Skip to content

Instantly share code, notes, and snippets.

@karlafej
Created February 1, 2019 15:03
Show Gist options
  • Save karlafej/7fe1d941e71a7c5dd98cf023460c5c19 to your computer and use it in GitHub Desktop.
Save karlafej/7fe1d941e71a7c5dd98cf023460c5c19 to your computer and use it in GitHub Desktop.
creativity with python and math
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from plotnine import *\n",
"import numpy as np\n",
"import pandas as pd\n",
"from itertools import product"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"x = np.arange(-10, 10, 0.025)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame([row for row in product(x,x)], columns=['x', 'y'])\n",
"df['x1'] = df.x + np.pi * abs(np.sin(df.y))**.5\n",
"df['y1'] = df.y + np.pi * abs(np.cos(df.x))**.5"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x638.632 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363299937337421)>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(ggplot(df, aes(y='y1', x='x1')) \n",
"+geom_point(alpha=.01, size=0.2, color=\"black\")\n",
"+theme_void()\n",
"+coord_fixed())\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment