Created
June 14, 2021 15:53
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"id": "f8b06ed9", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.lines.Line2D at 0x7f6434de9610>" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x360 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 349, | |
"width": 557 | |
} | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from pylab import * \n", | |
"from matplotlib.style import use \n", | |
"use('fivethirtyeight')\n", | |
"\n", | |
"figure(figsize=(8,5))\n", | |
"deg = pi/180\n", | |
"d = linspace(2,10)\n", | |
"theta = linspace(28,74,5)\n", | |
"\n", | |
"[plot(d, tan(k*deg)*d, label='%i$^{\\circ }$'%k) for k in theta] \n", | |
"xlabel('Porch Depth(ft)')\n", | |
"ylabel('Shadow to Porch @Noon (ft)')\n", | |
"legend()\n", | |
"ylim(0,16)\n", | |
"axhline(6, color='k',alpha=.4)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "3705a4db", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"\n", | |
"\n", | |
"from IPython.dis" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.7.7" | |
}, | |
"toc": { | |
"nav_menu": {}, | |
"number_sections": true, | |
"sideBar": true, | |
"skip_h1_title": false, | |
"toc_cell": false, | |
"toc_position": {}, | |
"toc_section_display": "block", | |
"toc_window_display": false | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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