@datalayer/core
Version:
[](https://datalayer.io)
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{
"cells": [
{
"cell_type": "markdown",
"id": "9d696d63-48d2-4aab-a6f3-ed836171473f",
"metadata": {},
"source": ["# Inline plot"]
},
{
"cell_type": "code",
"execution_count": null,
"id": "309d9aeb-4a19-400b-b5fe-ed20091b357b",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"x = np.linspace(0, 1, 100)\n",
"y = 0.2+0.4*x**2+0.3*x*np.sin(15*x)+0.05*np.cos(50*x)\n",
"plt.figure(figsize=(6, 6))\n",
"plt.plot(x, y)"
]
},
{
"cell_type": "markdown",
"id": "cb236386-59ad-42ee-83d1-b0bb2b8c36bc",
"metadata": {},
"source": ["# Widget Plot with ipympl"]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5dd72a36-f7cc-42af-9fa6-6e64479c7212",
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"%matplotlib widget\n",
"x = np.linspace(0, 1, 100)\n",
"y = 0.2+0.4*x**2+0.3*x*np.sin(15*x)+0.05*np.cos(50*x)\n",
"plt.figure(figsize=(6, 6))\n",
"plt.plot(x, y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "67c8efa7-96d2-4151-b70d-6d421c5a9922",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.4"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {
"3351f91e647d4e8698cd864c2699ce37": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "MPLCanvasModel",
"state": {
"_data_url": 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