Created
November 15, 2016 13:59
-
-
Save lkluft/0218e47185605ee33cfdba1851e271bd to your computer and use it in GitHub Desktop.
Store plots on different pages in one single PDF.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"start_time": "2016-11-15T14:59:30.329212", | |
"end_time": "2016-11-15T14:59:32.477285" | |
}, | |
"trusted": true, | |
"collapsed": false | |
}, | |
"cell_type": "code", | |
"source": "%matplotlib inline\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom matplotlib.backends.backend_pdf import PdfPages\n\nx = np.linspace(0, 2 * np.pi, 100)\n\nwith PdfPages('multipage_pdf.pdf') as pdf:\n for i in range(5):\n fig, ax = plt.subplots()\n ax.plot(x, np.sin(i * x))\n ax.set_title(r'$\\omega = {}$'.format(i))\n ax.set_xlim(x.min(), x.max())\n ax.set_ylim(-1, 1)\n pdf.savefig() # saves the current figure into a pdf page", | |
"execution_count": 1, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgYAAAFxCAYAAAAI8GBEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
"text/plain": "<matplotlib.figure.Figure at 0x7f4131ed2cf8>" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgYAAAFxCAYAAAAI8GBEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIuKnYCAiIiJ+CgYiIiLi9/8D3hnamiMW6/kAAAAASUVORK5CYII=\n", | |
"text/plain": "<matplotlib.figure.Figure at 0x7f41322a3fd0>" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgYAAAFxCAYAAAAI8GBEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", | |
"text/plain": "<matplotlib.figure.Figure at 0x7f4131f35c18>" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgYAAAFxCAYAAAAI8GBEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", | |
"text/plain": "<matplotlib.figure.Figure at 0x7f412fe0f208>" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgYAAAFxCAYAAAAI8GBEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZAAAAABJRU5ErkJggg==\n", | |
"text/plain": "<matplotlib.figure.Figure at 0x7f4131f39dd8>" | |
}, | |
"metadata": {} | |
} | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"pygments_lexer": "ipython3", | |
"mimetype": "text/x-python", | |
"version": "3.5.2", | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"name": "python", | |
"file_extension": ".py", | |
"nbconvert_exporter": "python" | |
}, | |
"toc": { | |
"toc_threshold": 6, | |
"toc_number_sections": true, | |
"toc_cell": false, | |
"toc_window_display": false | |
}, | |
"gist": { | |
"id": "", | |
"data": { | |
"description": "Store plots on different pages in one single PDF.", | |
"public": true | |
} | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment