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February 15, 2018 08:28
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Calculate and plot the 15 minute rolling mean for BCO data.
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{ | |
"cells": [ | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2018-02-12T08:23:57.706114Z", | |
"start_time": "2018-02-12T08:23:44.952334Z" | |
}, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "%matplotlib inline\nimport glob\nimport xarray as xr\nimport matplotlib.pyplot as plt\nimport pandas as pd\n\n\ndf = pd.concat([xr.open_dataset(ncfile).to_dataframe()\n for ncfile in sorted(glob.iglob('data/2018*/*.nc'))])", | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### 15 min rolling mean" | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2018-02-12T08:23:57.706114Z", | |
"start_time": "2018-02-12T08:23:44.952334Z" | |
}, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "fig, ax = plt.subplots()\nax.plot(df.VEL.rolling('15min').mean(), label='15min mean windspeed')\nax.plot(df.VEL.rolling('15min').std(), label='15min stddev windspeed')\nax.set_ylabel('V $\\sf [ms^{-1}]$')\nax.legend()\nax.grid(True)", | |
"execution_count": 2, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<matplotlib.figure.Figure at 0x1182da780>", | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "markdown", | |
"source": "### mean in 15 min interval" | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2018-02-12T08:23:57.706114Z", | |
"start_time": "2018-02-12T08:23:44.952334Z" | |
}, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "fig, ax = plt.subplots()\nax.plot(df.VEL.resample('15min').mean(), label='15min mean windspeed')\nax.plot(df.VEL.resample('15min').std(), label='15min stddev windspeed')\nax.set_ylabel('V $\\sf [ms^{-1}]$')\nax.legend()\nax.grid(True)", | |
"execution_count": 3, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<matplotlib.figure.Figure at 0x11aa66860>", | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
} | |
], | |
"metadata": { | |
"_draft": { | |
"nbviewer_url": "https://gist.github.com/e5f6fa7a34b869661ed477981427ac3a" | |
}, | |
"gist": { | |
"id": "e5f6fa7a34b869661ed477981427ac3a", | |
"data": { | |
"description": "Calculate and plot the 15 minute rolling mean for BCO data.", | |
"public": true | |
} | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"name": "python", | |
"version": "3.6.4", | |
"mimetype": "text/x-python", | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"pygments_lexer": "ipython3", | |
"nbconvert_exporter": "python", | |
"file_extension": ".py" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
Try2Code
commented
Feb 15, 2018
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