330a015
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197906_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197906_c20170616.nc'.

SHA256 hash of downloaded file: ef9cfd606f217779e603a9ae27ec6363f87c955f4c7ced09ac87f94663e52ec9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197907_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197907_c20170616.nc'.

SHA256 hash of downloaded file: 3025b52ad89bde5fe471908256d8e767b4a5b4700a88e0015eebba1ec137d832
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197908_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197908_c20170616.nc'.

SHA256 hash of downloaded file: 370d4aa7e85b8ec9fec5492ab58ae103abf50bb0f27bdd68438f313bc7481e4e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197909_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197909_c20170616.nc'.

SHA256 hash of downloaded file: 5023184d8d98b6006dac66aeabd01830ed2d3df32ec4e70fbad4204011d86e8c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197910_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197910_c20170616.nc'.

SHA256 hash of downloaded file: 3118a80c9ca2c1427354db7bb06ddb6f06ce23786aac085deca953bbbbe28f5f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197911_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197911_c20170616.nc'.

SHA256 hash of downloaded file: e7c7c90f3007987429b5ec9660d08d747956719e9c9771399a181ba0652c6c05
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197912_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1979/gpcp_v02r03_monthly_d197912_c20170616.nc'.

SHA256 hash of downloaded file: d6225d1c1a4ab751dadd4e9d54c837d61f8a00d4f45fad4176a9113d7977c60b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198001_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198001_c20170616.nc'.

SHA256 hash of downloaded file: 953ba8b7cefa28acebb1f018b4c396094aad50f69f7f461dd4e44af2f38fa612
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198002_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198002_c20170616.nc'.

SHA256 hash of downloaded file: ac0a864055ae86048498bb5226978797232e41489083351b0ed6ec5663c693af
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198003_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198003_c20170616.nc'.

SHA256 hash of downloaded file: 5ed3f910700f7b8829220fcafb1af8bbccfa401d0a78cae1a5bdf7eb7ce5bdf8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198004_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198004_c20170616.nc'.

SHA256 hash of downloaded file: 3aefe1edf7332b17ab493ee79209390cf24305d4cc4481cea391719f12b1d9d2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198005_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198005_c20170616.nc'.

SHA256 hash of downloaded file: 243b7ab71e1bdfff3c8d3901956cb09cf4302d328269817008de5890deb97cb2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198006_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198006_c20170616.nc'.

SHA256 hash of downloaded file: 616b5c15045fa200445050e5d5c443ab2266ec4df7565b767ade1346f315dfa1
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198007_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198007_c20170616.nc'.

SHA256 hash of downloaded file: d7a576f9b3d0ecd18ba03e83b3325f0e2fe9b0f69711028645e81f12fdf02d8e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198008_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198008_c20170616.nc'.

SHA256 hash of downloaded file: badc30e38066d37d69eca15d4615ef70fcfa3ddcfcb0a20237509b1252172b6f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198009_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198009_c20170616.nc'.

SHA256 hash of downloaded file: 7d6142d9d97dfc44d829559c3a99a6cc80f936c3b431a84f6b44e2cc7d335d89
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198010_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198010_c20170616.nc'.

SHA256 hash of downloaded file: 5c5c28a7f6131220b9820c7b8166785f52d4c55300624d996b3b25c5d01f36da
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198011_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198011_c20170616.nc'.

SHA256 hash of downloaded file: 99883f75c5a9cdf15a12830daa504b30b664398186d1e14646b3b7d58c34d663
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198012_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1980/gpcp_v02r03_monthly_d198012_c20170616.nc'.

SHA256 hash of downloaded file: 80eaf3ba8a79c00672900eb35efb3a6e573554c9c92c8bccf96e9a2985508779
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198101_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198101_c20170616.nc'.

SHA256 hash of downloaded file: 3941bebfef26428c689073d926f90c438710c4a442acbded1413fcc2c717e4bd
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198102_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198102_c20170616.nc'.

SHA256 hash of downloaded file: 827848c9dbb3537fc06941e73dc2f5092b1b8559831e02c96498be279448935b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198103_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198103_c20170616.nc'.

SHA256 hash of downloaded file: f7ff1910e28dc384b48d2a1dc9658faeade9e588eee87fc693e4846e7956d8c4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198104_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198104_c20170616.nc'.

SHA256 hash of downloaded file: 970ae62eca6cce50746e39edc89f9a30d95521f9dcda350d028ada76c190f94d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198105_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198105_c20170616.nc'.

SHA256 hash of downloaded file: 48803659d136930e592ac33e2810fb01763a8e1eed76d2d52db2fd96bcaea905
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198106_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198106_c20170616.nc'.

SHA256 hash of downloaded file: 506e2b173d4e71cf64d87bb159d830600d387e4b3c5048da509110d1241d2ba0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198107_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198107_c20170616.nc'.

SHA256 hash of downloaded file: a242fd6f5894d691c5c431c609b487a3ab7c78ee104c61d9398edd807f862760
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198108_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198108_c20170616.nc'.

SHA256 hash of downloaded file: 25ec69acccd6792e7a78d2a82f8ae8dfda5552356d9c4c754cbfb465437a44ac
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198109_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198109_c20170616.nc'.

SHA256 hash of downloaded file: 6d73ea04d581aa57275414def844ac8cc599980e1d01122e2b08d2a58d351e2e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198110_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198110_c20170616.nc'.

SHA256 hash of downloaded file: c683df3d5e1fda6a04c0bf614dd7a432fdfcb7ce49cf76259adee7051933fc77
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198111_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198111_c20170616.nc'.

SHA256 hash of downloaded file: d4ca4bb9d9139aba389dbb4513d497e27bd5dd3c2047a547013c88894fe9bfbe
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198112_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1981/gpcp_v02r03_monthly_d198112_c20170616.nc'.

SHA256 hash of downloaded file: 63cfe6cca84276fe4e4c4a404695aa97eae959cc3508126797c36e03ac06ab47
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198201_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198201_c20170616.nc'.

SHA256 hash of downloaded file: 4c84710fb4aaea4094c33c601f708483728073999082c72fd7b22ad44c8cb258
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198202_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198202_c20170616.nc'.

SHA256 hash of downloaded file: f8315aac9d991349e59bcf0ef0c165e3c7368632c0434efaa07867f426398956
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198203_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198203_c20170616.nc'.

SHA256 hash of downloaded file: 9250ece2d4b62338d5734dd19d410ceb33e194de2658a348b0965f701d05fa38
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198204_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198204_c20170616.nc'.

SHA256 hash of downloaded file: 69138b28eb4a498b7ffe563ab76a965bdaa67e78c1c7354a585754aa6453bf99
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198205_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198205_c20170616.nc'.

SHA256 hash of downloaded file: 5deb289e48d68d0e6b0480b7b9bc2e7e3e8f0dd06d8b104b3cc9d74432cbd7bd
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198206_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198206_c20170616.nc'.

SHA256 hash of downloaded file: d7d5815cdccc832ddbd30c60b156158695055b6515a6e862f89049017392a56d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198207_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198207_c20170616.nc'.

SHA256 hash of downloaded file: 71f9851c5d598ab643b0663e5ad6aa3e000c884d86962a3d0d5763ffbc232c95
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198208_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198208_c20170616.nc'.

SHA256 hash of downloaded file: 052f9b6272df148122a2729019f47d5f46c360b4bc0fd42012743c9e2412b258
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198209_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198209_c20170616.nc'.

SHA256 hash of downloaded file: a306621041cfb21e3b0c6daca60b7c1c57c69acc516b4f6b03a7360502458ba5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198210_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198210_c20170616.nc'.

SHA256 hash of downloaded file: af1aeb2b19294176dd2ed3b3a05fadd53fa35125a38eb7c6d33b4d432e682e08
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198211_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198211_c20170616.nc'.

SHA256 hash of downloaded file: 7fa4125ca29148f6fa111c3775f7c5c1240dc4b9f3736377be9fb4ad966b02d4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198212_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1982/gpcp_v02r03_monthly_d198212_c20170616.nc'.

SHA256 hash of downloaded file: 5d156fae219037a9e7153e8018ce395fef0888b63735d5c36379e753f2c6b682
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198301_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198301_c20170616.nc'.

SHA256 hash of downloaded file: e02c47b8a1a651641988cb07bd04e5684c13d5fb7b98a9a4d29f9344c5281d6c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198302_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198302_c20170616.nc'.

SHA256 hash of downloaded file: 1e8f17814ff3f35725129fc3812f36b8b0bc1c78763d45a79ca84b605383fbe2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198303_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198303_c20170616.nc'.

SHA256 hash of downloaded file: be6852392218bd497133ea2a8cd5d70c98f75ff035f9e6db78213be6c511067d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198304_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198304_c20170616.nc'.

SHA256 hash of downloaded file: a3bcc8b1b9fab60a3cde2e7b297ba7d6465d21425eba8ff80ef62b8c32701ed0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198305_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198305_c20170616.nc'.

SHA256 hash of downloaded file: 87245d6ea8b2bdc42a8d985b5f48c4cd2062b631497e712a88ad3612bbd9689b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198306_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198306_c20170616.nc'.

SHA256 hash of downloaded file: 855c6e17a5656f92f187cd70362e8aa8fe5fc1888c4570b7ee98210a0ee53d32
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198307_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198307_c20170616.nc'.

SHA256 hash of downloaded file: 58d04981020ba35fc8a646c756430c23410ae8456fa36a21d9f95fe60030bd81
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198308_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198308_c20170616.nc'.

SHA256 hash of downloaded file: 6a484333b25bde15cfd7c2a6cea234a0bbcf0225f5630dd8b6d2b99511b3299c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198309_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198309_c20170616.nc'.

SHA256 hash of downloaded file: 25e307ee77587774b226f78db8325ef1d78a2f21aaf657dd2fa0b6b380695f6c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198310_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198310_c20170616.nc'.

SHA256 hash of downloaded file: 070cc249b16b72dbb9a4a9084c9f8f4d91cbdc8069cb09a62530aa0ef5d5fd01
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198311_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198311_c20170616.nc'.

SHA256 hash of downloaded file: 442e115f3dfc4eb3b9790a6c3aa3a1305cb45724162d56a44376228e22b488e0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198312_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1983/gpcp_v02r03_monthly_d198312_c20170616.nc'.

SHA256 hash of downloaded file: 9e3fc34dd924bb3db4ba4a769dcb72168d571985a7243c30d5d5d9c2fc021103
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198401_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198401_c20170616.nc'.

SHA256 hash of downloaded file: dbb1e7da3473c116196ba68c1b6189aa6acba5cd5f3b8c9a65f49c8e5c368c60
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198402_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198402_c20170616.nc'.

SHA256 hash of downloaded file: ef9a4b501fea21e950255121b4a3abffe53592168fba1fd259164e28ba27ec43
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198403_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198403_c20170616.nc'.

SHA256 hash of downloaded file: 66c094ed89ee691dab75cded422c157155e2df219e1dad7afd0cb883b2479b1a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198404_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198404_c20170616.nc'.

SHA256 hash of downloaded file: 6b0430d8852baa6c0efa4a7dc3fb35c616be34718f56bb64fd7acfdbf5ffc953
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198405_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198405_c20170616.nc'.

SHA256 hash of downloaded file: c323e1a81f2848852903903bf501a68d24f2c5d734e35bf6ddc0f47dfc6b7678
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198406_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198406_c20170616.nc'.

SHA256 hash of downloaded file: edb9a8242e91ac47fb662022406ae8e12b529229ad045f9eb9f35f44ee1dcebc
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198407_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198407_c20170616.nc'.

SHA256 hash of downloaded file: 553f410d7f5c66012b506932ee81fbc3ad5b2c75166cedb84ec42d72a0ec8973
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198408_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198408_c20170616.nc'.

SHA256 hash of downloaded file: 0761729fb89d3a48fea920d001af7763c6b7727f3d85096f8e05b6eef4c2cab4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198409_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198409_c20170616.nc'.

SHA256 hash of downloaded file: 354d38b4d774561539cd7c227a8debf7444ca970c0b7fc23cc3c57c5b683095e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198410_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198410_c20170616.nc'.

SHA256 hash of downloaded file: cacd1b4827996a710941e9213f08ed4e368849c90421676d8aac946011dba8d5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198411_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198411_c20170616.nc'.

SHA256 hash of downloaded file: 9c44b21dcab7b6f9c666a80bc1ae55efcc8b6cce8e0af1161f5ed6a7c303ec49
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198412_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1984/gpcp_v02r03_monthly_d198412_c20170616.nc'.

SHA256 hash of downloaded file: 5a494a1312ff5ead827907bbb8f86d5cc41904882dfefe2190951aa92dff2f99
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198501_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198501_c20170616.nc'.

SHA256 hash of downloaded file: 85e0c997e16f427b54999fff9b54c666afa1006e26ad0da4d5709c46ca778ff3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198502_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198502_c20170616.nc'.

SHA256 hash of downloaded file: 74bc3f9736fa1e517f64863f47720553c1c3627434d208c6192743636cf5473a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198503_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198503_c20170616.nc'.

SHA256 hash of downloaded file: 2d1c643e4589426c967e2a3d4609b4d1b9a3dbb22674bf458036881d49f5ce7e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198504_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198504_c20170616.nc'.

SHA256 hash of downloaded file: e44aad5567d03b8c335d5174cf47f8cb4f07dc08ecc0e4fa925fd5e96e564e11
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198505_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198505_c20170616.nc'.

SHA256 hash of downloaded file: 42f6de292e09cab4733e04361f1cbcbd963c9f7efa62abe770caf304f420c8a1
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198506_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198506_c20170616.nc'.

SHA256 hash of downloaded file: 7acf3571428aee22d6e99d3aed5694220d3aac3fee8ba0fc54474aa784e24913
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198507_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198507_c20170616.nc'.

SHA256 hash of downloaded file: 303d4015c5e330b2e08d8bf40ee6924092307751cbe5e2a209e679aab5e66398
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198508_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198508_c20170616.nc'.

SHA256 hash of downloaded file: 12a0ac6a3636b4e79db14403cab7236820a6d5c43449d97b553b3a9e5a9ea478
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198509_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198509_c20170616.nc'.

SHA256 hash of downloaded file: 9b358828638a6794d62b0f4cd377c271d47a99ba7c78134f1e7c27375ca8a799
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198510_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198510_c20170616.nc'.

SHA256 hash of downloaded file: 17798bba5b6d440f4d096e72c89227eece1a969ad623d202a6afa5945e8b9218
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198511_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198511_c20170616.nc'.

SHA256 hash of downloaded file: a5eb12121062c20a9f579ff2d07689d0aabfa6243f7bf9be0bd023fb413621b6
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198512_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1985/gpcp_v02r03_monthly_d198512_c20170616.nc'.

SHA256 hash of downloaded file: 9952ecc45f8955d6279615ebd37556891b842961fc32581769c32e27ad171a58
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198601_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198601_c20170616.nc'.

SHA256 hash of downloaded file: 764c7add80b07954622007f2365929a84ecd82d9fbd475827f2b634e96767091
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198602_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198602_c20170616.nc'.

SHA256 hash of downloaded file: 11cb049fccdb18a139d736ac65c225e14f9535aee189825befa46fb98be3cae3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198603_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198603_c20170616.nc'.

SHA256 hash of downloaded file: d06128c1a317f5050a36d77ef1b049f908d439badc9b6cdd16e6f12f9556c833
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198604_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198604_c20170616.nc'.

SHA256 hash of downloaded file: 908d5c5a457bb9555266f115bc925e6825e637e23833497e29b8188295968fd5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198605_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198605_c20170616.nc'.

SHA256 hash of downloaded file: b09e1b5029cebce724b30960d29255db77d0f7666d538961ea425ba89c7a04c0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198606_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198606_c20170616.nc'.

SHA256 hash of downloaded file: b82a31275d8873e5e33990d39a6c88ceebffec39ac140f0094bcaf831a2cdcef
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198607_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198607_c20170616.nc'.

SHA256 hash of downloaded file: d40f2c749d885bbd4415eef0ce1c83af6cfc54a27b29d9d3f906d966fce64d15
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198608_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198608_c20170616.nc'.

SHA256 hash of downloaded file: 78bcf29aaf1409f86debd0bb5e1b49d0e4c40cc984db3853374a37510a085ea9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198609_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198609_c20170616.nc'.

SHA256 hash of downloaded file: 779602e8317ca4ee3539a2943f97012e6a5c4f54e68a14d432be4c7583294b98
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198610_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198610_c20170616.nc'.

SHA256 hash of downloaded file: ba730b4a3fd811738d030c914ba6415f1947b69d7ed1905e71725d0bc55bad31
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198611_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198611_c20170616.nc'.

SHA256 hash of downloaded file: 12a6e6d9847ec8df6f371c63b234268e597a65be510fd5a09287499a9d4eecfa
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198612_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1986/gpcp_v02r03_monthly_d198612_c20170616.nc'.

SHA256 hash of downloaded file: 87887bbd15f53899ade537523459ece645d35e89d1b29c1443a65fc1e1996eba
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198701_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198701_c20170616.nc'.

SHA256 hash of downloaded file: fa2910fbb94949da44339583c93e5a4b4852ca9a59c336b7988e8203beefa5db
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198702_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198702_c20170616.nc'.

SHA256 hash of downloaded file: e1c160bd03b5b85d577a08901b70b9ff8cb8424f56699fcc87103e0e0232040d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198703_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198703_c20170616.nc'.

SHA256 hash of downloaded file: 3936ef7f26e7be79af2e8ffd9f0fe0ae0389ea36647dd080298d3a5a2f016ff5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198704_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198704_c20170616.nc'.

SHA256 hash of downloaded file: fb877c0421e21a7178e8b122f415353f7367c5d9be2e0b4a82a20a49a0eb79fe
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198705_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198705_c20170616.nc'.

SHA256 hash of downloaded file: 4ee549fc5ad2bf16292076e42c68825166c3bf3eca10dc6da9c4831e6f92669b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198706_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198706_c20170616.nc'.

SHA256 hash of downloaded file: 4abaadbcbf2b5ddf6e9db759cb8d24ab611a5c079cd9239bf7f8d1042e729eaa
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198707_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198707_c20170616.nc'.

SHA256 hash of downloaded file: 22fa4aabee0b48f91479436f82810049ecfa01fbae5ab4c19c483311a12162be
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198708_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198708_c20170616.nc'.

SHA256 hash of downloaded file: d454f47eeb33e077c426455287099876fee209b14b07d6722a3916f1f80a1872
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198709_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198709_c20170616.nc'.

SHA256 hash of downloaded file: f632fefee196f125c1157d0d48c9491142649080431c9270a6ee357f2e283c07
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198710_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198710_c20170616.nc'.

SHA256 hash of downloaded file: 7801a2e6eb5fb5fcfa8585a8007ebece4b85517e8f0da7d0a62dfba2a4463c8f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198711_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198711_c20170616.nc'.

SHA256 hash of downloaded file: 288e2efb22b6817aa77a145bcbb106642613a7ef4ba162ffaf968a333be72dea
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198712_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1987/gpcp_v02r03_monthly_d198712_c20170616.nc'.

SHA256 hash of downloaded file: 9fc3bb6c924680e2bc05db5ba2aa0bd58496d5d862a3a0b1d1da1d926a14fbc2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198801_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198801_c20170616.nc'.

SHA256 hash of downloaded file: 696e8f2486bfd09266c6774e0b7df186808ea080d48fba23c147dda65401cc43
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198802_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198802_c20170616.nc'.

SHA256 hash of downloaded file: 47060989e791b7cfcb62cbf90e0dd4505f9ca4c3d325bf9d99b6251b076726ca
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198803_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198803_c20170616.nc'.

SHA256 hash of downloaded file: b47ecf6433f835e6260940d84f649d7baa20eb668c0bd1fab06530c14a57adef
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198804_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198804_c20170616.nc'.

SHA256 hash of downloaded file: 7ef7c4bb32d25ae0148ae66ccec92f38f24b1ddad070eb3ec7fd834ae2fdf390
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198805_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198805_c20170616.nc'.

SHA256 hash of downloaded file: fe7ffdacb9797bb4b59d4ebba89490c553b733f82b31b6c5d539c928ebf065a4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198806_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198806_c20170616.nc'.

SHA256 hash of downloaded file: c4809c479b8d5b6048700aa1bb86de1c229d9c15440d50b1dc69e6bc48de44e0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198807_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198807_c20170616.nc'.

SHA256 hash of downloaded file: 2d68a3f7326c3bf0670ed9cc34717cbe2248c1bb1ec04e3b4901cdfd8b590904
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198808_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198808_c20170616.nc'.

SHA256 hash of downloaded file: 566c81c74b200f99ceb98499bb21480330b1a338a44a55878fa2615c3fef1574
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198809_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198809_c20170616.nc'.

SHA256 hash of downloaded file: 9e5b793e14e8ad8caf3d2259cd938f81fca43d85004477e038d456b7294ceb07
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198810_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198810_c20170616.nc'.

SHA256 hash of downloaded file: 6884802bbc605dad9ed642b95a34b35b009af23da5bb4044d89db1f29e40181a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198811_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198811_c20170616.nc'.

SHA256 hash of downloaded file: caa1c2b5747ca7e9ae64093ba90c43971eee3723710f950e58ab23e25ebb689f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198812_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1988/gpcp_v02r03_monthly_d198812_c20170616.nc'.

SHA256 hash of downloaded file: 7fd8d967ae49a227364f916830e04898183677312a69c201c028cf3e683ac4f5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198901_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198901_c20170616.nc'.

SHA256 hash of downloaded file: 6770c59d0207c730dc362f9813ee83a2ffc9178c2b62abad049508409b7a9b55
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198902_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198902_c20170616.nc'.

SHA256 hash of downloaded file: 732da21f168afd148e0256244f6f580e0d914b65122b599d9a2e69e94887901c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198903_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198903_c20170616.nc'.

SHA256 hash of downloaded file: 01a13be3faa62fdb0918fcc561143d81f3880458d14622c5fe1cf862293fc42a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198904_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198904_c20170616.nc'.

SHA256 hash of downloaded file: 5201e41cb1c376fc475cf346fc2d6a21d5c118a9dd7cdcd12107d3b399fe9bd1
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198905_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198905_c20170616.nc'.

SHA256 hash of downloaded file: 965a680c3f7835ddc2f07c65ff6ffbf6caeb9d199f66f714db38d39c1d1135a1
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198906_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198906_c20170616.nc'.

SHA256 hash of downloaded file: 3a85904041e47b2e2b2896906a4fab7299c7206a6dd75c49c7ec68256e50a284
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198907_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198907_c20170616.nc'.

SHA256 hash of downloaded file: 4c57aa339fd47e3dac2bc236d1db27f0a71e9cf2d048f0f8266d6923c4f7220d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198908_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198908_c20170616.nc'.

SHA256 hash of downloaded file: ac33b6ac77a31c38fc3b0f22c5ebeaa562f29565151720e20271f5314528adab
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198909_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198909_c20170616.nc'.

SHA256 hash of downloaded file: e9e5bb1307ec7c8ada0b47ff2dbef62491726221ddb6b3fc9bd48d52aa910f34
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198910_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198910_c20170616.nc'.

SHA256 hash of downloaded file: b4510f13de7c05594e3d808cb6fc5224926904b2416abd019d37987f71de8b91
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198911_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198911_c20170616.nc'.

SHA256 hash of downloaded file: 7a663a73a4a19bb31f90b07a57cbfecbe5a21affd98dfb3cc36532cf84d98499
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198912_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1989/gpcp_v02r03_monthly_d198912_c20170616.nc'.

SHA256 hash of downloaded file: 141fe5dca9383f5c3e6abcdc629a2c78aaffaaf3fcf553dd335f7d20c03ca380
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199001_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199001_c20170616.nc'.

SHA256 hash of downloaded file: d3997b223b2e8faac91b6aaaf92f8a36a72fb832cb3159c91ca1c459276f3fd1
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199002_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199002_c20170616.nc'.

SHA256 hash of downloaded file: 3a8ef14489ce9025bef8d09eb09e43ebd7b163d6d9135e6a8bbc023bca3f6a00
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199003_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199003_c20170616.nc'.

SHA256 hash of downloaded file: 58cb32157e1b5c1a0f7f28e544a98c229b0c29e15b2e33461ab61852c8da2190
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199004_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199004_c20170616.nc'.

SHA256 hash of downloaded file: 6908555c7c7f4c3fb5f414f04568a2f1a197361abdc42bd0e16a4f7fe890b8fd
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199005_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199005_c20170616.nc'.

SHA256 hash of downloaded file: 78021e07138de3026a2e924bcca561afe738986da49d59ee145c207d49e259aa
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199006_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199006_c20170616.nc'.

SHA256 hash of downloaded file: 4c51f68b56809de1b473d310eaba45d5be071d65de050c7e678141da7d78b273
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199007_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199007_c20170616.nc'.

SHA256 hash of downloaded file: 36d6ef989387e681c3c8e0b11ffb2c8a682bb7df856ce122b40c51e826c6bc1f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199008_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199008_c20170616.nc'.

SHA256 hash of downloaded file: 3946f605a7965c8dba69293e0a072b0bfc83cd722fba6afb0a544952d100bfab
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199009_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199009_c20170616.nc'.

SHA256 hash of downloaded file: b58d64dbd02829f7cfb9e825c2e966895070e8e9eadcc1b965e28f5598e4da5e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199010_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199010_c20170616.nc'.

SHA256 hash of downloaded file: 5bb81385719a662352e348232aee8a0aaa6db295fdc6c476c5317ed10aff56e7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199011_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199011_c20170616.nc'.

SHA256 hash of downloaded file: 84e412265f7478b6e0f54f030f2f5ae8a1fffe4d0fdeb1e9824636fc29f55ecb
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199012_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1990/gpcp_v02r03_monthly_d199012_c20170616.nc'.

SHA256 hash of downloaded file: 3a30d581cc425ac3c20a68ba455e48422ec6a0e967dc48432b2ff7ee8a598588
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199101_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199101_c20170616.nc'.

SHA256 hash of downloaded file: 0e3a3a1a5e9a1a5f9b8c37a4ea8f94245463db5493a52ae380a5708c6d495f59
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199102_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199102_c20170616.nc'.

SHA256 hash of downloaded file: 00d2d5783fbcfc7f719145a6056cc1fdfb7abf14486bab594f9b6a4fd0c769a6
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199103_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199103_c20170616.nc'.

SHA256 hash of downloaded file: 4a64605aaba5f61828efa2adfb27a17bc39b6d18f594e2ea69cc4d7835223411
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199104_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199104_c20170616.nc'.

SHA256 hash of downloaded file: 58ff9ea4edcc742d45438a478cc1bfda77ea2dc9dd4e6cb104fd39cd54ddd5fd
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199105_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199105_c20170616.nc'.

SHA256 hash of downloaded file: 1d9c8fec590649d4df3bd3df04ad845b77ece188cc523cca3cfa59ab686b9472
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199106_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199106_c20170616.nc'.

SHA256 hash of downloaded file: a36225366889be701f7092233ab4e1044994ef7413c0e68f370b35dacb745968
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199107_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199107_c20170616.nc'.

SHA256 hash of downloaded file: 6d879afd63173c29614b969a51e0800b6e1cc67d2830a63d0b34a952c02e70d9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199108_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199108_c20170616.nc'.

SHA256 hash of downloaded file: ebabbafbc20a03858ac73e60c1f686c277d1f75a1e8333a739f1abf4200e8c05
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199109_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199109_c20170616.nc'.

SHA256 hash of downloaded file: bfacc6f51d55892ac1a4837204150bc4161e41a062b74d64967f6686de82a44e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199110_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199110_c20170616.nc'.

SHA256 hash of downloaded file: 201d7fbb7c796a94d7f39d0820e90c45bc2cc6d64f11afd88920df51a367f29d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199111_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199111_c20170616.nc'.

SHA256 hash of downloaded file: 77a1b2b99ad39a039095193cde5a51fbe1b2c17ef6b18baf3bb91ac4ebdda19e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199112_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1991/gpcp_v02r03_monthly_d199112_c20170616.nc'.

SHA256 hash of downloaded file: 00678ede143a1842a6ac054f1f6b7d8f827d973d2350d976a0595fb7bb1494b2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199201_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199201_c20170616.nc'.

SHA256 hash of downloaded file: afa105de9303d174b90f06232f49ac3987ad0343a84f9b467a72a27f37648c43
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199202_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199202_c20170616.nc'.

SHA256 hash of downloaded file: b15e162c0d4ab24b3113e275bc9fecfbc7b5bc2e8e0e41f8d3f3a68bdbd3d45c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199203_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199203_c20170616.nc'.

SHA256 hash of downloaded file: 9ade6410f899ad5fba9006841fefe8fb6e1169c840ef14fcda1921c0eae4d4ad
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199204_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199204_c20170616.nc'.

SHA256 hash of downloaded file: fc03e8e131ae14d1ea27d53edac65dae28e364567c9333db1a477b3d8ecafdc9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199205_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199205_c20170616.nc'.

SHA256 hash of downloaded file: bd7eef1952708900585f5fd8c8dd089d6313231cd262b311f0633e210747a65e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199206_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199206_c20170616.nc'.

SHA256 hash of downloaded file: 11f82b6a9af2acde1d666f716d1d4b037793dfea1032674361e0c0253850c6d8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199207_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199207_c20170616.nc'.

SHA256 hash of downloaded file: 63bd09387b042d29ef68796159883f628afa8a2febab481196df92aad4d17e32
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199208_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199208_c20170616.nc'.

SHA256 hash of downloaded file: afa139feba3d795ddcebd55e0be11bd5ff0424d3d5a44672b9179e5aa0785df2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199209_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199209_c20170616.nc'.

SHA256 hash of downloaded file: 4b3e2fd82a31d51de35429e8c12c20ca5f559543aa71c6401912832335b9b195
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199210_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199210_c20170616.nc'.

SHA256 hash of downloaded file: 00e57be016f16c2faacb206e2a79d9c02c4d20cc784375da663911522ccfc0ea
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199211_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199211_c20170616.nc'.

SHA256 hash of downloaded file: 9e6d85a45b90dcec0ae403af690b0e49018149064a8863e6a42b5b4b20edc8e5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199212_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1992/gpcp_v02r03_monthly_d199212_c20170616.nc'.

SHA256 hash of downloaded file: 6f40bc36743951329d88c7bf1f24fcf05c13662370c40c2249d44244bd6057c2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199301_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199301_c20170616.nc'.

SHA256 hash of downloaded file: a15f31bf635d19e60698e5e386edd986efe11f96561f6a9c9e6b95fbebc029b5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199302_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199302_c20170616.nc'.

SHA256 hash of downloaded file: 51381468739377305c222e6de7fda8b28de3b22528d276873d804a69bf2e92fd
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199303_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199303_c20170616.nc'.

SHA256 hash of downloaded file: fe5748c9d0d50534f674c2fcb3f7cfd9ce2ce729bf537b7e52f9b2cca7ff087f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199304_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199304_c20170616.nc'.

SHA256 hash of downloaded file: c82560c96466d0f38a34d615cf4494ce5e9e3957d7a77066839de840f8744512
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199305_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199305_c20170616.nc'.

SHA256 hash of downloaded file: 0491c48b3795e20398b035b6f97d05f4c13110920c7a46269464af8b22167f5c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199306_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199306_c20170616.nc'.

SHA256 hash of downloaded file: 39007473b710b38f55b7350cf180c1e2cc615ff0a1e59c29600132df5d1d4e88
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199307_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199307_c20170616.nc'.

SHA256 hash of downloaded file: b24ecf6331b637a8acf08d1ccac7cb7ab5289684ef3a1a63552933f2cc7ac828
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199308_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199308_c20170616.nc'.

SHA256 hash of downloaded file: 7675457a4ee294d898d5e5bf93e1ce651ea99de84500b86791626074e03bd7bd
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199309_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199309_c20170616.nc'.

SHA256 hash of downloaded file: 11a82c12a4c72265b7e39b48d7c75fb936125c0ca9cc9c56cbfa7a7a30dd8b2a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199310_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199310_c20170616.nc'.

SHA256 hash of downloaded file: 8cd0a3bf837199c92a667488ac75802a6f751a86570279bd8886886c164a35e0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199311_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199311_c20170616.nc'.

SHA256 hash of downloaded file: 32ed9467f8dda00a4f22452f24516fc3ac506e0f8c44c3ccda990b42acf89411
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199312_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1993/gpcp_v02r03_monthly_d199312_c20170616.nc'.

SHA256 hash of downloaded file: b2f757a6eb75f238b578aeedd339a5287871e489fcfed11cef043bda57cb9a78
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199401_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199401_c20170616.nc'.

SHA256 hash of downloaded file: 3b7fb3b455c843befd02df4e1f42c33cba26e5eb3856da3bc7bc244c12d84fd9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199402_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199402_c20170616.nc'.

SHA256 hash of downloaded file: 8a723edb388d628395c270f4d1bd60ad3c6ce444f4630781535014f0aa33fe93
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199403_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199403_c20170616.nc'.

SHA256 hash of downloaded file: 07a3624f5e1d506efaf8285634a94326bc412c8eeb8ae7a19630e0b422854b4e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199404_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199404_c20170616.nc'.

SHA256 hash of downloaded file: 7e17fe249e8377ecee80b972d9871488a0b48ef7496cd7359590d83015214c2e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199405_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199405_c20170616.nc'.

SHA256 hash of downloaded file: 3de3eedb43028927a83354ff9ce6d353ccd5586929b293fdf5a6e043f0929add
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199406_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199406_c20170616.nc'.

SHA256 hash of downloaded file: e313c0039589e43085e9dcb7b0873a41ab8a62764b7c5477f8ff9f2fe5bfe14f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199407_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199407_c20170616.nc'.

SHA256 hash of downloaded file: 954a772d358fb6ce644bfc1d064502b2ce52bcdfb0ab491d83c97dee14a9edcd
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199408_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199408_c20170616.nc'.

SHA256 hash of downloaded file: 0d9905e244b6dd17f880e57b0e25033d5b165885eb08c51f6c41cf616f7a8b04
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199409_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199409_c20170616.nc'.

SHA256 hash of downloaded file: de936f906d71632a06192cf3f851ec102fb45bf1d89ba926fda98c593c31af53
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199410_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199410_c20170616.nc'.

SHA256 hash of downloaded file: c1351d513361d9b60d7ba375b59c7dc60f1922755b074154ad1eb7f1236cf948
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199411_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199411_c20170616.nc'.

SHA256 hash of downloaded file: e10678525777c1ee14d69d800fe636add5662b10c54f1befd5e75a17f0f91c2c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199412_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1994/gpcp_v02r03_monthly_d199412_c20170616.nc'.

SHA256 hash of downloaded file: 0882061ac4141d7ddd531214c4ff4ae6779b68e9ff41b161d8a28daf6ad5bdef
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199501_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199501_c20170616.nc'.

SHA256 hash of downloaded file: 48f1fb03ceef9bb2f684d29bc3720eaee1f81aaefe32f354a6b3044ed8e66b63
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199502_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199502_c20170616.nc'.

SHA256 hash of downloaded file: 7fa1d771422957b75a14f63aefbdb064526bf59d6203b2ef85d4c3d2d4deb400
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199503_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199503_c20170616.nc'.

SHA256 hash of downloaded file: 4e56845668bccafb53395a83f44b652642b86bfd029ab671a5e814a6f9bf0f4e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199504_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199504_c20170616.nc'.

SHA256 hash of downloaded file: ce039588c05e93f8a42674c643d13d79a15d805b7226c41d1fc1af8ee4f23f1a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199505_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199505_c20170616.nc'.

SHA256 hash of downloaded file: 299f61ede7e1718dcc1bccb7e4bcd05ef321c160d850c6c1a97c661e0c5997ed
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199506_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199506_c20170616.nc'.

SHA256 hash of downloaded file: 084208dc4495902845ce36545bb2b04dfb3fcd3101d23e7b37fa334eb3a02548
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199507_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199507_c20170616.nc'.

SHA256 hash of downloaded file: 42f8b3225aa47bd9d54703c9868c0ed90ab08463e1830936dec6fde3b3326959
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199508_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199508_c20170616.nc'.

SHA256 hash of downloaded file: 03c51240c4e063490d27c279502f26967ef47853f9d3bfffdfa8d11220467862
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199509_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199509_c20170616.nc'.

SHA256 hash of downloaded file: 44c1d3422ff5ce0e5da6cd07efb7ec2f969dea1ab09b528bfb40ffd57a9159a6
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199510_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199510_c20170616.nc'.

SHA256 hash of downloaded file: 2762759e1b883d5464214c899196d9c1b0ce2b0730ac42849b3d92585f854772
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199511_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199511_c20170616.nc'.

SHA256 hash of downloaded file: 6793bdbb43728185fe0b12aa95400e48ded2b2f877ee9d910af1b7ca673d1177
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199512_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1995/gpcp_v02r03_monthly_d199512_c20170616.nc'.

SHA256 hash of downloaded file: e28b07f6f040de7c9e94f46a48593af839acc2e7aca961e371d79b205a2bb03a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199601_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199601_c20170616.nc'.

SHA256 hash of downloaded file: 15dc5ca30aa7de4cdff3c73f9a8dfb3240332d596ed7e78df42ecbe7d7be32b0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199602_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199602_c20170616.nc'.

SHA256 hash of downloaded file: afdc78202e274a406300d6441ddb07b5d771c05913069f82f8866712536326d9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199603_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199603_c20170616.nc'.

SHA256 hash of downloaded file: bc2ee701368277f0ce9c0c17bd33098be9452a35c3e4bfda598d076b00628562
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199604_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199604_c20170616.nc'.

SHA256 hash of downloaded file: e7cbf4f34c7d0a75c2d4c94566289ea011fdb7c27c1aba4a53eac48c1030c3ae
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199605_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199605_c20170616.nc'.

SHA256 hash of downloaded file: b1f588a07f0cf2a1f011be123152a67dbf96b4f7dab0094a58ecae8af9e26ae3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199606_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199606_c20170616.nc'.

SHA256 hash of downloaded file: 357923ec4f2b502b0fb70fbde9f6893f326e7dd2c0ed6f7b028bf4888679f4e7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199607_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199607_c20170616.nc'.

SHA256 hash of downloaded file: bfe710bd9a34a86574a062ff0ffa0e390ad75732c7efe85770b4f139fbc10021
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199608_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199608_c20170616.nc'.

SHA256 hash of downloaded file: ce51b43b94352131142725e95800acad78cb30f215096cf1b42c195de5bb9b0e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199609_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199609_c20170616.nc'.

SHA256 hash of downloaded file: de64ddd37eb49aeb8ad11aadd71656435406922bcfdcc670c4aaace3241e1a10
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199610_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199610_c20170616.nc'.

SHA256 hash of downloaded file: 60358039105215f4ca707257b6fbab8b9521fd4979eece0f9ec108b1ac74f93d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199611_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199611_c20170616.nc'.

SHA256 hash of downloaded file: 5479a34c0d44a82a66a03fab5c5d03242242e595e030931618206405ed9bf3b6
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199612_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1996/gpcp_v02r03_monthly_d199612_c20170616.nc'.

SHA256 hash of downloaded file: 302f564218b9ce8dab5867ae4c535a9d52f772d029f0280cbf385775ade2d6d7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199701_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199701_c20170616.nc'.

SHA256 hash of downloaded file: c6018d7e14ef99a74eafe2aaf0b164eaf6d5ad3037b740fb772c3141e3d0ebbc
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199702_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199702_c20170616.nc'.

SHA256 hash of downloaded file: 8b12d164b1fc90e5176cf4c33ec5dcc96cd87f1f6efd18463281d0a771e258ac
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199703_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199703_c20170616.nc'.

SHA256 hash of downloaded file: d14bca7d5286bfa20f27dfbe27a1c79e88d2a9a967cf95ec14dbf56f327aadde
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199704_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199704_c20170616.nc'.

SHA256 hash of downloaded file: 5cd032223547fef29ee20b96b123c8d640e90d64538cf2130a542b2b713d825d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199705_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199705_c20170616.nc'.

SHA256 hash of downloaded file: 7c28ae87722856bd592b7b10c132e8a321b514debff041be83377777815af5d2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199706_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199706_c20170616.nc'.

SHA256 hash of downloaded file: 08f26707335b49cfe9070fdea7357eead56825f457fef5d43f6cccc2bd45a8a0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199707_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199707_c20170616.nc'.

SHA256 hash of downloaded file: ffa575568dda4de6ab0bd2c1f779a5e5b3f159a8d6071379afb8b37355592ba0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199708_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199708_c20170616.nc'.

SHA256 hash of downloaded file: 0c86c5062b85ed4e3f2cc19aea1a9adab3405497aa9c97160535f3d5e5f6b923
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199709_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199709_c20170616.nc'.

SHA256 hash of downloaded file: 14cab0055e53c1eb348a69a04004fcdcba01e070babd63836707c9991756b9fc
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199710_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199710_c20170616.nc'.

SHA256 hash of downloaded file: 02dc50386aa5378f84e5fe96db6b8210c5d3f12f58abf55b93ab92a9c951c6c8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199711_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199711_c20170616.nc'.

SHA256 hash of downloaded file: b137fe220b4d5931adc6a69f406ac9f04787a857d32df1b47190afb8b42eeb37
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199712_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1997/gpcp_v02r03_monthly_d199712_c20170616.nc'.

SHA256 hash of downloaded file: 4020314068a25a9aef773403810ea58507a62f29ff7ef59cc6ee93d9f372c322
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199801_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199801_c20170616.nc'.

SHA256 hash of downloaded file: 097e3d2815739835a067ca67786aa9e8c7944eb353a294aebd019839783849a7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199802_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199802_c20170616.nc'.

SHA256 hash of downloaded file: 3c97736a9d1a54b424ed3cdec1671fe560d4c345a962e2fa100dccad19f5a2fe
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199803_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199803_c20170616.nc'.

SHA256 hash of downloaded file: 7763afbd50d744aceb7caf7a9933343b56805954d40906a7d143d02d21f9f9b8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199804_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199804_c20170616.nc'.

SHA256 hash of downloaded file: 385a7ccac6d7ee4266ee6f7cd7074a62e5559856208a95bc2fd03d878a46a1c2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199805_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199805_c20170616.nc'.

SHA256 hash of downloaded file: d8d8cf1370c71647696dde98e5ac36b4a1e0f2f7348af8724487dfb90e806636
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199806_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199806_c20170616.nc'.

SHA256 hash of downloaded file: 92876a51fc9616798641b7b317bade26cf46ae00cd63653a9052cd4327aaddef
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199807_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199807_c20170616.nc'.

SHA256 hash of downloaded file: bfa4fb2ad61c7866e7ad0458eace2ac7d52cad7869750ea9bb5bf4b83a8d5c04
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199808_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199808_c20170616.nc'.

SHA256 hash of downloaded file: 43c10a1e41a69ce080fb2286be55fbd8c2a5598dbfe92cccc505755237736c98
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199809_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199809_c20170616.nc'.

SHA256 hash of downloaded file: ce47e7fd6159b14fa2b9622d5409cda0e56333a4f9c2540b3f6630e682a8fd2a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199810_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199810_c20170616.nc'.

SHA256 hash of downloaded file: 28f794d8f190488b3bd820bcf582a19f12a919a748849d55202289ccf4eba7fb
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199811_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199811_c20170616.nc'.

SHA256 hash of downloaded file: 8c6ed95f536c43fa07c08f99345a4f14365a0101a3e5d5e3ade948813c5a25bb
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199812_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1998/gpcp_v02r03_monthly_d199812_c20170616.nc'.

SHA256 hash of downloaded file: 958e7c00d82ff5ec49cb0e6484bbd7a713c80a1fa61f6403e08b09982c47db02
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199901_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199901_c20170616.nc'.

SHA256 hash of downloaded file: 1199ea1eeb81dfbc4d5adbb3702457bbc03785a1a0ed8289690b5c98b0c95c70
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199902_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199902_c20170616.nc'.

SHA256 hash of downloaded file: b44e9c7b9d4f59f24e82909c1ea078c555dca498efec0c7308d91735a4344ab5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199903_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199903_c20170616.nc'.

SHA256 hash of downloaded file: c06eef2cf573110c7bff0bb9a1491b49dab380a21cdd976f787899de8e96a566
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199904_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199904_c20170616.nc'.

SHA256 hash of downloaded file: cc3a328ff18f03a8825625a6a23199fad108963f3766be41320d981a453c01b9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199905_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199905_c20170616.nc'.

SHA256 hash of downloaded file: fe442af6ccdfc1f87561c505424897188b24d9f21311e4a7773ee6d1de0cb981
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199906_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199906_c20170616.nc'.

SHA256 hash of downloaded file: bb4d9ee549f00bdaa2ae9aab61142f91886da94d3ee6d4abddb065d5a43d4659
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199907_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199907_c20170616.nc'.

SHA256 hash of downloaded file: c01db2cb912bccb0b053a7f3d9b798e24562573a2a1e70cf639814349d8d4183
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199908_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199908_c20170616.nc'.

SHA256 hash of downloaded file: 1aa05b01a4c5676c4df70b046bc82fa34549a0ae9b9504189f2cbdfa08abbcd8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199909_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199909_c20170616.nc'.

SHA256 hash of downloaded file: b1a5bf83cef731e78bf81bd2e74a8503a92fa0ce3a8729e7e3be493b3935e703
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199910_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199910_c20170616.nc'.

SHA256 hash of downloaded file: 08ac8a0ad0b5f6575064e6154e5223284f4f0641082bc8799d5178dea2cabff8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199911_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199911_c20170616.nc'.

SHA256 hash of downloaded file: 695acd3aea6989a4d4ecf0ca9a17d6b30b3535ff5de0f7a507e102a68f1398ea
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199912_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/1999/gpcp_v02r03_monthly_d199912_c20170616.nc'.

SHA256 hash of downloaded file: 98b7f8c3963b1070433c8e3fdcb6c93017a3de99aa1712fd3687c82219a411a8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200001_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200001_c20170616.nc'.

SHA256 hash of downloaded file: 5194c0a17478d51610c6c9560fcf5394bf1c07ca66d69e23fa735d5092399d85
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200002_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200002_c20170616.nc'.

SHA256 hash of downloaded file: ac66d94dac374140678952679a2194c9c1f2a563bf505ef6cab49da2a4e24cd2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200003_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200003_c20170616.nc'.

SHA256 hash of downloaded file: 28fcdacc844cb20b9fd30ce049109325cb163b95198a709ad156fc07cadb8973
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200004_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200004_c20170616.nc'.

SHA256 hash of downloaded file: e2c9c7a69660674896ffb1f62a6948ce56408c9db16955c49e3752f8de4e52a3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200005_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200005_c20170616.nc'.

SHA256 hash of downloaded file: a94fa7b26c24a1775ea0f5280c904435c36aba2b10686e3b541cbdf2c3d902ad
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200006_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200006_c20170616.nc'.

SHA256 hash of downloaded file: c9c991b4c3fe8289a20e4aa70b508433f0841319d2b51a4da4bf6761f9749f76
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200007_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200007_c20170616.nc'.

SHA256 hash of downloaded file: b899c61b40ae2d55126ee5ab26214f911a4d542918a3ab91bbe95b1d8a1253dc
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200008_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200008_c20170616.nc'.

SHA256 hash of downloaded file: f2a4b374a7810ab1d8c83e378a55c237b457619f2f1e1e3a379ed7a75fd2e7dc
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200009_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200009_c20170616.nc'.

SHA256 hash of downloaded file: 93b706a6a61de026865ffe865f19b08a8fe36b4eb663b9ba6eebb5ba4dd28203
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200010_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200010_c20170616.nc'.

SHA256 hash of downloaded file: baa0d4c8c4a27f563b5670caaa1f7df9fcffe552d6f4e3a3cec7f88acba02de7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200011_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200011_c20170616.nc'.

SHA256 hash of downloaded file: cab36f6fb8f320ae27d0c43ae13c561e2e3df2232111f8db2b3bb0a21f28647e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200012_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2000/gpcp_v02r03_monthly_d200012_c20170616.nc'.

SHA256 hash of downloaded file: 21874e9dbc281a2704d300f58492b043b18f4e740293c9a1eeb828d48f648c23
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200101_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200101_c20170616.nc'.

SHA256 hash of downloaded file: 659c5b5d85179e3d15fcea65a8d9fd35aed4511b7644a73b83bc89399ff8544e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200102_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200102_c20170616.nc'.

SHA256 hash of downloaded file: 5c1bb49e5469262186fdc5d8b6c034ca17b4bc63b6cabb648e0b164beac43657
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200103_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200103_c20170616.nc'.

SHA256 hash of downloaded file: 90b34b92a991461ae913942c19b575b3f6d20f340a813ec9b6f3074af9a88fd5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200104_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200104_c20170616.nc'.

SHA256 hash of downloaded file: fa5bfa23ca85a4786de96c32b9bf235eeb4497f82353456252c613b5fb8ef3f3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200105_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200105_c20170616.nc'.

SHA256 hash of downloaded file: 9236914df7e8d089d8b27e583fafe3c887f930642ea47926bc9edeb47b697c77
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200106_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200106_c20170616.nc'.

SHA256 hash of downloaded file: 4bf0b52ed45fbe4b63acfa19439ac41739457cfb4b45e3e85bf2896678021ed0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200107_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200107_c20170616.nc'.

SHA256 hash of downloaded file: c1de4a9141738cd8714ccae0ffffdb9aade049d42ec6835ca130e7af0090a9d9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200108_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200108_c20170616.nc'.

SHA256 hash of downloaded file: 9f383532b8d85d6b7d456a203a7bae3509dece790dd9c57f5308b43cfe747e72
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200109_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200109_c20170616.nc'.

SHA256 hash of downloaded file: ec2523efc8f5dbc5dd8a1e76cb7b4cecc73c3f15c2649f75cb9d4ba503c9a0d6
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200110_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200110_c20170616.nc'.

SHA256 hash of downloaded file: c57842a63c5d6446fe96585f9c417b2d5a35422b285e2792b8e0d926dba87e7a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200111_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200111_c20170616.nc'.

SHA256 hash of downloaded file: ca42006ae0aff3302da2534d8d6f575fa43449416437de8ed7ded144c54a74ff
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200112_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2001/gpcp_v02r03_monthly_d200112_c20170616.nc'.

SHA256 hash of downloaded file: 43212879c1234de031894c40aaf5a2c77abd3dad82ed6cbd7e9f334ed223f2c4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200201_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200201_c20170616.nc'.

SHA256 hash of downloaded file: 81d4a6abe3e5177030ed564cb59238ff064edef8d8ebcee22481f5e599bb55fc
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200202_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200202_c20170616.nc'.

SHA256 hash of downloaded file: 95124e36a348255955fb81d5b9745494deccbc036fd968fb9b2475cf6bb04475
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200203_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200203_c20170616.nc'.

SHA256 hash of downloaded file: ac22869e098e634404e3fccfbe405dbd6fbd0b042e94afe535bcbdadd45b435c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200204_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200204_c20170616.nc'.

SHA256 hash of downloaded file: a3746fc269867b0c96c1e09b29e927f6a8559320f6b83fec786e325961a89795
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200205_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200205_c20170616.nc'.

SHA256 hash of downloaded file: fe57807cc3dd6e527f008567ffdce5582ae7e4abfa9a2b40b97f57ab83101e2d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200206_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200206_c20170616.nc'.

SHA256 hash of downloaded file: e90bae63d4ee8ec0535e697dca708c961534b017518b4024dcabb3d06178225b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200207_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200207_c20170616.nc'.

SHA256 hash of downloaded file: 1e94860c1c247ff9a92956383e44c900bc5607f755d597541a6c645b3475c9a1
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200208_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200208_c20170616.nc'.

SHA256 hash of downloaded file: d2aa8ff2ab0d0ddbc151bad48100c1df2983453b38d2f19f4add559fc1ee523c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200209_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200209_c20170616.nc'.

SHA256 hash of downloaded file: c20b425568f76efa51c480c4f51bc832e3cf1292794bf148de683c44f91462d8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200210_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200210_c20170616.nc'.

SHA256 hash of downloaded file: d8486bc80772f322cebe5d3aa46090b6716157f5e77dcf673e6252057df0031f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200211_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200211_c20170616.nc'.

SHA256 hash of downloaded file: 09a49f61ffa4fee0346f4a36fce8dd9daee25b29fa7c8d66a2815522aaf9dc19
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200212_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2002/gpcp_v02r03_monthly_d200212_c20170616.nc'.

SHA256 hash of downloaded file: 2842a066d0fa6db935d36a8ecf04cfb8efe945835d31bbe2941e39cd2b2bac41
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200301_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200301_c20170616.nc'.

SHA256 hash of downloaded file: e990f9fb3fb0c6823f6fee7542795777f54364fe0f88e12c23aa1478b5f6fae2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200302_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200302_c20170616.nc'.

SHA256 hash of downloaded file: 91f15f60a3044dd24e6dfb87e1b64636ecb33dc4b744f0d46b53860d1d592433
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200303_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200303_c20170616.nc'.

SHA256 hash of downloaded file: 5c0d9933935b6960b2fec775b68e484117869d0df61e2f43dff06867d0833328
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200304_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200304_c20170616.nc'.

SHA256 hash of downloaded file: dac16ed409c8787d128c50bdc2897ab3254ae68137cbcabf1fdf7f32052cb41e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200305_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200305_c20170616.nc'.

SHA256 hash of downloaded file: e9395db1150fa267c047e2f5bb842375107456442114dacf5a6ca2ead1822595
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200306_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200306_c20170616.nc'.

SHA256 hash of downloaded file: 6fbf1c623c3e19e0a8e650fdfb4f47c9d59e585f33c1602bcb6229cfd297ccb6
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200307_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200307_c20170616.nc'.

SHA256 hash of downloaded file: e4a1347e6ef7a36bd895c828794cba727b98137142ffcdc124b2bf3c5da032c0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200308_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200308_c20170616.nc'.

SHA256 hash of downloaded file: 99f03070190ae38818ca3e3c06ea41e1ebf1de4585ee64519c95cbc813568c39
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200309_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200309_c20170616.nc'.

SHA256 hash of downloaded file: 06b97338bba9ba8f0ea9ff75bc55c5a68d97910b6df0e6a2839975fd0a67c62e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200310_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200310_c20170616.nc'.

SHA256 hash of downloaded file: 341f296ddb694b6b55110aa2e0d2bf6d7f370c27cb6853f3e8ed636c325aaa78
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200311_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200311_c20170616.nc'.

SHA256 hash of downloaded file: e14015ed252b88c6dbcbd03511ad122228a4a4a3d0daf00231144055f6b93e9b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200312_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2003/gpcp_v02r03_monthly_d200312_c20170616.nc'.

SHA256 hash of downloaded file: a7bc66205e1b9526cbd40d41a9abae5cef1fa9507e2f582be04471b049c607cc
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200401_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200401_c20170616.nc'.

SHA256 hash of downloaded file: 7b9eca781e3e2d434a0e8bca1ddff1cdfdcc8b9bba102fb59ef5462df6ceaf6a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200402_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200402_c20170616.nc'.

SHA256 hash of downloaded file: 0e5a8074cffc64b8f0bc4c4c9ca55cf9118e33aa7873523b4cb6a17f96f04568
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200403_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200403_c20170616.nc'.

SHA256 hash of downloaded file: e1a7d0dafcaeaecf2c9e01893bc0e59734c78471cb203231e681ce7ac15fe20e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200404_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200404_c20170616.nc'.

SHA256 hash of downloaded file: e18478a2cdbd00c9c3a2d36ac3bda1d194a975df1f60f961ad3958f1eedc665d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200405_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200405_c20170616.nc'.

SHA256 hash of downloaded file: 1a6b783416a2fe40adcdcbe502f823af5fb1e54482f89926dafa897d8497496c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200406_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200406_c20170616.nc'.

SHA256 hash of downloaded file: ec08cf789ad9555dc1668743403782e6dbfa8f4376ffa42454900afa575035ff
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200407_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200407_c20170616.nc'.

SHA256 hash of downloaded file: 17e5f9061649dc7da09c8de188a66dc65976299562f35407ce94fd57cbf0a01b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200408_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200408_c20170616.nc'.

SHA256 hash of downloaded file: a7ed1b9b2a688411a429dc40fe964fa0a2b313d4e2637b425da77c150782ec7d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200409_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200409_c20170616.nc'.

SHA256 hash of downloaded file: 333d261ae14bcb8ad0896045095772422a9fd7e037a4cc4e3585f86580417552
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200410_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200410_c20170616.nc'.

SHA256 hash of downloaded file: 749492dc5ed7e2d51a1246a8c64869e56c263ce660fd47a45162f0e72c8783fb
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200411_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200411_c20170616.nc'.

SHA256 hash of downloaded file: 3991ce31a714e661f8c3153776422364a55466cb4a071a76a9cf6b253e7a71bc
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200412_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2004/gpcp_v02r03_monthly_d200412_c20170616.nc'.

SHA256 hash of downloaded file: 2452147987b79a2d4757306966f2fb401f8ae3fc6c86a6d58e1ad1450ee002ec
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200501_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200501_c20170616.nc'.

SHA256 hash of downloaded file: 3751c6c5f8ce8db79929228b71ffbd2089f9c7de45246800e383797507545d59
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200502_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200502_c20170616.nc'.

SHA256 hash of downloaded file: 9331722a9d4adc7d260e718897309530db7e2b04a9e9296beacd1361eeedfe88
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200503_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200503_c20170616.nc'.

SHA256 hash of downloaded file: 12d572447255bc42c8a6606af685ae1a92a764d19bc7b81281566fd76f75e7a0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200504_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200504_c20170616.nc'.

SHA256 hash of downloaded file: 98a395722805b28742f82095a503c77db29103f6114f26b8ca8cdaec8b7dc860
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200505_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200505_c20170616.nc'.

SHA256 hash of downloaded file: 169592e952ade4f816203fd8fccbff7e0d7f8000d496c466287f348924a31e49
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200506_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200506_c20170616.nc'.

SHA256 hash of downloaded file: bd3d0a0d3ba0ec2ee96b895b3eb08e904f2cbe784424f63e559f7b50181ae463
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200507_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200507_c20170616.nc'.

SHA256 hash of downloaded file: bcd3727780ac2f5c6a2037cd6dade92c3dd31345a0da618184c71f2a47e33ef4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200508_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200508_c20170616.nc'.

SHA256 hash of downloaded file: 7a6f0e84f8e182a098865a120dcb96492e0f22d3beda1ca486e4f71a82a3dfda
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200509_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200509_c20170616.nc'.

SHA256 hash of downloaded file: b95a27ff4c17cd360aebdffc00360720c7c5fd270aa34ea53d7c2e210d7aa44a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200510_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200510_c20170616.nc'.

SHA256 hash of downloaded file: 63825b1d255869b3c87d559aeb026702ac4e69f307543e93387ef016a325c6de
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200511_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200511_c20170616.nc'.

SHA256 hash of downloaded file: 594d1a4a7cd480f898bfd2f6b6329f8e8692cc72d4e56e4e9bf6db387b2101a5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200512_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2005/gpcp_v02r03_monthly_d200512_c20170616.nc'.

SHA256 hash of downloaded file: 7961a85e345253bbe39736edfcc5bf1b72611ac91bb15b574dd287e063ebd94b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200601_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200601_c20170616.nc'.

SHA256 hash of downloaded file: eba1087ac1e4833d88520c9a94a16b93f7f65ded32050f9ace6d822a1162f926
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200602_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200602_c20170616.nc'.

SHA256 hash of downloaded file: acf8db80230b7ebbf7873eba93959a80a8c4998155706e9aa48797f9af5a281f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200603_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200603_c20170616.nc'.

SHA256 hash of downloaded file: efce78e177862051ae071d084598cccefccddd6a2b4d8974e1bd63094f99c133
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200604_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200604_c20170616.nc'.

SHA256 hash of downloaded file: 40fc1da5ee4f3a8b0ff1a103b70acf9c48115dc576652378d39ef8278bb4a535
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200605_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200605_c20170616.nc'.

SHA256 hash of downloaded file: 4ff3873d6f763489c4a4b5792c1245abf63c486a6ec8f7aa05ef23bc6e937ad3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200606_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200606_c20170616.nc'.

SHA256 hash of downloaded file: 1eed88c49336c549b3a0d23b4c3eef30c04266c84c2ed88ecbf922344f72a53e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200607_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200607_c20170616.nc'.

SHA256 hash of downloaded file: 0efa41ab49dabffe79b62d9a3f13b441273277295c29f8b34b4dd1edd6a91296
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200608_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200608_c20170616.nc'.

SHA256 hash of downloaded file: 92e28b03001f2073283763b9f8342aefa3e987e6e8fb6dc67f8bef39dfef2c5b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200609_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200609_c20170616.nc'.

SHA256 hash of downloaded file: da294c699f13c46a9f709efbc9eb06bcd8e780ae82b8753380a4d13528cfed94
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200610_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200610_c20170616.nc'.

SHA256 hash of downloaded file: aec3ecf6229e264b47afb6e028c9e46f210bab638985945c81b542a6e880646f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200611_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200611_c20170616.nc'.

SHA256 hash of downloaded file: f8f1a9903c1bd2ae43761c6abbeff805e214f4b8d9d0d8a1ed68d91c9447635c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200612_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2006/gpcp_v02r03_monthly_d200612_c20170616.nc'.

SHA256 hash of downloaded file: ea5892fea7e002972685e50dac47933eefb015b5bf895c8c557534ddd2344617
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200701_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200701_c20170616.nc'.

SHA256 hash of downloaded file: 0af5bcd48292bf0cc5affbf0d02620c764941708d75f0f08a03cc3741ff43b1c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200702_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200702_c20170616.nc'.

SHA256 hash of downloaded file: 293cfbbe79137367f09a5866ad96367b8d80f84f96c539b753ea475d5973ff60
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200703_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200703_c20170616.nc'.

SHA256 hash of downloaded file: 83678008026109ec2f48d92d3ff5bc7108762eab47f3382ae234feaa58303d86
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200704_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200704_c20170616.nc'.

SHA256 hash of downloaded file: 60681bdf67b002049408ccf18e4815e5d3ae42230b147db7dabcf58a37b62aa0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200705_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200705_c20170616.nc'.

SHA256 hash of downloaded file: e81ad669fef038e411aa09ce9289ca9c1ae83efd01a8c21c7c4bd9e52e207757
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200706_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200706_c20170616.nc'.

SHA256 hash of downloaded file: c1f80d58b87ca6cf2994a08a38ac606c813d26977dac2253ef3fd45ae0cf7249
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200707_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200707_c20170616.nc'.

SHA256 hash of downloaded file: 848317ef60bea8e069a0ad8b81e4a694c68ed200494fe1bd769de75c3abf43b1
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200708_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200708_c20170616.nc'.

SHA256 hash of downloaded file: 5b688876f579a17a4d5fba8c19c022f2a660bde007972cc663b4b40b24652937
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200709_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200709_c20170616.nc'.

SHA256 hash of downloaded file: 4db3675dfdef3e9766537cf20f6e171c308ea82cc751c7f4696017be521f8132
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200710_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200710_c20170616.nc'.

SHA256 hash of downloaded file: bc48b4851a4227418bc356bae1bd69ad75c63a65ba2a617f6f63565a07391c39
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200711_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200711_c20170616.nc'.

SHA256 hash of downloaded file: 292cccc8ef0afd5377962b4825e606aa89e49e0384ad13699312e14bb0359f6e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200712_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2007/gpcp_v02r03_monthly_d200712_c20170616.nc'.

SHA256 hash of downloaded file: 560da40549545f1746fd5452f8a7905abc7f58fc31438d9f9b9d0ebaf82e71b8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200801_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200801_c20170616.nc'.

SHA256 hash of downloaded file: 488fa83e1479f95eb8edeb5fedd09064f60247d3820dc1738b81ffc652ea3131
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200802_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200802_c20170616.nc'.

SHA256 hash of downloaded file: b2d2bba2a8c748ef42073824bf344f3b28d5f12bbd17178a15ccefab350dd444
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200803_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200803_c20170616.nc'.

SHA256 hash of downloaded file: b834476ef4b78679847920477486bdf4620213ad62b340d181a961a75a4a9730
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200804_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200804_c20170616.nc'.

SHA256 hash of downloaded file: b1e4ddd523be03a42f19c6004ac95d67fd774bca52e03e2b586fec953eedee7e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200805_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200805_c20170616.nc'.

SHA256 hash of downloaded file: ed9da11a9612e836c01f1c39264fd3e785269e40b1a520c9f92d779d321d3dbf
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200806_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200806_c20170616.nc'.

SHA256 hash of downloaded file: 803249662f3d258acf2c8476cc78fc59c9371248bdbcb5ba0b6111cb32df1097
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200807_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200807_c20170616.nc'.

SHA256 hash of downloaded file: 5374b91109c7ea2a97f22441864a63a54cb310066897301a4836fa805f3fe88a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200808_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200808_c20170616.nc'.

SHA256 hash of downloaded file: b2d3b29ef8eb2bbccec41d9a884ba816d9f7234bcd57037099216d06f80e7ef3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200809_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200809_c20170616.nc'.

SHA256 hash of downloaded file: def77980654f2ee5df08110dda062666cc8cc96ff6844bd722c7f08a038557de
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200810_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200810_c20170616.nc'.

SHA256 hash of downloaded file: 832e136ffeb36e113f77fe3b48a2612772ba49dea8808863377249ffef6f817e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200811_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200811_c20170616.nc'.

SHA256 hash of downloaded file: 2cb5966103e0eadb5ab51ed180ba265d44cafdde3a2b94d8fbbb9c57cf0f7822
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200812_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2008/gpcp_v02r03_monthly_d200812_c20170616.nc'.

SHA256 hash of downloaded file: 603a3c1f0918aaa125edf04ea10ffbd0cdb8dbcee822d91f12acc4f3b05dcd4d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200901_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200901_c20170616.nc'.

SHA256 hash of downloaded file: 6e54f4063aeedbd9faa74fc8f4e6788f5249387bd42a157d1b83b17e3b530c97
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200902_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200902_c20170616.nc'.

SHA256 hash of downloaded file: bc204b6cab6d6168837c764104f524248fe1287ca3a0e7cd0b9be4cfb999d483
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200903_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200903_c20170616.nc'.

SHA256 hash of downloaded file: 2770b9e1200b07fd64078fd4adc4731810b9b8f4271ee0d39591d4fc903a0445
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200904_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200904_c20170616.nc'.

SHA256 hash of downloaded file: 3ace62c77c7a27deb81d19095bafe9c295a050e678ae8a3c26e8542e93ec9d56
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200905_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200905_c20170616.nc'.

SHA256 hash of downloaded file: 7a9ce4f6789b2f73bc34188694d923bd67a39b50a3bfe860bdc1b0d01beb4948
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200906_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200906_c20170616.nc'.

SHA256 hash of downloaded file: ce8b748235e96e532abbd3867acdd230b607f87f0c4896791581861177c14e80
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200907_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200907_c20170616.nc'.

SHA256 hash of downloaded file: ba137077d40e21702c037c8481f4b11fd30ecd97d8469f824d137ff341a92406
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200908_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200908_c20170616.nc'.

SHA256 hash of downloaded file: a9ee8f2b66510f01e20db0fc99a5b3bde03a9d48d0c01fd035001c46b4ab3d9c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200909_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200909_c20170616.nc'.

SHA256 hash of downloaded file: b381270f32e3bdbd374ec7f779ab0820379905f6343c715d3b09bac83b1502b7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200910_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200910_c20170616.nc'.

SHA256 hash of downloaded file: 895a8b919e444367c6c2b8b038bcf0fba9122fa6fa6f7036690b00fba9a2793d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200911_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200911_c20170616.nc'.

SHA256 hash of downloaded file: 64960c9cda6f3c9a84dce2d2a3af029e858a2f7ef26776be758cbd41ed4eda64
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200912_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2009/gpcp_v02r03_monthly_d200912_c20170616.nc'.

SHA256 hash of downloaded file: 7ada670c8e99ac24f79a97ecbfc6353b48ba55dc3186b5e99305a2731db8202a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201001_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201001_c20170616.nc'.

SHA256 hash of downloaded file: 454df6889512d2b99de7f7a859925ee0cc51c2b48c88e07dfccb6aca9df5e55f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201002_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201002_c20170616.nc'.

SHA256 hash of downloaded file: 07b9d63708856a1ad8c6a919752296767d5a80ba56fe67a95d23abe2e5cb33d2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201003_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201003_c20170616.nc'.

SHA256 hash of downloaded file: 70d4b5507b507d27ee6b463a8a68afd9b092278d9af5fa5e660c1638ca9e2803
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201004_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201004_c20170616.nc'.

SHA256 hash of downloaded file: b0967777a096980b8a16ea0fd2b8123541c7d91a64c6708bb7d983ac29e999fb
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201005_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201005_c20170616.nc'.

SHA256 hash of downloaded file: 8ef888c607323b26dca9b0943a0628d0fbbd4e54588198f4fe4b0918c449bb82
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201006_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201006_c20170616.nc'.

SHA256 hash of downloaded file: 1ac1872538ce8e195d3ec315241a996e6ca9bc991df04ec93696fd7a3304d807
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201007_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201007_c20170616.nc'.

SHA256 hash of downloaded file: 3b057d45dc3ee37b33e8e3b831f74b3e6587d3f5a48643474809c4dcfc3ddab7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201008_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201008_c20170616.nc'.

SHA256 hash of downloaded file: 2a79d59cb8593737aa143970cce6b5ecdfa986366be623538739f16e0b261c07
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201009_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201009_c20170616.nc'.

SHA256 hash of downloaded file: fbbd161cda3c255d1c563a7ea33314afc6370c54c1c7abe0000ec527c9db93c5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201010_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201010_c20170616.nc'.

SHA256 hash of downloaded file: 9bf199ac3accef0085873f46d6f36012b4d16ca53fb44dc51439e22d9d1ed589
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201011_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201011_c20170616.nc'.

SHA256 hash of downloaded file: f2bbd88fcc89dea097da5bb45ce257166a93647f40a6d13ea3d3d888d6d273a8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201012_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2010/gpcp_v02r03_monthly_d201012_c20170616.nc'.

SHA256 hash of downloaded file: 37b3d8b8df26ac6aeea21353d2a678fc10b79bd28c1d0f55d588c20c3b3add86
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201101_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201101_c20170616.nc'.

SHA256 hash of downloaded file: ab759f279d8251d38f41ac141bfcdd9a152cb7183b05ad381a77121dc0bc352a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201102_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201102_c20170616.nc'.

SHA256 hash of downloaded file: d57128e8b708e7c5b32740e8c6159af5ef597f49f24f85f0d9db14ee42e8e933
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201103_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201103_c20170616.nc'.

SHA256 hash of downloaded file: 3baa8e414c34f2fc95efdf8d71c96223318f52d53dd3b51be833692df495a35d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201104_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201104_c20170616.nc'.

SHA256 hash of downloaded file: 6592806708d85593c31e28debafa6ab617e2ff0074cd8af9b3938990d98e6597
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201105_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201105_c20170616.nc'.

SHA256 hash of downloaded file: cafded702268a96a735ba6068555a649a4cb8b6d8a8b93bd403baaf1083f474e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201106_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201106_c20170616.nc'.

SHA256 hash of downloaded file: 359abeba11ba7aa17b8baa9337b6a434110b8a62b30dab91c18810f5d142f8ad
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201107_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201107_c20170616.nc'.

SHA256 hash of downloaded file: 0dadacb748cc0cfb96855fde5d72a2ccfb8407730641c78a69a364a980448ce0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201108_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201108_c20170616.nc'.

SHA256 hash of downloaded file: 00d35e78abebcc5d800f688cbe15715a1b7decfd885c5402adabeb5ec4344ed1
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201109_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201109_c20170616.nc'.

SHA256 hash of downloaded file: 0b5caf523b5698ac52df45034f3070d9401083ee3e689f69d2b0eeba9a67a4b2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201110_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201110_c20170616.nc'.

SHA256 hash of downloaded file: 68e56ad60b6c2ffbf226600a3c89aafa7d8ae7fe003df8bae3cdc9dcfa862c27
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201111_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201111_c20170616.nc'.

SHA256 hash of downloaded file: 6ef5bfbad6871400cc6079cf2368e0a80f139ed30ef99a74b53b787ed5a4c267
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201112_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2011/gpcp_v02r03_monthly_d201112_c20170616.nc'.

SHA256 hash of downloaded file: 2c886ad5a08ed7d267411e9e7c684e9864a012bcd519c5109ff09a5acdd905ad
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201201_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201201_c20170616.nc'.

SHA256 hash of downloaded file: 3c39a950b95098b209a8c286da716e3f3b125c498a307b8393e85771a41be665
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201202_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201202_c20170616.nc'.

SHA256 hash of downloaded file: a2d51a4101724f7b147644adebe0dd0cff15043a35d316fd6dc647d0751a05bf
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201203_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201203_c20170616.nc'.

SHA256 hash of downloaded file: 7e86bfabcc361e2c6472dd474da0e154e7a26e1ecd9f9a6f09e488652bc3fcd6
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201204_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201204_c20170616.nc'.

SHA256 hash of downloaded file: 58b598e26106f927db39c599fca212732df185dd03edc8c6e69243da9f34c7b7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201205_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201205_c20170616.nc'.

SHA256 hash of downloaded file: 4ab4a16dd18f06c4d73a8afde3c3c23fa85b51157caf678e776cf426c6794b81
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201206_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201206_c20170616.nc'.

SHA256 hash of downloaded file: 9a27188596926e890181226f95d614485089c19cd70ddbd063e9d439a3fcbc61
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201207_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201207_c20170616.nc'.

SHA256 hash of downloaded file: 48f24948f396b8e0ff61196d38bb91ce7df143eba1a32368443cbdebd447a4b3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201208_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201208_c20170616.nc'.

SHA256 hash of downloaded file: f84eeb572af66db6dc462326902d5f79afb297a031587c73ff4c3bf2168c74d0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201209_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201209_c20170616.nc'.

SHA256 hash of downloaded file: 39adb7dbf27cef719863406832dcdd8d203450f819b33d4f8fa750a5298a449d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201210_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201210_c20170616.nc'.

SHA256 hash of downloaded file: 0af9217e8490c5bbbece6705fadd7d8227f7472395bd2f2e4435b694ac10944d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201211_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201211_c20170616.nc'.

SHA256 hash of downloaded file: 6f3b41174c0c3d2043f1191e7ea59e0bd85a10cb6eafdf19a50ab086c529fd05
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201212_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2012/gpcp_v02r03_monthly_d201212_c20170616.nc'.

SHA256 hash of downloaded file: 06fa5e057609e367b72eddf4c9fd0227495c7ddc283166dc5f1acee4b9f9e6b4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201301_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201301_c20170616.nc'.

SHA256 hash of downloaded file: 0c8edc688bb13f577c78e2c579c281c0411035beb1a4daa72c2ac4ea20f4a206
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201302_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201302_c20170616.nc'.

SHA256 hash of downloaded file: 047cdcbbdd8c292b4a95664e4e5ad05b7c1dfc9987aca4031f8c2266c79a4147
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201303_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201303_c20170616.nc'.

SHA256 hash of downloaded file: f6add302bf86d49338f581150c36257a8742dd506d69c98613c5861b23b68c75
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201304_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201304_c20170616.nc'.

SHA256 hash of downloaded file: bcd2c4216d5230d84de513861395cca4ff464089e05a0708e7cf7a687b0e371c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201305_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201305_c20170616.nc'.

SHA256 hash of downloaded file: a5d7eb7c8538fe4a5d7243c6170228780f37831e309f00a854037e926d66e67a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201306_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201306_c20170616.nc'.

SHA256 hash of downloaded file: 258636eb3de57d8928adebb8ffa95fac9cb38a219439c9a510cd7a318e879a8e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201307_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201307_c20170616.nc'.

SHA256 hash of downloaded file: 479b822bac57ab6a9f9962e70eaf806982d63820af70c06be7f4913725e2f890
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201308_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201308_c20170616.nc'.

SHA256 hash of downloaded file: e75b836d084b0918f27bbf4e2523fa65806e7a17e56bc41569d35257684b8022
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201309_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201309_c20170616.nc'.

SHA256 hash of downloaded file: 7f28f5c71361d63b1ab82d26a1bbc33d25048e64f62354e0377e33bcefdcd605
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201310_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201310_c20170616.nc'.

SHA256 hash of downloaded file: 52c5f5b6ad6831b5bc0846740b719ede656bd779c15b978d55398b3709b16cff
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201311_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201311_c20170616.nc'.

SHA256 hash of downloaded file: 6ee1e27307b21e5b15c9bd0fc65abc0c1e26fedbe972ccd409219ad65347c818
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201312_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2013/gpcp_v02r03_monthly_d201312_c20170616.nc'.

SHA256 hash of downloaded file: 88ab362289824ab9d8b2db2aba908966c0a69614658692af27e5b2247a57ead3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201401_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201401_c20170616.nc'.

SHA256 hash of downloaded file: 1fbc3acf2ebdcb215fc2cbeac62583b1dbcbdd22c8623f6df2881930d633a3d5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201402_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201402_c20170616.nc'.

SHA256 hash of downloaded file: 893ff9ac9d4cf1b06d8db8b2831c0ca5410b7695a946634db1a457c3e33f7dab
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201403_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201403_c20170616.nc'.

SHA256 hash of downloaded file: 6244723d1079adc1c9fcb3dc67b9b0d4735a1a6b9b7681df76913fe563272aeb
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201404_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201404_c20170616.nc'.

SHA256 hash of downloaded file: 6082074576639c620def84fcd94b2ac3e9963f69c0bb4def67e541ef9ab1ebe8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201405_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201405_c20170616.nc'.

SHA256 hash of downloaded file: 9fc0996bc207c1958f5131f02d4ca61dcf759a2d8d9c8a51db357c01519f4dc4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201406_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201406_c20170616.nc'.

SHA256 hash of downloaded file: c93ccf9aaf80a43628e64404fc71726f85a859096fba83b5280bd69f79aba2cf
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201407_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201407_c20170616.nc'.

SHA256 hash of downloaded file: 61d444248e7b86a0e4b0cde9b174429ddc149184e0237d9679360ac88489566c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201408_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201408_c20170616.nc'.

SHA256 hash of downloaded file: d6d3c10c757570dc97294d0adbbeb110ba21485abd8965e56f436b3beedaeffd
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201409_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201409_c20170616.nc'.

SHA256 hash of downloaded file: 34faf9d485cac0641857ddb08cf663b2f9e4afcec2cd366159049968ad13d7f5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201410_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201410_c20170616.nc'.

SHA256 hash of downloaded file: edb4f2fde082b7f09503725339ebf9161e826c13cc27c9508bf5e6bf3974faec
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201411_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201411_c20170616.nc'.

SHA256 hash of downloaded file: 45b52c6a84d5dc0f1c5587719bc2ebd4063c784ae19ec5c862e047f51f17cf67
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201412_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2014/gpcp_v02r03_monthly_d201412_c20170616.nc'.

SHA256 hash of downloaded file: fbad7318053862848f36f691fb3ae1223ef22765f4f0119aeebce3125ce43829
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201501_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201501_c20170616.nc'.

SHA256 hash of downloaded file: 7d3f1a3609e6b580ede1121bf3275cf0ff2aebfa01a2539bd39c1d7782ef2221
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201502_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201502_c20170616.nc'.

SHA256 hash of downloaded file: 377473a9bdaf5e5c6a34093ffbff5f5947accfd3a75889656ec6949905651b32
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201503_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201503_c20170616.nc'.

SHA256 hash of downloaded file: fe571b7e37149fddea90a82f107c7b7eabbcb78f26ffc498c0a985d24e539c46
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201504_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201504_c20170616.nc'.

SHA256 hash of downloaded file: 6a937f73c314880815561719d8f107f1e315af18a306fe707bbab5456f2d1976
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201505_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201505_c20170616.nc'.

SHA256 hash of downloaded file: a61bbe1ca4497c79f9e1e277e7be6d110d031e275ef4983d0ccd5f117cdfc2de
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201506_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201506_c20170616.nc'.

SHA256 hash of downloaded file: 5781d7326107ad37df4ef17c4574bc6ccc7b5864bf1a6babd10e11235108ab3d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201507_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201507_c20170616.nc'.

SHA256 hash of downloaded file: ba13eed37a867688f4e6e6fef4051d54625702bc1488371e896b3b70394113c5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201508_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201508_c20170616.nc'.

SHA256 hash of downloaded file: 5e1e80e6f690a848a8774418cd99b5d38269cc1c57177c1dcd144fcea8a1dcba
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201509_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201509_c20170616.nc'.

SHA256 hash of downloaded file: 08451233251ace06b7e5a12e6c1de24f6d25aceb1f9cd3f1806a2b60d7d8d0cf
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201510_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201510_c20170616.nc'.

SHA256 hash of downloaded file: eeab820aeb0dcb094a3e39edbd884858ea873116af1ee71576987959ab8903f3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201511_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201511_c20170616.nc'.

SHA256 hash of downloaded file: 254714fa461357fdf61e7c0f2227ec1c437068507964b3a67ce1602e76053778
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201512_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2015/gpcp_v02r03_monthly_d201512_c20170616.nc'.

SHA256 hash of downloaded file: eb37a30dbc575ef7f895de391ebd15fb2ee6af47dc6fa219b99654f0bb1d8599
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201601_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201601_c20170616.nc'.

SHA256 hash of downloaded file: 56d0825e910f5ec0b80243ba72651ecd6b306f0bd63b5f3075b7c2f801615508
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201602_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201602_c20170616.nc'.

SHA256 hash of downloaded file: ae20e6296513aae10715aa15993ea1a53d4d3bb71db3dfca03e35cf710fef797
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201603_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201603_c20170616.nc'.

SHA256 hash of downloaded file: 4b1fd9fc9a3e286bc263392fd38d9f2a0f3128d8460f2b7621414c78cdab3294
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201604_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201604_c20170616.nc'.

SHA256 hash of downloaded file: df47e3c4488a62028d8b89bd7acb4a5f8f1bcb07fd7878c949c68f55b9e9435e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201605_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201605_c20170616.nc'.

SHA256 hash of downloaded file: 7af5ce9090db6ea5817c70bd0710a95016dcf09567f87304b13a1a0014e0d541
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201606_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201606_c20170616.nc'.

SHA256 hash of downloaded file: 97c7f69debf51b31da76ba521039f4b871126bc3a8cfdff3fc55d453f295b696
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201607_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201607_c20170616.nc'.

SHA256 hash of downloaded file: f85a478b4dacaf7cadb7bec79c03d81a14b18638c1d84c927365d114094f2c53
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201608_c20170616.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201608_c20170616.nc'.

SHA256 hash of downloaded file: bd9ccb8b16d827a7711e04254a253e87ff654e0605accdc529960f588b773c52
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201609_c20170823.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201609_c20170823.nc'.

SHA256 hash of downloaded file: 2dc33c707cb054b0deeb56812efc8ded7d917d7f0bf29c067e5c3cb3963049a3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201610_c20170823.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201610_c20170823.nc'.

SHA256 hash of downloaded file: 43e590c9b243ea1bfb9527c26f93aedbcc457c92e078a17b1fe446a24760fb74
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201611_c20170823.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201611_c20170823.nc'.

SHA256 hash of downloaded file: 63e3879be8bb80878b8b28ced0993edd96334975aa6b6c6b6a62998c0a751219
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201612_c20170823.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2016/gpcp_v02r03_monthly_d201612_c20170823.nc'.

SHA256 hash of downloaded file: d55881a6cc82adaabc05f47189743287c6a51a466ca606fb259b289a1beb7fd9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201701_c20170823.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201701_c20170823.nc'.

SHA256 hash of downloaded file: 11f42835f5e1d1124ed0d2c7139e32a8d144f32779f035d65aa7567a17c12536
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201702_c20170823.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201702_c20170823.nc'.

SHA256 hash of downloaded file: 8bdff63e7dcbe5d0dfe71fa7118fa19d26eba2498051dff9da02f5b2a3112fff
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201703_c20170823.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201703_c20170823.nc'.

SHA256 hash of downloaded file: ba16b07a59412d25238e18118f8d4367183d46e3916845963d9ae3fbe9f69a4e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201704_c20170823.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201704_c20170823.nc'.

SHA256 hash of downloaded file: 88c202c61d7a76c814778f1552561062187b5c71961dbad2b62085b675a5743d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201705_c20170823.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201705_c20170823.nc'.

SHA256 hash of downloaded file: 54524864706c050c992465c8408b246b56d9fed12941af1fff995e7b8f49b9a5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201706_c20170908.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201706_c20170908.nc'.

SHA256 hash of downloaded file: ac9ba0c75b203d7fde899285b89c21757783271d7a6fdfb662e2708fc1f3eac0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201707_c20171017.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201707_c20171017.nc'.

SHA256 hash of downloaded file: 1995e4de5cc63e18ab8574ccd4500620c0f4483a8d18f889e081f0a0405069ab
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201708_c20171107.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201708_c20171107.nc'.

SHA256 hash of downloaded file: ff4268d86048a54f6d469ccecf584b57b3a0f31b98934b5fe6da484f0cfa8ed7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201709_c20171210.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201709_c20171210.nc'.

SHA256 hash of downloaded file: b8b0d21046e287164049b49b1027cca0667fce592ee1bda7d8d14aa1a74381cf
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201710_c20180108.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201710_c20180108.nc'.

SHA256 hash of downloaded file: dee6494fc36034e9c896c6a4b9f842f3db3001de6d640855e9959bec2c826904
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201711_c20180207.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201711_c20180207.nc'.

SHA256 hash of downloaded file: c0c3a7d3389465737eb16921523ecefaab23d85e012e2d0eab5cf87cdc0fe186
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201712_c20180307.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2017/gpcp_v02r03_monthly_d201712_c20180307.nc'.

SHA256 hash of downloaded file: ac4d5d431bfe7a882f78c6d1d0854b9b0c05e15eea44edcb7346d66e69adf3ed
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201801_c20180409.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201801_c20180409.nc'.

SHA256 hash of downloaded file: ae12ed73b256a1ab295f50c5a50ea0885fa4b672d6291d8cd425d831392b3cea
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201802_c20180508.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201802_c20180508.nc'.

SHA256 hash of downloaded file: 5c31cf4bb7dd1a0c2fea9706c2b52ea9a60b2b1a689de8945b12e6c953ff7915
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201803_c20180606.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201803_c20180606.nc'.

SHA256 hash of downloaded file: 752e96b70ec486acb2fb6b6a26aaf376d98865be7dc4a22b1a0d8b8988706e1d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201804_c20180712.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201804_c20180712.nc'.

SHA256 hash of downloaded file: d1059a2f79060feaf5c60f5cac09eef076ac47445f57bbd96aed9e7847b8ba62
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201805_c20180814.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201805_c20180814.nc'.

SHA256 hash of downloaded file: 31bad2b67851ef384363226dc7fb861615672198f364f1e0a4b99df2efc6d2c0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201806_c20180910.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201806_c20180910.nc'.

SHA256 hash of downloaded file: 9000073ad62f70a6a6a0d71c46186addb00d0271581f0f345889a98e5049fa31
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201807_c20181010.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201807_c20181010.nc'.

SHA256 hash of downloaded file: 192e7ff063956cc2d3c9ae93a4a2ebf2fc532d5f52f86558e11b36e09e2fb63d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201808_c20181106.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201808_c20181106.nc'.

SHA256 hash of downloaded file: f054d2f8326b59518fe86abb8c7f9ab8b7ae633c25f7da8240d11e613eba7163
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201809_c20181207.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201809_c20181207.nc'.

SHA256 hash of downloaded file: d7c7aec3d65c2171be034935d235a62239aec021d84b1bb0ce0c2d7d3974227e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201810_c20190115.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201810_c20190115.nc'.

SHA256 hash of downloaded file: 544464050f0b48fc201a3c935a1fe39230b79de338489a1fb4658623c76caeb9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201811_c20190208.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201811_c20190208.nc'.

SHA256 hash of downloaded file: 8f788764abdf1a40e85ae5509d453e7acadba524cc51dafc551d9782261d649b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201812_c20190306.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2018/gpcp_v02r03_monthly_d201812_c20190306.nc'.

SHA256 hash of downloaded file: fd3188b69f2500128a71de4814d0ab55acb0cd9fde18335aaf9ad806dd6e6917
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201901_c20190407.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201901_c20190407.nc'.

SHA256 hash of downloaded file: eb0b202a107a2a436eaf02e77e2dd8e57270c1f45e57cfa8658298514653dbd8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201902_c20190608.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201902_c20190608.nc'.

SHA256 hash of downloaded file: 4ab80183a985013637f01cc488f6ebb422eef3afa79c8d151ea05aaf73e01e21
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201903_c20190608.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201903_c20190608.nc'.

SHA256 hash of downloaded file: 30aaee429f8d703ff96ad04813a32b0d73816574e499084d550792f401d3a7f8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201904_c20190711.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201904_c20190711.nc'.

SHA256 hash of downloaded file: 75d17204d5feff8ada1324fd96451ab6fae412f76a20a8179d4c412917fb695c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201905_c20190807.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201905_c20190807.nc'.

SHA256 hash of downloaded file: 0ba250e560eb957e87683da7d31451144ca3f2ae378c56639c609af6cbd50689
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201906_c20190911.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201906_c20190911.nc'.

SHA256 hash of downloaded file: f059ffae3a264cdb750c85a70c80c3f4b1d246436fc4fda23dca8e82612e596a
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201907_c20191008.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201907_c20191008.nc'.

SHA256 hash of downloaded file: 31ffa4dd480ca7935fa05a5689693df6308b9b3c81c09a7b4008a906023743ba
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201908_c20191125.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201908_c20191125.nc'.

SHA256 hash of downloaded file: 6fce98cccc3c83d52208a1aba66886b69b759731b464b800d87fd6277ffca503
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201909_c20191206.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201909_c20191206.nc'.

SHA256 hash of downloaded file: 6ece1d3134f673c3eb3ec23614dde9c5219ac160a46c4d4c1f0df82f2aec283b
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201910_c20200110.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201910_c20200110.nc'.

SHA256 hash of downloaded file: 0c3b9cebf2ba564286e2d231e5cb2dbc919e0b76d3891016fe481c6cfe522be4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201911_c20200206.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201911_c20200206.nc'.

SHA256 hash of downloaded file: df4672cfffd15d36e2786773903d1d05dd937d3e46bdf972e91924f51f471a77
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201912_c20200309.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2019/gpcp_v02r03_monthly_d201912_c20200309.nc'.

SHA256 hash of downloaded file: ed3a1829334eaa1bf1da7c5bcc3f9c5594acaf28acc2d797727c4ef291d3198d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202001_c20200408.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202001_c20200408.nc'.

SHA256 hash of downloaded file: 89eb6959d46dc6ed7dfe1b265bf6deab8c60f3cb256331a8b79e5443d58cf527
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202002_c20200508.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202002_c20200508.nc'.

SHA256 hash of downloaded file: 914a7618e345760ad0bb7b8a54f212a22bee805f46742b352ad871e217e3df96
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202003_c20200615.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202003_c20200615.nc'.

SHA256 hash of downloaded file: 72f2346f30f1c121cdeaed1f55830a434e860c5409e2a36f8f5ae06e4eff81d2
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202004_c20200707.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202004_c20200707.nc'.

SHA256 hash of downloaded file: b4192ea0323ee5759cfb370a98a5df548a71173de45f4762098902cafb8113ac
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202005_c20200806.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202005_c20200806.nc'.

SHA256 hash of downloaded file: 9ca4f6ada1b2df37c55d69e49a3f5fe40075dddff30deeee8240ba25385a91af
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202006_c20200922.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202006_c20200922.nc'.

SHA256 hash of downloaded file: 39ad9ceaa48ef31f2565c1fa5157953fed0d2a53855f7924311d67fd83a22abc
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202007_c20201006.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202007_c20201006.nc'.

SHA256 hash of downloaded file: 6e5b923e9d4b6e86846ed0961d9c0f172d8dcc18d1a9cdbe85fb8440352e7211
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202008_c20201109.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202008_c20201109.nc'.

SHA256 hash of downloaded file: d90c467e20b901307fa71341efbe6d2d8c3f63b51a6862fe84499a379d07a361
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202009_c20201208.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202009_c20201208.nc'.

SHA256 hash of downloaded file: 77894b1a0986eeecc04d6773a6f5a5e9e5ebe8beee7f00604f71f61c2d98e0c3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202010_c20210112.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202010_c20210112.nc'.

SHA256 hash of downloaded file: cf7e587648d6154286fc1ba52b435e93e1c20ec2a947cbdb37eed0903654e3c8
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202011_c20210226.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202011_c20210226.nc'.

SHA256 hash of downloaded file: ce8642a4b2b7c7eb17b175b5f0bf4bdfdeb4209f17d06559a4490e3fdf3b38c1
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202012_c20210310.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2020/gpcp_v02r03_monthly_d202012_c20210310.nc'.

SHA256 hash of downloaded file: 2654793327a5e8293621331bcc61256cbf9ccd677f39a29542c53975c3e50d54
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202101_c20210408.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202101_c20210408.nc'.

SHA256 hash of downloaded file: c1c17d5daeb491ce1718f16d3b79a5d17b00c3c462938bccd7c07b26566f2fb9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202102_c20210510.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202102_c20210510.nc'.

SHA256 hash of downloaded file: 631f065e633a3a567bf94cc4cf3ca4b709105bcb7b6a60bbb277b4ccab7c4ed0
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202103_c20210609.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202103_c20210609.nc'.

SHA256 hash of downloaded file: 407d99a3788aac4b57b31c741c2fca76fe74b87006f8ef05f28f9fb535332619
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202104_c20210711.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202104_c20210711.nc'.

SHA256 hash of downloaded file: 32bf422d605947115d8c802826f2dff718c87c5d6348e2635a7057229f7c342d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202105_c20210810.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202105_c20210810.nc'.

SHA256 hash of downloaded file: ab70f7b371aa073003bb79db375aaeb071e6cc2a472b65ec271bed39fba6c5c7
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202106_c20210907.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202106_c20210907.nc'.

SHA256 hash of downloaded file: 8c773efb3416a7412ce3cef0cfa80fae1bcdc208ebfbbe5c3095891cffe3da43
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202107_c20211013.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202107_c20211013.nc'.

SHA256 hash of downloaded file: 4806a8136540bfb7b782dae46f3a24aa68589beeb6406870dda5ccd0f1d59daa
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202108_c20211108.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202108_c20211108.nc'.

SHA256 hash of downloaded file: 86ecfb768453c153b0408f932f74506f32c3c51936524fc8a62eda808f27b1d6
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202109_c20211207.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202109_c20211207.nc'.

SHA256 hash of downloaded file: 86b27d124b65ffa9c3cadec2abed51d69b6b5eeec7d3540b24b66d13e5bf57d3
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202110_c20220107.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202110_c20220107.nc'.

SHA256 hash of downloaded file: 0f262972038465e4060826c2d8c23b74799ed0d279057500933f46fcc21f7817
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202111_c20220208.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202111_c20220208.nc'.

SHA256 hash of downloaded file: 7177b98db5ace3f2cfd69e0962836148bbedf1008c735fa3dcae6652b436a9e9
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202112_c20220305.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2021/gpcp_v02r03_monthly_d202112_c20220305.nc'.

SHA256 hash of downloaded file: dbb67bb13c7a0fc00b8240c286a83412ed053de3d0233ec32a8cd0f5032bcfe5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202201_c20220406.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202201_c20220406.nc'.

SHA256 hash of downloaded file: 7f4c9eb3325fdd05691e4e79c28a8b25f6ed292f76fe582951ec0bd5fc7ac012
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202202_c20220510.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202202_c20220510.nc'.

SHA256 hash of downloaded file: 3f4d9e59755a51714d1692d8acb83e29832be17a7add1c4898676cff231ccdcf
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202203_c20220605.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202203_c20220605.nc'.

SHA256 hash of downloaded file: 39a83dd5166681833e22e15fc0271cea06bf2bfab999877895156b1f863558d4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202204_c20220706.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202204_c20220706.nc'.

SHA256 hash of downloaded file: 1f6b600cd6dc8b7510db7b7cb568bcd937a0c405e8c79f7e11f6a93950decaec
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202205_c20220808.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202205_c20220808.nc'.

SHA256 hash of downloaded file: e5afcfd3ddfb61e47a099382cece93de94823447b860ffba1a18ddacd700954d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202206_c20220907.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202206_c20220907.nc'.

SHA256 hash of downloaded file: 10965ffed5545e3d99339411f06afe0af5223a3f5dd05109491f03c6ddda5e54
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202207_c20221006.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202207_c20221006.nc'.

SHA256 hash of downloaded file: 30a92abed874352ecdb25bf6fceb2a82a7d3991fd816bce4d92305d9aa832e86
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202208_c20221109.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202208_c20221109.nc'.

SHA256 hash of downloaded file: c7c7c733a7a8fddffbe7910faba9503c2f60d87b5bad0122b1f55d64dc15b706
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202209_c20221208.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202209_c20221208.nc'.

SHA256 hash of downloaded file: 342e99652917bcaf15dc090975f873f92edf7fc986ed7112ea65c4471ac865d5
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202210_c20230106.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202210_c20230106.nc'.

SHA256 hash of downloaded file: 1f624b793dcbc938b68518202044c74203b164ed0837afdd294cbd04b2f00b02
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202211_c20230208.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202211_c20230208.nc'.

SHA256 hash of downloaded file: 5f326f6c99f7ff5a3c6be5ac2829c4a8e8fad1a16522904f7a45978cc88eb666
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202212_c20230307.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2022/gpcp_v02r03_monthly_d202212_c20230307.nc'.

SHA256 hash of downloaded file: 0d54ddfe1913cc9f5d1b747c0d6ba4020e9bd1942f5e5dc409afb8b3f2389baa
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202301_c20230411.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202301_c20230411.nc'.

SHA256 hash of downloaded file: 175c2001c6fb4ec56e430788b1abdee2f67c10f4aabb0b80374ecb5443b3c358
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202302_c20230505.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202302_c20230505.nc'.

SHA256 hash of downloaded file: 2980beab032e950e35e773cd83454fc4e801920ad6b59b1749b8c30b70e6682c
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202303_c20230606.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202303_c20230606.nc'.

SHA256 hash of downloaded file: c947de8e9fb2c5c58c79dedfb107b846639bcdb5cec0f08c0f8b311668151884
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202304_c20230713.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202304_c20230713.nc'.

SHA256 hash of downloaded file: b4029b2815f784929dce3b25738349f12d9eee9af1bf49b64d721a83ecb21b05
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202305_c20230808.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202305_c20230808.nc'.

SHA256 hash of downloaded file: c92a36b912c24e81be1e9a6e574ba608c78131be37b1cb9135559ec65d9a67bd
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202306_c20230907.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202306_c20230907.nc'.

SHA256 hash of downloaded file: a062a510ea8adbd82f1021c794629a6eb8210b52c7da2405f6723c871c2a3669
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202307_c20231005.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202307_c20231005.nc'.

SHA256 hash of downloaded file: d8bd07812bff1af62300a288961fb3e3dcbd058d5ed380d3181e3d8add97b265
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202308_c20231106.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202308_c20231106.nc'.

SHA256 hash of downloaded file: 12be588671b6ca6d7cff337384aff8685001eac0ae8fdedee59e2fa34a90193f
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202309_c20231206.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202309_c20231206.nc'.

SHA256 hash of downloaded file: ab9c8c900dd5830b08174710e7fab95a26091a76a71aebb03b1765fb1962833d
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202310_c20240105.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202310_c20240105.nc'.

SHA256 hash of downloaded file: 9abcceaa550c0e869f2c2c17fc4df312111aef16720dc6f42a7b721771491a2e
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202311_c20240207.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202311_c20240207.nc'.

SHA256 hash of downloaded file: c13e5cf91db502946202b181b50823deccee5236b6004606eeb0cc68a1b7a3ab
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

Downloading data from 'http://s3.amazonaws.com/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202312_c20240308.nc' to file '/tmp/noaa-cdr-precip-gpcp-monthly-pds/data/2023/gpcp_v02r03_monthly_d202312_c20240308.nc'.

SHA256 hash of downloaded file: c23f283324e15faa49ad5c5ddb5aa1a97b1a07f4253990c8b12385802c8e43e4
Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.

# using this function instead of 'open_dataset' will concatenate the data along the dimension we specify
ds = xr.open_mfdataset(file_ob, combine="nested", concat_dim="time")

# comment for colab users only: this could toss an error message for you.
# you should still be able to use the dataset with this error just not print ds
# you can try uncommenting the following line to avoid the error
# ds.attrs['history']='' # the history attribute have unique chars that cause a crash on Google colab.
ds

<xarray.Dataset> Size: 46MB
Dimensions:       (latitude: 72, longitude: 144, time: 540, nv: 2)
Coordinates:
  * latitude      (latitude) float32 288B -88.75 -86.25 -83.75 ... 86.25 88.75
  * longitude     (longitude) float32 576B 1.25 3.75 6.25 ... 353.8 356.2 358.8
  * time          (time) datetime64[ns] 4kB 1979-01-01 1979-02-01 ... 2023-12-01
Dimensions without coordinates: nv
Data variables:
    lat_bounds    (time, latitude, nv) float32 311kB dask.array<chunksize=(1, 72, 2), meta=np.ndarray>
    lon_bounds    (time, longitude, nv) float32 622kB dask.array<chunksize=(1, 144, 2), meta=np.ndarray>
    time_bounds   (time, nv) datetime64[ns] 9kB dask.array<chunksize=(1, 2), meta=np.ndarray>
    precip        (time, latitude, longitude) float32 22MB dask.array<chunksize=(1, 72, 144), meta=np.ndarray>
    precip_error  (time, latitude, longitude) float32 22MB dask.array<chunksize=(1, 72, 144), meta=np.ndarray>
Attributes: (12/45)
    Conventions:                CF-1.6, ACDD 1.3
    title:                      Global Precipitation Climatatology Project (G...
    source:                     oc.197901.sg
    references:                 Huffman et al. 1997, http://dx.doi.org/10.117...
    history:                    1) �R`�, Dr. Jian-Jian Wang, U of Maryland,...
    Metadata_Conventions:       CF-1.6, Unidata Dataset Discovery v1.0, NOAA ...
    ...                         ...
    metadata_link:              gov.noaa.ncdc:C00979
    product_version:            v23rB1
    platform:                   NOAA POES (Polar Orbiting Environmental Satel...
    sensor:                     AVHRR>Advanced Very High Resolution Radiometer
    spatial_resolution:         2.5 degree
    comment:                    Processing computer: eagle2.umd.edu

xarray.Dataset

• Dimensions:
  • latitude: 72
  • longitude: 144
  • time: 540
  • nv: 2
• Coordinates: (3)
  • latitude
    (latitude)
    float32
    -88.75 -86.25 ... 86.25 88.75

    long_name :

    Latitude

    standard_name :

    latitude

    units :

    degrees_north

    valid_range :

    [-90. 90.]

    axis :

    Y

    bounds :

    lat_bounds

    array([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,
           -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,
           -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,
           -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,
             1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75],
          dtype=float32)

  • longitude
    (longitude)
    float32
    1.25 3.75 6.25 ... 356.2 358.8

    long_name :

    Longitude

    standard_name :

    longitude

    units :

    degrees_east

    valid_range :

    [ 0. 360.]

    axis :

    X

    bounds :

    lon_bounds

    array([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75,
            91.25,  93.75,  96.25,  98.75, 101.25, 103.75, 106.25, 108.75, 111.25,
           113.75, 116.25, 118.75, 121.25, 123.75, 126.25, 128.75, 131.25, 133.75,
           136.25, 138.75, 141.25, 143.75, 146.25, 148.75, 151.25, 153.75, 156.25,
           158.75, 161.25, 163.75, 166.25, 168.75, 171.25, 173.75, 176.25, 178.75,
           181.25, 183.75, 186.25, 188.75, 191.25, 193.75, 196.25, 198.75, 201.25,
           203.75, 206.25, 208.75, 211.25, 213.75, 216.25, 218.75, 221.25, 223.75,
           226.25, 228.75, 231.25, 233.75, 236.25, 238.75, 241.25, 243.75, 246.25,
           248.75, 251.25, 253.75, 256.25, 258.75, 261.25, 263.75, 266.25, 268.75,
           271.25, 273.75, 276.25, 278.75, 281.25, 283.75, 286.25, 288.75, 291.25,
           293.75, 296.25, 298.75, 301.25, 303.75, 306.25, 308.75, 311.25, 313.75,
           316.25, 318.75, 321.25, 323.75, 326.25, 328.75, 331.25, 333.75, 336.25,
           338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25, 358.75],
          dtype=float32)

  • time
    (time)
    datetime64[ns]
    1979-01-01 ... 2023-12-01

    long_name :

    time

    standard_name :

    time

    axis :

    T

    bounds :

    time_bounds

    array(['1979-01-01T00:00:00.000000000', '1979-02-01T00:00:00.000000000',
           '1979-03-01T00:00:00.000000000', ..., '2023-10-01T00:00:00.000000000',
           '2023-11-01T00:00:00.000000000', '2023-12-01T00:00:00.000000000'],
          dtype='datetime64[ns]')

• Data variables: (5)
  • lat_bounds
    (time, latitude, nv)
    float32
    dask.array<chunksize=(1, 72, 2), meta=np.ndarray>

    comment :

    latitude values at the north and south bounds of each pixel.

    Array Chunk Bytes 303.75 kiB 576 B Shape (540, 72, 2) (1, 72, 2) Dask graph 540 chunks in 1621 graph layers Data type float32 numpy.ndarray

  • lon_bounds
    (time, longitude, nv)
    float32
    dask.array<chunksize=(1, 144, 2), meta=np.ndarray>

    comment :

    longitude values at the west and east bounds of each pixel.

    Array Chunk Bytes 607.50 kiB 1.12 kiB Shape (540, 144, 2) (1, 144, 2) Dask graph 540 chunks in 1621 graph layers Data type float32 numpy.ndarray

  • time_bounds
    (time, nv)
    datetime64[ns]
    dask.array<chunksize=(1, 2), meta=np.ndarray>

    comment :

    time bounds for each time value

    Array Chunk Bytes 8.44 kiB 16 B Shape (540, 2) (1, 2) Dask graph 540 chunks in 1081 graph layers Data type datetime64[ns] numpy.ndarray

  • precip
    (time, latitude, longitude)
    float32
    dask.array<chunksize=(1, 72, 144), meta=np.ndarray>

    long_name :

    NOAA Climate Data Record (CDR) of GPCP Monthly Satellite-Gauge Combined Precipitation

    standard_name :

    precipitation amount

    units :

    mm/day

    valid_range :

    [ 0. 100.]

    cell_methods :

    area: mean time: mean

    Array Chunk Bytes 21.36 MiB 40.50 kiB Shape (540, 72, 144) (1, 72, 144) Dask graph 540 chunks in 1081 graph layers Data type float32 numpy.ndarray

  • precip_error
    (time, latitude, longitude)
    float32
    dask.array<chunksize=(1, 72, 144), meta=np.ndarray>

    long_name :

    NOAA CDR of GPCP Satellite-Gauge Combined Precipitation Error

    units :

    mm/day

    valid_range :

    [ 0. 100.]

    Array Chunk Bytes 21.36 MiB 40.50 kiB Shape (540, 72, 144) (1, 72, 144) Dask graph 540 chunks in 1081 graph layers Data type float32 numpy.ndarray

• Indexes: (3)
  • latitude
    PandasIndex

    PandasIndex(Index([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,
           -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,
           -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,
           -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,
             1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75],
          dtype='float32', name='latitude'))

  • longitude
    PandasIndex

    PandasIndex(Index([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,
           ...
           336.25, 338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25,
           358.75],
          dtype='float32', name='longitude', length=144))

  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['1979-01-01', '1979-02-01', '1979-03-01', '1979-04-01',
                   '1979-05-01', '1979-06-01', '1979-07-01', '1979-08-01',
                   '1979-09-01', '1979-10-01',
                   ...
                   '2023-03-01', '2023-04-01', '2023-05-01', '2023-06-01',
                   '2023-07-01', '2023-08-01', '2023-09-01', '2023-10-01',
                   '2023-11-01', '2023-12-01'],
                  dtype='datetime64[ns]', name='time', length=540, freq=None))

• Attributes: (45)

  Conventions :

  CF-1.6, ACDD 1.3

  title :

  Global Precipitation Climatatology Project (GPCP) Climate Data Record (CDR), Monthly V2.3

  source :

  oc.197901.sg

  references :

  Huffman et al. 1997, http://dx.doi.org/10.1175/1520-0477(1997)078<0005:TGPCPG>2.0.CO;2; Adler et al. 2003, http://dx.doi.org/10.1175/1525-7541(2003)004<1147:TVGPCP>2.0.CO;2; Huffman et al. 2009, http://dx.doi.org/10.1029/2009GL040000; Adler et al. 2016, Global Precipitation Climatology Project (GPCP) Monthly Analysis: Climate Algorithm Theoretical Basis Document (C-ATBD)

  history :

  1) �R`�, Dr. Jian-Jian Wang, U of Maryland, Created beta (B1) file

  Metadata_Conventions :

  CF-1.6, Unidata Dataset Discovery v1.0, NOAA CDR v1.0, GDS v2.0

  standard_name_vocabulary :

  CF Standard Name Table (v41, 22 February 2017)

  id :

  gpcp_v02r03_197901

  naming_authority :

  gov.noaa.ncdc

  date_created :

  2017-06-16T12:25:16Z

  license :

  No constraints on data access or use.

  summary :

  Global Precipitation Climatology Project (GPCP) Monthly Version 2.3 gridded, merged satellite/gauge precipitation Climate data Record (CDR) with errors from 1979 to present.

  keywords :

  EARTH SCIENCE > ATMOSPHERE > PRECIPITATION > PRECIPITATION AMOUNT

  keywords_vocabulary :

  NASA Global Change Master Directory (GCMD) Earth Science Keywords, Version 7.0

  cdm_data_type :

  Grid

  project :

  GPCP > Global Precipitation Climatology Project

  processing_level :

  NASA Level 3

  creator_name :

  Dr. Jian-Jian Wang

  creator_email :

  jjwang@umd.edu

  institution :

  ACADEMIC > UMD/ESSIC > Earth System Science Interdisciplinary Center, University of Maryland

  publisher_name :

  NOAA National Centers for Environmental Information (NCEI)

  publisher_email :

  jjwang@umd.edu

  publisher_url :

  https://www.ncei.noaa.gov

  geospatial_lat_min :

  -90

  geospatial_lat_max :

  90

  geospatial_lat_units :

  degrees_north

  geospatial_lat_resolution :

  2.5 degrees

  geospatial_lon_min :

  0.

  geospatial_lon_max :

  360.

  geospatial_lon_units :

  degrees_east

  geospatial_lon_resolution :

  2.5 degrees

  time_coverage_start :

  1979-01-01T00:00:00Z

  time_coverage_end :

  1979-01-31T23:59:59Z

  time_coverage_duration :

  P1M

  contributor_name :

  Robert Adler, Jian-Jian Wang

  contributor_role :

  principalInvestigator, processor and custodian

  acknowledgment :

  This project was supported in part by a grant from the NOAA Climate Data Record (CDR) Program for satellites.

  cdr_program :

  NOAA Climate Data Record Program for satellites, FY 2011.

  cdr_variable :

  precipitation

  metadata_link :

  gov.noaa.ncdc:C00979

  product_version :

  v23rB1

  platform :

  NOAA POES (Polar Orbiting Environmental Satellites)

  sensor :

  AVHRR>Advanced Very High Resolution Radiometer

  spatial_resolution :

  2.5 degree

  comment :

  Processing computer: eagle2.umd.edu

In the above code, we used combine='nested', concat_dim='time' to combine all monthly precipitation data into one data array along the dimension of time. This command is very useful when reading in multiple data files of the same structure but covering different parts of the full data record.

Since we are interested in the precipitation data globally at this moment, let’s extract the entire data array of precipitation from the entire dataset.

# examine the precipitation data variable
precip = ds.precip
precip

<xarray.DataArray 'precip' (time: 540, latitude: 72, longitude: 144)> Size: 22MB
dask.array<concatenate, shape=(540, 72, 144), dtype=float32, chunksize=(1, 72, 144), chunktype=numpy.ndarray>
Coordinates:
  * latitude   (latitude) float32 288B -88.75 -86.25 -83.75 ... 86.25 88.75
  * longitude  (longitude) float32 576B 1.25 3.75 6.25 ... 353.8 356.2 358.8
  * time       (time) datetime64[ns] 4kB 1979-01-01 1979-02-01 ... 2023-12-01
Attributes:
    long_name:      NOAA Climate Data Record (CDR) of GPCP Monthly Satellite-...
    standard_name:  precipitation amount
    units:          mm/day
    valid_range:    [  0. 100.]
    cell_methods:   area: mean time: mean

xarray.DataArray

'precip'

• time: 540
• latitude: 72
• longitude: 144

• dask.array<chunksize=(1, 72, 144), meta=np.ndarray>

  Array Chunk Bytes 21.36 MiB 40.50 kiB Shape (540, 72, 144) (1, 72, 144) Dask graph 540 chunks in 1081 graph layers Data type float32 numpy.ndarray

• Coordinates: (3)
  • latitude
    (latitude)
    float32
    -88.75 -86.25 ... 86.25 88.75

    long_name :

    Latitude

    standard_name :

    latitude

    units :

    degrees_north

    valid_range :

    [-90. 90.]

    axis :

    Y

    bounds :

    lat_bounds

    array([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,
           -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,
           -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,
           -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,
             1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75],
          dtype=float32)

  • longitude
    (longitude)
    float32
    1.25 3.75 6.25 ... 356.2 358.8

    long_name :

    Longitude

    standard_name :

    longitude

    units :

    degrees_east

    valid_range :

    [ 0. 360.]

    axis :

    X

    bounds :

    lon_bounds

    array([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75,
            91.25,  93.75,  96.25,  98.75, 101.25, 103.75, 106.25, 108.75, 111.25,
           113.75, 116.25, 118.75, 121.25, 123.75, 126.25, 128.75, 131.25, 133.75,
           136.25, 138.75, 141.25, 143.75, 146.25, 148.75, 151.25, 153.75, 156.25,
           158.75, 161.25, 163.75, 166.25, 168.75, 171.25, 173.75, 176.25, 178.75,
           181.25, 183.75, 186.25, 188.75, 191.25, 193.75, 196.25, 198.75, 201.25,
           203.75, 206.25, 208.75, 211.25, 213.75, 216.25, 218.75, 221.25, 223.75,
           226.25, 228.75, 231.25, 233.75, 236.25, 238.75, 241.25, 243.75, 246.25,
           248.75, 251.25, 253.75, 256.25, 258.75, 261.25, 263.75, 266.25, 268.75,
           271.25, 273.75, 276.25, 278.75, 281.25, 283.75, 286.25, 288.75, 291.25,
           293.75, 296.25, 298.75, 301.25, 303.75, 306.25, 308.75, 311.25, 313.75,
           316.25, 318.75, 321.25, 323.75, 326.25, 328.75, 331.25, 333.75, 336.25,
           338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25, 358.75],
          dtype=float32)

  • time
    (time)
    datetime64[ns]
    1979-01-01 ... 2023-12-01

    long_name :

    time

    standard_name :

    time

    axis :

    T

    bounds :

    time_bounds

    array(['1979-01-01T00:00:00.000000000', '1979-02-01T00:00:00.000000000',
           '1979-03-01T00:00:00.000000000', ..., '2023-10-01T00:00:00.000000000',
           '2023-11-01T00:00:00.000000000', '2023-12-01T00:00:00.000000000'],
          dtype='datetime64[ns]')

• Indexes: (3)
  • latitude
    PandasIndex

    PandasIndex(Index([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,
           -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,
           -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,
           -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,
             1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75],
          dtype='float32', name='latitude'))

  • longitude
    PandasIndex

    PandasIndex(Index([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,
           ...
           336.25, 338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25,
           358.75],
          dtype='float32', name='longitude', length=144))

  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['1979-01-01', '1979-02-01', '1979-03-01', '1979-04-01',
                   '1979-05-01', '1979-06-01', '1979-07-01', '1979-08-01',
                   '1979-09-01', '1979-10-01',
                   ...
                   '2023-03-01', '2023-04-01', '2023-05-01', '2023-06-01',
                   '2023-07-01', '2023-08-01', '2023-09-01', '2023-10-01',
                   '2023-11-01', '2023-12-01'],
                  dtype='datetime64[ns]', name='time', length=540, freq=None))

• Attributes: (5)

  long_name :

  NOAA Climate Data Record (CDR) of GPCP Monthly Satellite-Gauge Combined Precipitation

  standard_name :

  precipitation amount

  units :

  mm/day

  valid_range :

  [ 0. 100.]

  cell_methods :

  area: mean time: mean

As you can see, the data array has the dimensions of time longitude latitude. Before delving into further analysis, let’s visualize the precipitation data to gain a better understanding of its patterns and characteristics.

Section 1.2: Visualize GPCP Data Using Cartopy

In previous tutorials, we’ve learned how to make simple visualization using matplotlib using latitude and longitude as the y-axis and x-axis.

# create simple map of the GPCP precipitation data using matplotlib
fig, ax = plt.subplots()

# use the first month of data as an example
precip.sel(time="1979-01-01").plot(ax=ax)

<matplotlib.collections.QuadMesh at 0x7f233527e100>

From the figure, the boundary between land and ocean, especially for North and South America, can be observed vaguely. However, this visualization is not ideal as it requires some guesswork in identifying the specific regions. To overcome this limitation and enhance the visualization, we will employ cartopy, a library that offers advanced mapping features. With cartopy, we can incorporate additional elements such as coastlines, major grid markings, and specific map projections.

# visualize the precipitation data of a selected month using cartopy

# select data for the month of interest
data = precip.sel(time="1979-01-01", method="nearest")

# initiate plot, note that it is possible to change the size of the figure,
# which is already defined within the "cma.mplstyle" file in the 'Figure Settings' cell above
fig, ax = plt.subplots(subplot_kw={"projection": ccrs.Robinson()},
                       #figsize=(9, 6)
                      )

# add coastlines to indicate land/ocean
ax.coastlines()

# add major grid lines for latitude and longitude
ax.gridlines()

# add the precipitation data with map projection transformation
# also specify the maximum 'vmax' and minimum value 'vmin' or set 'robust=True' to increase the
# contrast in the map.
data.plot(
    ax=ax,
    transform=ccrs.PlateCarree(),
    #vmin=0,
    #vmax=20,
    robust=True,
    cbar_kwargs=dict(shrink=0.5, label="GPCP Monthly Precipitation \n(mm/day)"),
)

<cartopy.mpl.geocollection.GeoQuadMesh at 0x7f233407a460>

The updated map provides significant improvements, offering us a wealth of information to enhance our understanding of the GPCP monthly precipitation data. From the visualization, we can observe that regions such as the Amazon rainforest, the northern part of Australia, and other tropical areas exhibited higher levels of monthly precipitation in January 1979. These patterns align with our basic geographical knowledge, reinforcing the validity of the data and representation.

Coding Exercises 1.2

Remember the GPCP also offers a data variable that documents the error of the monthly precipitation data used above. This error information is valuable for understanding the level of confidence we can place on the data.

1. Generate the precipitation error for the same month (1979-01-01) using the examples provided above.

# select data for the month of interest
data = ...

# initiate plot
fig, ax = plt.subplots(subplot_kw={"projection": ccrs.Robinson()})

# add coastal lines to indicate land/ocean
_ = ...

# add grid lines for latitude and longitude
_ = ...

# add the precipitation data
_ = ...

Click for solution

Example output:

Submit your feedback

Show code cell source Hide code cell source

# @title Submit your feedback
content_review(f"{feedback_prefix}_Coding_Exercise_1_2")

Questions 1.2: Climate Connection

1. Comment on the spatial pattern of the precipitation error provided by GPCP CDR data for this specific month.

2. Which areas have the highest errors? Why do you think this might be?

Click for solution

Submit your feedback

Show code cell source Hide code cell source

# @title Submit your feedback
content_review(f"{feedback_prefix}_Questions_1_2")

Section 2: Climatology

Section 2.1: Plot Time Series of Data at a Specific Location

We have over 40 years of monthly precipitation data. Let’s examine a specific location throughout the entire time span covered by the GPCP monthly data. For this purpose, we will focus on the data point located at (0°N, 0°E).

# select the entire time series for the grid that contains the location of (0N, 0E)
grid = ds.precip.sel(latitude=0, longitude=0, method="nearest")

# initiate plot
fig, ax = plt.subplots()

# plot the data
grid.plot(ax=ax)

# remove the automatically generated title
ax.set_title("")

# add a grid
ax.grid(True)

# edit default axis labels
ax.set_xlabel("Time (months)")
ax.set_ylabel("GPCP Monthly Precipitation \n(mm/day)")

Text(0, 0.5, 'GPCP Monthly Precipitation \n(mm/day)')

From the time series plot, note a repeating pattern with a seasonal cycle (roughly the same ups and downs over the course of a year, for each year). In previous tutorials during the climate system overview, you learned how to calculate a climatology. We can apply this same calculation to the precipitation CDR data to investigate the annual cycle of precipitation at this location.

Section 2.2: Calculate the Climatology

As a refresher, a climatology typically employs a 30-year time period for the calculation. In this case, let’s use the reference period of 1981-2010.

# first, let's extract the data for the time period that we want (1981-2010)
precip_30yr = ds.precip.sel(time=slice("1981-01-01", "2010-12-30"))
precip_30yr

<xarray.DataArray 'precip' (time: 360, latitude: 72, longitude: 144)> Size: 15MB
dask.array<getitem, shape=(360, 72, 144), dtype=float32, chunksize=(1, 72, 144), chunktype=numpy.ndarray>
Coordinates:
  * latitude   (latitude) float32 288B -88.75 -86.25 -83.75 ... 86.25 88.75
  * longitude  (longitude) float32 576B 1.25 3.75 6.25 ... 353.8 356.2 358.8
  * time       (time) datetime64[ns] 3kB 1981-01-01 1981-02-01 ... 2010-12-01
Attributes:
    long_name:      NOAA Climate Data Record (CDR) of GPCP Monthly Satellite-...
    standard_name:  precipitation amount
    units:          mm/day
    valid_range:    [  0. 100.]
    cell_methods:   area: mean time: mean

xarray.DataArray

'precip'

• time: 360
• latitude: 72
• longitude: 144

• dask.array<chunksize=(1, 72, 144), meta=np.ndarray>

  Array Chunk Bytes 14.24 MiB 40.50 kiB Shape (360, 72, 144) (1, 72, 144) Dask graph 360 chunks in 1082 graph layers Data type float32 numpy.ndarray

• Coordinates: (3)
  • latitude
    (latitude)
    float32
    -88.75 -86.25 ... 86.25 88.75

    long_name :

    Latitude

    standard_name :

    latitude

    units :

    degrees_north

    valid_range :

    [-90. 90.]

    axis :

    Y

    bounds :

    lat_bounds

    array([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,
           -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,
           -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,
           -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,
             1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75],
          dtype=float32)

  • longitude
    (longitude)
    float32
    1.25 3.75 6.25 ... 356.2 358.8

    long_name :

    Longitude

    standard_name :

    longitude

    units :

    degrees_east

    valid_range :

    [ 0. 360.]

    axis :

    X

    bounds :

    lon_bounds

    array([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75,
            91.25,  93.75,  96.25,  98.75, 101.25, 103.75, 106.25, 108.75, 111.25,
           113.75, 116.25, 118.75, 121.25, 123.75, 126.25, 128.75, 131.25, 133.75,
           136.25, 138.75, 141.25, 143.75, 146.25, 148.75, 151.25, 153.75, 156.25,
           158.75, 161.25, 163.75, 166.25, 168.75, 171.25, 173.75, 176.25, 178.75,
           181.25, 183.75, 186.25, 188.75, 191.25, 193.75, 196.25, 198.75, 201.25,
           203.75, 206.25, 208.75, 211.25, 213.75, 216.25, 218.75, 221.25, 223.75,
           226.25, 228.75, 231.25, 233.75, 236.25, 238.75, 241.25, 243.75, 246.25,
           248.75, 251.25, 253.75, 256.25, 258.75, 261.25, 263.75, 266.25, 268.75,
           271.25, 273.75, 276.25, 278.75, 281.25, 283.75, 286.25, 288.75, 291.25,
           293.75, 296.25, 298.75, 301.25, 303.75, 306.25, 308.75, 311.25, 313.75,
           316.25, 318.75, 321.25, 323.75, 326.25, 328.75, 331.25, 333.75, 336.25,
           338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25, 358.75],
          dtype=float32)

  • time
    (time)
    datetime64[ns]
    1981-01-01 ... 2010-12-01

    long_name :

    time

    standard_name :

    time

    axis :

    T

    bounds :

    time_bounds

    array(['1981-01-01T00:00:00.000000000', '1981-02-01T00:00:00.000000000',
           '1981-03-01T00:00:00.000000000', ..., '2010-10-01T00:00:00.000000000',
           '2010-11-01T00:00:00.000000000', '2010-12-01T00:00:00.000000000'],
          dtype='datetime64[ns]')

• Indexes: (3)
  • latitude
    PandasIndex

    PandasIndex(Index([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,
           -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,
           -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,
           -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,
             1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75],
          dtype='float32', name='latitude'))

  • longitude
    PandasIndex

    PandasIndex(Index([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,
           ...
           336.25, 338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25,
           358.75],
          dtype='float32', name='longitude', length=144))

  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['1981-01-01', '1981-02-01', '1981-03-01', '1981-04-01',
                   '1981-05-01', '1981-06-01', '1981-07-01', '1981-08-01',
                   '1981-09-01', '1981-10-01',
                   ...
                   '2010-03-01', '2010-04-01', '2010-05-01', '2010-06-01',
                   '2010-07-01', '2010-08-01', '2010-09-01', '2010-10-01',
                   '2010-11-01', '2010-12-01'],
                  dtype='datetime64[ns]', name='time', length=360, freq=None))

• Attributes: (5)

  long_name :

  NOAA Climate Data Record (CDR) of GPCP Monthly Satellite-Gauge Combined Precipitation

  standard_name :

  precipitation amount

  units :

  mm/day

  valid_range :

  [ 0. 100.]

  cell_methods :

  area: mean time: mean

Now we can use Xarray’s .groupby() functionality to calculate the monthly climatology.

Recall that .groupby() splits the data based on a specific criterion (in this case, the month of the year) and then applies a process (in our case, calculating the mean value across 30 years for that specific month) to each group before recombining the data together.

# use .groupby() to calculate monthly climatology (1981-2010)
precip_clim = precip_30yr.groupby("time.month").mean(dim="time")
precip_clim

<xarray.DataArray 'precip' (month: 12, latitude: 72, longitude: 144)> Size: 498kB
dask.array<transpose, shape=(12, 72, 144), dtype=float32, chunksize=(1, 72, 144), chunktype=numpy.ndarray>
Coordinates:
  * latitude   (latitude) float32 288B -88.75 -86.25 -83.75 ... 86.25 88.75
  * longitude  (longitude) float32 576B 1.25 3.75 6.25 ... 353.8 356.2 358.8
  * month      (month) int64 96B 1 2 3 4 5 6 7 8 9 10 11 12
Attributes:
    long_name:      NOAA Climate Data Record (CDR) of GPCP Monthly Satellite-...
    standard_name:  precipitation amount
    units:          mm/day
    valid_range:    [  0. 100.]
    cell_methods:   area: mean time: mean

xarray.DataArray

'precip'

• month: 12
• latitude: 72
• longitude: 144

• dask.array<chunksize=(1, 72, 144), meta=np.ndarray>

  Array Chunk Bytes 486.00 kiB 40.50 kiB Shape (12, 72, 144) (1, 72, 144) Dask graph 12 chunks in 1136 graph layers Data type float32 numpy.ndarray

• Coordinates: (3)
  • latitude
    (latitude)
    float32
    -88.75 -86.25 ... 86.25 88.75

    long_name :

    Latitude

    standard_name :

    latitude

    units :

    degrees_north

    valid_range :

    [-90. 90.]

    axis :

    Y

    bounds :

    lat_bounds

    array([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,
           -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,
           -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,
           -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,
             1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75],
          dtype=float32)

  • longitude
    (longitude)
    float32
    1.25 3.75 6.25 ... 356.2 358.8

    long_name :

    Longitude

    standard_name :

    longitude

    units :

    degrees_east

    valid_range :

    [ 0. 360.]

    axis :

    X

    bounds :

    lon_bounds

    array([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75,
            91.25,  93.75,  96.25,  98.75, 101.25, 103.75, 106.25, 108.75, 111.25,
           113.75, 116.25, 118.75, 121.25, 123.75, 126.25, 128.75, 131.25, 133.75,
           136.25, 138.75, 141.25, 143.75, 146.25, 148.75, 151.25, 153.75, 156.25,
           158.75, 161.25, 163.75, 166.25, 168.75, 171.25, 173.75, 176.25, 178.75,
           181.25, 183.75, 186.25, 188.75, 191.25, 193.75, 196.25, 198.75, 201.25,
           203.75, 206.25, 208.75, 211.25, 213.75, 216.25, 218.75, 221.25, 223.75,
           226.25, 228.75, 231.25, 233.75, 236.25, 238.75, 241.25, 243.75, 246.25,
           248.75, 251.25, 253.75, 256.25, 258.75, 261.25, 263.75, 266.25, 268.75,
           271.25, 273.75, 276.25, 278.75, 281.25, 283.75, 286.25, 288.75, 291.25,
           293.75, 296.25, 298.75, 301.25, 303.75, 306.25, 308.75, 311.25, 313.75,
           316.25, 318.75, 321.25, 323.75, 326.25, 328.75, 331.25, 333.75, 336.25,
           338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25, 358.75],
          dtype=float32)

  • month
    (month)
    int64
    1 2 3 4 5 6 7 8 9 10 11 12

    array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])

• Indexes: (3)
  • latitude
    PandasIndex

    PandasIndex(Index([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,
           -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,
           -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,
           -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,
             1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,
            46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,
            68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75],
          dtype='float32', name='latitude'))

  • longitude
    PandasIndex

    PandasIndex(Index([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,
            23.75,
           ...
           336.25, 338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25,
           358.75],
          dtype='float32', name='longitude', length=144))

  • month
    PandasIndex

    PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype='int64', name='month'))

• Attributes: (5)

  long_name :

  NOAA Climate Data Record (CDR) of GPCP Monthly Satellite-Gauge Combined Precipitation

  standard_name :

  precipitation amount

  units :

  mm/day

  valid_range :

  [ 0. 100.]

  cell_methods :

  area: mean time: mean

With the resulting climatology data array, we can make a set of maps to visualize the monthly climatology from four different seasons.

# define the figure and each axis for the 2 rows and 2 columns
fig, axs = plt.subplots(
    nrows=2, ncols=2, subplot_kw={"projection": ccrs.Robinson()}, figsize=(12, 8)
)

# axs is a 2-dimensional array of `GeoAxes`.  We will flatten it into a 1-D array to loop over it
axs = axs.flatten()

# loop over selected months (Jan, Apr, Jul, Oct)
for i, month in enumerate([1, 4, 7, 10]):

    # Draw the coastlines and major gridline for each subplot
    axs[i].coastlines()
    axs[i].gridlines()

    # Draw the precipitation data
    precip_clim.sel(month=month).plot(
        ax=axs[i],
        transform=ccrs.PlateCarree(),
        vmin=0,
        vmax=15,  # use the same range of max and min value
        cbar_kwargs=dict(shrink=0.5, label="GPCP Climatology\n(mm/day)"),
    )

In the seasonal collection of the climatology map, we can observe a clear pattern of precipitation across the globe. The tropics exhibit a higher amount of precipitation compared to other regions. Additionally, the map illustrates the seasonal patterns of precipitation changes across different regions of the globe, including areas influenced by monsoons.

Questions 2.2: Climate Connection

1. Do the tropics or high latitudes receive more precipitation all year round? Why do you think this is? Think back to the climate system overview tutorials on atmospheric circulation to help form your answer.

2. In the climate system overview tutorials you learned about Monsoon systems in places such as India, Southeast Asia, and East Africa where there are notable wet and dry seasons. Do you see evidence of say, the Indian monsoon, in these maps?

Click for solution

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# @title Submit your feedback
content_review(f"{feedback_prefix}_Questions_2_2")

Now let’s examine the climatology of the location we previously analyzed throughout the entire time series, specifically at (0°N, 0°E).

# initiate plot
fig, ax = plt.subplots()

# select location and add to plot
precip_clim.sel(latitude=0, longitude=0, method="nearest").plot(ax=ax)

# remove the automatically generated title
ax.set_title("")
# add a grid
ax.grid(True)
# edit default axis labels
ax.set_xlabel("Time (months)")
ax.set_ylabel("GPCP Monthly Precipitation \n(mm/day)")

Text(0, 0.5, 'GPCP Monthly Precipitation \n(mm/day)')

The monthly climatology time series for the point of interest demonstrates a noticeable seasonal pattern, with dry and rainy months observed in the region. Precipitation is typically more abundant between December and May, while August experiences the driest conditions throughout the year.

Coding Exercises 2.2

As climate changes, the climatology of precipitation may also change. In fact, climate researchers recalculate a climatology every 10 years. This allows them to monitor how the norms of our climate system change. In this exercise, you will visualize how the climatology of our dataset changes depending on the reference period used.

1. Calculate the climatology for a different reference period (1991-2020) and compare it to the climatology that we just generated with the reference period (1981-2010). Be sure to compare the two and note the differences. Can you see why it is important to re-calculate this climatology?

# extract 30 year data for 1991-2020
precip_30yr_exercise = ...

# calculate climatology for 1991-2020
precip_clim_exercise = ...

# find difference in climatologies: (1981-2010) minus (1991-2020)
precip_diff_exercise = ...

# Compare the climatology for four different seasons by generating the
#         difference maps for January, April, July, and October with colorbar max and min = 1,-1

# Define the figure and each axis for the 2 rows and 2 columns
fig, axs = plt.subplots(
    nrows=2, ncols=2, subplot_kw={"projection": ccrs.Robinson()}#, figsize=(12, 8)
)

# axs is a 2-dimensional array of `GeoAxes`. We will flatten it into a 1-D array
axs = ...

# Loop over selected months (Jan, Apr, Jul, Oct)
for i, month in enumerate([1, 4, 7, 10]):
    ...

Click for solution

Example output:

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# @title Submit your feedback
content_review(f"{feedback_prefix}_Coding_Exercise_2_2")

Summary

Climatologies provide valuable insight into the typical weather patterns of a region. Key takeaways from this tutorial include:

• A climatology pertains to the long-term average of various system attributes, such as temperature and precipitation, often spanning 30 years.

• Satellite climate data records offer valuable insights for calculating climatologies on a global scale.

By comparing the weather conditions of a specific day or month to the climatology, we can determine the extent to which they deviate from the norm. This concept of comparing against the climatology, or the norm, will be the focus of our next tutorial - the anomaly!

Resources

Data from this tutorial can be accessed here.