Skip to content

Instantly share code, notes, and snippets.

@smhr
Created May 27, 2019 18:03
Show Gist options
  • Save smhr/0d153e2e637e847b3db005ba43f34129 to your computer and use it in GitHub Desktop.
Save smhr/0d153e2e637e847b3db005ba43f34129 to your computer and use it in GitHub Desktop.
different_method_plot
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# Generate random data\n",
"data = np.random.rand(100)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Plot in different subplots\n",
"plt.figure()\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(data)\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.plot(data)\n",
"\n",
"plt.subplot(1, 2, 1) # Warning occurs here\n",
"plt.plot(data + 1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Plot in different subplots\n",
"fig, (ax1, ax2) = plt.subplots(1, 2)\n",
"ax1.plot(data)\n",
"\n",
"ax2.plot(data)\n",
"\n",
"ax1.plot(data+1)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"# keep a reference to the first axis\n",
"ax1 = plt.subplot(1,2,1)\n",
"ax1.plot(data)\n",
"\n",
"# and a reference to the second axis\n",
"ax2 = plt.subplot(1,2,2)\n",
"ax2.plot(data)\n",
"\n",
"# reuse the first axis\n",
"ax1.plot(data+1)\n",
"\n",
"plt.show()"
]
},
{
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment