Skip to content

Instantly share code, notes, and snippets.

@hayesla
Created June 20, 2020 01:19
Show Gist options
  • Save hayesla/62c92a151f1bd080ba4e40003b88aa61 to your computer and use it in GitHub Desktop.
Save hayesla/62c92a151f1bd080ba4e40003b88aa61 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solar Cycle and Solar Flare Plots\n",
"\n",
"In this notebook we look at the frequency of solar flares and the occurance with respect to the sunspot number. I'm only focusing on the past 3 solar cycles - i.e Solar Cycles 22, 23, 24 from 1986 - 2019. \n",
"\n",
"\n",
"### Data used\n",
"* The sunspot number is recorded daily. The data used in this notebook is the monthly sunspot number csv file which can be downloaded here http://www.sidc.be/silso/datafiles (Source: WDC-SILSO, Royal Observatory of Belgium, Brussels).\n",
"\n",
"* The GOES flare catalogue is accessed through the Heliophysics Event Knowledgebase (HEK) using the API provided by SunPy (see https://sunpy.org/ and also the nice example in the gallery [here](https://docs.sunpy.org/en/stable/generated/gallery/acquiring_data/querying_the_GOES_event_list.html#sphx-glr-generated-gallery-acquiring-data-querying-the-goes-event-list-py))\n",
"\n",
"\n",
"\n",
"There are probably some nicer ways to do some of the things in this notebook, but it's just a test bed to play around with the data and make some plots you may need for a talk, some introductions to a thesis etc. \n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np \n",
"import matplotlib.pyplot as plt \n",
"from matplotlib.colors import LogNorm\n",
"from matplotlib.ticker import ScalarFormatter\n",
"from matplotlib import dates, colors\n",
"import seaborn as sns\n",
"from sunpy.net import hek\n",
"from sunpy.time import parse_time\n",
"import pandas as pd\n",
"import datetime\n",
"from scipy import fftpack"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"sns.set_context('paper')\n",
"sns.set_style(\"ticks\", {\"xtick.direction\": 'in', \"ytick.direction\": 'in'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Lets look at the sunspot number (SSN) data first\n",
"We can read the csv into a pandas.DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def read_ssn():\n",
" \"\"\"\n",
" Function just to read the SSN data from the downloaded csv file (see above for link)\n",
" \"\"\"\n",
"\n",
" ssn = pd.read_csv(\"SN_m_tot_V2.0.csv\", names=['year', 'month', 'decimal_date', \\\n",
" 'ssn', 'ssn_dev', 'number_obs', 'indicator'], \n",
" delimiter=';')\n",
" years = ssn['year'].values; months = ssn['month']\n",
" tt = [datetime.datetime(ssn['year'][i], ssn['month'][i], 1) for i in range(len(ssn))]\n",
"\n",
"\n",
" ssn['times'] = tt\n",
"\n",
" return ssn.set_index('times')\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"ssn_full = read_ssn()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now plot all the SSN data as a function of time"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/lahayes/opt/miniconda3/lib/python3.7/site-packages/pandas/plotting/_matplotlib/converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
"\n",
"To register the converters:\n",
"\t>>> from pandas.plotting import register_matplotlib_converters\n",
"\t>>> register_matplotlib_converters()\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Sunspot number')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(ssn_full['ssn'])\n",
"ax.set_xlim(ssn_full.index.min(), ssn_full.index.max())\n",
"ax.set_xlabel('Time')\n",
"ax.set_ylabel('Sunspot number')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets take a fourier transform of this to idenify periods - we should obviously identify the 11 year period. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/lahayes/opt/miniconda3/lib/python3.7/site-packages/scipy/fft/_pocketfft/helper.py:95: FutureWarning: Series.flags is deprecated and will be removed in a future version\n",
" return np.array(x, copy=not x.flags['ALIGNED'])\n"
]
},
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Power spectral density')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fft = fftpack.fft(ssn_full['ssn'])\n",
"freq = fftpack.fftfreq(fft.shape[-1], 1)\n",
"fig, ax = plt.subplots()\n",
"ax.loglog(1./freq[freq>0], np.abs(fft[freq>0])**2)\n",
"ax.axvline(11*12, ls='dashed', color='k', label='11 year peak')\n",
"ax.legend()\n",
"ax.set_xlim(2, len(ssn_full['ssn']))\n",
"ax.set_xlabel('Period (months)')\n",
"ax.set_ylabel('Power spectral density')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets just focus on last three solar cycle so we can truncate this data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"ssn = ssn_full[ssn_full.index>'1986-09-01']"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Sunspot number')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(ssn['ssn'])\n",
"ax.set_xlim(ssn.index.min(), ssn.index.max())\n",
"ax.set_xlabel('Time')\n",
"ax.set_ylabel('Sunspot number')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now lets look at the GOES flare list\n",
"The csv I'm using here was created using the HEK client - there a function at the end of this notebook to create the csv if you want."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"flares = pd.read_csv('since_1986_c1_solarcycle_flares.csv') "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"the data can be inspected first to look at the column names I've given them"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>event_starttime</th>\n",
" <th>event_peaktime</th>\n",
" <th>event_endtime</th>\n",
" <th>fl_goescls</th>\n",
" <th>ar_noaanum</th>\n",
" <th>goes_class</th>\n",
" <th>flare_times</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1986-09-08T16:43:00</td>\n",
" <td>1986-09-08T16:44:00</td>\n",
" <td>1986-09-08T16:55:00</td>\n",
" <td>C2.6</td>\n",
" <td>4745</td>\n",
" <td>0.000003</td>\n",
" <td>1986-09-08 16:44:00</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>1986-10-13T00:09:00</td>\n",
" <td>1986-10-13T00:11:00</td>\n",
" <td>1986-10-13T00:14:00</td>\n",
" <td>C1.1</td>\n",
" <td>4748</td>\n",
" <td>0.000001</td>\n",
" <td>1986-10-13 00:11:00</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>1986-10-14T13:38:00</td>\n",
" <td>1986-10-14T14:50:00</td>\n",
" <td>1986-10-14T15:03:00</td>\n",
" <td>C2.2</td>\n",
" <td>0</td>\n",
" <td>0.000002</td>\n",
" <td>1986-10-14 14:50:00</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>1986-10-14T21:54:00</td>\n",
" <td>1986-10-14T22:23:00</td>\n",
" <td>1986-10-14T22:57:00</td>\n",
" <td>C3.3</td>\n",
" <td>4747</td>\n",
" <td>0.000003</td>\n",
" <td>1986-10-14 22:23:00</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>1986-10-15T21:12:00</td>\n",
" <td>1986-10-15T21:42:00</td>\n",
" <td>1986-10-15T21:42:00</td>\n",
" <td>C1.1</td>\n",
" <td>0</td>\n",
" <td>0.000001</td>\n",
" <td>1986-10-15 21:42:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" event_starttime event_peaktime event_endtime fl_goescls \\\n",
"0 1986-09-08T16:43:00 1986-09-08T16:44:00 1986-09-08T16:55:00 C2.6 \n",
"1 1986-10-13T00:09:00 1986-10-13T00:11:00 1986-10-13T00:14:00 C1.1 \n",
"2 1986-10-14T13:38:00 1986-10-14T14:50:00 1986-10-14T15:03:00 C2.2 \n",
"3 1986-10-14T21:54:00 1986-10-14T22:23:00 1986-10-14T22:57:00 C3.3 \n",
"4 1986-10-15T21:12:00 1986-10-15T21:42:00 1986-10-15T21:42:00 C1.1 \n",
"\n",
" ar_noaanum goes_class flare_times \n",
"0 4745 0.000003 1986-09-08 16:44:00 \n",
"1 4748 0.000001 1986-10-13 00:11:00 \n",
"2 0 0.000002 1986-10-14 14:50:00 \n",
"3 4747 0.000003 1986-10-14 22:23:00 \n",
"4 0 0.000001 1986-10-15 21:42:00 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flares.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can first just plot the flares GOES peak flux as a function of time"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x11357ad10>]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAD0CAYAAAB6r4ayAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3de3wU9b038M+SkBCSiFKfB7FShR7YCjFSSMFy7HmKrTmN59Eq8pCYkB4pR4nBC4oKPfUooiJiSrF4CYiWkhDWgCUqFyWgeEFDwoaQRJIgBAjGsFwCJLubZHez8/yR7LL32ctsdpL5vF8vXi8yO/vb78z85ju/+c1vZlSCIAggIqIBbVCkAyAiovBjsiciUgAmeyIiBWCyJyJSACZ7IiIFYLInIlKA6EgH4I1arY50CERE/U5DQ4PH6bJN9oD3oImIyJ2vRjK7cYiIFIDJnohIAZjsiYgUgMmeiEgBmOyJiBSAyZ6ISAGY7ImIFIDJnkgiJosVP/ufnWi51BHpUIjcMNkTSaS904xOsxVVTRcjHQqRGyZ7IiIFYLInIlIAJnsiIgVgsiciUgAmeyIiBWCyJyJSACZ7IiIFYLInIlIAJnsiIgVgsiciUgAmeyIiBWCyJyJSACZ7IiIFYLInIlIAJnsiIgVgsiciUgAmeyIiBYgWm8FiseDJJ5/EmTNnkJycjMWLF9s/KykpQWFhIRITE7F8+XKMGDECa9euxe7du3H11VdjxYoVGDJkCJ566imcPXsWsbGxWLlyJYYNG4bp06fjuuuuAwAsWrQISUlJ4VtKIiKFE23Z79q1C2q1GkVFRWhra0N1dTUAwGQyYdOmTdBoNJg/fz7y8/Oh0+lQXl6O4uJipKamQqPRoLS0FKNHj0ZhYSHS0tKwefNmNDc345ZbbkFBQQEKCgqY6ImIwkw02VdVVWHq1KkAgGnTpqGyshIA0NjYiHHjxiE6OhqTJ09GbW0tampqkJKSYp9Xq9Xi17/+NebOnQsA6O7uxuDBg3HkyBE0NDQgKysLL730EqxWa7iWj4iI4Eey1+v1iI+PBwDExcXBYDC4TVepVLBarU7Thg4dCqPRiLi4OMTHx6OpqQkajQYzZszA8OHDkZubi40bNwIAdu7c6fG31Wq107/Vq1eHvsRERAok2mcfHx8Po9EIADAajUhMTHSbLggCoqOjkZCQAJ1OBwAwGAz2eRsbG7Fw4UKsWLECiYmJUKvVGD9+PADg1ltvRVVVlcffbmhoCHHxiIgI8KNln5SUhPLycgBAWVkZkpOTAQBjxoxBfX09zGYztFot1Go1JkyYgIqKCqd5L1y4gIULFyIvLw9jx44FAKxfvx5btmwBABw4cABqtTosC0dERD1EW/ZpaWl4+umnkZ6eDrVaDZPJhMLCQsyePRsZGRnIzMxEVFQU/vKXv2DkyJFISUlBeno64uLi8Le//Q0bNmxAa2srlixZYi8vKysLjz/+OHbs2IHRo0fj9ttvD/dyEhEpmkoQBCHSQXiiVqvZjUP9ynl9Fya/uBtvZU1C2k0jIx0OKZCvvMmbqoiIFIDJnohIAZjsiYgUgMmeiEgBmOyJiBSAyZ6ISAGY7ImIFIDJnkgiKpUq0iEQecVkT0SkAEz2REQKwGRPRKQATPZERArAZE9EpABM9kQSk+VjZEnxmOyJiBSAyZ6ISAGY7ImIFIDJnohIAZjsiYgUgMmeiEgBmOyJiBSAyZ6ISAGY7ImIFIDJnohIAZjsiYgUgMmeiEgBmOyJiBQgWmwGi8WCJ598EmfOnEFycjIWL15s/6ykpASFhYVITEzE8uXLMWLECKxduxa7d+/G1VdfjRUrVmDIkCF46qmncPbsWcTGxmLlypWIj4/3WiYREUlPtGW/a9cuqNVqFBUVoa2tDdXV1QAAk8mETZs2QaPRYP78+cjPz4dOp0N5eTmKi4uRmpoKjUaD0tJSjB49GoWFhUhLS8PmzZu9lklEROEhmuyrqqowdepUAMC0adNQWVkJAGhsbMS4ceMQHR2NyZMno7a2FjU1NUhJSbHPq9Vq8etf/xpz584FAHR3d2Pw4MFey+xvLhpNOH7OEOkwyE+CIKDq1MVIh0EUEaLJXq/XIz4+HgAQFxcHg8HgNl2lUsFqtTpNGzp0KIxGI+Li4hAfH4+mpiZoNBrMmDHDa5mu1Gq107/Vq1eHvsQSylq3H9Pz9kY6DPLT18fO4+439uGS0RzpUIj6nGiffXx8PIxGIwDAaDQiMTHRbbogCIiOjkZCQgJ0Oh0AwGAw2OdtbGzEwoULsWLFCiQmJnot01VDQ0OIixdep1qNkQ6BAtDeaQEAWKzWCEdC1PdEW/ZJSUkoLy8HAJSVlSE5ORkAMGbMGNTX18NsNkOr1UKtVmPChAmoqKhwmvfChQtYuHAh8vLyMHbsWJ9lEhFReIgm+7S0NNTV1SE9PR1RUVEwmUwoLCxEbGwsMjIykJmZiby8PMybNw8jR45ESkoK0tPTsXXrVmRkZGDjxo1obW3FkiVLkJ2djaKiIrcyJ06c2BfLSkSkWCpBEGT5fmS1Wi37bpzkJZ+grdOCE8v/I9KhkB8+rj2NnEIttM/8Fj9KiJW8/FaDCZNeKMWbWZNwx00jJS+fSIyvvMmbqkKgUqkiHQIRkV+Y7ImIFIDJnohIAZjsiYgUgMmeiEgBmOyJJMLL9SRnTPZERArAZE9EpABM9kRECsBkT0SkAEz2IeANtETUXzDZExEpAJM9KY4sn/xHFGZM9qQY7HYjJWOyJyJSACZ7Iplp6zTDamVnE0mLyZ5IIqV1OknKSV6yC+98dVySsohsmOyJJHL8nAEAIMW73w63tIVeCJEDJnsiIgVgsg8BB3cQUX/BZE8kQ4IUfUFEDpjsiYgUgMmeSCLs1iM5Y7InIlIAJvsQqHj/PRH1E0z2IeBFNAoX1iySGpM9EZECiCZ7i8WCBQsWIDMzE8uXL3f6rKSkBDNnzsScOXOg0/XcKr527VrMmjULubm50Ov19nk3bNiAwsJC+9/Tp09HdnY2srOzUVtbK9XyEEUMe/VIzkST/a5du6BWq1FUVIS2tjZUV1cDAEwmEzZt2gSNRoP58+cjPz8fOp0O5eXlKC4uRmpqKjQaDQAgLy8PGzZssJfZ3NyMW265BQUFBSgoKEBSUlKYFo+IiAA/kn1VVRWmTp0KAJg2bRoqKysBAI2NjRg3bhyio6MxefJk1NbWoqamBikpKfZ5tVotAGDSpEnIzc21l3nkyBE0NDQgKysLL730EqxWq+QL1hd4gZbChZeDSGqiyV6v1yM+Ph4AEBcXB4PB4DZdpVLBarU6TRs6dCiMRiMA4LbbbnMqc/jw4cjNzcXGjRsBADt37pRoccLr7jf24f/lfx3pMChETKSkRNFiM8THx9uTttFoRGJiott0QRAQHR2NhIQEe9+9wWCwz+tKrVZj/PjxAIBbb70VVVVVXudz9PDDD+ORRx7xZ7nCourUxYj9NoUu3OdhKt5WRTIm2rJPSkpCeXk5AKCsrAzJyckAgDFjxqC+vh5msxlarRZqtRoTJkxARUWF27yu1q9fjy1btgAADhw44JbUbRoaGpz+RTLRExH1Z6LJPi0tDXV1dUhPT0dUVBRMJhMKCwsRGxuLjIwMZGZmIi8vD/PmzcPIkSORkpKC9PR0bN26FRkZGR7LzMrKwp49e5CdnY1Lly7h9ttvl3zB+gLbcUTUX4h248TExGDVqlVO06ZMmQIAmDFjBmbMmOH0WU5ODnJyctzKcZwvMTER69atCypgIiXgZQWSGm+qCgF3SCLqL5jsiSTCkbgkZ0z2pDia8qZIh0DU55jsQ8CGXP+0vaYlLOXa6oMULXw+ZI+kxmRPRKQATPZERArAZE8kFV6hJRljsiciUgAm+xCwIUfhwsuzJDUmewn86/JP8c/K7yMdBhGRV0z2IbCNjmu+2AFNxanIBkNE5AOTPZFE2KtHcsZkHwL22VPYsNOeJMZkT4rDm1NJiZjsSTH4zmBSMiZ7IonwWEJyxmQfYTcs3o4bFm+PdBiKIoS5Q1yKbqJwx0jKw2QfEjbliKh/YLInIlIAJnsiIgVgsg8J+1XpMhW79UjGmOyJJCbFxVXeC0BSY7IPCVty5I6JmuSIyZ6ISAGY7KXC1hwRyRiTPZFEpLyDll1BJDUmeyKJMU+THDHZh4DPQiGi/kI02VssFixYsACZmZlYvny502clJSWYOXMm5syZA51OBwBYu3YtZs2ahdzcXOj1evu8GzZsQGFhoWiZ/RYTPxHJmGiy37VrF9RqNYqKitDW1obq6moAgMlkwqZNm6DRaDB//nzk5+dDp9OhvLwcxcXFSE1NhUajAQDk5eVhw4YNomUSEVF4iCb7qqoqTJ06FQAwbdo0VFZWAgAaGxsxbtw4REdHY/LkyaitrUVNTQ1SUlLs82q1WgDApEmTkJubK1qmElitAub8vRytBlOkQ1GscF38lPLkjk+9JKmJJnu9Xo/4+HgAQFxcHAwGg9t0lUoFq9XqNG3o0KEwGo0AgNtuu82vMl2p1Wqnf6tXrw5mGWWlw9yNzxrO4osjZyMdiuLYknG406jAoTQkQ9FiM8THx9uTttFoRGJiott0QRAQHR2NhIQEe9+9wWCwz+tvma4aGhoCXBwiIvJEtGWflJSE8vJyAEBZWRmSk5MBAGPGjEF9fT3MZjO0Wi3UajUmTJiAiooKt3n9LZOIiMJDNNmnpaWhrq4O6enpiIqKgslkQmFhIWJjY5GRkYHMzEzk5eVh3rx5GDlyJFJSUpCeno6tW7ciIyPDrzInTpwo+YLJ3RFdOw7/0BbpMPrcZw1ncMlojnQYsseeIJKaaDdOTEwMVq1a5TRtypQpAIAZM2ZgxowZTp/l5OQgJyfHrRzH+TyVOdDUn27Dkg+/hebBX3r8/M29x/Dm3mN9HFXkzfl7Be6eeC1WZfw80qFIjvdd0Hl9F7LW7cdHj9yKwVHyuo1JXtH0M7727fcqTqGssdX9O0wI6LJYIx1CWKi4cRWv4sQF1J9uR1uH/M5emez7oS+OnMX72u8jHQbJwKlWI1bu4kAGEsdk3w/94d1yLNx8KNJhkAys2v0d/vbp0UiHQf0Ak32Y8AIbhYLVh6TGZC8V7p1+Y9c2Ud9jsu9jfCn1wMezOpIjJvsw4S3zymMbZdRh7o5wJBRpctz7meyJJNJ4tueR3g2n20Muy9+2ArvE5KXDbAEAnDjn+XlfkcRkT30u0l1Z4Trr4jh7au/sSfaNTPYDi699W46ncUSkXEz2YeKt8cjG38DH6zXKJedNz2QvFSZxkpSMswb1S0z2YcI3DclXuLZMX70cxdNvkjyoIlEJ/MRkT30vQhkq3F1o7KIjOVcBJnuiCDmn70Inx+QPKDJs0Nsx2RNJJNCLcykv7sb8jZXhCYbIBZN9mMj5qjzJx+EWz28rG6j154ENB1BysDnSYYQNu3EUaIDuq5KQ8w4RCluffV8m6v52naD0sA4rS49EOoywkfN+z2RPJJF+lncpnGRYGZjsQ+B027/LIX2gnoYTkXf2jCDD/Z/Jnkhigdxj4a0BKMNcQf7o7VeT4302TPZh43lji/WxXjSawhALiXm4qBKvflIf6TAUQY6JUDIyPqVnsg+TYLa5pduKiUtL8c2x89IHJCNyfDrktuoWvPHZsZDKsC1XINs+1NQQ6SeIkmdy3C5M9jLS3Zslmi92RDiSAU6+jS+isGGyl8h5Q1ekQ6BedS1t6DBF7s7UQE5c5Nf+o4GKyd6FyWLF8x99C3O3NaDvHTsrv5cVKFXaa19i6bZv3aZ3W3ua9OF+RIEU3bZ8TDJJjcnexeGWNvx93wkc0YX2ajmvz7NnW65P1sCZNvczLV17z7QfLnWG5TctvQcTpmnfXPcNk8WKM+3h2SaRIseL0KLJ3mKxYMGCBcjMzMTy5cudPispKcHMmTMxZ84c6HQ6AMDatWsxa9Ys5ObmQq/veSfn0qVLcd9992HRokWwWHpe2zV9+nRkZ2cjOzsbtbW1Ui9XyEJtWMlxY5Ozk+cN2Hf0nGTlfXToB8nK8pcMr3UH7JmSGkx5aU+kwxjwRJP9rl27oFarUVRUhLa2NlRXVwMATCYTNm3aBI1Gg/nz5yM/Px86nQ7l5eUoLi5GamoqNBoNDh06ZJ/3Jz/5CUpLS9Hc3IxbbrkFBQUFKCgoQFJSUtgX1F+B7DsDYUdTEtfNNTP/G2St2y/57wTSUJDjyKS+JsUL2kmcaLKvqqrC1KlTAQDTpk1DZWXPU/oaGxsxbtw4REdHY/LkyaitrUVNTQ1SUlLs82q1Wrfva7VaHDlyBA0NDcjKysJLL70EqzWw/vH+gF2u8meyRL7eeeubH8jVZ0Af32S8cKLJXq/XIz4+HgAQFxcHg8HgNl2lUsFqtTpNGzp0KIxGo9v3jUYjhg8fjtzcXGzcuBEAsHPnTo+/rVarnf6tXr06xMUVJ+NtNWB4W8clB5tRXHFKkt/wJ1mGb1sP5FQtX91WAQ8VanGpwxzpUGQpWmyG+Ph4GI1GAIDRaERiYqLbdEEQEB0djYSEBHvfvcFgQGJiosfvq9VqjB8/HgBw6623oqqqyuNvNzQ0hLh4wXNscJ1p70RMFK9lh9uC93rqwaxfjApL+a7JXSzXW7qt+Jc/78TOx36FG0deEZaYlMjtZEaio25bhxk7a0/jrpuvRdpNIyUpM2AyPqUXzWBJSUkoLy8HAJSVlSE5ORkAMGbMGNTX18NsNkOr1UKtVmPChAmoqKhwmtfT99evX48tW7YAAA4cOAC1Wh2WhQuGp9EyU17ag9v/+kVA5ch3kyuDp/QR6Egoc3fPVqw/7fmZ84H9upc5Q0x0PBOVGRlvENFkn5aWhrq6OqSnpyMqKgomkwmFhYWIjY1FRkYGMjMzkZeXh3nz5mHkyJFISUlBeno6tm7dioyMDKSkpCAqKgoZGRmoq6tDamoqsrKysGfPHmRnZ+PSpUu4/fbb+2JZA+I6muZsu/tQPl+bVcYH+Ijri93Bv24c35EEP6KKGz+SIrn27e8bl2EVEO3GiYmJwapVq5ymTZkyBQAwY8YMzJgxw+mznJwc5OTkOE177rnnnP4ePHgw1q1bF1TA4SbjAzNJzN9NHYl7I+SYLORODvuunDcbO6K98Gdn8zULx9l71xfDDf35BbEwgk24TNSBkbo2yGH9y+HA44rJPghdlm7csHg7WlzuxLRaZVDLCMDlA7G+y4Lveu+GDnYHlOOO25+FKxnL6e50ORxwXDHZe+FrW3V5GZ/9fuX34QkGwDtfHcfRM/qwlT9QPf5elY+L62J99v2BfBKcXETyrFrOW4PJ3oU/rThvsziN75W4vr2w7TCeKamRtlAZa7kU2mOebdvoBx+PixbvxgluIwbyNW+Ps+4fBxppSHbmJINMK+ftxmTvRTA7uuNXqpsvSRjNwCK2T1Y2XcAvX/4Ul4zB3xzjaeu5/q7fF2i9ZKNuq4DiA6f8qisNp9uhPXnBz18kkh6TvQt/+v0+qPL8wCvH08dQulxe+bger3/6XdDf7+/O9Q5z7bSE/ijiUPpOxb76zbHzeHpLtV8vm/n3VV/g3re+Dj4Y8lsk+8vtQy8jF4JXTPZe+NpYr3zs+V2loVQyk8WK8uOtAHrG9OftOgLtyQswmiySlN+f2FrS3SFc8JZiNI5YWbY3i0Vyu5xq7bk73dN9IEph2094Id03JnsXjhXmk29Po+CbE+4zedm5LSEkpzWfH0P2O+VO0+5962u8tL0u6DL7K9sm8HYG5Q+/bqoSu0AbwSTubzeirq1nRNiljv77ovpAcnRdSxuW7XDeJ+5962u86LCfyKFNJMfjDpO9F4IAzCvQ4n8+cH/jkTfeLio2nTeKPmHR28ObLir4oU6GLov4TCIcd3y3Z+OI7ZG9X35k08GQ4yBprPi4Hmu/aHSbfslo9plgb1i8HVsPhm+0XH/AZO8ilFNBb42xf3v1M69dPzbeTgrk2EIImchC2baBNYSmtRTr7ZPDp4P6Dd5QFz7eLpY7rnNvZ0W7686EJSZP5FgDmOy9CnxzbdzfhMM/eH5oVvMF3xfxvCUIx8otxwoUKkEQ3M5qLif7EMp1KN8bsQPCef3lrpFARmcp5dqKVAK5o9rXnIHemX2pwyz5u37lfN2Ayd6FP6NxfFWPzxo8tx4Giazp/pggTBYrdh/WBfy9r767/CrAj6pbcPPzu5w+t22DcL9025Ycvr9gDKmciI7+kHFyCQdvy+vXNnCZ5+bnd+HDCLxKMlKY7L3wVXmCSUJirY5QuiwipWj/SfzXhgMBf++Mw8iRY56GqPZxN86dq78SncdTKMEm2sKyk1j7xbHgvuyiH1abEHlf6cFsjmNnDcGH0s+IPvWS3BlM3sd/e0sAg0QyQ42Xm7Dk3HDrlOC1fr5WSzCJ7OiZnufgBPJVbxfHw9VqfqakNjwFK0AoLXulX0thy96LoB+aBRXO693HPA8SKe9g00XxOAZgXfXUbWabEkyf/W9Xen/JjGtCsK3bIHoAXD6L4LNYZNwauGg0YWXpEdH5QlmEC4ae6yplx8/bpwlCzwi4dV+6j9pRMiZ7F1LsuOu+Ou42Tcb7ZNCkWCZPB0Fbl5cU28JXi89XonxwwwEs3+l7BJW36zsD8JgclI37m/C3Pe53gjdf7MDJ88F1n7iu8WNne7oBLxrNTttz6bZvncbeA5frwgdVzUhe8onH8gYyJnsXl5NDcNVApfKcYGzdOF9+dzaw8oKKov/wlHD76m0/ly8Eu3+2y+XCc7gvFrvy9+fk9FhfV77W2Yvb61B1yvPZrC+u9aX6e/fuT7FGwtaDzWjrDP0eDk/kfA2Fyd6FbWMF343jZXpvgXP/EfgFTUfm7tD7yeXE04Vre/eKjz0n+539+OLI5QPnn/5Zg03lTT5/K1z7YSDdTYVlJ/0sU8ZZw0++1kvpYR3ufmMfBEHweuf53/cdx5IPfd/U6LiexA58O2tP45FNB0Wvn4VCzt1qTPZeSL3NxPrs/SFAwNg/7wy9IIlIUbE9t+xt3TjeffndObzt0Ce7qbzJ44VPx1beRy7D7AKJ3+NTNHu//+et/j962t+Ls18fOy8+k8z5c7x65eMGry385z86jPVfn3Ca5prQPR0oXH/3G4d1+dGhH5xKkDo5+zpbjDQmexeh9hOrVED+5+7D6oJtTfTFK/wiyVdrTKx16/qx2Pw1Lqf83n65+nv35NPuctr/p3/W2J926ZqY+3JHN1t7zvSMPkaIRYptX/q4tsXrPN8cO+f1M09cdwd/zoDue7vMpYyBvU95o/hk/0RxFX7/uvs4a6krhNhNVd50yHAntpGiv9hjy97HHbS/W/UF/vTPnpb0V0fP4fmPLp/me9rvHae5fuxtGz/noevA9VrLpvImbNzvudsolAZDoBcubXdmB9P/HW62dZ9TWOl9JpdtcKrViBsWb0d7p3/DYT29CrStw4yzvXc/e+oKDGeul/PwTsWPs/9nZbP9/8UVp3DdVXEApO/GCfbgoXd4GFjFiYH38otDvUlKcOp7hds0m/rT7ag/3W7/e2NZE2685gqPZX9Q1Wx/KqRree9+ddzrI5Q9nYU1njVgT50Ov7lxhFucUrloNOH/vLo3oO/YYpVjt4F/Tx51dvxcz8HuopcX1/jqxtFU9Bx8l3x0+HIMHgdL+BFYiOR48qD4lr2jp9+vxqreoWKhjLP3PD3I8mRYaaS0s7bnYWNOO6WtZe/HtWgBAp5+v9p9uiDgMU2V06gLx59Yuu0wmlo9PybBUzJ4bc93fl9cV0EFXVsnbli8HZ1m/8/M/urHmHRXg+xnQXLM9uIxua7ryqYL/n4VgHPL/nmHJG//3FPL3mFvDNdoJjluDiZ7F7bKpw/y8bquCcSxNWmReCSN0WTBDYu340xbJ5ovdmDRlmr857vl4l+UiJQHIk+jKkI5Jf6swX2Iqz87YONZvd8JwNvyv1/5PWp774j2dneuJ91BZAhby97xJOXoGb0sXmbiujSeulw6zM77xI6anv59rwcvl3Uuts48fdp4Lvi3yImR81BYJvtej/Y+szyqN9v/w2UUgL/qTzs/9fLdfT3lbNzfhH8JYiTNl9+ds7d2XNmeyjhl2R786/JP8d6BU/j8SGDj+F11WwXJD0r+cNwpbQes4gOXnz/+1XfnPCZOc7d/CbL4wCl0+fGaw9LDOpSfaPUep4fuJk9sZwH+trgXaA66jRkvPaxzulj8TEmNexL3MEz1tys/xz1v7vPrd4P14IYDyN2o9TmP66LrTe4NqLoW5/0lqvfiVoeXMyLXdS5WVT2t/iO6y8l+S+Up7KnTwWSxotTHQ/0aTreH9KpROWCy72V7+p3tEcXB5jvXfvUXtrmfWgZqxpue310a5Ufn4+9f/wr/tuIzv38rfc03SHlpt9/zB8LXxUfHF1KYHFb+a7u/w3++W47Z7+zH8yJjrn15eku1X+PhxeYZ/acd9oNhpZdHXARSnk1J1Q9uyf6BDQdw1+uXk3ZhWRM2a085zeOtz/4HP96LG4pdh3XYUeP7ef+tRue3Z4mNSOuydKOrN8k7dmnZDmSXjGZsq+5p+dtebCN2MH2/0vcLS061dmDuPw6goOwkHnB5qF+HqRuTXyjFeX0X/n3VF/jtys89lnHOw+NR5GhAJvvq7y+i1RDca9ou9F4YCqSvNVL8SfaHvr/ktW/akbnbii5LNw6cvOB0cUwQBHxQ1SzJHaS+Lj6++kmDx+l/3X3EfrbScqnT4zxSEnvJDADUenlngSeeui5C4boZ5Nhnf9tf9kJT3oTKk84NH7Hqqn7mYzT2XqB1vIP5o94Ev8vhZTJZ6/YDEH9PsW3klhhbo0zfZcHnR85CEARc7DDhvMHkc6RTXUsbUl7cbX8e1rc/9Byw5TgqRzTZWywWLFiwAJmZmVi+fLnTZyUlJZg5cybmzJkDna5n46xduxazZs1Cbm4u9Pqe056lS5fivvvuw6JFi2CxWHyWKYW7Xt+HB708evdSh9k+nFHj447Lr44GNv43Elxv6Xe0vbrFqXV321/2On0+ddluVJ26aK/IM/O/QcqL7i36yqaLeExTZd8JgZ4W1qufiCdFqX3TKI8bjTx1kRg9dOhhMgoAAA08SURBVFH4K5RuM3vL3mV6OMeS+7qLWxAENJ41oMjDvhVsf3Z1bx11PDOoOnURXx89J8mrKx0lPfcJ/vPdcnx97Dxio6MA+L5+Z3tct63bybY/SXyMl4Rost+1axfUajWKiorQ1taG6uqekQ8mkwmbNm2CRqPB/PnzkZ+fD51Oh/LychQXFyM1NRUajQaHDh2yz/uTn/wEpaWlXsuU0nkvLfubn9+Fe97ch6bzRiz286gvV//j5W7M9k4z5hdVYtryT+3TGnuf291h6sZ//O1L6Nq6cPcb+3D3G/twx2tf4tCpi243DgGXT6EtDn3jm7Wn8MZnx3wmlDPtnU4tItcW7g2Lt+OGxdv9WEr58dSIHv/sJx7n/dWKz0SXc7NW/N2otvV34pwB4/680/637d3Gri17b1vGZLF6fZuav1zvRK7+/iK0J3uuc7y5t+eGwsFRg5zOrtd8fgz/d/WXQf3euq+OY2dNi1uXTOa6/dBUnPLyrdC8sO0wWg09idzTfmFjW+8qlQobvjmBb3vXbV8/S8kfKkEkqmXLluF3v/sdJk2ahG3btuHcuXO4//77UV9fj40bN+KFF16AIAiYNWsW5s2bh6NHjyInJwdnzpzBc889h1tuuQXDhw/HnXfeiYMHD2L79u0YNGiQxzIdqdVqNDR4PrX3pem8Ef/2ak8f9dbcabjUYcb9f68IuJyBKPuW65H04yuw6H3xg1zq+BG49so4nGo1Yk99z9u38mdPxo+vjMO7+45j68FmXDEkGm2dFvz3HT9D0rXDkNl7av3KvTc5/Ubh3KmY/c7+8CyUAvz3HT/DtuoWpz79kcOGYNmMmzDHoW4XzJ2CupY2LNtRb//euBGJaOu0YPdhHT6rP4MfJcTgZKsRG/9rKobGRKPbKkAQBHRbBXQLAgShp2vEKvT+s6J3uoBuK2CxWvGYpqrP14FcTFf/LwwZHGUfMjxuRAKO6PQYHKVyGyxwx03X4GfXXIGDTReQljQSUYNUGJ4QgyuGDHYayWW2WHH0rB77G1vx4aEfcM/Pf4y/pk8MKj5feVP0piq9Xo/4+HgAQFxcHAwGg9t0lUoFq9XqNG3o0KEwGo3Q6/UYNWqU/ftGY0//sacyPQXu6OGHH8YjjzziM961X15+VME9Xi5sKlWBnw/hAnq6iH455kdOXScLi6ucXtxiG8NuSy42Kz52rmxM9KFxXb9Az/WLOS6NmOx3nIfdLttRj+HxMbhiSDROnO/Z7+b+ajSKK04h8+39GKTq6RoZNEiFQSogSqVy/nuQCiqVqnc6MGiQql9cywon1yG9tpE9ron+Z9ck4n8nDsGbe4+i02zFsbMGREep0GowQe9ypuD6fJ+tB5uDTva+iCb7+Ph4e4I2Go1ITEx0my4IAqKjo5GQkGDvuzcYDEhMTPT4favV6rFMV8G07F+8+ya88Puk3rh6KqjgcKoV6OmV7Tueuiw8TXcamuf4snCHGMTmdSzbdR5f8QuC+Nh3+7PiXeKxWgW3deVevktXgUNZjrE5TheEnv5kFXpiE1sGT5/7s91ct5On9eepLH+W07V823I5ri+xWF3Xe6AxuS6Tp3pki0nMY78Z6/N3guEtJjGuy+66Xm1/W61CwHXb1+/42k6u87nuG46/ZYvLtV7YLLlrgu+ge/na76Qi2meflJSE8vKeFkNZWRmSk5MBAGPGjEF9fT3MZjO0Wi3UajUmTJiAiooKp3k9fd9bmVJRqXpaJLaVbvvb8f/+/rN9x9vvePtt1898TfNWjqd5fMU6aJB/y+MpHk/ryteyuZbl6bu2mKIGXY5NbBm8/U6g28nfsvxZTtfyPdUtsVj9KdtXTK6/7ylefxK94/xS8lW3A9neruvV9ncwdVtsHfs7n6dtbeNar/3dBp7Wn9TbxJVosk9LS0NdXR3S09MRFRUFk8mEwsJCxMbGIiMjA5mZmcjLy8O8efMwcuRIpKSkID09HVu3bkVGRgZSUlIQFRWFjIwM1NXVITU11a3MiROlP2UhIqLLRC/QRkqwF2iJiJTKV94ckDdVBWr16tWRDsGNHGMC5BkXY/KPHGMC5BnXQIyJLfs+/i1/yTEmQJ5xMSb/yDEmQJ5x9deY2LInIlI4JnsiIgVgsiciUgBZ99kTEVFgvPXZyzbZExGRdNiNQ0SkAEz2REQKELVkyZIlkQ6iL7z88suwWCyIj49HTk4ONm/eDL1ej4kTJ+L48eN46KGHoNFoMGTIEKjValRWVuLhhx/Gli1bMGrUKPuTO/sqpmPHjmHevHkoKSlBXFwcxo4di3379uGpp55CcXExoqOjceONN0oeUzBxnTp1Co8++iiKiopw9uxZTJkyRZI49Ho95s+fj82bN2Pv3r249dZbkZubC41Gg/b2dvz85z9HS0uLPcYhQ4Zg3LhxqKurw8MPP4z3338fo0aNwnXXXSdJPKHGZbNw4ULExMRg9OjREY8pnPXcn5iAnndjZGZm4o477kBMTExY63mwMYWrjgcSV11dHR599FFs3rwZ58+fR0pKSmB1XRjgLBaL8NRTTwnTp08XPv30U+GFF14QduzYIQiCIDzxxBPC999/L7z44ovC3r17ha6uLuH3v/+9IAiC8NBDDwlHjx4VLly4INx33319HlNOTo5w6NAhobu7W/jjH/8odHR0CLNmzRLa29sFs9ks3HXXXYLVapVFXI899phQV1cnCIIgvPXWW5LF9fbbbwtbtmwRBEEQVq1aJaxZs0b44IMPBKvVKsydO1c4c+aM8OyzzwoHDhwQurq6hIyMDKGrq0t48MEHhebmZqGtrU3IzMyUJBYp4hIEQTh06JAwefJk4dNPP5VFTOGs5/7EdPr0aSErK0v45S9/Kej1ekEQhLDW82BjClcdDySuBx54QGhqahIEQRBmz54tnDt3LqC6PuC7cbq7u3HnnXfinnvuAQCcOHECU6dOBQCMHz8e3377LW666Sbo9XqYTCbExsYCAJKTk9HW1obOzk4MHTq0z2M6c+YMkpOTMWjQIFx//fU4duwY3nzzTSQkJEClCvxRzeGM6/Tp09iyZQtmz56NcePGSfb0voyMDNx555322N5++21MnToVKpUKv/jFL1BVVYW6ujpMmjQJMTExGDt2LI4ePYrW1lZce+21SExMxJAhQ3Dp0iWRX+qbuABgzZo1uPfeeyWNJ5SYwlnP/YnJaDTi+eefx09/+lP798JZz4ONKVx1PJC4Xn75ZfuZV3d3N6KiogKq6wM+2cfExOBXv/qV/e+xY8fi66+/htVqRVlZGTo7O3HllVfi5Zdfxp133onU1FQAwIgRIzB//nzMnDlT8p3Tn5h+/OMf4+DBg+jq6oJWq0VnZyd+9KMfAQBeffVV3H333ZJXuGDjqqmpwV133YU1a9bg9ddfh8kU3MveXSUkJCAmJgaHDh1CeXk5xo8f7/bSG6vVal8PtpfjOCYIxxfmSCXYuHbs2IFp06YhISFB0nhCiSmc9dyfmEaPHu2UVAGEtZ4HG1O46nggcdnWS0FBAW688UZceeWVAdX1AZ/sXT344IP45JNP8NBDD2HUqFEYNmwYVq1ahQ0bNqC0tBT79++3t6I/+ugjlJaWYv369WhrC+29nYHG9PTTT+P111/Hk08+CbVajSuvvBIA8Morr8BkMuGPf/xj2OIJNK5rrrkGycnJiI+Px/XXX4+WlhbJYtBqtVi6dClee+01jy/CGTTochU2Go32FqFNR0dHWJJrMHFt3boV6enpkscSSkzhrudiMXkTznoeTEzhrOOBxFVQUID9+/dj8eLFABBQXVdcstdqtXjssceQn5+Pc+fOITk5GYmJiUhISEB0dDSuuOIKGAwGDBs2DEOGDEFcXBwGDx4s+ZFcLKZvvvkGr7zyClauXInW1lbccMMNWLNmDSwWC5599tmwxRJMXD/96U9RU1MDs9mMkydPYsSIEZL8/vHjx7Fs2TLk5+djxIgRTi+9qaioQFJSEsaOHYuDBw/CbDajoaEBY8aMwbBhw9DS0oL29nb7G9OkFExcXV1d0Ol0mDNnDrZu3YqVK1fa3+oWqZhs6ypc9dyfmDwJZz0PNqZw1fFA4tq2bRsqKiqwatUqDB48GAACquuiryUcaEaNGoVFixYhOjoaM2fOxFVXXYUnn3wSjz76KFQqFZKTk5GcnIxHHnkE999/P6KiopCamoqrr766T2O67rrr8MADDyA2Nhbz5s2D2WzGW2+9hfHjxyM7OxsA8Pbbb2PIkCERjSsqKgpPP/00nnnmGZhMJsyePVuymNauXYv29nY88cQTAIA//OEPeO+997B+/Xr85je/wYgRI/DQQw9h8eLFMBqNyMrKQkxMDB5//HEsWLAAZrMZCxYskCSWUOO6+eab8eGHHwLoeVRtUlKSpAkj2HUVznruT0yuOjs7w1rPg4kJQNjqeCBxrVy5EldddRXmzJkDAFi2bFlAdZ130BIRKYDiunGIiJSIyZ6ISAGY7ImIFIDJnohIAZjsiYgUgMmeiEgBmOyJiBSAyZ6ISAH+P29vgnLDT4ZbAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(parse_time(flares['flare_times']).datetime, flares['goes_class'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"or we can plot this as a scatte plot - where we can also have that the color of each point represents the flare flux"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Peak Flux')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.set_yscale('log')\n",
"ax.scatter(pd.to_datetime(flares['event_peaktime']), flares['goes_class'], \n",
" alpha=0.5, s=1, cmap='viridis_r', c=flares['goes_class'], norm=LogNorm())\n",
"ax.set_ylim(1e-6, 1e-2)\n",
"ax.set_xlabel('Time')\n",
"ax.set_ylabel('Peak Flux')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also plot the flares frequency as a histogram - however given there are so many more smaller flares than larger flares (it follows a power law) we should plot this with logarithmically spaced bins"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Number of events')"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"# first get the linear bins (bin size I just chose a random one)\n",
"n, linear_bins = np.histogram(flares['goes_class'], bins=65) \n",
"# now define the log bins\n",
"logbins = np.logspace(np.log10(linear_bins[0]),np.log10(linear_bins[-1]),len(linear_bins))\n",
"\n",
"n, bins, _ = ax.hist(flares['goes_class'], bins=logbins, alpha=0.5, color='green')\n",
"ax.set_yscale('log')\n",
"ax.set_xscale('log')\n",
"ax.set_xlabel('GOES peak flux')\n",
"ax.set_ylabel('Number of events')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As shown it follows a nice power law shape - to do this properly and find frequency distribution you should probably divide the total number in each bin by the bin width ...."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now lets make some pretty plots\n",
"\n",
"Lets now plot the flares as a function of time with the sunspot number and also plot the above histogram"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax0, ax1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [3, 1]}, figsize=(8, 5))\n",
"\n",
"ax0.set_xlabel('Time')\n",
"ax01 = ax0.twinx()\n",
"\n",
"ax01.set_yscale('log')\n",
"ax01.scatter(pd.to_datetime(flares['flare_times']), flares['goes_class'], c=flares['goes_class'], \n",
" norm=LogNorm(), cmap='GnBu', alpha=0.4)\n",
"ax01.tick_params(which='both', direction='in', labelright=False)\n",
"\n",
"ax01.set_ylim(flares['goes_class'].min(), 5e-3)\n",
"ax01.set_xlim(flares['flare_times'].min(), flares['flare_times'].max())\n",
"\n",
"ax0.plot(ssn['ssn'], color='k')\n",
"ax0.set_ylim(0, 300)\n",
"ax0.set_zorder(1) \n",
"ax0.patch.set_visible(False) \n",
"ax0.set_ylabel('Sunspot Number')\n",
"ax0.tick_params(which='both', direction='in') \n",
"ax0.xaxis.set_major_locator(dates.YearLocator(4))\n",
"ax0.xaxis.set_minor_locator(dates.YearLocator(1)) \n",
"ax0.xaxis.set_major_formatter(dates.DateFormatter('%Y')) \n",
"\n",
"# plot the histogram\n",
"Na, binsa, patches = ax1.hist(flares['goes_class'], orientation='horizontal', \n",
" bins=logbins, alpha=0.6)\n",
"\n",
"ax1.step(Na, binsa[:-1], color='grey', lw=0.5) #overplot step\n",
"\n",
"# this part is to color the histogram based on bin values\n",
"fracs = linear_bins\n",
"norm = colors.Normalize(fracs.min(), fracs.max())\n",
"\n",
"for thisfrac, thispatch in zip(fracs, patches):\n",
" color = plt.cm.get_cmap('GnBu')(norm(thisfrac))\n",
" thispatch.set_facecolor(color)\n",
"\n",
"\n",
"ax1.set_xscale('log')\n",
"ax1.set_yscale('log')\n",
"ax1.set_ylim(flares['goes_class'].min(), 5e-3)\n",
"ax1.tick_params(which='both', direction='in', labelleft=False, labelright=True, \n",
" left=False, right=True)\n",
"ax1.set_ylabel('GOES Peak Flux (Wm$^{-2}$)')\n",
"ax1.yaxis.set_label_position(\"right\")\n",
"ax1.set_xticks([1,10,100, 1000]) \n",
"ax1.xaxis.set_major_formatter(ScalarFormatter())\n",
"\n",
"ax1.axhline(1e-5, color='grey', lw=0.2, ls='dashed')\n",
"ax01.axhline(1e-5, color='grey', lw=0.2, ls='dashed')\n",
"ax1.axhline(1e-4, color='grey', lw=0.2, ls='dashed')\n",
"ax01.axhline(1e-4, color='grey', lw=0.2, ls='dashed') \n",
"\n",
"ax1.text(1000, 4e-6, 'C', color='k', fontweight='bold')\n",
"ax1.text(1000, 4e-5, 'M', color='k', fontweight='bold')\n",
"ax1.text(1000, 4e-4, 'X', color='k', fontweight='bold')\n",
"\n",
"\n",
"ax1.set_xlabel('N (flares)')\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(wspace=0.01)\n",
"plt.savefig('solar_flare_snn.png', dpi=200, bbox_inches = 'tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Here's a function to generate the GOES csv file used in this notebook \n",
"\n",
"Just note that at the moment querying the HEK is super slow - don't know why, probably should look into it ....."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def make_goes_flare_csv():\n",
" \n",
" client = hek.HEKClient()\n",
" event_type = 'FL'\n",
"\n",
" tstart = '1986/09/01'\n",
" tend = '2020/06/16'\n",
"\n",
" import time\n",
" t1 = time.time()\n",
" result_m1 = client.search(hek.attrs.Time(tstart, tend),\n",
" hek.attrs.EventType(event_type),\n",
" hek.attrs.FL.GOESCls > 'C1.0',\n",
" hek.attrs.OBS.Observatory == 'GOES')\n",
"\n",
" print(time.time() - t1)\n",
"\n",
" new_table = result_m1[['event_starttime', 'event_peaktime',\n",
" 'event_endtime', 'fl_goescls', 'ar_noaanum', ]]\n",
"\n",
" def get_goes_class(all_data):\n",
" goes_class = []\n",
" goes_class_index = []\n",
" for i in range(len(all_data)):\n",
" #print(i)\n",
" try:\n",
" if all_data[i]['fl_goescls'][0] == 'C':\n",
" gc = float(all_data[i]['fl_goescls'][1:])*(1e-6)\n",
" gc1 = 'C'\n",
" elif all_data[i]['fl_goescls'][0] == 'M':\n",
" gc = float(all_data[i]['fl_goescls'][1:])*(1e-5)\n",
" gc1 = 'M'\n",
" elif all_data[i]['fl_goescls'][0] == 'X':\n",
" gc = float(all_data[i]['fl_goescls'][1:])*(1e-4)\n",
" gc1 = 'X' \n",
" else:\n",
" print ('somethings wrong')\n",
" except:\n",
" gc = 0\n",
" print(i)\n",
" goes_class.append(gc)\n",
" goes_class_index.append(gc1)\n",
" return goes_class\n",
"\n",
" goes_class = get_goes_class(new_table)\n",
" new_table['goes_class'] = goes_class\n",
"\n",
" flare_times = parse_time(new_table['event_peaktime']).datetime\n",
" new_table['flare_times'] = flare_times\n",
"\n",
" new_table = new_table[new_table['goes_class']!=0]\n",
"\n",
" new_table = unique(new_table, keys='event_starttime')\n",
"\n",
" new_table.write('since_1986_c1_solarcycle_flares.csv', format='csv')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment