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August 16, 2017 20:25
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import h5pyd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# uncompressed and compressed file\n", | |
"f_raw = h5pyd.File(\"/home/harvardseas/GEOSFP/GEOSFP.20150701.A3cld.Native.nc\", 'r')\n", | |
"f_com = h5pyd.File(\"/home/harvardseas/GEOSFP/GEOSFP.20150701.A3cld.NativeZ.nc\", 'r')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Compare metadata" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"('CLOUD', 'CLOUD')\n", | |
"('OPTDEPTH', 'OPTDEPTH')\n", | |
"('QCCU', 'QCCU')\n", | |
"('QI', 'QI')\n", | |
"('QL', 'QL')\n", | |
"('TAUCLI', 'TAUCLI')\n", | |
"('TAUCLW', 'TAUCLW')\n", | |
"('lat', 'lat')\n", | |
"('lev', 'lev')\n", | |
"('lon', 'lon')\n", | |
"('time', 'time')\n" | |
] | |
} | |
], | |
"source": [ | |
"# check variable names\n", | |
"for names in zip(f_com,f_raw):\n", | |
" print(names)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# get a variable\n", | |
"dset_raw = f_raw['CLOUD']\n", | |
"dset_com = f_com['CLOUD']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(8, 72, 721, 1152) [1, 7, 164, 264] float32 d-60c17e34-7cb6-11e7-b2d4-0242ac110008\n", | |
"(8, 72, 721, 1152) [1, 7, 164, 264] float32 d-1f6554c8-82ac-11e7-97a5-0242ac110008\n" | |
] | |
} | |
], | |
"source": [ | |
"# check basic attributes\n", | |
"def check_basic(dset):\n", | |
" print(dset.shape,dset.chunks,dset_com.dtype,dset.id.id)\n", | |
" \n", | |
"check_basic(dset_raw)\n", | |
"check_basic(dset_com)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Compare retrieving time " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 114 ms, sys: 66.4 ms, total: 180 ms\n", | |
"Wall time: 6.67 s\n" | |
] | |
} | |
], | |
"source": [ | |
"%time data_from_raw = dset_raw[0, 0, :, :]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 125 ms, sys: 65.3 ms, total: 190 ms\n", | |
"Wall time: 7.16 s\n" | |
] | |
} | |
], | |
"source": [ | |
"%time data_from_com = dset_com[0, 0, :, :]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Compare data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"True" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# make sure results are identical\n", | |
"np.allclose( data_from_raw , data_from_com )" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x10d91e518>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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5PrYZMzychID46zlqXIKUqMtr2PXNXdeMO0Eq1NwMLC+y9fQ822ck+YINyZRT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\nwHGhoJC0z2mO/d5aiFmoyP7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FvcuOx3QcvmWRsZ0SFgONbxmE8tNYC1cqxFDhEwfKhw55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\nf0qwL1FYrW0HNIZjfYJ6KHC12dXmIxlXm11c9o2jSZv1A1rLEYDd0YF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PE68dEvE/2Iip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qDj5ZqLn9yHv0ux9Afd+Ltd0Jqav3+WpatWoLt7AGi5/xaqP/csuLJ+mhBCpAPJ5uwm2SyyiVyg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\nhsYTzbnctfp43jnyT9xdtZgVD84k+bM6jPXFB99+fl7k8x4O/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YMGsjWIWrXxK592fzDQ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\nERERERHpC/8Pqe+ShPMHOoQAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10d4b1550>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=[16,8])\n", | |
"plt.subplot(1,2,1);plt.imshow(data_from_raw)\n", | |
"plt.subplot(1,2,2);plt.imshow(data_from_com)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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