Created
March 1, 2017 00:47
-
-
Save brianspiering/1f44ec9e6dcf294308e9ecb74307988e to your computer and use it in GitHub Desktop.
My computer science journey visualization
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": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"from numpy import linspace\n", | |
"\n", | |
"%matplotlib inline " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGwCAYAAACKOz5MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x119c258d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.xkcd()\n", | |
"plt.plot(linspace(0, 9, 10))\n", | |
"plt.title('My Computer Science Journey')\n", | |
"plt.xlabel('Knowledge of Computer Science')\n", | |
"plt.ylabel('How Funny I think XKCD is');" | |
] | |
} | |
], | |
"metadata": { | |
"anaconda-cloud": {}, | |
"kernelspec": { | |
"display_name": "Python [default]", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.5.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment