notebook2.ipynb
1583 lines
| 122.1 KiB
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Jonathan Frederic
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r11478 | { | |
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r18580 | "cells": [ | |
Jonathan Frederic
|
r11478 | { | |
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r18596 | "cell_type": "markdown", | |
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r18580 | "metadata": {}, | |
"source": [ | |||
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r18596 | "# NumPy and Matplotlib examples" | |
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r18580 | ] | |
}, | |||
{ | |||
"cell_type": "markdown", | |||
"metadata": {}, | |||
"source": [ | |||
"First import NumPy and Matplotlib:" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
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r18587 | "execution_count": 1, | |
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r18580 | "metadata": { | |
"collapsed": false | |||
}, | |||
"outputs": [ | |||
Jonathan Frederic
|
r11478 | { | |
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r18580 | "name": "stdout", | |
"output_type": "stream", | |||
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r18589 | "text": [ | |
"module://IPython.kernel.zmq.pylab.backend_inline\n" | |||
] | |||
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|
r18580 | } | |
], | |||
"source": [ | |||
"%matplotlib inline\n", | |||
"import matplotlib\n", | |||
"import matplotlib.pyplot as plt\n", | |||
"print(matplotlib.backends.backend)" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
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|
r18587 | "execution_count": 2, | |
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|
r18580 | "metadata": { | |
"collapsed": false | |||
}, | |||
"outputs": [], | |||
"source": [ | |||
"from IPython.display import set_matplotlib_formats\n", | |||
"set_matplotlib_formats('png', 'pdf')\n", | |||
"matplotlib.rcParams['figure.figsize'] = (2,1)" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
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r18587 | "execution_count": 3, | |
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|
r18580 | "metadata": { | |
"collapsed": false | |||
}, | |||
"outputs": [ | |||
Jonathan Frederic
|
r11478 | { | |
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r18589 | "data": { | |
"text/plain": [ | |||
"{matplotlib.figure.Figure: <function IPython.core.pylabtools.<lambda>>}" | |||
] | |||
}, | |||
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r18587 | "execution_count": 3, | |
Jonathan Frederic
|
r11478 | "metadata": {}, | |
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|
r18589 | "output_type": "execute_result" | |
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|
r18580 | } | |
], | |||
"source": [ | |||
"ip.display_formatter.formatters['application/pdf'].type_printers" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
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|
r18587 | "execution_count": 4, | |
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|
r18580 | "metadata": { | |
"collapsed": false | |||
}, | |||
"outputs": [], | |||
"source": [ | |||
"import numpy as np" | |||
] | |||
}, | |||
{ | |||
"cell_type": "markdown", | |||
"metadata": {}, | |||
"source": [ | |||
"Now we show some very basic examples of how they can be used." | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
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r18587 | "execution_count": 5, | |
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|
r18580 | "metadata": { | |
"collapsed": false | |||
}, | |||
"outputs": [], | |||
"source": [ | |||
"a = np.random.uniform(size=(100,100))" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
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|
r18587 | "execution_count": 6, | |
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|
r18580 | "metadata": { | |
"collapsed": false | |||
}, | |||
"outputs": [ | |||
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r15387 | { | |
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|
r18589 | "data": { | |
"text/plain": [ | |||
"(100, 100)" | |||
] | |||
}, | |||
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|
r18587 | "execution_count": 6, | |
Jonathan Frederic
|
r11478 | "metadata": {}, | |
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|
r18589 | "output_type": "execute_result" | |
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|
r18580 | } | |
], | |||
"source": [ | |||
"a.shape" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
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|
r18587 | "execution_count": 7, | |
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|
r18580 | "metadata": { | |
"collapsed": false | |||
}, | |||
"outputs": [], | |||
"source": [ | |||
"evs = np.linalg.eigvals(a)" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
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|
r18587 | "execution_count": 8, | |
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|
r18580 | "metadata": { | |
"collapsed": false | |||
}, | |||
"outputs": [ | |||
Jonathan Frederic
|
r11478 | { | |
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|
r18589 | "data": { | |
"text/plain": [ | |||
"(100,)" | |||
] | |||
}, | |||
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r18587 | "execution_count": 8, | |
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r12526 | "metadata": {}, | |
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|
r18589 | "output_type": "execute_result" | |
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|
r18580 | } | |
], | |||
"source": [ | |||
"evs.shape" | |||
] | |||
}, | |||
{ | |||
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|
r18596 | "cell_type": "markdown", | |
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|
r18580 | "metadata": {}, | |
"source": [ | |||
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r18596 | "## Here is a very long heading that pandoc will wrap and wrap and wrap and wrap and wrap and wrap and wrap and wrap and wrap and wrap and wrap and wrap" | |
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|
r18580 | ] | |
}, | |||
{ | |||
"cell_type": "markdown", | |||
"metadata": {}, | |||
"source": [ | |||
"Here is a cell that has both text and PNG output:" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
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|
r18587 | "execution_count": 9, | |
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|
r18580 | "metadata": { | |
"collapsed": false | |||
}, | |||
"outputs": [ | |||
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r12526 | { | |
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r18589 | "data": { | |
"text/plain": [ | |||
"(array([97, 2, 0, 0, 0, 0, 0, 0, 0, 1]),\n", | |||
" array([ -2.59479443, 2.67371141, 7.94221725, 13.21072308,\n", | |||
" 18.47922892, 23.74773476, 29.0162406 , 34.28474644,\n", | |||
" 39.55325228, 44.82175812, 50.09026395]),\n", | |||
" <a list of 10 Patch objects>)" | |||
] | |||
}, | |||
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|
r18587 | "execution_count": 9, | |
Jonathan Frederic
|
r11478 | "metadata": {}, | |
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|
r18589 | "output_type": "execute_result" | |
Jonathan Frederic
|
r11478 | }, | |
{ | |||
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|
r18589 | "data": { | |
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], | |||
"text/plain": [ | |||
"<matplotlib.figure.Figure at 0x10b0ecf10>" | |||
] | |||
}, | |||
Jonathan Frederic
|
r11478 | "metadata": {}, | |
MinRK
|
r18589 | "output_type": "display_data" | |
Jonathan Frederic
|
r11478 | } | |
], | |||
MinRK
|
r18580 | "source": [ | |
"plt.hist(evs.real)" | |||
] | |||
}, | |||
{ | |||
"cell_type": "markdown", | |||
"metadata": {}, | |||
"source": [ | |||
"```python\n", | |||
"def foo(bar=1):\n", | |||
" \"\"\"docstring\"\"\"\n", | |||
" raise Exception(\"message\")\n", | |||
"```" | |||
] | |||
Jonathan Frederic
|
r11478 | } | |
MinRK
|
r18580 | ], | |
MinRK
|
r18589 | "metadata": { | |
"signature": "sha256:9fffd84e69e3d9b8aee7b4cde2099ca5d4158a45391698b191f94fabaf394b41" | |||
}, | |||
MinRK
|
r18580 | "nbformat": 4, | |
"nbformat_minor": 0 | |||
Jonathan Frederic
|
r11478 | } |