A user-friendly Python library for transforming commercial microwave links into rain estimation insights. Built with nbdev and Jupyter notebooks, this tool offers robust scientific and visualization capabilities, tailored for researchers in the field.
Project description
raincell
Tip: If you are reading this in the GitHub’s readme, we recommend consulting the much more nicely formatted documentation instead.
Install
Install the latest version of the package from GitHub repository:
$ pip install git+ssh://git@github.com/rainsmore/raincell.git
in the future we will also allow installing directly from conda and from pypi.
Contributing
All help is welcome, so if you would like to contribute (bug reports, documentation, etc.), please check our contribution guide. This guide also explains our approach to notebook development.
Getting started
If this is the first time you are using the Raincell library, we highly recommend following the tutorial in this section. You can either work through the online documentation or download this file as a notebook and work through it locally. The tutorial will guide you step by step through the process of converting raw Commercial Microwave Link (CML) data into precipitation rate estimates.
[!TIP]
If you are already familiar with the library, you can skip to the Next steps section. However, we recommend checking it from time to time, as new basic functionalities will appear here.
from raincell import open_cml_sample, open_gauge_sample
Lets start by opening commercial microwave link (CML) sample data over the city of Douala with 15 min and max sampling of the Network Management System (NMS).
cml = open_cml_sample()
cml
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<xarray.Dataset> Size: 108MB
Dimensions: (cml_id: 126, sublink_id: 6, time: 2964)
Coordinates: (10)
Data variables:
rsl_avg (cml_id, sublink_id, time) float64 18MB -48.0 -48.0 ... nan nan
tsl_avg (cml_id, sublink_id, time) float64 18MB 10.0 10.0 ... nan nan
rsl_min (cml_id, sublink_id, time) float64 18MB -48.8 -48.3 ... nan nan
tsl_min (cml_id, sublink_id, time) float64 18MB 10.0 10.0 ... nan nan
rsl_max (cml_id, sublink_id, time) float64 18MB -47.6 -47.8 ... nan nan
tsl_max (cml_id, sublink_id, time) float64 18MB 10.0 10.0 ... nan nan
Attributes:
title: East side Douala CML links sample data
file author(s): Orange Cameroun and IRD Rainsmore Group
institution: Orange Cameroun and IRD Rainsmore Group
date: 2025-11-07
source: Modified Orange Cameroun CML data for example purp...
naming convention: COST ACTION OPENSENSE V2
license restrictions: CC BY-NC-ND 4.0xarray.Dataset
- Dimensions:
- cml_id: 126
- sublink_id: 6
- time: 2964
- Coordinates: (10)
- cml_id(cml_id)<U19'3.984686N-9.789517E' ... '4.095...
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- time(time)datetime64[ns]2019-07-01T00:05:00 ... 2019-07-...
- long_name :
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- units :
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- long_name :
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- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_latitude
array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194, 4.01775 , 4.029 , 4.009639, 4.029 , 4.015972, 4.029 , 4.015972, 4.023444, 4.015972, 4.029 , 4.014417, 4.029 , 4.015972, 4.029381, 4.0194 , 4.023167, 4.022056, 4.015972, 4.029381, 4.029 , 4.022139, 4.015972, 4.029381, 4.029381, 4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381, 4.040819, 4.032 , 4.029 , 4.032433, 4.033028, 4.040819, 4.029381, 4.033886, 4.029 , 4.040083, 4.040819, 4.040819, 4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029 , 4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194, 4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333, 4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667, 4.053667, 4.0585 , 4.058056, 4.053667, 4.060028, 4.053667, 4.0585 , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333, 4.053667, 4.0585 , 4.059611, 4.059583, 4.06425 , 4.066322, 4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389, 4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817 , 4.074778, 4.079889, 4.081867, 4.0817 , 4.085936, 4.085936, 4.0817 , 4.085936, 4.081441, 4.0817 , 4.0817 , 4.074778, 4.085936, 4.085936, 4.0817 , 4.074778, 4.085936, 4.0817 , 4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ]) - site_0_lon(cml_id)float649.787 9.787 9.764 ... 9.729 9.742
- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_longitude
array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472, 9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833, 9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833, 9.738528, 9.696744, 9.743889, 9.792 , 9.67025 , 9.738528, 9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744, 9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744, 9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028, 9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028, 9.699006, 9.774 , 9.686417, 9.762056, 9.733028, 9.767833, 9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889, 9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861, 9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917, 9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917, 9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444, 9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558, 9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139, 9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083, 9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944, 9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667, 9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083, 9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ]) - site_1_lat(cml_id)float643.977 3.979 3.997 ... 4.091 4.097
- units :
- degrees in WGS84 projection
- long_name :
- site_1_latitude
array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105 , 4.012278, 4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472, 4.017917, 4.01048 , 4.0195 , 4.008442, 4.023111, 4.0105 , 4.023889, 4.0115 , 4.023111, 4.019889, 4.02603 , 4.03279 , 4.02012 , 4.02125 , 4.0284 , 4.035278, 4.02238 , 4.022917, 4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417, 4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583, 4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342, 4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694, 4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661, 4.0475 , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465 , 4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 , 4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 , 4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638, 4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528, 4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 , 4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972, 4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367, 4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194, 4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389, 4.090833, 4.091278, 4.104861, 4.0945 , 4.091278, 4.097333]) - site_1_lon(cml_id)float649.792 9.816 9.759 ... 9.736 9.743
- units :
- degrees in WGS84 projection
- long_name :
- site_1_longitude
array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111, 9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056, 9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719, 9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 , 9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556, 9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417, 9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667, 9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011, 9.70265 , 9.7795 , 9.689827, 9.754583, 9.728389, 9.779361, 9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739, 9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472, 9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889, 9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028, 9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412, 9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 , 9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 , 9.742681, 9.774 , 9.721058, 9.745583, 9.719417, 9.781778, 9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774 , 9.79339 , 9.753278, 9.756825, 9.7949 , 9.77848 , 9.751769, 9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667, 9.758611, 9.736042, 9.744 , 9.764367, 9.736042, 9.743333]) - transmitter(cml_id, sublink_id)float640.0 1.0 nan nan ... nan nan nan nan
- long_name :
- transmitter_site_identifier
array([[ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], ... [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan]]) - length(cml_id)float641.852e+03 3.573e+03 ... 736.0 419.0
- units :
- m
- long_name :
- distance_between_pair_of_antennas
array([1852., 3573., 556., 402., 774., 2535., 1170., 3527., 2296., 3865., 466., 2787., 3289., 1436., 2149., 2582., 1049., 2046., 4718., 3349., 654., 1551., 2266., 2195., 1060., 1096., 874., 2214., 1640., 755., 2767., 364., 1147., 868., 666., 536., 2032., 420., 1683., 323., 516., 1581., 1297., 610., 1950., 433., 2369., 928., 441., 697., 387., 975., 524., 3016., 1655., 4340., 420., 431., 570., 810., 706., 2591., 611., 822., 317., 564., 596., 454., 522., 956., 2079., 2778., 633., 546., 879., 1051., 2834., 2012., 630., 4117., 1398., 1176., 2214., 796., 1697., 1142., 498., 741., 603., 669., 451., 924., 1436., 932., 535., 407., 731., 561., 2304., 1786., 1060., 1382., 700., 480., 1476., 1810., 1858., 2720., 888., 1225., 968., 1010., 895., 2314., 2690., 1647., 947., 3219., 1453., 2727., 830., 555., 3862., 889., 736., 419.])
- Data variables: (6)
- rsl_avg(cml_id, sublink_id, time)float64-48.0 -48.0 -48.1 ... nan nan nan
- units :
- dBm
- long_name :
- averaged_received_signal_level_over_time_window
array([[[-48. , -48. , -48.1, ..., -48.1, -48.1, -48.1], [-46.5, -46.6, -46.4, ..., -46.4, -46.4, -46.4], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-43.6, -43.6, -43.7, ..., -40.6, -40.6, -40.6], [-43.9, -44.1, -44.1, ..., -95.9, -95.9, -95.9], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-38.5, -38.5, -38.5, ..., -38.6, -38.6, -38.6], [-37.8, -37.8, -37.7, ..., -37.8, -37.8, -37.8], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], ... [-41.6, -41.5, -41.5, ..., -41.6, -41.6, -41.6], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-52.9, -52.9, -52.9, ..., -53.4, -53.4, -53.3], [-52.8, -52.8, -52.8, ..., -53.3, -53.3, -53.2], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-45.9, -45.9, -45.9, ..., -46.5, -46.4, -46.4], [-45.5, -45.5, -45.6, ..., -46.2, -46.2, -46.1], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964)) - tsl_avg(cml_id, sublink_id, time)float6410.0 10.0 10.0 10.0 ... nan nan nan
- units :
- dBm
- long_name :
- averaged_transmitted_signal_level_over_time_window
array([[[10., 10., 10., ..., 10., 10., 10.], [10., 10., 10., ..., 10., 10., 10.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[19., 19., 19., ..., 19., 19., 19.], [19., 19., 19., ..., 19., 19., 19.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[ 8., 8., 8., ..., 8., 8., 8.], [ 8., 8., 8., ..., 8., 8., 8.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], ... [[ 8., 8., 8., ..., 8., 8., 8.], [ 8., 8., 8., ..., 8., 8., 8.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[ 1., 1., 1., ..., 1., 1., 1.], [ 1., 1., 1., ..., 1., 1., 1.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[ 1., 1., 1., ..., 1., 1., 1.], [ 1., 1., 1., ..., 1., 1., 1.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964)) - rsl_min(cml_id, sublink_id, time)float64-48.8 -48.3 -48.3 ... nan nan nan
- units :
- dBm
- long_name :
- minimum_received_signal_level_over_time_window
array([[[-48.8, -48.3, -48.3, ..., -48.3, -48.3, -48.3], [-47.2, -46.8, -46.7, ..., -46.7, -46.5, -46.7], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-43.8, -44.1, -44.2, ..., -41.8, -41.8, -41.8], [-44.9, -44.7, -44.7, ..., -95.9, -95.9, -95.9], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-38.6, -38.6, -38.7, ..., -39. , -38.8, -38.8], [-37.9, -37.9, -37.8, ..., -38.2, -37.9, -37.9], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], ... [-41.7, -41.6, -41.6, ..., -41.7, -41.7, -41.7], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-53. , -53. , -53. , ..., -53.6, -53.6, -53.5], [-52.9, -52.9, -52.9, ..., -53.6, -53.6, -53.3], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-46. , -46. , -46. , ..., -46.8, -46.7, -46.7], [-45.6, -45.6, -45.6, ..., -46.4, -46.4, -46.3], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964)) - tsl_min(cml_id, sublink_id, time)float6410.0 10.0 10.0 10.0 ... nan nan nan
- units :
- dBm
- long_name :
- minimum_transmitted_signal_level_over_time_window
array([[[10., 10., 10., ..., 10., 10., 10.], [10., 10., 10., ..., 10., 10., 10.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[19., 19., 19., ..., 19., 19., 19.], [19., 19., 19., ..., 19., 19., 19.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[ 8., 8., 8., ..., 8., 8., 8.], [ 8., 8., 8., ..., 8., 8., 8.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], ... [[ 8., 8., 8., ..., 8., 8., 8.], [ 8., 8., 8., ..., 8., 8., 8.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[ 1., 1., 1., ..., 1., 1., 1.], [ 1., 1., 1., ..., 1., 1., 1.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[ 1., 1., 1., ..., 1., 1., 1.], [ 1., 1., 1., ..., 1., 1., 1.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964)) - rsl_max(cml_id, sublink_id, time)float64-47.6 -47.8 -47.9 ... nan nan nan
- units :
- dBm
- long_name :
- maximum_received_signal_level_over_time_window
array([[[-47.6, -47.8, -47.9, ..., -48. , -47.9, -48. ], [-46.2, -46.3, -46.3, ..., -46.2, -46.2, -46.2], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-43.3, -43.2, -43.2, ..., -39.7, -39.7, -39.7], [-42.9, -43.7, -43.7, ..., -95.8, -95.8, -95.8], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-38.4, -38.3, -38.4, ..., -38.4, -38.5, -38.5], [-37.7, -37.7, -37.6, ..., -37.5, -37.6, -37.6], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], ... [-41.5, -41.5, -41.5, ..., -41.5, -41.5, -41.5], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-52.8, -52.8, -52.8, ..., -53.1, -53.1, -53.2], [-52.7, -52.7, -52.7, ..., -52.9, -52.9, -53. ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-45.8, -45.8, -45.8, ..., -46.2, -46.1, -46.1], [-45.4, -45.4, -45.4, ..., -46. , -46. , -45.9], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964)) - tsl_max(cml_id, sublink_id, time)float6410.0 10.0 10.0 10.0 ... nan nan nan
- units :
- dBm
- long_name :
- maximum_transmitted_signal_level_over_time_window
array([[[10., 10., 10., ..., 10., 10., 10.], [10., 10., 10., ..., 10., 10., 10.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[19., 19., 19., ..., 19., 19., 19.], [19., 19., 19., ..., 19., 19., 19.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[ 8., 8., 8., ..., 8., 8., 8.], [ 8., 8., 8., ..., 8., 8., 8.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], ... [[ 8., 8., 8., ..., 8., 8., 8.], [ 8., 8., 8., ..., 8., 8., 8.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[ 1., 1., 1., ..., 1., 1., 1.], [ 1., 1., 1., ..., 1., 1., 1.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]], [[ 1., 1., 1., ..., 1., 1., 1.], [ 1., 1., 1., ..., 1., 1., 1.], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan], [nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964))
- Attributes: (7)
- title :
- East side Douala CML links sample data
- file author(s) :
- Orange Cameroun and IRD Rainsmore Group
- institution :
- Orange Cameroun and IRD Rainsmore Group
- date :
- 2025-11-07
- source :
- Modified Orange Cameroun CML data for example purposes
- naming convention :
- COST ACTION OPENSENSE V2
- license restrictions :
- CC BY-NC-ND 4.0
We will also open gauges sample data for the same region and time period.
gauge = open_gauge_sample()
gauge
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<xarray.Dataset> Size: 393kB
Dimensions: (gauge_name: 8, time: 2881)
Coordinates: (6)
Data variables:
tp (gauge_name, time) float64 184kB 0.0 0.0 ... 0.0
tprate (gauge_name, time) float64 184kB 0.0 0.0 ... 0.0
Attributes:
title: East side Douala Gauges sample data
file author(s): IUT de Douala and IRD Rainsmore Group
license restrictions: CC BY-NC-ND 4.0xarray.Dataset
- Dimensions:
- gauge_name: 8
- time: 2881
- Coordinates: (6)
- gauge_name(gauge_name)<U25'Campus_2_Universite' ... 'SOCATUR'
array(['Campus_2_Universite', 'Ecole_Saint_Andre_PK11', 'Eglise_Pie_X_PK14', 'Hopital_des_Soeurs_Logpom', 'Lycee_NYALLA', 'Meteo_IUT', 'Piscine_CITE_SIC', 'SOCATUR'], dtype='<U25') - time(time)datetime64[ns]2019-07-01T00:05:00 ... 2019-07-...
array(['2019-07-01T00:05:00.000000000', '2019-07-01T00:20:00.000000000', '2019-07-01T00:35:00.000000000', ..., '2019-07-30T23:35:00.000000000', '2019-07-30T23:50:00.000000000', '2019-07-31T00:05:00.000000000'], shape=(2881,), dtype='datetime64[ns]') - gauge_code(gauge_name)int641059095008 ... 1059095001
array([1059095008, 1059095004, 1059095007, 1059095005, 1059095002, 1059095006, 1059095003, 1059095001]) - gauge_lat(gauge_name)float644.057 4.057 4.079 ... 4.052 4.047
array([4.05663859, 4.05686995, 4.079149 , 4.078547 , 4.031468 , 4.056894 , 4.051833 , 4.047314 ]) - gauge_lon(gauge_name)float649.742 9.782 9.795 ... 9.731 9.746
array([9.74233361, 9.7816409 , 9.794725 , 9.767835 , 9.769916 , 9.745173 , 9.730603 , 9.745514 ]) - gauge_installation_type(gauge_name)<U10'Dalle_sol' 'equerre' ... 'equerre'
array(['Dalle_sol', 'equerre', 'equerre', 'Dalle_sol', 'Dalle_sol', 'Dalle_sol', 'Dalle_toit', 'equerre'], dtype='<U10')
- Data variables: (2)
- tp(gauge_name, time)float640.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
array([[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.]], shape=(8, 2881)) - tprate(gauge_name, time)float640.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
array([[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.]], shape=(8, 2881))
- Attributes: (3)
- title :
- East side Douala Gauges sample data
- file author(s) :
- IUT de Douala and IRD Rainsmore Group
- license restrictions :
- CC BY-NC-ND 4.0
In order to retrieve the precipitation rate we need to classify the data as wet or dry.
from raincell import wetdry
wet = wetdry.schleiss_n_berne_2010_nms_adapted(cml)
wet
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<xarray.DataArray 'wet' (cml_id: 126, sublink_id: 6, time: 2964)> Size: 2MB
False False False False False False ... False False False False False False
Coordinates: (10)
Attributes:
long_name: wet_dry_classification
method: schleiss_n_berne_2010_adapted_to_nms_min_max_samplingxarray.DataArray
'wet'
- cml_id: 126
- sublink_id: 6
- time: 2964
- False False False False False False ... False False False False False
array([[[False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False]], [[False, False, False, ..., False, False, False], [False, False, False, ..., True, True, True], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False]], [[False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False]], ... [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False]], [[False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False]], [[False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False], [False, False, False, ..., False, False, False]]], shape=(126, 6, 2964)) - Coordinates: (10)
- cml_id(cml_id)<U19'3.984686N-9.789517E' ... '4.095...
- long_name :
- commercial_microwave_link_identifier
array(['3.984686N-9.789517E', '3.985691N-9.801648E', '3.996996N-9.761328E', '4.002892N-9.746861E', '4.007006N-9.767519E', '4.008236N-9.788792E', '4.013028N-9.703569E', '4.013180N-9.765819E', '4.014916N-9.732514E', '4.015776N-9.756458E', '4.016656N-9.736544E', '4.016736N-9.764944E', '4.016944N-9.753305E', '4.016962N-9.726686E', '4.017736N-9.748042E', '4.018721N-9.762325E', '4.018764N-9.746583E', '4.019750N-9.767776E', '4.019930N-9.759403E', '4.020440N-9.708914E', '4.021256N-9.746180E', '4.021528N-9.798792E', '4.024043N-9.680260E', '4.024381N-9.733274E', '4.024750N-9.697977E', '4.025125N-9.770912E', '4.025270N-9.739593E', '4.025625N-9.735889E', '4.025880N-9.703252E', '4.026149N-9.695650E', '4.028700N-9.729934E', '4.028708N-9.703542E', '4.029412N-9.691581E', '4.030556N-9.705569E', '4.030907N-9.694160E', '4.031399N-9.698080E', '4.032132N-9.730055E', '4.032560N-9.713835E', '4.033181N-9.761500E', '4.033883N-9.691732E', '4.034149N-9.772296E', '4.034701N-9.729347E', '4.035134N-9.697875E', '4.035679N-9.685969E', '4.037778N-9.767028E', '4.038505N-9.704950E', '4.039270N-9.722472E', '4.039580N-9.737019E', '4.040098N-9.700828E', '4.040792N-9.776750E', '4.041057N-9.688122E', '4.041068N-9.758319E', '4.041256N-9.730708E', '4.041347N-9.773597E', '4.042298N-9.740333E', '4.042502N-9.716614E', '4.042568N-9.698128E', '4.042817N-9.705986E', '4.043833N-9.687306E', '4.043927N-9.704314E', '4.044597N-9.727069E', '4.044736N-9.710024E', '4.047503N-9.718511E', '4.048013N-9.705195E', '4.048153N-9.698625E', '4.048916N-9.707667E', '4.049925N-9.774582E', '4.050150N-9.740475E', '4.050347N-9.703473E', '4.050528N-9.753875E', '4.052083N-9.788583E', '4.054458N-9.763403E', '4.055917N-9.752681E', '4.056070N-9.768000E', '4.056121N-9.742152E', '4.056639N-9.747222E', '4.056847N-9.738556E', '4.056959N-9.742472E', '4.057459N-9.765805E', '4.058236N-9.768889E', '4.058746N-9.717759E', '4.058868N-9.752014E', '4.059014N-9.759348E', '4.059486N-9.711928E', '4.059995N-9.755237E', '4.060816N-9.773042E', '4.061585N-9.744609E', '4.062778N-9.705333E', '4.062903N-9.717026E', '4.064425N-9.761904E', '4.065399N-9.711476E', '4.066549N-9.795621E', '4.067820N-9.720067E', '4.068528N-9.726056E', '4.069079N-9.713870E', '4.071390N-9.727304E', '4.072442N-9.739396E', '4.072503N-9.771625E', '4.074162N-9.717861E', '4.074764N-9.753625E', '4.075098N-9.719528E', '4.075836N-9.783931E', '4.076554N-9.759058E', '4.078069N-9.720598E', '4.078309N-9.751204E', '4.079211N-9.793847E', '4.079299N-9.747812E', '4.079652N-9.763472E', '4.080070N-9.789737E', '4.080399N-9.753111E', '4.081654N-9.761180E', '4.082815N-9.790491E', '4.083040N-9.782281E', '4.083986N-9.756718E', '4.084496N-9.740917E', '4.084732N-9.745625E', '4.085795N-9.784833E', '4.086056N-9.752500E', '4.086283N-9.759477E', '4.086545N-9.797375E', '4.088385N-9.755778E', '4.089034N-9.734926E', '4.089819N-9.752833E', '4.090565N-9.765189E', '4.091611N-9.732743E', '4.095631N-9.742507E'], dtype='<U19') - sublink_id(sublink_id)<U3'0_0' '0_1' '1_0' '1_1' '2_0' '2_1'
- long_name :
- sublink_identifier
array(['0_0', '0_1', '1_0', '1_1', '2_0', '2_1'], dtype='<U3')
- time(time)datetime64[ns]2019-07-01T00:05:00 ... 2019-07-...
- long_name :
- time_utc
array(['2019-07-01T00:05:00.000000000', '2019-07-01T00:20:00.000000000', '2019-07-01T00:35:00.000000000', ..., '2019-07-31T23:20:00.000000000', '2019-07-31T23:35:00.000000000', '2019-07-31T23:50:00.000000000'], shape=(2964,), dtype='datetime64[ns]') - frequency(cml_id, sublink_id)float641.505e+04 1.456e+04 nan ... nan nan
- units :
- MHz
- long_name :
- sublink_frequency
array([[15047., 14557., nan, nan, nan, nan], [12765., 13031., nan, nan, nan, nan], [18765., 17755., nan, nan, nan, nan], [14907., 14417., nan, nan, nan, nan], [17728., 18738., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [14529., 15019., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [14473., 14963., nan, nan, nan, nan], [17755., 18765., nan, nan, nan, nan], [ 8335., 8454., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [15019., 14529., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14501., 14991., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [15103., 14613., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], ... [14445., 14935., nan, nan, nan, nan], [14529., 15019., nan, nan, nan, nan], [17838., 18848., nan, nan, nan, nan], [ 8468., 8349., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], [ 8426., 8307., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [14963., 14473., nan, nan, nan, nan], [ 8468., 8349., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14585., 15075., nan, nan, nan, nan], [17728., 18738., nan, nan, nan, nan], [14529., 15019., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14585., 15075., nan, nan, nan, nan], [14501., 14991., nan, nan, nan, nan]]) - site_0_lat(cml_id)float643.993 3.993 3.997 ... 4.092 4.094
- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_latitude
array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194, 4.01775 , 4.029 , 4.009639, 4.029 , 4.015972, 4.029 , 4.015972, 4.023444, 4.015972, 4.029 , 4.014417, 4.029 , 4.015972, 4.029381, 4.0194 , 4.023167, 4.022056, 4.015972, 4.029381, 4.029 , 4.022139, 4.015972, 4.029381, 4.029381, 4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381, 4.040819, 4.032 , 4.029 , 4.032433, 4.033028, 4.040819, 4.029381, 4.033886, 4.029 , 4.040083, 4.040819, 4.040819, 4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029 , 4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194, 4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333, 4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667, 4.053667, 4.0585 , 4.058056, 4.053667, 4.060028, 4.053667, 4.0585 , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333, 4.053667, 4.0585 , 4.059611, 4.059583, 4.06425 , 4.066322, 4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389, 4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817 , 4.074778, 4.079889, 4.081867, 4.0817 , 4.085936, 4.085936, 4.0817 , 4.085936, 4.081441, 4.0817 , 4.0817 , 4.074778, 4.085936, 4.085936, 4.0817 , 4.074778, 4.085936, 4.0817 , 4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ]) - site_0_lon(cml_id)float649.787 9.787 9.764 ... 9.729 9.742
- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_longitude
array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472, 9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833, 9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833, 9.738528, 9.696744, 9.743889, 9.792 , 9.67025 , 9.738528, 9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744, 9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744, 9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028, 9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028, 9.699006, 9.774 , 9.686417, 9.762056, 9.733028, 9.767833, 9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889, 9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861, 9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917, 9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917, 9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444, 9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558, 9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139, 9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083, 9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944, 9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667, 9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083, 9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ]) - site_1_lat(cml_id)float643.977 3.979 3.997 ... 4.091 4.097
- units :
- degrees in WGS84 projection
- long_name :
- site_1_latitude
array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105 , 4.012278, 4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472, 4.017917, 4.01048 , 4.0195 , 4.008442, 4.023111, 4.0105 , 4.023889, 4.0115 , 4.023111, 4.019889, 4.02603 , 4.03279 , 4.02012 , 4.02125 , 4.0284 , 4.035278, 4.02238 , 4.022917, 4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417, 4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583, 4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342, 4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694, 4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661, 4.0475 , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465 , 4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 , 4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 , 4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638, 4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528, 4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 , 4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972, 4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367, 4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194, 4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389, 4.090833, 4.091278, 4.104861, 4.0945 , 4.091278, 4.097333]) - site_1_lon(cml_id)float649.792 9.816 9.759 ... 9.736 9.743
- units :
- degrees in WGS84 projection
- long_name :
- site_1_longitude
array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111, 9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056, 9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719, 9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 , 9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556, 9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417, 9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667, 9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011, 9.70265 , 9.7795 , 9.689827, 9.754583, 9.728389, 9.779361, 9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739, 9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472, 9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889, 9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028, 9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412, 9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 , 9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 , 9.742681, 9.774 , 9.721058, 9.745583, 9.719417, 9.781778, 9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774 , 9.79339 , 9.753278, 9.756825, 9.7949 , 9.77848 , 9.751769, 9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667, 9.758611, 9.736042, 9.744 , 9.764367, 9.736042, 9.743333]) - transmitter(cml_id, sublink_id)float640.0 1.0 nan nan ... nan nan nan nan
- long_name :
- transmitter_site_identifier
array([[ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], ... [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan]]) - length(cml_id)float641.852e+03 3.573e+03 ... 736.0 419.0
- units :
- m
- long_name :
- distance_between_pair_of_antennas
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- Attributes: (2)
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- method :
- schleiss_n_berne_2010_adapted_to_nms_min_max_sampling
Remember that if you are using and IDE such as jupyter or vscode you can
type wetdry. and then press tab to get the available methods. You
can also check the Wet/Dry classification section in the left bar of
the doc for further details.
Next we need to compute the attenuations. As we are using min and max sampling, and TSL doesn’t vary a lot we will use minimum and maximum attenuations.
att = (cml["tsl_min"] - cml["rsl_min"]).to_dataset(name="att_min")
att["att_max"] = cml["tsl_max"] - cml["rsl_max"]
Now that attenuation is ready, lets compute the baseline. During dry periods signal is stable so minimum and máximum attenuation should also be stable. For this reason we will take the average of both signals to compute the baseline.
from raincell import baseline
avg = (att["att_min"] + att["att_max"])/2
avg.name = ""
bl = baseline.get_bl_as_last_dry_step(avg, wet)
bl
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- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_latitude
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- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_longitude
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- units :
- degrees in WGS84 projection
- long_name :
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- units :
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- long_name :
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- long_name :
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- units :
- m
- long_name :
- distance_between_pair_of_antennas
array([1852., 3573., 556., 402., 774., 2535., 1170., 3527., 2296., 3865., 466., 2787., 3289., 1436., 2149., 2582., 1049., 2046., 4718., 3349., 654., 1551., 2266., 2195., 1060., 1096., 874., 2214., 1640., 755., 2767., 364., 1147., 868., 666., 536., 2032., 420., 1683., 323., 516., 1581., 1297., 610., 1950., 433., 2369., 928., 441., 697., 387., 975., 524., 3016., 1655., 4340., 420., 431., 570., 810., 706., 2591., 611., 822., 317., 564., 596., 454., 522., 956., 2079., 2778., 633., 546., 879., 1051., 2834., 2012., 630., 4117., 1398., 1176., 2214., 796., 1697., 1142., 498., 741., 603., 669., 451., 924., 1436., 932., 535., 407., 731., 561., 2304., 1786., 1060., 1382., 700., 480., 1476., 1810., 1858., 2720., 888., 1225., 968., 1010., 895., 2314., 2690., 1647., 947., 3219., 1453., 2727., 830., 555., 3862., 889., 736., 419.])
- Attributes: (2)
- long_name :
- _baseline
- method :
- get_bl_as_last_dry_step
By removing the baseline to the attenuations we can obtain the attenuation due to rain.
att_rain = att - bl
att_rain
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.xr-index-data {
grid-column: 1 / -1;
}
dl.xr-attrs {
padding: 0;
margin: 0;
display: grid;
grid-template-columns: 125px auto;
}
.xr-attrs dt,
.xr-attrs dd {
padding: 0;
margin: 0;
float: left;
padding-right: 10px;
width: auto;
}
.xr-attrs dt {
font-weight: normal;
grid-column: 1;
}
.xr-attrs dt:hover span {
display: inline-block;
background: var(--xr-background-color);
padding-right: 10px;
}
.xr-attrs dd {
grid-column: 2;
white-space: pre-wrap;
word-break: break-all;
}
.xr-icon-database,
.xr-icon-file-text2,
.xr-no-icon {
display: inline-block;
vertical-align: middle;
width: 1em;
height: 1.5em !important;
stroke-width: 0;
stroke: currentColor;
fill: currentColor;
}
.xr-var-attrs-in:checked + label > .xr-icon-file-text2,
.xr-var-data-in:checked + label > .xr-icon-database,
.xr-index-data-in:checked + label > .xr-icon-database {
color: var(--xr-font-color0);
filter: drop-shadow(1px 1px 5px var(--xr-font-color2));
stroke-width: 0.8px;
}
</style>
<xarray.Dataset> Size: 36MB
Dimensions: (cml_id: 126, sublink_id: 6, time: 2964)
Coordinates: (10)
Data variables:
att_min (cml_id, sublink_id, time) float64 18MB 0.6 0.25 ... nan nan
att_max (cml_id, sublink_id, time) float64 18MB -0.6 -0.25 ... nan nanxarray.Dataset
- Dimensions:
- cml_id: 126
- sublink_id: 6
- time: 2964
- Coordinates: (10)
- cml_id(cml_id)<U19'3.984686N-9.789517E' ... '4.095...
- long_name :
- commercial_microwave_link_identifier
array(['3.984686N-9.789517E', '3.985691N-9.801648E', '3.996996N-9.761328E', '4.002892N-9.746861E', '4.007006N-9.767519E', '4.008236N-9.788792E', '4.013028N-9.703569E', '4.013180N-9.765819E', '4.014916N-9.732514E', '4.015776N-9.756458E', '4.016656N-9.736544E', '4.016736N-9.764944E', '4.016944N-9.753305E', '4.016962N-9.726686E', '4.017736N-9.748042E', '4.018721N-9.762325E', '4.018764N-9.746583E', '4.019750N-9.767776E', '4.019930N-9.759403E', '4.020440N-9.708914E', '4.021256N-9.746180E', '4.021528N-9.798792E', '4.024043N-9.680260E', '4.024381N-9.733274E', '4.024750N-9.697977E', '4.025125N-9.770912E', '4.025270N-9.739593E', '4.025625N-9.735889E', '4.025880N-9.703252E', '4.026149N-9.695650E', '4.028700N-9.729934E', '4.028708N-9.703542E', '4.029412N-9.691581E', '4.030556N-9.705569E', '4.030907N-9.694160E', '4.031399N-9.698080E', '4.032132N-9.730055E', '4.032560N-9.713835E', '4.033181N-9.761500E', '4.033883N-9.691732E', '4.034149N-9.772296E', '4.034701N-9.729347E', '4.035134N-9.697875E', '4.035679N-9.685969E', '4.037778N-9.767028E', '4.038505N-9.704950E', '4.039270N-9.722472E', '4.039580N-9.737019E', '4.040098N-9.700828E', '4.040792N-9.776750E', '4.041057N-9.688122E', '4.041068N-9.758319E', '4.041256N-9.730708E', '4.041347N-9.773597E', '4.042298N-9.740333E', '4.042502N-9.716614E', '4.042568N-9.698128E', '4.042817N-9.705986E', '4.043833N-9.687306E', '4.043927N-9.704314E', '4.044597N-9.727069E', '4.044736N-9.710024E', '4.047503N-9.718511E', '4.048013N-9.705195E', '4.048153N-9.698625E', '4.048916N-9.707667E', '4.049925N-9.774582E', '4.050150N-9.740475E', '4.050347N-9.703473E', '4.050528N-9.753875E', '4.052083N-9.788583E', '4.054458N-9.763403E', '4.055917N-9.752681E', '4.056070N-9.768000E', '4.056121N-9.742152E', '4.056639N-9.747222E', '4.056847N-9.738556E', '4.056959N-9.742472E', '4.057459N-9.765805E', '4.058236N-9.768889E', '4.058746N-9.717759E', '4.058868N-9.752014E', '4.059014N-9.759348E', '4.059486N-9.711928E', '4.059995N-9.755237E', '4.060816N-9.773042E', '4.061585N-9.744609E', '4.062778N-9.705333E', '4.062903N-9.717026E', '4.064425N-9.761904E', '4.065399N-9.711476E', '4.066549N-9.795621E', '4.067820N-9.720067E', '4.068528N-9.726056E', '4.069079N-9.713870E', '4.071390N-9.727304E', '4.072442N-9.739396E', '4.072503N-9.771625E', '4.074162N-9.717861E', '4.074764N-9.753625E', '4.075098N-9.719528E', '4.075836N-9.783931E', '4.076554N-9.759058E', '4.078069N-9.720598E', '4.078309N-9.751204E', '4.079211N-9.793847E', '4.079299N-9.747812E', '4.079652N-9.763472E', '4.080070N-9.789737E', '4.080399N-9.753111E', '4.081654N-9.761180E', '4.082815N-9.790491E', '4.083040N-9.782281E', '4.083986N-9.756718E', '4.084496N-9.740917E', '4.084732N-9.745625E', '4.085795N-9.784833E', '4.086056N-9.752500E', '4.086283N-9.759477E', '4.086545N-9.797375E', '4.088385N-9.755778E', '4.089034N-9.734926E', '4.089819N-9.752833E', '4.090565N-9.765189E', '4.091611N-9.732743E', '4.095631N-9.742507E'], dtype='<U19') - sublink_id(sublink_id)<U3'0_0' '0_1' '1_0' '1_1' '2_0' '2_1'
- long_name :
- sublink_identifier
array(['0_0', '0_1', '1_0', '1_1', '2_0', '2_1'], dtype='<U3')
- time(time)datetime64[ns]2019-07-01T00:05:00 ... 2019-07-...
- long_name :
- time_utc
array(['2019-07-01T00:05:00.000000000', '2019-07-01T00:20:00.000000000', '2019-07-01T00:35:00.000000000', ..., '2019-07-31T23:20:00.000000000', '2019-07-31T23:35:00.000000000', '2019-07-31T23:50:00.000000000'], shape=(2964,), dtype='datetime64[ns]') - frequency(cml_id, sublink_id)float641.505e+04 1.456e+04 nan ... nan nan
- units :
- MHz
- long_name :
- sublink_frequency
array([[15047., 14557., nan, nan, nan, nan], [12765., 13031., nan, nan, nan, nan], [18765., 17755., nan, nan, nan, nan], [14907., 14417., nan, nan, nan, nan], [17728., 18738., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [14529., 15019., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [14473., 14963., nan, nan, nan, nan], [17755., 18765., nan, nan, nan, nan], [ 8335., 8454., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [15019., 14529., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14501., 14991., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [15103., 14613., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], ... [14445., 14935., nan, nan, nan, nan], [14529., 15019., nan, nan, nan, nan], [17838., 18848., nan, nan, nan, nan], [ 8468., 8349., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], [ 8426., 8307., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [14963., 14473., nan, nan, nan, nan], [ 8468., 8349., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14585., 15075., nan, nan, nan, nan], [17728., 18738., nan, nan, nan, nan], [14529., 15019., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14585., 15075., nan, nan, nan, nan], [14501., 14991., nan, nan, nan, nan]]) - site_0_lat(cml_id)float643.993 3.993 3.997 ... 4.092 4.094
- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_latitude
array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194, 4.01775 , 4.029 , 4.009639, 4.029 , 4.015972, 4.029 , 4.015972, 4.023444, 4.015972, 4.029 , 4.014417, 4.029 , 4.015972, 4.029381, 4.0194 , 4.023167, 4.022056, 4.015972, 4.029381, 4.029 , 4.022139, 4.015972, 4.029381, 4.029381, 4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381, 4.040819, 4.032 , 4.029 , 4.032433, 4.033028, 4.040819, 4.029381, 4.033886, 4.029 , 4.040083, 4.040819, 4.040819, 4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029 , 4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194, 4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333, 4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667, 4.053667, 4.0585 , 4.058056, 4.053667, 4.060028, 4.053667, 4.0585 , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333, 4.053667, 4.0585 , 4.059611, 4.059583, 4.06425 , 4.066322, 4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389, 4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817 , 4.074778, 4.079889, 4.081867, 4.0817 , 4.085936, 4.085936, 4.0817 , 4.085936, 4.081441, 4.0817 , 4.0817 , 4.074778, 4.085936, 4.085936, 4.0817 , 4.074778, 4.085936, 4.0817 , 4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ]) - site_0_lon(cml_id)float649.787 9.787 9.764 ... 9.729 9.742
- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_longitude
array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472, 9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833, 9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833, 9.738528, 9.696744, 9.743889, 9.792 , 9.67025 , 9.738528, 9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744, 9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744, 9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028, 9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028, 9.699006, 9.774 , 9.686417, 9.762056, 9.733028, 9.767833, 9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889, 9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861, 9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917, 9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917, 9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444, 9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558, 9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139, 9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083, 9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944, 9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667, 9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083, 9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ]) - site_1_lat(cml_id)float643.977 3.979 3.997 ... 4.091 4.097
- units :
- degrees in WGS84 projection
- long_name :
- site_1_latitude
array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105 , 4.012278, 4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472, 4.017917, 4.01048 , 4.0195 , 4.008442, 4.023111, 4.0105 , 4.023889, 4.0115 , 4.023111, 4.019889, 4.02603 , 4.03279 , 4.02012 , 4.02125 , 4.0284 , 4.035278, 4.02238 , 4.022917, 4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417, 4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583, 4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342, 4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694, 4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661, 4.0475 , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465 , 4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 , 4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 , 4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638, 4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528, 4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 , 4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972, 4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367, 4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194, 4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389, 4.090833, 4.091278, 4.104861, 4.0945 , 4.091278, 4.097333]) - site_1_lon(cml_id)float649.792 9.816 9.759 ... 9.736 9.743
- units :
- degrees in WGS84 projection
- long_name :
- site_1_longitude
array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111, 9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056, 9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719, 9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 , 9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556, 9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417, 9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667, 9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011, 9.70265 , 9.7795 , 9.689827, 9.754583, 9.728389, 9.779361, 9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739, 9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472, 9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889, 9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028, 9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412, 9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 , 9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 , 9.742681, 9.774 , 9.721058, 9.745583, 9.719417, 9.781778, 9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774 , 9.79339 , 9.753278, 9.756825, 9.7949 , 9.77848 , 9.751769, 9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667, 9.758611, 9.736042, 9.744 , 9.764367, 9.736042, 9.743333]) - transmitter(cml_id, sublink_id)float640.0 1.0 nan nan ... nan nan nan nan
- long_name :
- transmitter_site_identifier
array([[ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], ... [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan]]) - length(cml_id)float641.852e+03 3.573e+03 ... 736.0 419.0
- units :
- m
- long_name :
- distance_between_pair_of_antennas
array([1852., 3573., 556., 402., 774., 2535., 1170., 3527., 2296., 3865., 466., 2787., 3289., 1436., 2149., 2582., 1049., 2046., 4718., 3349., 654., 1551., 2266., 2195., 1060., 1096., 874., 2214., 1640., 755., 2767., 364., 1147., 868., 666., 536., 2032., 420., 1683., 323., 516., 1581., 1297., 610., 1950., 433., 2369., 928., 441., 697., 387., 975., 524., 3016., 1655., 4340., 420., 431., 570., 810., 706., 2591., 611., 822., 317., 564., 596., 454., 522., 956., 2079., 2778., 633., 546., 879., 1051., 2834., 2012., 630., 4117., 1398., 1176., 2214., 796., 1697., 1142., 498., 741., 603., 669., 451., 924., 1436., 932., 535., 407., 731., 561., 2304., 1786., 1060., 1382., 700., 480., 1476., 1810., 1858., 2720., 888., 1225., 968., 1010., 895., 2314., 2690., 1647., 947., 3219., 1453., 2727., 830., 555., 3862., 889., 736., 419.])
- Data variables: (2)
- att_min(cml_id, sublink_id, time)float640.6 0.25 0.2 0.2 ... nan nan nan
array([[[0.6 , 0.25, 0.2 , ..., 0.15, 0.2 , 0.15], [0.5 , 0.25, 0.2 , ..., 0.25, 0.15, 0.25], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[0.25, 0.45, 0.5 , ..., 1.05, 1.05, 1.05], [1. , 0.5 , 0.5 , ..., 0.2 , 0.2 , 0.2 ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[0.1 , 0.15, 0.15, ..., 0.3 , 0.15, 0.15], [0.1 , 0.1 , 0.1 , ..., 0.35, 0.15, 0.15], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], ... [[0.1 , 0.1 , 0.1 , ..., 0.05, 0.05, 0.05], [0.1 , 0.05, 0.05, ..., 0.1 , 0.1 , 0.1 ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[0.1 , 0.1 , 0.1 , ..., 0.25, 0.25, 0.15], [0.1 , 0.1 , 0.1 , ..., 0.35, 0.35, 0.15], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[0.1 , 0.1 , 0.1 , ..., 0.3 , 0.3 , 0.3 ], [0.1 , 0.1 , 0.1 , ..., 0.2 , 0.2 , 0.2 ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964)) - att_max(cml_id, sublink_id, time)float64-0.6 -0.25 -0.2 ... nan nan nan
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Rain related attenuation has two components: Wet Antenna Attenuation (WAA) and Path Integrated Attenuation (PIA). We need to isolate the later to be able to estimate the percipitation rate.
from raincell import waa
pia = waa.rm_constant_waa(att_rain)
pia
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<xarray.Dataset> Size: 36MB
Dimensions: (cml_id: 126, sublink_id: 6, time: 2964)
Coordinates: (10)
Data variables:
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att_max (cml_id, sublink_id, time) float64 18MB -2.9 -2.55 ... nan nanxarray.Dataset
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- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_latitude
array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194, 4.01775 , 4.029 , 4.009639, 4.029 , 4.015972, 4.029 , 4.015972, 4.023444, 4.015972, 4.029 , 4.014417, 4.029 , 4.015972, 4.029381, 4.0194 , 4.023167, 4.022056, 4.015972, 4.029381, 4.029 , 4.022139, 4.015972, 4.029381, 4.029381, 4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381, 4.040819, 4.032 , 4.029 , 4.032433, 4.033028, 4.040819, 4.029381, 4.033886, 4.029 , 4.040083, 4.040819, 4.040819, 4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029 , 4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194, 4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333, 4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667, 4.053667, 4.0585 , 4.058056, 4.053667, 4.060028, 4.053667, 4.0585 , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333, 4.053667, 4.0585 , 4.059611, 4.059583, 4.06425 , 4.066322, 4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389, 4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817 , 4.074778, 4.079889, 4.081867, 4.0817 , 4.085936, 4.085936, 4.0817 , 4.085936, 4.081441, 4.0817 , 4.0817 , 4.074778, 4.085936, 4.085936, 4.0817 , 4.074778, 4.085936, 4.0817 , 4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ]) - site_0_lon(cml_id)float649.787 9.787 9.764 ... 9.729 9.742
- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_longitude
array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472, 9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833, 9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833, 9.738528, 9.696744, 9.743889, 9.792 , 9.67025 , 9.738528, 9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744, 9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744, 9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028, 9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028, 9.699006, 9.774 , 9.686417, 9.762056, 9.733028, 9.767833, 9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889, 9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861, 9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917, 9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917, 9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444, 9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558, 9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139, 9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083, 9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944, 9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667, 9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083, 9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ]) - site_1_lat(cml_id)float643.977 3.979 3.997 ... 4.091 4.097
- units :
- degrees in WGS84 projection
- long_name :
- site_1_latitude
array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105 , 4.012278, 4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472, 4.017917, 4.01048 , 4.0195 , 4.008442, 4.023111, 4.0105 , 4.023889, 4.0115 , 4.023111, 4.019889, 4.02603 , 4.03279 , 4.02012 , 4.02125 , 4.0284 , 4.035278, 4.02238 , 4.022917, 4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417, 4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583, 4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342, 4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694, 4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661, 4.0475 , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465 , 4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 , 4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 , 4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638, 4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528, 4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 , 4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972, 4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367, 4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194, 4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389, 4.090833, 4.091278, 4.104861, 4.0945 , 4.091278, 4.097333]) - site_1_lon(cml_id)float649.792 9.816 9.759 ... 9.736 9.743
- units :
- degrees in WGS84 projection
- long_name :
- site_1_longitude
array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111, 9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056, 9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719, 9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 , 9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556, 9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417, 9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667, 9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011, 9.70265 , 9.7795 , 9.689827, 9.754583, 9.728389, 9.779361, 9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739, 9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472, 9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889, 9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028, 9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412, 9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 , 9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 , 9.742681, 9.774 , 9.721058, 9.745583, 9.719417, 9.781778, 9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774 , 9.79339 , 9.753278, 9.756825, 9.7949 , 9.77848 , 9.751769, 9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667, 9.758611, 9.736042, 9.744 , 9.764367, 9.736042, 9.743333]) - transmitter(cml_id, sublink_id)float640.0 1.0 nan nan ... nan nan nan nan
- long_name :
- transmitter_site_identifier
array([[ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], ... [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan]]) - length(cml_id)float641.852e+03 3.573e+03 ... 736.0 419.0
- units :
- m
- long_name :
- distance_between_pair_of_antennas
array([1852., 3573., 556., 402., 774., 2535., 1170., 3527., 2296., 3865., 466., 2787., 3289., 1436., 2149., 2582., 1049., 2046., 4718., 3349., 654., 1551., 2266., 2195., 1060., 1096., 874., 2214., 1640., 755., 2767., 364., 1147., 868., 666., 536., 2032., 420., 1683., 323., 516., 1581., 1297., 610., 1950., 433., 2369., 928., 441., 697., 387., 975., 524., 3016., 1655., 4340., 420., 431., 570., 810., 706., 2591., 611., 822., 317., 564., 596., 454., 522., 956., 2079., 2778., 633., 546., 879., 1051., 2834., 2012., 630., 4117., 1398., 1176., 2214., 796., 1697., 1142., 498., 741., 603., 669., 451., 924., 1436., 932., 535., 407., 731., 561., 2304., 1786., 1060., 1382., 700., 480., 1476., 1810., 1858., 2720., 888., 1225., 968., 1010., 895., 2314., 2690., 1647., 947., 3219., 1453., 2727., 830., 555., 3862., 889., 736., 419.])
- Data variables: (2)
- att_min(cml_id, sublink_id, time)float64-1.7 -2.05 -2.1 ... nan nan nan
array([[[-1.7 , -2.05, -2.1 , ..., -2.15, -2.1 , -2.15], [-1.8 , -2.05, -2.1 , ..., -2.05, -2.15, -2.05], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-2.05, -1.85, -1.8 , ..., -1.25, -1.25, -1.25], [-1.3 , -1.8 , -1.8 , ..., -2.1 , -2.1 , -2.1 ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-2.2 , -2.15, -2.15, ..., -2. , -2.15, -2.15], [-2.2 , -2.2 , -2.2 , ..., -1.95, -2.15, -2.15], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], ... [-2.2 , -2.25, -2.25, ..., -2.2 , -2.2 , -2.2 ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-2.2 , -2.2 , -2.2 , ..., -2.05, -2.05, -2.15], [-2.2 , -2.2 , -2.2 , ..., -1.95, -1.95, -2.15], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-2.2 , -2.2 , -2.2 , ..., -2. , -2. , -2. ], [-2.2 , -2.2 , -2.2 , ..., -2.1 , -2.1 , -2.1 ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964)) - att_max(cml_id, sublink_id, time)float64-2.9 -2.55 -2.5 ... nan nan nan
array([[[-2.9 , -2.55, -2.5 , ..., -2.45, -2.5 , -2.45], [-2.8 , -2.55, -2.5 , ..., -2.55, -2.45, -2.55], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-2.55, -2.75, -2.8 , ..., -3.35, -3.35, -3.35], [-3.3 , -2.8 , -2.8 , ..., -2.2 , -2.2 , -2.2 ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-2.4 , -2.45, -2.45, ..., -2.6 , -2.45, -2.45], [-2.4 , -2.4 , -2.4 , ..., -2.65, -2.45, -2.45], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], ... [-2.4 , -2.35, -2.35, ..., -2.4 , -2.4 , -2.4 ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-2.4 , -2.4 , -2.4 , ..., -2.55, -2.55, -2.45], [-2.4 , -2.4 , -2.4 , ..., -2.65, -2.65, -2.45], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]], [[-2.4 , -2.4 , -2.4 , ..., -2.6 , -2.6 , -2.6 ], [-2.4 , -2.4 , -2.4 , ..., -2.5 , -2.5 , -2.5 ], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964))
Finally we can obtain the precipitation rate as follows.
from raincell import rrate
tprate = rrate.get_overeem_et_al_2013_min_max_nms_tprate(
pia, rrate.alcoba_2019_africa_coefs(), name_min="att_min", name_max="att_max"
)
tprate
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border-right: 0.2em solid;
border-color: var(--xr-border-color);
width: 0px;
}
.xr-group-box-hline {
grid-column-start: 2;
grid-row-start: 1;
height: 1em;
width: 20px;
border-bottom: 0.2em solid;
border-color: var(--xr-border-color);
}
.xr-group-box-contents {
grid-column-start: 3;
}
.xr-array-wrap {
grid-column: 1 / -1;
display: grid;
grid-template-columns: 20px auto;
}
.xr-array-wrap > label {
grid-column: 1;
vertical-align: top;
}
.xr-preview {
color: var(--xr-font-color3);
}
.xr-array-preview,
.xr-array-data {
padding: 0 5px !important;
grid-column: 2;
}
.xr-array-data,
.xr-array-in:checked ~ .xr-array-preview {
display: none;
}
.xr-array-in:checked ~ .xr-array-data,
.xr-array-preview {
display: inline-block;
}
.xr-dim-list {
display: inline-block !important;
list-style: none;
padding: 0 !important;
margin: 0;
}
.xr-dim-list li {
display: inline-block;
padding: 0;
margin: 0;
}
.xr-dim-list:before {
content: "(";
}
.xr-dim-list:after {
content: ")";
}
.xr-dim-list li:not(:last-child):after {
content: ",";
padding-right: 5px;
}
.xr-has-index {
font-weight: bold;
}
.xr-var-list,
.xr-var-item {
display: contents;
}
.xr-var-item > div,
.xr-var-item label,
.xr-var-item > .xr-var-name span {
background-color: var(--xr-background-color-row-even);
border-color: var(--xr-background-color-row-odd);
margin-bottom: 0;
padding-top: 2px;
}
.xr-var-item > .xr-var-name:hover span {
padding-right: 5px;
}
.xr-var-list > li:nth-child(odd) > div,
.xr-var-list > li:nth-child(odd) > label,
.xr-var-list > li:nth-child(odd) > .xr-var-name span {
background-color: var(--xr-background-color-row-odd);
border-color: var(--xr-background-color-row-even);
}
.xr-var-name {
grid-column: 1;
}
.xr-var-dims {
grid-column: 2;
}
.xr-var-dtype {
grid-column: 3;
text-align: right;
color: var(--xr-font-color2);
}
.xr-var-preview {
grid-column: 4;
}
.xr-index-preview {
grid-column: 2 / 5;
color: var(--xr-font-color2);
}
.xr-var-name,
.xr-var-dims,
.xr-var-dtype,
.xr-preview,
.xr-attrs dt {
white-space: nowrap;
overflow: hidden;
text-overflow: ellipsis;
padding-right: 10px;
}
.xr-var-name:hover,
.xr-var-dims:hover,
.xr-var-dtype:hover,
.xr-attrs dt:hover {
overflow: visible;
width: auto;
z-index: 1;
}
.xr-var-attrs,
.xr-var-data,
.xr-index-data {
display: none;
border-top: 2px dotted var(--xr-background-color);
padding-bottom: 20px !important;
padding-top: 10px !important;
}
.xr-var-attrs-in + label,
.xr-var-data-in + label,
.xr-index-data-in + label {
padding: 0 1px;
}
.xr-var-attrs-in:checked ~ .xr-var-attrs,
.xr-var-data-in:checked ~ .xr-var-data,
.xr-index-data-in:checked ~ .xr-index-data {
display: block;
}
.xr-var-data > table {
float: right;
}
.xr-var-data > pre,
.xr-index-data > pre,
.xr-var-data > table > tbody > tr {
background-color: transparent !important;
}
.xr-var-name span,
.xr-var-data,
.xr-index-name div,
.xr-index-data,
.xr-attrs {
padding-left: 25px !important;
}
.xr-attrs,
.xr-var-attrs,
.xr-var-data,
.xr-index-data {
grid-column: 1 / -1;
}
dl.xr-attrs {
padding: 0;
margin: 0;
display: grid;
grid-template-columns: 125px auto;
}
.xr-attrs dt,
.xr-attrs dd {
padding: 0;
margin: 0;
float: left;
padding-right: 10px;
width: auto;
}
.xr-attrs dt {
font-weight: normal;
grid-column: 1;
}
.xr-attrs dt:hover span {
display: inline-block;
background: var(--xr-background-color);
padding-right: 10px;
}
.xr-attrs dd {
grid-column: 2;
white-space: pre-wrap;
word-break: break-all;
}
.xr-icon-database,
.xr-icon-file-text2,
.xr-no-icon {
display: inline-block;
vertical-align: middle;
width: 1em;
height: 1.5em !important;
stroke-width: 0;
stroke: currentColor;
fill: currentColor;
}
.xr-var-attrs-in:checked + label > .xr-icon-file-text2,
.xr-var-data-in:checked + label > .xr-icon-database,
.xr-index-data-in:checked + label > .xr-icon-database {
color: var(--xr-font-color0);
filter: drop-shadow(1px 1px 5px var(--xr-font-color2));
stroke-width: 0.8px;
}
</style>
<xarray.Dataset> Size: 18MB
Dimensions: (cml_id: 126, sublink_id: 6, time: 2964)
Coordinates: (10)
Data variables:
tprate (cml_id, sublink_id, time) float64 18MB 0.0 0.0 0.0 ... 0.0 0.0xarray.Dataset
- Dimensions:
- cml_id: 126
- sublink_id: 6
- time: 2964
- Coordinates: (10)
- cml_id(cml_id)<U19'3.984686N-9.789517E' ... '4.095...
- long_name :
- commercial_microwave_link_identifier
array(['3.984686N-9.789517E', '3.985691N-9.801648E', '3.996996N-9.761328E', '4.002892N-9.746861E', '4.007006N-9.767519E', '4.008236N-9.788792E', '4.013028N-9.703569E', '4.013180N-9.765819E', '4.014916N-9.732514E', '4.015776N-9.756458E', '4.016656N-9.736544E', '4.016736N-9.764944E', '4.016944N-9.753305E', '4.016962N-9.726686E', '4.017736N-9.748042E', '4.018721N-9.762325E', '4.018764N-9.746583E', '4.019750N-9.767776E', '4.019930N-9.759403E', '4.020440N-9.708914E', '4.021256N-9.746180E', '4.021528N-9.798792E', '4.024043N-9.680260E', '4.024381N-9.733274E', '4.024750N-9.697977E', '4.025125N-9.770912E', '4.025270N-9.739593E', '4.025625N-9.735889E', '4.025880N-9.703252E', '4.026149N-9.695650E', '4.028700N-9.729934E', '4.028708N-9.703542E', '4.029412N-9.691581E', '4.030556N-9.705569E', '4.030907N-9.694160E', '4.031399N-9.698080E', '4.032132N-9.730055E', '4.032560N-9.713835E', '4.033181N-9.761500E', '4.033883N-9.691732E', '4.034149N-9.772296E', '4.034701N-9.729347E', '4.035134N-9.697875E', '4.035679N-9.685969E', '4.037778N-9.767028E', '4.038505N-9.704950E', '4.039270N-9.722472E', '4.039580N-9.737019E', '4.040098N-9.700828E', '4.040792N-9.776750E', '4.041057N-9.688122E', '4.041068N-9.758319E', '4.041256N-9.730708E', '4.041347N-9.773597E', '4.042298N-9.740333E', '4.042502N-9.716614E', '4.042568N-9.698128E', '4.042817N-9.705986E', '4.043833N-9.687306E', '4.043927N-9.704314E', '4.044597N-9.727069E', '4.044736N-9.710024E', '4.047503N-9.718511E', '4.048013N-9.705195E', '4.048153N-9.698625E', '4.048916N-9.707667E', '4.049925N-9.774582E', '4.050150N-9.740475E', '4.050347N-9.703473E', '4.050528N-9.753875E', '4.052083N-9.788583E', '4.054458N-9.763403E', '4.055917N-9.752681E', '4.056070N-9.768000E', '4.056121N-9.742152E', '4.056639N-9.747222E', '4.056847N-9.738556E', '4.056959N-9.742472E', '4.057459N-9.765805E', '4.058236N-9.768889E', '4.058746N-9.717759E', '4.058868N-9.752014E', '4.059014N-9.759348E', '4.059486N-9.711928E', '4.059995N-9.755237E', '4.060816N-9.773042E', '4.061585N-9.744609E', '4.062778N-9.705333E', '4.062903N-9.717026E', '4.064425N-9.761904E', '4.065399N-9.711476E', '4.066549N-9.795621E', '4.067820N-9.720067E', '4.068528N-9.726056E', '4.069079N-9.713870E', '4.071390N-9.727304E', '4.072442N-9.739396E', '4.072503N-9.771625E', '4.074162N-9.717861E', '4.074764N-9.753625E', '4.075098N-9.719528E', '4.075836N-9.783931E', '4.076554N-9.759058E', '4.078069N-9.720598E', '4.078309N-9.751204E', '4.079211N-9.793847E', '4.079299N-9.747812E', '4.079652N-9.763472E', '4.080070N-9.789737E', '4.080399N-9.753111E', '4.081654N-9.761180E', '4.082815N-9.790491E', '4.083040N-9.782281E', '4.083986N-9.756718E', '4.084496N-9.740917E', '4.084732N-9.745625E', '4.085795N-9.784833E', '4.086056N-9.752500E', '4.086283N-9.759477E', '4.086545N-9.797375E', '4.088385N-9.755778E', '4.089034N-9.734926E', '4.089819N-9.752833E', '4.090565N-9.765189E', '4.091611N-9.732743E', '4.095631N-9.742507E'], dtype='<U19') - sublink_id(sublink_id)<U3'0_0' '0_1' '1_0' '1_1' '2_0' '2_1'
- long_name :
- sublink_identifier
array(['0_0', '0_1', '1_0', '1_1', '2_0', '2_1'], dtype='<U3')
- time(time)datetime64[ns]2019-07-01T00:05:00 ... 2019-07-...
- long_name :
- time_utc
array(['2019-07-01T00:05:00.000000000', '2019-07-01T00:20:00.000000000', '2019-07-01T00:35:00.000000000', ..., '2019-07-31T23:20:00.000000000', '2019-07-31T23:35:00.000000000', '2019-07-31T23:50:00.000000000'], shape=(2964,), dtype='datetime64[ns]') - frequency(cml_id, sublink_id)float641.505e+04 1.456e+04 nan ... nan nan
- units :
- MHz
- long_name :
- sublink_frequency
array([[15047., 14557., nan, nan, nan, nan], [12765., 13031., nan, nan, nan, nan], [18765., 17755., nan, nan, nan, nan], [14907., 14417., nan, nan, nan, nan], [17728., 18738., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [14529., 15019., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [14473., 14963., nan, nan, nan, nan], [17755., 18765., nan, nan, nan, nan], [ 8335., 8454., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [15019., 14529., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14501., 14991., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [15103., 14613., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], ... [14445., 14935., nan, nan, nan, nan], [14529., 15019., nan, nan, nan, nan], [17838., 18848., nan, nan, nan, nan], [ 8468., 8349., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], [14935., 14445., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14417., 14907., nan, nan, nan, nan], [ 8426., 8307., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [14963., 14473., nan, nan, nan, nan], [ 8468., 8349., nan, nan, nan, nan], [14557., 15047., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14585., 15075., nan, nan, nan, nan], [17728., 18738., nan, nan, nan, nan], [14529., 15019., nan, nan, nan, nan], [14991., 14501., nan, nan, nan, nan], [14585., 15075., nan, nan, nan, nan], [14501., 14991., nan, nan, nan, nan]]) - site_0_lat(cml_id)float643.993 3.993 3.997 ... 4.092 4.094
- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_latitude
array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194, 4.01775 , 4.029 , 4.009639, 4.029 , 4.015972, 4.029 , 4.015972, 4.023444, 4.015972, 4.029 , 4.014417, 4.029 , 4.015972, 4.029381, 4.0194 , 4.023167, 4.022056, 4.015972, 4.029381, 4.029 , 4.022139, 4.015972, 4.029381, 4.029381, 4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381, 4.040819, 4.032 , 4.029 , 4.032433, 4.033028, 4.040819, 4.029381, 4.033886, 4.029 , 4.040083, 4.040819, 4.040819, 4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029 , 4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194, 4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333, 4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667, 4.053667, 4.0585 , 4.058056, 4.053667, 4.060028, 4.053667, 4.0585 , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333, 4.053667, 4.0585 , 4.059611, 4.059583, 4.06425 , 4.066322, 4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389, 4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817 , 4.074778, 4.079889, 4.081867, 4.0817 , 4.085936, 4.085936, 4.0817 , 4.085936, 4.081441, 4.0817 , 4.0817 , 4.074778, 4.085936, 4.085936, 4.0817 , 4.074778, 4.085936, 4.0817 , 4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ]) - site_0_lon(cml_id)float649.787 9.787 9.764 ... 9.729 9.742
- units :
- degrees_in_WGS84_projection
- long_name :
- site_0_longitude
array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472, 9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833, 9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833, 9.738528, 9.696744, 9.743889, 9.792 , 9.67025 , 9.738528, 9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744, 9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744, 9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028, 9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028, 9.699006, 9.774 , 9.686417, 9.762056, 9.733028, 9.767833, 9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889, 9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861, 9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917, 9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917, 9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444, 9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558, 9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139, 9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083, 9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944, 9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667, 9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083, 9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ]) - site_1_lat(cml_id)float643.977 3.979 3.997 ... 4.091 4.097
- units :
- degrees in WGS84 projection
- long_name :
- site_1_latitude
array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105 , 4.012278, 4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472, 4.017917, 4.01048 , 4.0195 , 4.008442, 4.023111, 4.0105 , 4.023889, 4.0115 , 4.023111, 4.019889, 4.02603 , 4.03279 , 4.02012 , 4.02125 , 4.0284 , 4.035278, 4.02238 , 4.022917, 4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417, 4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583, 4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342, 4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694, 4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661, 4.0475 , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465 , 4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 , 4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 , 4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638, 4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528, 4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 , 4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972, 4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367, 4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194, 4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389, 4.090833, 4.091278, 4.104861, 4.0945 , 4.091278, 4.097333]) - site_1_lon(cml_id)float649.792 9.816 9.759 ... 9.736 9.743
- units :
- degrees in WGS84 projection
- long_name :
- site_1_longitude
array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111, 9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056, 9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719, 9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 , 9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556, 9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417, 9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667, 9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011, 9.70265 , 9.7795 , 9.689827, 9.754583, 9.728389, 9.779361, 9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739, 9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472, 9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889, 9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028, 9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412, 9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 , 9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 , 9.742681, 9.774 , 9.721058, 9.745583, 9.719417, 9.781778, 9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774 , 9.79339 , 9.753278, 9.756825, 9.7949 , 9.77848 , 9.751769, 9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667, 9.758611, 9.736042, 9.744 , 9.764367, 9.736042, 9.743333]) - transmitter(cml_id, sublink_id)float640.0 1.0 nan nan ... nan nan nan nan
- long_name :
- transmitter_site_identifier
array([[ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], ... [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan], [ 0., 1., nan, nan, nan, nan]]) - length(cml_id)float641.852e+03 3.573e+03 ... 736.0 419.0
- units :
- m
- long_name :
- distance_between_pair_of_antennas
array([1852., 3573., 556., 402., 774., 2535., 1170., 3527., 2296., 3865., 466., 2787., 3289., 1436., 2149., 2582., 1049., 2046., 4718., 3349., 654., 1551., 2266., 2195., 1060., 1096., 874., 2214., 1640., 755., 2767., 364., 1147., 868., 666., 536., 2032., 420., 1683., 323., 516., 1581., 1297., 610., 1950., 433., 2369., 928., 441., 697., 387., 975., 524., 3016., 1655., 4340., 420., 431., 570., 810., 706., 2591., 611., 822., 317., 564., 596., 454., 522., 956., 2079., 2778., 633., 546., 879., 1051., 2834., 2012., 630., 4117., 1398., 1176., 2214., 796., 1697., 1142., 498., 741., 603., 669., 451., 924., 1436., 932., 535., 407., 731., 561., 2304., 1786., 1060., 1382., 700., 480., 1476., 1810., 1858., 2720., 888., 1225., 968., 1010., 895., 2314., 2690., 1647., 947., 3219., 1453., 2727., 830., 555., 3862., 889., 736., 419.])
- Data variables: (1)
- tprate(cml_id, sublink_id, time)float640.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
- long_name :
- time_mean_path_averaged_rain_rate
- units :
- mm/h
array([[[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.]], ... [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.]]], shape=(126, 6, 2964))
Let’s visually compare the estimated precipitation rates from the CML-based retrievals with the precipitation rates measured by the ground gauges.
from raincell import plot
plot.romulo_plot(tprate["tprate"], gauge["tprate"], cml_vmax=4, gauges_vmax=4);
Next steps
Now that you are familiar with the library, you can start using it by importing the relevant functions. Alternatively, you can download any of the available notebooks to use as a starting point for analysing your own data. You can also explore the available methods, visualisations, etc. by reading through the documentation.
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