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MadagascarWeatherStations

The MadagascarWeatherStations package provides tools for fetching, processing, and analyzing weather data in the South West of Madagascar. This includes the following data sources:

  1. Ambient Weather Sensors, whose data is collected via the Ambient Weather API,
  2. Indoor Sensors, whose data is collected via manual downloads from the HOBO app, and
  3. AirQO Sensors, whose data is collected via the AirQO API (TBD)

It includes functions for retrieving data from the sources, cleaning and merging datasets, and storing the processed data in a standardized format for further analysis.

Installation

You can install the development version of MadagascarWeatherStations like so:

# install.packages("devtools")
devtools::install_github("GoldenPlanetaryHealthLab/MadagascarWeatherStations")

Pipeline Implementation

The pipeline is implemented in two main functionalities:

  1. targets pipeline: This is the core of the data processing workflow, which defines a series of targets that represent different stages of the data processing. Each target is responsible for a specific task, such as fetching data, cleaning it, or saving it to disk. The targets package manages the dependencies between these targets (as a DAG) and ensures that they are executed in the correct order.

  2. maestro scheduling: This is responsible for scheduling the execution of the targets pipeline. While targets is defined for static pipelines, maestro allows us to specify how often we want the pipeline to update local data (e.g., every hour, daily, etc.) and handles the execution of the pipeline according to that schedule.

See vignette(“pipeline-definition”) for more details on how the pipeline is defined and implemented.

Accessing the Data

Once you’ve installed the package, you must first run the targets pipeline to fetch and process it locally to your project. To do this, you must first access an API key for the Ambient Weather API, and set it in your .Renviron file. See here[1] for more information on that. Then, you can run the pipeline by executing tar_make() in the R console. This will execute all defined targets, processing the data and generating clean datasets.

Once the targets pipeline has run, access the datasets by:

library(MadagascarWeatherStations)
library(dplyr) # for pipe and glimpse()
library(targets)

# Load the indoor data
indoor_data <- tar_read(indoor_sensor_database)

# Load the ambient weather station data
# note that these are parquet files, not data frames;
# we store them this way to avoid duplicating data in memory
# and to allow for more efficient storage and retrieval of large datasets
ambient_data <- tar_read(ambient_weather_station_database) %>%
  purrr::map(nanoparquet::read_parquet) %>%
  purrr::list_rbind()

# Load the AirQO data (TBD)
glimpse(indoor_data)
#> Rows: 55,002
#> Columns: 8
#> $ logging_period       �[3m�[38;5;246m<dbl>�[39m�[23m �[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m,�[39m…
#> $ local_date           �[3m�[38;5;246m<dttm>�[39m�[23m 2025-09-25 18:23:06�[38;5;246m, �[39m2025-09-25 18:28:06�[38;5;246m, �[39m2025-09-25 18:33:06�[38;5;246m, �[39m2025-09-25 18:38:06�[38;5;246m, �[39m2025-09-25 18:43:06�[38;5;246m, �[39m2025-09-25 18:48:06�[38;5;246m, �[39m2025-09-25 18:53:06�[38;5;246m, �[39m2025-09-25 18:58:06�[38;5;246m, �[39m2025-09-25 19:03:0…
#> $ host_connected       �[3m�[38;5;246m<chr>�[39m�[23m �[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m,�[39m…
#> $ end_of_file          �[3m�[38;5;246m<chr>�[39m�[23m �[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m, �[39m�[31mNA�[39m�[38;5;246m,�[39m…
#> $ temperature_c        �[3m�[38;5;246m<dbl>�[39m�[23m 34.12�[38;5;246m, �[39m34.04�[38;5;246m, �[39m33.34�[38;5;246m, �[39m33.18�[38;5;246m, �[39m33.03�[38;5;246m, �[39m32.85�[38;5;246m, �[39m32.64�[38;5;246m, �[39m32.48�[38;5;246m, �[39m32.33�[38;5;246m, �[39m32.18�[38;5;246m, �[39m32.00�[38;5;246m, �[39m31.97�[38;5;246m, �[39m32.48�[38;5;246m, �[39m32.33�[38;5;246m, �[39m30.52�[38;5;246m, �[39m30.55�[38;5;246m, �[39m29.94�[38;5;246m, �[39m28.17�[38;5;246m, �[39m27.31�[38;5;246m, �[39m27.70�[38;5;246m, �[39m27.78�[38;5;246m, �[39m27.75�[38;5;246m, �[39m27.65�[38;5;246m, �[39m26.43�[38;5;246m, �[39m25.91�[38;5;246m, �[39m25.55�[38;5;246m, �[39m25.28…
#> $ rel_humidity_percent �[3m�[38;5;246m<dbl>�[39m�[23m 54.85840�[38;5;246m, �[39m52.90527�[38;5;246m, �[39m51.07422�[38;5;246m, �[39m51.87988�[38;5;246m, �[39m51.90430�[38;5;246m, �[39m51.90430�[38;5;246m, �[39m51.83105�[38;5;246m, �[39m51.97754�[38;5;246m, �[39m52.00195�[38;5;246m, �[39m52.05078�[38;5;246m, �[39m52.44141�[38;5;246m, �[39m54.80957�[38;5;246m, �[39m57.00684�[38;5;246m, �[39m52.85645�[38;5;246m, �[39m51.53809�[38;5;246m, �[39m55.90820�[38;5;246m, �[39m54.78516�[38;5;246m, �[39m64.94141�[38;5;246m, �[39m62.8173…
#> $ dew_point_c          �[3m�[38;5;246m<dbl>�[39m�[23m 23.77230�[38;5;246m, �[39m23.09616�[38;5;246m, �[39m21.87114�[38;5;246m, �[39m21.98106�[38;5;246m, �[39m21.85075�[38;5;246m, �[39m21.68510�[38;5;246m, �[39m21.46873�[38;5;246m, �[39m21.36762�[38;5;246m, �[39m21.23720�[38;5;246m, �[39m21.11441�[38;5;246m, �[39m21.07056�[38;5;246m, �[39m21.76524�[38;5;246m, �[39m22.88650�[38;5;246m, �[39m21.50368�[38;5;246m, �[39m19.42594�[38;5;246m, �[39m20.77136�[38;5;246m, �[39m19.87589�[38;5;246m, �[39m20.97672�[38;5;246m, �[39m19.6240…
#> $ gmt_date             �[3m�[38;5;246m<dttm>�[39m�[23m 2025-09-25 15:23:06�[38;5;246m, �[39m2025-09-25 15:28:06�[38;5;246m, �[39m2025-09-25 15:33:06�[38;5;246m, �[39m2025-09-25 15:38:06�[38;5;246m, �[39m2025-09-25 15:43:06�[38;5;246m, �[39m2025-09-25 15:48:06�[38;5;246m, �[39m2025-09-25 15:53:06�[38;5;246m, �[39m2025-09-25 15:58:06�[38;5;246m, �[39m2025-09-25 16:03:0…
glimpse(ambient_data)
#> Rows: 4,011
#> Columns: 29
#> $ date_time      �[3m�[38;5;246m<dttm>�[39m�[23m 2026-03-04 05:05:00�[38;5;246m, �[39m2026-03-04 05:10:00�[38;5;246m, �[39m2026-03-04 05:15:00�[38;5;246m, �[39m2026-03-04 05:20:00�[38;5;246m, �[39m2026-03-04 05:25:00�[38;5;246m, �[39m2026-03-04 05:30:00�[38;5;246m, �[39m2026-03-04 05:35:00�[38;5;246m, �[39m2026-03-04 05:40:00�[38;5;246m, �[39m2026-03-04 05:45:00�[38;5;246m, �[39m202…
#> $ tempf          �[3m�[38;5;246m<dbl>�[39m�[23m 80.8�[38;5;246m, �[39m80.8�[38;5;246m, �[39m81.0�[38;5;246m, �[39m81.0�[38;5;246m, �[39m81.3�[38;5;246m, �[39m81.1�[38;5;246m, �[39m81.5�[38;5;246m, �[39m81.7�[38;5;246m, �[39m81.9�[38;5;246m, �[39m81.9�[38;5;246m, �[39m82.0�[38;5;246m, �[39m82.4�[38;5;246m, �[39m82.4�[38;5;246m, �[39m82.8�[38;5;246m, �[39m82.9�[38;5;246m, �[39m83.3�[38;5;246m, �[39m83.5�[38;5;246m, �[39m83.5�[38;5;246m, �[39m83.7�[38;5;246m, �[39m83.8�[38;5;246m, �[39m84.4�[38;5;246m, �[39m84.6�[38;5;246m, �[39m84.7�[38;5;246m, �[39m84.9�[38;5;246m, �[39m84.9�[38;5;246m, �[39m84.9�[38;5;246m, �[39m84.9�[38;5;246m, �[39m85.3�[38;5;246m, �[39m85.8�[38;5;246m, �[39m86.0�[38;5;246m, �[39m86.0�[38;5;246m, �[39m86.2�[38;5;246m, �[39m8…
#> $ humidity       �[3m�[38;5;246m<int>�[39m�[23m 81�[38;5;246m, �[39m81�[38;5;246m, �[39m81�[38;5;246m, �[39m81�[38;5;246m, �[39m81�[38;5;246m, �[39m81�[38;5;246m, �[39m82�[38;5;246m, �[39m81�[38;5;246m, �[39m83�[38;5;246m, �[39m81�[38;5;246m, �[39m82�[38;5;246m, �[39m83�[38;5;246m, �[39m82�[38;5;246m, �[39m81�[38;5;246m, �[39m81�[38;5;246m, �[39m81�[38;5;246m, �[39m82�[38;5;246m, �[39m83�[38;5;246m, �[39m83�[38;5;246m, �[39m81�[38;5;246m, �[39m79�[38;5;246m, �[39m78�[38;5;246m, �[39m76�[38;5;246m, �[39m78�[38;5;246m, �[39m75�[38;5;246m, �[39m77�[38;5;246m, �[39m77�[38;5;246m, �[39m73�[38;5;246m, �[39m73�[38;5;246m, �[39m78�[38;5;246m, �[39m76�[38;5;246m, �[39m78�[38;5;246m, �[39m78�[38;5;246m, �[39m79�[38;5;246m, �[39m81�[38;5;246m, �[39m81�[38;5;246m, �[39m79�[38;5;246m, �[39m82�[38;5;246m, �[39m81�[38;5;246m, �[39m80�[38;5;246m, �[39m79�[38;5;246m, �[39m80�[38;5;246m, �[39m77�[38;5;246m, �[39m79�[38;5;246m, �[39m80�[38;5;246m, �[39m77�[38;5;246m, �[39m80�[38;5;246m, �[39m80�[38;5;246m, �[39m8…
#> $ windspeedmph   �[3m�[38;5;246m<dbl>�[39m�[23m 1.12�[38;5;246m, �[39m0.22�[38;5;246m, �[39m0.67�[38;5;246m, �[39m1.12�[38;5;246m, �[39m0.89�[38;5;246m, �[39m2.01�[38;5;246m, �[39m0.89�[38;5;246m, �[39m0.89�[38;5;246m, �[39m1.34�[38;5;246m, �[39m1.34�[38;5;246m, �[39m1.34�[38;5;246m, �[39m1.57�[38;5;246m, �[39m1.34�[38;5;246m, �[39m0.67�[38;5;246m, �[39m1.34�[38;5;246m, �[39m1.12�[38;5;246m, �[39m2.46�[38;5;246m, �[39m3.80�[38;5;246m, �[39m3.58�[38;5;246m, �[39m4.03�[38;5;246m, �[39m4.03�[38;5;246m, �[39m4.47�[38;5;246m, �[39m3.80�[38;5;246m, �[39m5.59�[38;5;246m, �[39m8.05�[38;5;246m, �[39m7.16�[38;5;246m, �[39m6.04�[38;5;246m, �[39m6.49�[38;5;246m, �[39m6.04�[38;5;246m, �[39m4.92�[38;5;246m, �[39m4.92�[38;5;246m, �[39m4.70�[38;5;246m, �[39m4…
#> $ windgustmph    �[3m�[38;5;246m<dbl>�[39m�[23m 1.12�[38;5;246m, �[39m1.12�[38;5;246m, �[39m1.12�[38;5;246m, �[39m1.12�[38;5;246m, �[39m1.12�[38;5;246m, �[39m2.24�[38;5;246m, �[39m1.12�[38;5;246m, �[39m1.12�[38;5;246m, �[39m2.24�[38;5;246m, �[39m2.24�[38;5;246m, �[39m2.24�[38;5;246m, �[39m2.24�[38;5;246m, �[39m2.24�[38;5;246m, �[39m1.12�[38;5;246m, �[39m2.24�[38;5;246m, �[39m1.12�[38;5;246m, �[39m3.36�[38;5;246m, �[39m4.47�[38;5;246m, �[39m4.47�[38;5;246m, �[39m5.82�[38;5;246m, �[39m5.82�[38;5;246m, �[39m5.82�[38;5;246m, �[39m4.47�[38;5;246m, �[39m5.82�[38;5;246m, �[39m9.17�[38;5;246m, �[39m8.05�[38;5;246m, �[39m8.05�[38;5;246m, �[39m8.05�[38;5;246m, �[39m6.93�[38;5;246m, �[39m5.82�[38;5;246m, �[39m5.82�[38;5;246m, �[39m6.93�[38;5;246m, �[39m4…
#> $ maxdailygust   �[3m�[38;5;246m<dbl>�[39m�[23m 11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.41�[38;5;246m, �[39m11.4…
#> $ winddir        �[3m�[38;5;246m<int>�[39m�[23m 295�[38;5;246m, �[39m297�[38;5;246m, �[39m312�[38;5;246m, �[39m292�[38;5;246m, �[39m287�[38;5;246m, �[39m281�[38;5;246m, �[39m319�[38;5;246m, �[39m294�[38;5;246m, �[39m312�[38;5;246m, �[39m263�[38;5;246m, �[39m298�[38;5;246m, �[39m265�[38;5;246m, �[39m309�[38;5;246m, �[39m262�[38;5;246m, �[39m317�[38;5;246m, �[39m325�[38;5;246m, �[39m255�[38;5;246m, �[39m288�[38;5;246m, �[39m251�[38;5;246m, �[39m254�[38;5;246m, �[39m264�[38;5;246m, �[39m252�[38;5;246m, �[39m248�[38;5;246m, �[39m234�[38;5;246m, �[39m247�[38;5;246m, �[39m231�[38;5;246m, �[39m250�[38;5;246m, �[39m255�[38;5;246m, �[39m251�[38;5;246m, �[39m242�[38;5;246m, �[39m213�[38;5;246m, �[39m243�[38;5;246m, �[39m250�[38;5;246m, �[39m262�[38;5;246m, �[39m231�[38;5;246m, �[39m245�[38;5;246m, �[39m239�[38;5;246m, �[39m227�[38;5;246m, �[39m241…
#> $ uv             �[3m�[38;5;246m<int>�[39m�[23m 0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m0�[38;5;246m, �[39m1�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m3�[38;5;246m, �[39m6�[38;5;246m, �[39m6�[38;5;246m, �[39m7�[38;5;246m, �[39m8�[38;5;246m, �[39m7�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m8�[38;5;246m, �[39m7�[38;5;246m, �[39m7�[38;5;246m, �[39m7�[38;5;246m, �[39m7�[38;5;246m, �[39m7…
#> $ solarradiation �[3m�[38;5;246m<dbl>�[39m�[23m 42.01�[38;5;246m, �[39m46.82�[38;5;246m, �[39m41.79�[38;5;246m, �[39m48.63�[38;5;246m, �[39m40.74�[38;5;246m, �[39m41.03�[38;5;246m, �[39m42.43�[38;5;246m, �[39m40.13�[38;5;246m, �[39m72.00�[38;5;246m, �[39m107.66�[38;5;246m, �[39m133.46�[38;5;246m, �[39m59.19�[38;5;246m, �[39m136.16�[38;5;246m, �[39m62.04�[38;5;246m, �[39m46.39�[38;5;246m, �[39m49.88�[38;5;246m, �[39m44.14�[38;5;246m, �[39m85.68�[38;5;246m, �[39m96.67�[38;5;246m, �[39m47.02�[38;5;246m, �[39m47.18�[38;5;246m, �[39m49.64�[38;5;246m, �[39m48.56�[38;5;246m, �[39m49.34�[38;5;246m, �[39m64.43�[38;5;246m, �[39m52.02�[38;5;246m, �[39m49.18�[38;5;246m, �[39m5…
#> $ hourlyrainin   �[3m�[38;5;246m<int>�[39m�[23m 0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0…
#> $ eventrainin    �[3m�[38;5;246m<int>�[39m�[23m 0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0…
#> $ dailyrainin    �[3m�[38;5;246m<int>�[39m�[23m 0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0�[38;5;246m, �[39m0…
#> $ weeklyrainin   �[3m�[38;5;246m<dbl>�[39m�[23m 0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.57…
#> $ monthlyrainin  �[3m�[38;5;246m<dbl>�[39m�[23m 0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.571�[38;5;246m, �[39m0.57…
#> $ yearlyrainin   �[3m�[38;5;246m<dbl>�[39m�[23m 2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.283�[38;5;246m, �[39m2.28…
#> $ totalrainin    �[3m�[38;5;246m<dbl>�[39m�[23m 11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m11.516�[38;5;246m, �[39m1…
#> $ battout        �[3m�[38;5;246m<int>�[39m�[23m 1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1�[38;5;246m, �[39m1…
#> $ tempinf        �[3m�[38;5;246m<dbl>�[39m�[23m 82.8�[38;5;246m, �[39m82.8�[38;5;246m, �[39m82.9�[38;5;246m, �[39m83.1�[38;5;246m, �[39m82.9�[38;5;246m, �[39m82.9�[38;5;246m, �[39m82.8�[38;5;246m, �[39m82.8�[38;5;246m, �[39m82.8�[38;5;246m, �[39m82.4�[38;5;246m, �[39m82.6�[38;5;246m, �[39m82.8�[38;5;246m, �[39m82.8�[38;5;246m, �[39m82.9�[38;5;246m, �[39m82.9�[38;5;246m, �[39m82.9�[38;5;246m, �[39m83.1�[38;5;246m, �[39m83.1�[38;5;246m, �[39m83.1�[38;5;246m, �[39m83.3�[38;5;246m, �[39m83.7�[38;5;246m, �[39m83.8�[38;5;246m, �[39m83.8�[38;5;246m, �[39m84.0�[38;5;246m, �[39m84.2�[38;5;246m, �[39m84.6�[38;5;246m, �[39m84.9�[38;5;246m, �[39m85.3�[38;5;246m, �[39m85.1�[38;5;246m, �[39m84.9�[38;5;246m, �[39m84.7�[38;5;246m, �[39m84.6�[38;5;246m, �[39m8…
#> $ humidityin     �[3m�[38;5;246m<int>�[39m�[23m 72�[38;5;246m, �[39m72�[38;5;246m, �[39m71�[38;5;246m, �[39m71�[38;5;246m, �[39m72�[38;5;246m, �[39m72�[38;5;246m, �[39m72�[38;5;246m, �[39m72�[38;5;246m, �[39m73�[38;5;246m, �[39m73�[38;5;246m, �[39m74�[38;5;246m, �[39m74�[38;5;246m, �[39m74�[38;5;246m, �[39m74�[38;5;246m, �[39m75�[38;5;246m, �[39m75�[38;5;246m, �[39m76�[38;5;246m, �[39m76�[38;5;246m, �[39m76�[38;5;246m, �[39m75�[38;5;246m, �[39m75�[38;5;246m, �[39m74�[38;5;246m, �[39m73�[38;5;246m, �[39m73�[38;5;246m, �[39m73�[38;5;246m, �[39m73�[38;5;246m, �[39m72�[38;5;246m, �[39m72�[38;5;246m, �[39m71�[38;5;246m, �[39m72�[38;5;246m, �[39m73�[38;5;246m, �[39m75�[38;5;246m, �[39m75�[38;5;246m, �[39m76�[38;5;246m, �[39m76�[38;5;246m, �[39m77�[38;5;246m, �[39m77�[38;5;246m, �[39m76�[38;5;246m, �[39m77�[38;5;246m, �[39m77�[38;5;246m, �[39m77�[38;5;246m, �[39m77�[38;5;246m, �[39m77�[38;5;246m, �[39m79�[38;5;246m, �[39m79�[38;5;246m, �[39m78�[38;5;246m, �[39m78�[38;5;246m, �[39m79�[38;5;246m, �[39m7…
#> $ baromrelin     �[3m�[38;5;246m<dbl>�[39m�[23m 29.917�[38;5;246m, �[39m29.920�[38;5;246m, �[39m29.920�[38;5;246m, �[39m29.917�[38;5;246m, �[39m29.926�[38;5;246m, �[39m29.917�[38;5;246m, �[39m29.923�[38;5;246m, �[39m29.923�[38;5;246m, �[39m29.923�[38;5;246m, �[39m29.923�[38;5;246m, �[39m29.926�[38;5;246m, �[39m29.920�[38;5;246m, �[39m29.923�[38;5;246m, �[39m29.926�[38;5;246m, �[39m29.926�[38;5;246m, �[39m29.926�[38;5;246m, �[39m29.926�[38;5;246m, �[39m29.926�[38;5;246m, �[39m29.920�[38;5;246m, �[39m29.926�[38;5;246m, �[39m29.920�[38;5;246m, �[39m29.923�[38;5;246m, �[39m29.926�[38;5;246m, �[39m29.923�[38;5;246m, �[39m2…
#> $ baromabsin     �[3m�[38;5;246m<dbl>�[39m�[23m 29.887�[38;5;246m, �[39m29.890�[38;5;246m, �[39m29.890�[38;5;246m, �[39m29.887�[38;5;246m, �[39m29.896�[38;5;246m, �[39m29.887�[38;5;246m, �[39m29.893�[38;5;246m, �[39m29.893�[38;5;246m, �[39m29.893�[38;5;246m, �[39m29.893�[38;5;246m, �[39m29.896�[38;5;246m, �[39m29.890�[38;5;246m, �[39m29.893�[38;5;246m, �[39m29.896�[38;5;246m, �[39m29.896�[38;5;246m, �[39m29.896�[38;5;246m, �[39m29.896�[38;5;246m, �[39m29.896�[38;5;246m, �[39m29.890�[38;5;246m, �[39m29.896�[38;5;246m, �[39m29.890�[38;5;246m, �[39m29.893�[38;5;246m, �[39m29.896�[38;5;246m, �[39m29.893�[38;5;246m, �[39m2…
#> $ feelsLike      �[3m�[38;5;246m<dbl>�[39m�[23m 86.16�[38;5;246m, �[39m86.16�[38;5;246m, �[39m86.63�[38;5;246m, �[39m86.63�[38;5;246m, �[39m87.33�[38;5;246m, �[39m86.86�[38;5;246m, �[39m88.04�[38;5;246m, �[39m88.30�[38;5;246m, �[39m89.30�[38;5;246m, �[39m88.80�[38;5;246m, �[39m89.30�[38;5;246m, �[39m90.63�[38;5;246m, �[39m90.34�[38;5;246m, �[39m91.10�[38;5;246m, �[39m91.36�[38;5;246m, �[39m92.43�[38;5;246m, �[39m93.33�[38;5;246m, �[39m93.69�[38;5;246m, �[39m94.26�[38;5;246m, �[39m93.80�[38;5;246m, �[39m94.69�[38;5;246m, �[39m94.84�[38;5;246m, �[39m94.30�[38;5;246m, �[39m95.66�[38;5;246m, �[39m94.42�[38;5;246m, �[39m95.24�[38;5;246m, �[39m95.24�[38;5;246m, �[39m94.6…
#> $ dewPoint       �[3m�[38;5;246m<dbl>�[39m�[23m 74.41�[38;5;246m, �[39m74.41�[38;5;246m, �[39m74.60�[38;5;246m, �[39m74.60�[38;5;246m, �[39m74.89�[38;5;246m, �[39m74.70�[38;5;246m, �[39m75.46�[38;5;246m, �[39m75.28�[38;5;246m, �[39m76.21�[38;5;246m, �[39m75.48�[38;5;246m, �[39m75.94�[38;5;246m, �[39m76.70�[38;5;246m, �[39m76.33�[38;5;246m, �[39m76.35�[38;5;246m, �[39m76.45�[38;5;246m, �[39m76.84�[38;5;246m, �[39m77.41�[38;5;246m, �[39m77.77�[38;5;246m, �[39m77.97�[38;5;246m, �[39m77.33�[38;5;246m, �[39m77.15�[38;5;246m, �[39m76.96�[38;5;246m, �[39m76.27�[38;5;246m, �[39m77.25�[38;5;246m, �[39m76.07�[38;5;246m, �[39m76.86�[38;5;246m, �[39m76.86�[38;5;246m, �[39m75.6…
#> $ feelsLikein    �[3m�[38;5;246m<dbl>�[39m�[23m 88.5�[38;5;246m, �[39m88.5�[38;5;246m, �[39m88.5�[38;5;246m, �[39m88.9�[38;5;246m, �[39m88.7�[38;5;246m, �[39m88.7�[38;5;246m, �[39m88.5�[38;5;246m, �[39m88.5�[38;5;246m, �[39m88.8�[38;5;246m, �[39m87.9�[38;5;246m, �[39m88.6�[38;5;246m, �[39m89.1�[38;5;246m, �[39m89.1�[38;5;246m, �[39m89.3�[38;5;246m, �[39m89.6�[38;5;246m, �[39m89.6�[38;5;246m, �[39m90.3�[38;5;246m, �[39m90.3�[38;5;246m, �[39m90.3�[38;5;246m, �[39m90.5�[38;5;246m, �[39m91.4�[38;5;246m, �[39m91.3�[38;5;246m, �[39m91.0�[38;5;246m, �[39m91.5�[38;5;246m, �[39m91.9�[38;5;246m, �[39m92.9�[38;5;246m, �[39m93.2�[38;5;246m, �[39m94.2�[38;5;246m, �[39m93.3�[38;5;246m, �[39m93.2�[38;5;246m, �[39m93.1�[38;5;246m, �[39m93.7�[38;5;246m, �[39m9…
#> $ dewPointin     �[3m�[38;5;246m<dbl>�[39m�[23m 72.8�[38;5;246m, �[39m72.8�[38;5;246m, �[39m72.5�[38;5;246m, �[39m72.7�[38;5;246m, �[39m72.9�[38;5;246m, �[39m72.9�[38;5;246m, �[39m72.8�[38;5;246m, �[39m72.8�[38;5;246m, �[39m73.2�[38;5;246m, �[39m72.9�[38;5;246m, �[39m73.4�[38;5;246m, �[39m73.6�[38;5;246m, �[39m73.6�[38;5;246m, �[39m73.7�[38;5;246m, �[39m74.1�[38;5;246m, �[39m74.1�[38;5;246m, �[39m74.7�[38;5;246m, �[39m74.7�[38;5;246m, �[39m74.7�[38;5;246m, �[39m74.5�[38;5;246m, �[39m74.9�[38;5;246m, �[39m74.6�[38;5;246m, �[39m74.2�[38;5;246m, �[39m74.4�[38;5;246m, �[39m74.6�[38;5;246m, �[39m75.0�[38;5;246m, �[39m74.8�[38;5;246m, �[39m75.2�[38;5;246m, �[39m74.6�[38;5;246m, �[39m74.8�[38;5;246m, �[39m75.1�[38;5;246m, �[39m75.8�[38;5;246m, �[39m7…
#> $ lastRain       �[3m�[38;5;246m<chr>�[39m�[23m "2026-03-02T21:57:00.000Z"�[38;5;246m, �[39m"2026-03-02T21:57:00.000Z"�[38;5;246m, �[39m"2026-03-02T21:57:00.000Z"�[38;5;246m, �[39m"2026-03-02T21:57:00.000Z"�[38;5;246m, �[39m"2026-03-02T21:57:00.000Z"�[38;5;246m, �[39m"2026-03-02T21:57:00.000Z"�[38;5;246m, �[39m"2026-03-02T21:57:00.000Z…
#> $ passkey        �[3m�[38;5;246m<chr>�[39m�[23m "5133085e2683c204bd2ef82986dd7af0"�[38;5;246m, �[39m"5133085e2683c204bd2ef82986dd7af0"�[38;5;246m, �[39m"5133085e2683c204bd2ef82986dd7af0"�[38;5;246m, �[39m"5133085e2683c204bd2ef82986dd7af0"�[38;5;246m, �[39m"5133085e2683c204bd2ef82986dd7af0"�[38;5;246m, �[39m"5133085e2683…
#> $ time           �[3m�[38;5;246m<dbl>�[39m�[23m 1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+12�[38;5;246m, �[39m1.772582e+1…
#> $ loc            �[3m�[38;5;246m<chr>�[39m�[23m "5133085e2683c204bd2ef82986dd7af0/daily/1772582400000.json"�[38;5;246m, �[39m"5133085e2683c204bd2ef82986dd7af0/daily/1772582400000.json"�[38;5;246m, �[39m"5133085e2683c204bd2ef82986dd7af0/daily/1772582400000.json"�[38;5;246m, �[39m"5133085e2…
  1. Note: the ambientweatheR package is a dependency of this package, but I found a bug in it that I fixed in this pull request.

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Data harmonization and distribution pipeline for ambient weather stations in MDG

goldenplanetaryhealthlab.github.io/MadagascarWeatherStations/

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