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@jsignell
Last active November 18, 2016 17:10
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Parsivel NetCDF format\n",
"I added some functionality to read parsivel data written by a campbellsci logger and converted into NetCDF. As part of this work, I created a generic parsivel reader that accepts arrays of values representing time, log normalized drop count per diameter class, and optionally other values. This generic parsivel tool allows the user to do any strange io that is required on their end and then feed data into the `DropSizeDistribution` class."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import pydisdrometer\n",
"from matplotlib.colors import LogNorm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since the files that I am working with all have the same format, I wrote a small function that reads the NetCDF file directly. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"filename = '../testdata/parsivel_netcdf.nc'\n",
"dsd = pydisdrometer.read_parsivel_nc(filename)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But if your file is different in some way, or you want to subset by time before processing, then you can read the file in, grab the arrays of interest and plop them right into the `ParsedParsivelReader`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (diameter: 32, time: 2042, velocity: 32)\n",
"Coordinates:\n",
" * diameter (diameter) float64 0.062 0.187 0.312 0.437 ...\n",
" lat float64 40.35\n",
" lon float64 -74.64\n",
" station_name |S18 'broadmead_parsivel'\n",
" * time (time) datetime64[ns] 2016-02-24T13:00:00 ...\n",
" * velocity (velocity) float64 0.05 0.15 0.25 0.35 0.45 ...\n",
"Data variables:\n",
" RECORD (time) float64 4.962e+04 4.962e+04 4.962e+04 ...\n",
" abs_rain_amount (time) float64 9.08 9.08 9.08 9.09 9.09 9.09 ...\n",
" current_in_heater (time) float64 0.0 0.86 0.16 0.0 0.18 0.9 ...\n",
" drop_size_distribution (diameter, time) float64 -10.0 -10.0 -10.0 ...\n",
" drop_velocity_distribution (velocity, time) float64 0.0 0.0 0.0 0.0 0.0 ...\n",
" rain_accumulated (time) float64 90.8 90.8 90.8 90.9 90.9 90.9 ...\n",
" rain_intensity (time) float64 2.259 2.004 2.548 2.144 1.571 ...\n",
" sensor_status (time) float64 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n",
" visibility (time) float64 1.567e+03 1.733e+03 1.57e+03 ...\n",
"Attributes:\n",
" description: Broadmead Eddy Covariance Station Disdrometer\n",
" history: Created 2016-09-22 20:19:15.717922\n",
" Conventions: CF-1.6\n",
" featureType: timeSeries"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import xarray as xr\n",
"ds = xr.open_dataset(filename)\n",
"ds"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For instance we could just grab one particular storm"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fdd7ca1df50>]"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Q3kA1UYQQQlQJJbU2H/UQAQYs22ym2QAz+0Yd9i+EEKKHoaTW5qMeguSbwKAs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\nLpfLlV3/DyhClQmcmmtBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fdda07931d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds0 = ds.sel(time=slice('2016-02-25 03:00', '2016-02-25 04:30'))\n",
"ds0.rain_intensity.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Grab the values and stuff them into the `ParsedParsivelReader`."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"rain_rate = ds0['rain_intensity'].values\n",
"time = ds0['time'].values\n",
"nd = ds0['drop_size_distribution'].values\n",
"vd = ds0['drop_velocity_distribution'].values\n",
"\n",
"reader = pydisdrometer.ParsedParsivelReader(time, nd, vd, rain_rate)\n",
"dsd = pydisdrometer.DropSizeDistribution.DropSizeDistribution(reader)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here are some examples of dsd behaving as expected."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 3.31 s, sys: 0 ns, total: 3.31 s\n",
"Wall time: 3.28 s\n"
]
}
],
"source": [
"%%time\n",
"dsd.set_scattering_temperature_and_frequency(scattering_freq=3e9)\n",
"dsd.calculate_radar_parameters()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This assumes BC shape relationship, X band, 10C, but we can over-ride the frequency using the set_scattering_temperature_and_frequency method.\n",
" Let's plot some of the parameters, and then try to do something with the data."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds_radar = xr.open_dataset('radar_output.nc')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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bKivLTLMbMgQWLoSHHvL5UwbE2QS3oiJzSkkx1bT8fPuat0WLoLDQ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cD3yf0IEwfhd7gD9NKi6pT93R9969e5ONI9f4Pm5TDc1/6BB0dua/rz0a6Hb8JNxb9m+hq72L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\nQgghhBCJow83IYQQQgghhEic/wd0fy0VbRFmMQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fdd7c752fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"ax = plt.subplot(2,2,1)\n",
"plt.plot(dsd.time['data'], dsd.fields['Zh']['data'])\n",
"ds_radar.reflectivity.plot(ax=ax)\n",
"plt.ylabel('Reflectivity(dBZ)')\n",
"\n",
"ax = plt.subplot(2,2,2)\n",
"plt.plot(dsd.time['data'], dsd.fields['Zdr']['data'])\n",
"ds_radar.differential_reflectivity.plot(ax=ax)\n",
"plt.ylabel('Differential Reflectivity(dB)')\n",
"\n",
"ax = plt.subplot(2,2,3)\n",
"plt.plot(dsd.time['data'], dsd.fields['Kdp']['data'])\n",
"ds_radar.kdp.plot(ax=ax)\n",
"plt.ylabel('Specific Differential Phase(deg/km)')\n",
"\n",
"plt.subplot(2,2,4)\n",
"plt.pcolor(dsd.time['data'], dsd.diameter['data'], np.log10(dsd.Nd['data'].T), vmin=0, vmax=6)\n",
"\n",
"plt.ylabel('Diameter')\n",
"plt.colorbar()\n",
"plt.ylim(0,5) #Zoom in some\n",
"plt.gcf().autofmt_xdate()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next let's estimate some microphysical parameterizations."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 921 ms, sys: 0 ns, total: 921 ms\n",
"Wall time: 913 ms\n"
]
}
],
"source": [
"%%time\n",
"dsd.calculate_dsd_parameterization()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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uxj3r7ntbv4czHz4TgJyYuf9+4PHHgxvTZKC4I4SQGCMWXTp3+BxEJqtWAXv3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mtrybkLluJi44g7deOZvj4lTmq10mvf3Ez3j46GV9wBQHa28cSdZGpht9p1i2UeaT+Cxt5GWW8n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\ng3yRU/8IYCcw0rYdhc4y9GvgVi/rvcum6Uan/mzgAHCLQ19HYBRwfbCOk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gF37iQtSUQc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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fdd7cf56ed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,5))\n",
"\n",
"ax = plt.subplot(1,2,1)\n",
"plt.plot(dsd.time['data'], dsd.fields['D0']['data'])\n",
"ds_radar.D0.plot(ax=ax)\n",
"plt.ylim(0,5)\n",
"plt.ylabel('$D_0$')\n",
"\n",
"ax = plt.subplot(1,2,2)\n",
"plt.plot(dsd.time['data'], np.log10(dsd.fields['Nw']['data']))\n",
"ds_radar.NW.plot(ax=ax)\n",
"plt.ylabel('$log_{10}(N_w)$')\n",
"plt.ylim(0,6)\n",
"\n",
"plt.gcf().autofmt_xdate()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds_radar.close()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
@jsignell

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How to create environment to run this in:

#environment.yml
name: disdrometer
channels:
- conda-forge
- defaults
dependencies:
- python=2.7
- matplotlib
- jupyter
- pandas
- xarray
- numpy
- pip:
  - git+git://github.com/jsignell/PyDisdrometer.git

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