{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "*This notebook contains material from [Controlling Natural Watersheds](https://jckantor.github.io/Controlling-Natural-Watersheds);\n", "content is available [on Github](https://github.com/jckantor/Controlling-Natural-Watersheds.git).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "< [Projects](http://nbviewer.jupyter.org/github/jckantor/Controlling-Natural-Watersheds/blob/master/notebooks/B.00-Projects.ipynb) | [Contents](toc.ipynb) | [Dashboard](http://nbviewer.jupyter.org/github/jckantor/Controlling-Natural-Watersheds/blob/master/notebooks/B.02-Dashboard.ipynb) >
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solar Cycle"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"# ARMA example using sunpots data\n",
"\n",
"import numpy as np\n",
"from scipy import stats\n",
"import pandas\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import statsmodels.api as sm\n",
"from statsmodels.graphics.api import qqplot\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"::\n",
"\n",
" Number of Observations - 309 (Annual 1700 - 2008)\n",
" Number of Variables - 1\n",
" Variable name definitions::\n",
"\n",
" SUNACTIVITY - Number of sunspots for each year\n",
"\n",
" The data file contains a 'YEAR' variable that is not returned by load.\n",
"\n"
]
},
{
"data": {
"image/png": 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Q6RaWMV0+qaLZWyMVtSo7Qw+BBB55an/Vp6INFsmEEEIIISVQdgvHmrZbKPuFe4DtFspm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\ncM+bTPJbb5vBx994gKx5jxWrDVyJsG2xdLj4x5cW8e0zy3ji9DV88osvI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"text/plain": [
" "
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}