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Created August 7, 2017 17:25
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Xarray time-series resampling of #10571
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{
"cells": [
{
"metadata": {
"deletable": true,
"editable": true
},
"cell_type": "markdown",
"source": "# Xarray time-series resampling of processed EPIC ADCP data"
},
{
"metadata": {
"deletable": true,
"editable": true
},
"cell_type": "markdown",
"source": "An example of how to reduce a large single ping ADCP .nc format file that has been converted by TRDIpd0tonetcdf and ADCPcdf2ncEPIC\nADCP on mooring 10571 has hourly bursts of 2048 samples at 2 Hz and no other sampling scheme."
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2017-02-24T11:48:50.906716Z",
"start_time": "2017-02-24T06:48:50.193181-05:00"
},
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np\n#import pandas as pd # not sure I need this yet\nimport xarray as xr\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport datetime as dt\nimport datetime",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2017-02-24T11:48:50.912700Z",
"start_time": "2017-02-24T06:48:50.908690-05:00"
},
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "infile = 'wh10571viapythonCFtimetype.nc' \n",
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "['wh10571viapythonCFtimetype', 'nc']"
},
"metadata": {},
"execution_count": 11
}
]
},
{
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "# first lets see what kind of time we have for the main axis\n# if xarray - MUST set decode_time=False to see the corrdinate time variable units\nds = xr.open_dataset(infile, decode_times=False)\ntimeunits = ds['time'].attrs['units']\nds.close()\nprint(timeunits)\nif \"seconds\" in timeunits:\n timetype = \"CF\"\nelse:\n timetype = \"EPIC\"\n\nprint('we have %s time, xarray operations will work' % timetype)",
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": "seconds since 2015-11-12 16:1:48.500000 0:00\nwe have CF time, xarray operations will work\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2017-02-24T11:48:51.470231Z",
"start_time": "2017-02-24T06:48:50.917715-05:00"
},
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "# now that we know what time we have, we can allow timestamps to be interpreted here\n# time is expressed as decimal seconds since the first ping in the data set. \n# Acoustic current profiler time stamps may have resolution of as little as 16 Hz, depending on the instrument\n# these netCDF files have both cf_time and time and time2. To prevent xarray from trying to use time & time2 \n# as the time axis for this dataset, we ask xarray to omit them\n# do NOT use xarray.load_dataset for these files, they are very large\nvars2omit = {'EPIC_time','EPIC_time2'}\nds = xr.open_dataset(infile,decode_times=True,drop_variables=vars2omit)",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2017-02-24T11:48:51.843485Z",
"start_time": "2017-02-24T06:48:51.472239-05:00"
},
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "# check some data\nnens_hr = 2048\nnrawens = len(ds['P_1'])\n#ax = ds['P_1'][int(nrawens/2):nens_hr*3].plot(aspect=4,size=8)\nax = ds['P_1'].plot(aspect=4,size=8)\nplt.tick_params(labelsize=24)",
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0xbfefbd7630>",
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AZgK4FsAZImIKfjYD8CmAhdAFNhXQhUBmO7tDF2D9DGAcdFpRd19+Z0G3eJwDXRB1u4j0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\n/HPg4otLF686efdd3c9CRUX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1s5/X68F2r17pbYstkyYwan9vfrz6oasNBg4sX/+SNtyp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wAAAACALrCis5pCJ0CJtWv16AQAAAAAoH16dFYzjQ9QwopOAAAAAAC6QHRtNYVOgBIKnQAAAAAA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\nZ8BPgfeA/SPikobjR5MN5asiYnNJA8q6D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},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2017-02-24T11:49:25.363964Z",
"start_time": "2017-02-24T06:48:51.857522-05:00"
},
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "print(ds.dims)\nstarttime = dt.datetime.now()\nprint(\"start resample at %s\" % starttime)\nds_1h = ds.resample('H','time',how='mean',keep_attrs=True)\nendtime = dt.datetime.now()\nprint(\"finished resample at %s\" % endtime)\nprint(\"processing time was %s\" % (endtime-starttime))\nprint(ds_1h.dims)",
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": "Frozen(SortedKeysDict({'time': 1631851, 'depth': 66, 'lat': 1, 'lon': 1}))\nstart resample at 2017-08-07 12:55:02.328284\nfinished resample at 2017-08-07 12:56:48.485619\nprocessing time was 0:01:46.157335\nFrozen(SortedKeysDict(OrderedDict([('time', 797), ('depth', 66), ('lat', 1), ('lon', 1)])))\n",
"name": "stdout"
}
]
},
{
"metadata": {
"collapsed": false,
"trusted": true,
"editable": true,
"deletable": true
},
"cell_type": "code",
"source": "print('First time in the original data is %s' % ds['time'][0])\nprint('First time in the new low passed data is %s' % ds_1h['time'][0])",
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": "First time in the original data is <xarray.DataArray 'time' ()>\narray(1447286448500000000, dtype='datetime64[ns]')\nCoordinates:\n time datetime64[ns] 2015-11-12T00:00:48.500000\nFirst time in the new low passed data is <xarray.DataArray 'time' ()>\narray(1447286400000000000, dtype='datetime64[ns]')\nCoordinates:\n time datetime64[ns] 2015-11-12\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2017-02-24T11:49:25.373954Z",
"start_time": "2017-02-24T06:49:25.366936-05:00"
},
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "ax = ds_1h['P_1'].plot(aspect=4,size=8,marker='o') \nplt.tick_params(labelsize=24)",
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0xbff000f978>",
"image/png": 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2t+3v/ed/mh14YIGMTCIEmXn19UWQGUAWtVrdjj66fRpff2uIJPUs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\nW02aWfLnIwhb5Pvf/3729XbzPGOGh8d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UAAAg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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "fileparts = infile.split('.')\noutfile = fileparts[0]+\"_1h.nc\"\nprint(outfile)\n#ds_5min.to_netcdf(outfile)\nds_1h.to_netcdf(outfile)",
"execution_count": 15,
"outputs": [
{
"output_type": "stream",
"text": "wh10571viapythonCFtimetype_1h.nc\n",
"name": "stdout"
}
]
},
{
"metadata": {
"collapsed": true,
"trusted": true,
"editable": true,
"deletable": true
},
"cell_type": "raw",
"source": "# time may need to be adjusted to the center of the burst."
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2017-02-24T11:49:25.363964Z",
"start_time": "2017-02-24T06:48:51.857522-05:00"
},
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "print(ds.dims)\nstarttime = dt.datetime.now()\nprint(\"start resample at %s\" % starttime)\nds_5min = ds.resample('5min','time','mean',keep_attrs=True)\nendtime = dt.datetime.now()\nprint(\"finished resample at %s\" % endtime)\nprint(\"processing time was %s\" % (endtime-starttime))\nprint(ds_1h.dims)",
"execution_count": 16,
"outputs": [
{
"output_type": "stream",
"text": "Frozen(SortedKeysDict({'time': 1631851, 'depth': 66, 'lat': 1, 'lon': 1}))\nstart resample at 2017-08-07 13:14:19.638655\nfinished resample at 2017-08-07 13:21:15.142654\nprocessing time was 0:06:55.503999\nFrozen(SortedKeysDict(OrderedDict([('time', 797), ('depth', 66), ('lat', 1), ('lon', 1)])))\n",
"name": "stdout"
}
]
},
{
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "print('First time in the original data is %s' % ds['time'][0])\nprint('First time in the new low passed data is %s' % ds_5min['time'][0])",
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": "First time in the original data is <xarray.DataArray 'time' ()>\narray(1447286448500000000, dtype='datetime64[ns]')\nCoordinates:\n time datetime64[ns] 2015-11-12T00:00:48.500000\nFirst time in the new low passed data is <xarray.DataArray 'time' ()>\narray(1447286400000000000, dtype='datetime64[ns]')\nCoordinates:\n time datetime64[ns] 2015-11-12\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2017-02-24T11:49:25.373954Z",
"start_time": "2017-02-24T06:49:25.366936-05:00"
},
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "ax = ds_5min['P_1'].plot(aspect=4,size=8,marker='o') \nplt.tick_params(labelsize=24)",
"execution_count": 22,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0xbff4611cc0>",
"image/png": 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L6rAF2Ap8AfiU9z4MuvUBXgL2YsGyaiwAFy7nD7Hg4R+AMmwo4/jcrXlYT98dWBBwtvd+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\nt1m37mz27GnFunW7yM39Nr1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Uy5EyD8vDZ8NgRaPJ3wzUFQushbmJ5pOu4a8SKSkp5fXX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\nk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cEM+/ZJ8ttJbjXluVbo43fLMONRkrxXHw/sKITMO4EF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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"collapsed": false,
"trusted": true,
"editable": true,
"deletable": true
},
"cell_type": "code",
"source": "fileparts = infile.split('.')\noutfile = fileparts[0]+\"_5min.nc\"\nprint(outfile)\n#ds_5min.to_netcdf(outfile)\nds_5min.to_netcdf(outfile)",
"execution_count": 23,
"outputs": [
{
"output_type": "stream",
"text": "wh10571viapythonCFtimetype_5min.nc\n",
"name": "stdout"
}
]
},
{
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"trusted": true
},
"cell_type": "code",
"source": "ds.close()",
"execution_count": 25,
"outputs": []
}
],
"metadata": {
"_draft": {
"nbviewer_url": "https://gist.github.com/42ce96249221914e13da7b61ece735e6"
},
"gist": {
"id": "42ce96249221914e13da7b61ece735e6",
"data": {
"description": "Xarray time-series resampling of #10571",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python [default]",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.0",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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