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@flamingbear
Last active August 29, 2015 14:22
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"tags": [
"worksheet-0"
]
},
"source": [
"Try to show how easy it can be to load files and use built in data values."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"import rockbag as rb\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"mpl.rcParams[\"figure.facecolor\"] = \"white\"\n",
"mpl.rcParams[\"axes.facecolor\"] = \"white\"\n",
"mpl.rcParams[\"savefig.facecolor\"] = \"white\"\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"# stub list of files for 2012 09\n",
"def get_files():\n",
" files = [\"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120901_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120902_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120903_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120904_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120905_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120906_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120907_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120908_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120909_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120910_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120911_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120912_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120913_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120914_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120915_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120916_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120917_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120918_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120919_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120920_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120921_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120922_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120923_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120924_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120925_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120926_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120927_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120928_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120929_f17_v01_n.bin\",\n",
" \"/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/daily/2012/nt_20120930_f17_v01_n.bin\"]\n",
" return files"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"files = get_files()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"def load_month(files):\n",
" cube = np.dstack(tuple([file_data(f) for f in files]))\n",
" return cube\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"def file_data(file):\n",
" a = rb.suckgrid(file, gpd='N3B', header=300)\n",
" return a"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"z = load_month(get_files())\n",
"average = z.mean(axis=2)\n",
"stddev = z.std(axis=2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"tags": [
"worksheet-0"
]
},
"source": [
"any missing data in the set?"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.any(z == 255)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
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uzvX4UcMJQTXZxFFBVxzhUoMKxQQq9IvBFGfxm0SWmh9Yg3o/Q6hF3aKoBeSCqM1VJlDj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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10629f390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False}, ):\n",
" plt.imshow(stddev)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": 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eiItZYZEa+X1dlF5RbYh3zHVEUfq+GzxpqKOhrb+PRKRqTvG+LkgQdFJGBn+l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n6G09/9yjtpNhR+6dv5wI9Z8pmwZCm99b1+cn1gJRnJepOV1smiK3n4pTShqyPIDN4TaWEdSjWo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\nz5DCL5FIJH7G/wORm1kNTtPFugAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x102cb71d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False}, ):\n",
" plt.imshow(average)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"month_file = '/projects/DATASETS/nsidc0051_gsfc_nasateam_seaice/final-gsfc/north/monthly/nt_201209_f17_v01_n.bin'\n",
"gsfc_month_data = rb.suckgrid(month_file, gpd='N3B', header=300)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": 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HEmKWWahWSU8XpVvUGGC12Q4blLvvFk8b6Eho6+8hEemaU6KnCxIE7ZSXwV+t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\nj2bJciox2EEDHWo7nwMnU8Af3NiW+FdpqFY5yo02WLUbPX3U7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eIuwq+fGnL+2gwU5I1v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\nQCDwMoTwCwQCgZchhF8gEAi8jP8HlaYtXwpRpWMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1062aa190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False}, ):\n",
" plt.imshow(gsfc_month_data)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.min(gsfc_month_data[gsfc_month_data > 0])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"0.033333333333333333"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.min(average[average > 0])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0, 0, 0, ..., 254, 254, 254],\n",
" [ 0, 0, 0, ..., 254, 254, 254],\n",
" [ 0, 0, 0, ..., 254, 254, 254],\n",
" ..., \n",
" [254, 254, 254, ..., 0, 0, 0],\n",
" [254, 254, 254, ..., 0, 0, 0],\n",
" [254, 254, 254, ..., 0, 0, 0]], dtype=uint8)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gsfc_month_data"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"diff = average - gsfc_month_data\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": 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LVVxcrOeff16S1N3drfLychUWFmrVqlXq6elJPKe6uloFBQUqKirSwYMHJ3Z6AMCYJQ3/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\nHJFLkhcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x105bf1950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False}, ):\n",
" plt.imshow(np.abs(diff) > .6, cmap=\"Blues\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"42"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(np.abs(diff) > .6).sum()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": 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vamrV0BvEf2FMEARUqhrwr79OgMKGORXUGh0a1NZNYEJkCz7cJZucOKNEYIAc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\nEvP/ATq6tgO2kqS1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ce09b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False}, ):\n",
" plt.imshow(np.abs(diff) > .5, cmap=\"Blues\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"tags": [
"worksheet-0"
]
},
"source": [
"total points different by more than .5"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"443"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(np.abs(diff) > .5).sum()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": 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ioNTT9Og5dDKY1Iwsureu/dTHzc7N4/ule7G2MCEuMY361Svj5fr0y3va25jT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\nwsj8Px996d6YWYvtAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c87ed90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mpl.rc_context(rc={'figure.figsize': (10,9), 'axes.grid':False}, ):\n",
" plt.imshow(np.abs(diff) > .2, cmap=\"Blues\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false,
"tags": [
"worksheet-0"
]
},
"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": "2.7.9"
},
"name": "Monthly Mean Differences nsidc-0051.ipynb"
},
"nbformat": 4,
"nbformat_minor": 0
}
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