Skip to content

Instantly share code, notes, and snippets.

@alexandrnikitin
Created January 5, 2018 10:42
Show Gist options
  • Save alexandrnikitin/2103ebd560fb7a916e3b94c921c64c70 to your computer and use it in GitHub Desktop.
Save alexandrnikitin/2103ebd560fb7a916e3b94c921c64c70 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Decision:\tAccept\n",
"\n",
" values lower upper\n",
"n \n",
"91 13.612 43.942 48.273\n",
"92 12.208 44.442 48.773\n",
"93 13.377 44.942 49.273\n",
"94 13.817 45.442 49.773\n",
"95 13.806 45.942 50.273\n",
"96 13.306 46.442 50.773\n",
"97 13.227 46.942 51.273\n",
"98 14.092 47.442 51.773\n",
"99 13.903 47.942 52.273\n",
"100 13.910 48.442 52.773\n"
]
}
],
"source": [
"import sprt as sprt\n",
"import numpy as np\n",
"\n",
"xs = np.random.normal(0, 1, 100)\n",
"test = sprt.SPRTNormal(alpha = 0.05, beta = 0.2, h0 = 0, h1 = 1, values = xs, variance = 1)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAAF3CAYAAADTt/MeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nG38brlKTEPtzAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f83fe9d1390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test.plot()"
]
}
],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment