Skip to content

Instantly share code, notes, and snippets.

@pybokeh
Created August 22, 2019 19:18
Show Gist options
  • Save pybokeh/79a30ef2021b91fdd246ce708757a6e9 to your computer and use it in GitHub Desktop.
Save pybokeh/79a30ef2021b91fdd246ce708757a6e9 to your computer and use it in GitHub Desktop.
Untitled.ipynb
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(\"Hello world!\")",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "Hello world!\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Large Title"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "This is how you do a [hyperlink](https://hondaweb.com/auth/default.aspx)."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Make a word **bold**\n\nMake a word ***italicized***"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nsns.set(style=\"white\")\n\n# Load the example mpg dataset\nmpg = sns.load_dataset(\"mpg\")\n\n# Plot miles per gallon against horsepower with other semantics\nsns.relplot(x=\"horsepower\", y=\"mpg\", hue=\"origin\", size=\"weight\",\n sizes=(40, 400), alpha=.5, palette=\"muted\",\n height=6, data=mpg)\nplt.show()",
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 505.975x432 with 1 Axes>",
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np\nimport pandas as pd\nimport seaborn as sns\nsns.set(style=\"white\")\n\n# Generate a random correlated bivariate dataset\nrs = np.random.RandomState(5)\nmean = [0, 0]\ncov = [(1, .5), (.5, 1)]\nx1, x2 = rs.multivariate_normal(mean, cov, 500).T\nx1 = pd.Series(x1, name=\"$X_1$\")\nx2 = pd.Series(x2, name=\"$X_2$\")\n\n# Show the joint distribution using kernel density estimation\ng = sns.jointplot(x1, x2, kind=\"kde\", height=7, space=0)",
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 504x504 with 3 Axes>",
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"hide_input": false,
"language_info": {
"name": "python",
"version": "3.7.4",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"varInspector": {
"window_display": false,
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"library": "var_list.py",
"delete_cmd_prefix": "del ",
"delete_cmd_postfix": "",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"library": "var_list.r",
"delete_cmd_prefix": "rm(",
"delete_cmd_postfix": ") ",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
]
},
"gist": {
"id": "",
"data": {
"description": "Untitled.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment