Skip to content

Instantly share code, notes, and snippets.

@andyreagan
Last active March 28, 2020 15:42
Show Gist options
  • Save andyreagan/0a2fa48c94e61840bc2306b368e243c1 to your computer and use it in GitHub Desktop.
Save andyreagan/0a2fa48c94e61840bc2306b368e243c1 to your computer and use it in GitHub Desktop.
W209 Async 11.3 with pivot_table transform
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Modify the existing code for analyzing the Lekagul sensor data with parallel coordinates, and make separate plots for each monitor.\n",
"\n",
"The goal is to make a separate plot for each value of the variable `Monitor` (to _facet_ by it).\n",
"\n",
"Hint: you can use Pandas's `groupby()` method, and loop over groups!\n",
"\n",
"**Upload the graphic that you made for any one of the additional monitors to the ISVC.**\n",
"\n",
"First, setup and load/transform data:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_excel(\"Sensor-Data.xlsx\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"pivoted = df.pivot_table(index=['Monitor', 'Date Time '], columns='Chemical', values='Reading')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make a parallel coordinates plot:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Chemical')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.title(\"Sample from all monitors\")\n",
"plt.plot(np.arange(len(pivoted.columns)),pivoted.T.values[:,:100],color=\"k\",alpha=.15)\n",
"ax = plt.gca()\n",
"ax.set_xticks(np.arange(len(pivoted.columns)))\n",
"ax.set_xticklabels(list(pivoted.columns))\n",
"ax.set_ylabel(\"Reading\")\n",
"ax.set_xlabel(\"Chemical\")"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment