2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Preparation\n",
    "Making a new dataframe that holds information for any flare being produced and the associated AR complexity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# These are the flare classes and the NOAA numbers of the ARs\n",
    "observed_columns = ['c1flr24hr', 'm1flr12hr', 'm5flr12hr', 'noaa']\n",
    "flares_complexities = copy.deepcopy(properties[observed_columns])\n",
    "flares_complexities['complexity'] = rankings.score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_flaring_columns(ar):\n",
    "    ar['flares'] = ar.m5flr12hr | ar.m1flr12hr | ar.c1flr24hr\n",
    "    ar.drop(['m5flr12hr', 'm1flr12hr', 'c1flr24hr'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>noaa</th>\n",
       "      <th>complexity</th>\n",
       "      <th>flares</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8809</td>\n",
       "      <td>1126.778324</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8810</td>\n",
       "      <td>1312.434736</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8812</td>\n",
       "      <td>962.280235</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8813</td>\n",
       "      <td>1199.623395</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8814</td>\n",
       "      <td>1270.270911</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8810</td>\n",
       "      <td>1293.377418</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8813</td>\n",
       "      <td>1236.575624</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8814</td>\n",
       "      <td>1209.593634</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>8815</td>\n",
       "      <td>1299.871029</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>8810</td>\n",
       "      <td>1306.593595</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     noaa   complexity  flares\n",
       "#id                           \n",
       "1    8809  1126.778324       0\n",
       "2    8810  1312.434736       0\n",
       "3    8812   962.280235       0\n",
       "4    8813  1199.623395       0\n",
       "5    8814  1270.270911       0\n",
       "6    8810  1293.377418       0\n",
       "7    8813  1236.575624       1\n",
       "8    8814  1209.593634       0\n",
       "9    8815  1299.871029       1\n",
       "10   8810  1306.593595       1"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combine_flaring_columns(flares_complexities)\n",
    "\n",
    "flares_complexities.head(10)"
   ]
  }
 ],
 "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": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}