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@ojdo
Last active August 29, 2015 14:17
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "code",
"input": "import pandas as pd\n%matplotlib inline",
"prompt_number": 38,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Data import and cleanup",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "ts = pd.read_excel('urbs-result.xlsx', 'Elec.North timeseries', skiprows=[0,2])",
"prompt_number": 39,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "to_replace = {\n 'Unnamed: 0': 'Time',\n\n 'Level': 'Sto-Level',\n 'Stored': 'Sto-In',\n 'Retrieved': 'Sto-Out',\n\n 'Mid': 'Imp-Mid',\n 'North': 'Imp-North',\n 'South': 'Imp-South',\n 'Mid.1': 'Exp-Mid',\n 'North.1': 'Exp-North',\n 'South.1': 'Exp-South'}\nts = ts.rename(columns=to_replace)",
"prompt_number": 40,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Then drop the unneeded columns (storage level, demand, overproduction):"
},
{
"metadata": {},
"cell_type": "code",
"input": "prod = ts.drop(['Sto-Level', 'Demand', 'Overproduction'], axis=1).set_index('Time')\nprod['Sto-In'] *= -1",
"prompt_number": 41,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Let the plotting begin",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "demand = ts.set_index('Time')['Demand']\ndemand.plot(style='k')",
"prompt_number": 42,
"outputs": [
{
"output_type": "pyout",
"prompt_number": 42,
"metadata": {},
"text": "<matplotlib.axes._subplots.AxesSubplot at 0xdfb9160>"
},
{
"output_type": "display_data",
"metadata": {},
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RI0cQFxen+bnsKQVmskqGlJWVJbxftbK4uDgcOHCgxt+r3NtksVhw9uxZdOjQ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\nYDr/AwQZgcFqNQ9FAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0xba75240>"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Create a combined production and demand plot; save handle to plot object for later:"
},
{
"metadata": {},
"cell_type": "code",
"input": "fh_prod = prod.plot(kind='area', legend=False)\ndemand.plot(ax=fh_prod, style='k')",
"prompt_number": 43,
"outputs": [
{
"output_type": "pyout",
"prompt_number": 43,
"metadata": {},
"text": "<matplotlib.axes._subplots.AxesSubplot at 0xc4121d0>"
},
{
"output_type": "display_data",
"metadata": {},
"png": 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N3tfbxvq2v31JdY2VNA/Nyki7Zh3+CgWr7rjFI+cXruNtY10IV3H1WE/cv4ee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\n46G8vy3EX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S+Maazc1Jsf/pySfpZUmayUL0+9K9bo8t8c1VMfk2ROhNO6znKV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\nAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0xe0e8908>"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Add plot for previously dropped column \"storage level\" for visual control:"
},
{
"metadata": {},
"cell_type": "code",
"input": "storage = ts.set_index('Time')['Sto-Level']\nfh_storage = storage.plot(kind='area', style='r', figsize=(16, 5), ylim=(26e4,None))",
"prompt_number": 44,
"outputs": [
{
"output_type": "display_data",
"metadata": {},
"png": 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TSKQ7HACHgEIWaACj5OhswcCB8j/zTEqeg14q5ApyHbmCXM8Arqvgrbcq/3e/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\n",
"text": "<matplotlib.figure.Figure at 0xc267da0>"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Save the plots to files",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "def save_axes_to_file(fh, filename):\n \"\"\"Save an axes object to image file.\"\"\"\n # first retrieve its \"parent\" figure object\n fig = fh.get_figure()\n # then use its savefig method\n fig.savefig(filename, bbox_inches='tight', dpi=300)",
"prompt_number": 45,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# for each axes (fh_...) object\nfor fh, name in [(fh_prod, 'Production'), (fh_storage, 'Storage')]: \n for ext in ['pdf', 'png']:\n filename = \"{}.{}\".format(name, ext)\n save_axes_to_file(fh, filename)",
"prompt_number": 46,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
}
],
"metadata": {}
}
],
"metadata": {
"gist_id": "782024329bd0f355b66e",
"name": "",
"signature": "sha256:31e6c49d5dc1dd304ae848ccfcd557f2605d09170605644b923a10b60eb725ad"
},
"nbformat": 3
}
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