notebooks/Dataframes.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# stdlib imports\n",
    "from datetime import datetime\n",
    "import io\n",
    "\n",
    "# Third party imports\n",
    "from IPython.display import display, HTML\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "\n",
    "# Local imports\n",
    "from libcomcat.dataframes import (get_detail_data_frame, get_dyfi_data_frame,\n",
    "                                  get_history_data_frame, get_magnitude_data_frame,\n",
    "                                  get_pager_data_frame, get_phase_dataframe,\n",
    "                                  get_summary_data_frame)\n",
    "from libcomcat.search import search, get_event_by_id\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dataframes Overview\n",
    "----\n",
    "\n",
    "The libcomcat library includes tools to output datafames (and spreadsheets) of event and product information. Dataframe tools include: `get_detail_data_frame`, `get_dyfi_data_frame`, `get_history_data_frame`, `get_magnitude_data_frame`, `get_pager_data_frame`, `get_phase_dataframe`, and `get_summary_data_frame`.\n",
    "\n",
    "\n",
    "## Contents\n",
    "----\n",
    "- [Summary Dataframe](#Summary-Dataframe)\n",
    "- [Detail Dataframe](#Detail-Dataframe)\n",
    "- [DYFI Dataframe](#DYFI-Dataframe)\n",
    "- [Event History Dataframe](#Event-History-Dataframe)\n",
    "- [Pager Dataframe](#Pager-Dataframe)\n",
    "- [Magnitude Dataframe](#Magnitude-Dataframe)\n",
    "- [Phase Dataframe](#Phase-Dataframe)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary Dataframe\n",
    "Similar to the detail dataframe, the summary dataframe orgnizes the basic information for a set of events.\n",
    "\n",
    "Inputs:\n",
    "- **events**: List of Summary Event objects.\n",
    "    \n",
    "    \n",
    "Returns:\n",
    "- Dataframe of the summary information with columns:\n",
    "    - id\n",
    "    - time\n",
    "    - latitude\n",
    "    - longitude\n",
    "    - depth\n",
    "    - magnitude\n",
    "    - alert\n",
    "    - url\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>time</th>\n",
       "      <th>location</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>depth</th>\n",
       "      <th>magnitude</th>\n",
       "      <th>alert</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ci3144585</td>\n",
       "      <td>1994-01-17 12:30:55.390</td>\n",
       "      <td>1km NNW of Reseda, CA</td>\n",
       "      <td>34.213</td>\n",
       "      <td>-118.537</td>\n",
       "      <td>18.202</td>\n",
       "      <td>6.70</td>\n",
       "      <td>None</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3144585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ci3141071</td>\n",
       "      <td>1994-01-17 23:56:15.480</td>\n",
       "      <td>2km WNW of Reseda, California</td>\n",
       "      <td>34.212</td>\n",
       "      <td>-118.552</td>\n",
       "      <td>19.391</td>\n",
       "      <td>2.68</td>\n",
       "      <td>None</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3141071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ci3141138</td>\n",
       "      <td>1994-01-18 02:49:53.810</td>\n",
       "      <td>2km SE of Northridge, California</td>\n",
       "      <td>34.221</td>\n",
       "      <td>-118.521</td>\n",
       "      <td>17.316</td>\n",
       "      <td>2.60</td>\n",
       "      <td>None</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3141138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ci3141149</td>\n",
       "      <td>1994-01-18 03:08:07.740</td>\n",
       "      <td>1km S of Northridge, California</td>\n",
       "      <td>34.223</td>\n",
       "      <td>-118.536</td>\n",
       "      <td>17.147</td>\n",
       "      <td>2.60</td>\n",
       "      <td>None</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3141149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ci2150661</td>\n",
       "      <td>1994-01-18 04:04:57.940</td>\n",
       "      <td>1km WNW of Reseda, California</td>\n",
       "      <td>34.204</td>\n",
       "      <td>-118.541</td>\n",
       "      <td>19.395</td>\n",
       "      <td>2.34</td>\n",
       "      <td>None</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci2150661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ci2158418</td>\n",
       "      <td>1994-01-18 06:15:06.100</td>\n",
       "      <td>1km NNW of Reseda, California</td>\n",
       "      <td>34.207</td>\n",
       "      <td>-118.535</td>\n",
       "      <td>14.124</td>\n",
       "      <td>2.47</td>\n",
       "      <td>None</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci2158418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ci3141378</td>\n",
       "      <td>1994-01-18 08:38:26.840</td>\n",
       "      <td>2km N of Reseda, California</td>\n",
       "      <td>34.216</td>\n",
       "      <td>-118.534</td>\n",
       "      <td>18.891</td>\n",
       "      <td>1.80</td>\n",
       "      <td>None</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3141378</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary_events = search(starttime=datetime(1994, 1, 17, 12, 30), endtime=datetime(1994, 1, 18, 12, 35),\n",
    "                   maxradiuskm=2, latitude=34.213, longitude=-118.537)\n",
    "summary_df = get_summary_data_frame(summary_events)\n",
    "display(HTML(summary_df.to_html()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Detail Dataframe\n",
    "There is a lot of information stored in the DetailEvent object. A detail DataFrame organizes that information into a spreedsheet.\n",
    "\n",
    "Inputs:\n",
    "- **events**: List of Summary Event objects.\n",
    "- **get_all_magnitudes**: Default is false.\n",
    "- **get_tensors**: Options include 'none', 'preferred', and 'all'. Default is 'preferred'.\n",
    "- **get_focals**: Options include 'none', 'preferred', and 'all'. Default is 'preferred'.\n",
    "- **get_moment_supplement**: Indicates whether derived origin and double-couple/source time information should be extracted; if it is available. Default is false.\n",
    "\n",
    "Returns:\n",
    "- Dataframe of the detailed event information with columns:\n",
    "    - id\n",
    "    - time\n",
    "    - latitude\n",
    "    - longitude\n",
    "    - depth\n",
    "    - magnitude\n",
    "    - location\n",
    "    - magtype (magnitude type)\n",
    "    - url\n",
    "    - alert\n",
    "    - (any additionaly columns for focal mechanisms and moment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>time</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>depth</th>\n",
       "      <th>magnitude</th>\n",
       "      <th>location</th>\n",
       "      <th>magtype</th>\n",
       "      <th>url</th>\n",
       "      <th>alert</th>\n",
       "      <th>duputel_Mww_mrr</th>\n",
       "      <th>duputel_Mww_mtt</th>\n",
       "      <th>duputel_Mww_mpp</th>\n",
       "      <th>duputel_Mww_mrt</th>\n",
       "      <th>duputel_Mww_mrp</th>\n",
       "      <th>duputel_Mww_mtp</th>\n",
       "      <th>duputel_Mww_np1_strike</th>\n",
       "      <th>duputel_Mww_np1_dip</th>\n",
       "      <th>duputel_Mww_np1_rake</th>\n",
       "      <th>duputel_Mww_np2_strike</th>\n",
       "      <th>duputel_Mww_np2_dip</th>\n",
       "      <th>duputel_Mww_np2_rake</th>\n",
       "      <th>gcmt_np1_strike</th>\n",
       "      <th>gcmt_np1_dip</th>\n",
       "      <th>gcmt_np1_rake</th>\n",
       "      <th>gcmt_np2_strike</th>\n",
       "      <th>gcmt_np2_dip</th>\n",
       "      <th>gcmt_np2_rake</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ci3144585</td>\n",
       "      <td>1994-01-17 12:30:55.390</td>\n",
       "      <td>34.213</td>\n",
       "      <td>-118.537</td>\n",
       "      <td>18.202</td>\n",
       "      <td>6.70</td>\n",
       "      <td>1km NNW of Reseda, CA</td>\n",
       "      <td>mw</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3144585</td>\n",
       "      <td>None</td>\n",
       "      <td>1.189000e+19</td>\n",
       "      <td>-1.027000e+19</td>\n",
       "      <td>-1.613000e+18</td>\n",
       "      <td>-4.363000e+17</td>\n",
       "      <td>-1.977000e+18</td>\n",
       "      <td>4.262000e+18</td>\n",
       "      <td>121</td>\n",
       "      <td>46</td>\n",
       "      <td>102</td>\n",
       "      <td>283</td>\n",
       "      <td>44</td>\n",
       "      <td>76</td>\n",
       "      <td>278</td>\n",
       "      <td>42</td>\n",
       "      <td>65</td>\n",
       "      <td>130</td>\n",
       "      <td>53</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ci3141071</td>\n",
       "      <td>1994-01-17 23:56:15.480</td>\n",
       "      <td>34.212</td>\n",
       "      <td>-118.552</td>\n",
       "      <td>19.391</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2km WNW of Reseda, California</td>\n",
       "      <td>ml</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3141071</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ci3141138</td>\n",
       "      <td>1994-01-18 02:49:53.810</td>\n",
       "      <td>34.221</td>\n",
       "      <td>-118.521</td>\n",
       "      <td>17.316</td>\n",
       "      <td>2.60</td>\n",
       "      <td>2km SE of Northridge, California</td>\n",
       "      <td>ml</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3141138</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ci3141149</td>\n",
       "      <td>1994-01-18 03:08:07.740</td>\n",
       "      <td>34.223</td>\n",
       "      <td>-118.536</td>\n",
       "      <td>17.147</td>\n",
       "      <td>2.60</td>\n",
       "      <td>1km S of Northridge, California</td>\n",
       "      <td>ml</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3141149</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ci2150661</td>\n",
       "      <td>1994-01-18 04:04:57.940</td>\n",
       "      <td>34.204</td>\n",
       "      <td>-118.541</td>\n",
       "      <td>19.395</td>\n",
       "      <td>2.34</td>\n",
       "      <td>1km WNW of Reseda, California</td>\n",
       "      <td>mc</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci2150661</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ci2158418</td>\n",
       "      <td>1994-01-18 06:15:06.100</td>\n",
       "      <td>34.207</td>\n",
       "      <td>-118.535</td>\n",
       "      <td>14.124</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1km NNW of Reseda, California</td>\n",
       "      <td>mc</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci2158418</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ci3141378</td>\n",
       "      <td>1994-01-18 08:38:26.840</td>\n",
       "      <td>34.216</td>\n",
       "      <td>-118.534</td>\n",
       "      <td>18.891</td>\n",
       "      <td>1.80</td>\n",
       "      <td>2km N of Reseda, California</td>\n",
       "      <td>mh</td>\n",
       "      <td>https://earthquake.usgs.gov/earthquakes/eventpage/ci3141378</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary_events = search(starttime=datetime(1994, 1, 17, 12, 30), endtime=datetime(1994, 1, 18, 12, 35),\n",
    "                   maxradiuskm=2, latitude=34.213, longitude=-118.537)\n",
    "detail_df = get_detail_data_frame(summary_events)\n",
    "display(HTML(detail_df.to_html()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The alert is set to none, because there is no pager product for this event."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DYFI Dataframe\n",
    "There may be many 'Did You Feel It?' (DYFI) responses for any given event. The intensity and distance may need to be observed to better understand the extent of the earthquake's effect. The DYFI dataframe records the location, distance, intensity, and number of responses associated with a report.\n",
    "\n",
    "Inputs:\n",
    "- **detail**: Detail event object.\n",
    "- **dyfi_file**: Defines the resolutions for the DYFI product.\n",
    "- **version**: Which DYFI version will be used. Options include 'first', 'last', 'preferred', 'all'.\n",
    "\n",
    "Returns:\n",
    "- Dataframe of the DYFI information with columns:\n",
    "    - station\n",
    "    - lat\n",
    "    - lon\n",
    "    - distance\n",
    "    - intensity\n",
    "    - nresp (number of responses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>station</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>distance</th>\n",
       "      <th>intensity</th>\n",
       "      <th>nresp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UTM:(53S 0547 3835 1000)</td>\n",
       "      <td>34.660342</td>\n",
       "      <td>135.518397</td>\n",
       "      <td>1051</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UTM:(54S 0389 3951 1000)</td>\n",
       "      <td>35.701238</td>\n",
       "      <td>139.778575</td>\n",
       "      <td>798</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UTM:(54S 0400 3959 1000)</td>\n",
       "      <td>35.774525</td>\n",
       "      <td>139.899150</td>\n",
       "      <td>787</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UTM:(54S 0489 4224 1000)</td>\n",
       "      <td>38.168337</td>\n",
       "      <td>140.880128</td>\n",
       "      <td>510</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>UTM:(54S 0490 4233 1000)</td>\n",
       "      <td>38.249460</td>\n",
       "      <td>140.891423</td>\n",
       "      <td>501</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>UTM:(54S 0491 4233 1000)</td>\n",
       "      <td>38.249470</td>\n",
       "      <td>140.902850</td>\n",
       "      <td>501</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>UTM:(54S 0509 4350 1000)</td>\n",
       "      <td>39.303830</td>\n",
       "      <td>141.110177</td>\n",
       "      <td>383</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>UTM:(54S 0514 4396 1000)</td>\n",
       "      <td>39.718245</td>\n",
       "      <td>141.169173</td>\n",
       "      <td>337</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>UTM:(54T 0456 4493 1000)</td>\n",
       "      <td>40.591150</td>\n",
       "      <td>140.485925</td>\n",
       "      <td>264</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>UTM:(54T 0461 4757 1000)</td>\n",
       "      <td>42.969170</td>\n",
       "      <td>140.527885</td>\n",
       "      <td>123</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>UTM:(54T 0470 4639 1000)</td>\n",
       "      <td>41.906887</td>\n",
       "      <td>140.644310</td>\n",
       "      <td>141</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>UTM:(54T 0470 4743 1000)</td>\n",
       "      <td>42.843502</td>\n",
       "      <td>140.638985</td>\n",
       "      <td>112</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>UTM:(54T 0474 4742 1000)</td>\n",
       "      <td>42.834640</td>\n",
       "      <td>140.687977</td>\n",
       "      <td>108</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>UTM:(54T 0476 4745 1000)</td>\n",
       "      <td>42.861720</td>\n",
       "      <td>140.712328</td>\n",
       "      <td>107</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>UTM:(54T 0477 4624 1000)</td>\n",
       "      <td>41.772018</td>\n",
       "      <td>140.729277</td>\n",
       "      <td>146</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>UTM:(54T 0479 4626 1000)</td>\n",
       "      <td>41.790085</td>\n",
       "      <td>140.753273</td>\n",
       "      <td>143</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>UTM:(54T 0480 4750 1000)</td>\n",
       "      <td>42.906858</td>\n",
       "      <td>140.761115</td>\n",
       "      <td>104</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>UTM:(54T 0502 4688 1000)</td>\n",
       "      <td>42.348753</td>\n",
       "      <td>141.030350</td>\n",
       "      <td>89</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>UTM:(54T 0516 4775 1000)</td>\n",
       "      <td>43.132055</td>\n",
       "      <td>141.202865</td>\n",
       "      <td>84</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>UTM:(54T 0519 4497 1000)</td>\n",
       "      <td>40.628100</td>\n",
       "      <td>141.230565</td>\n",
       "      <td>238</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>UTM:(54T 0523 4770 1000)</td>\n",
       "      <td>43.086845</td>\n",
       "      <td>141.288715</td>\n",
       "      <td>77</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>UTM:(54T 0525 4774 1000)</td>\n",
       "      <td>43.122802</td>\n",
       "      <td>141.313470</td>\n",
       "      <td>78</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>UTM:(54T 0526 4767 1000)</td>\n",
       "      <td>43.059732</td>\n",
       "      <td>141.325430</td>\n",
       "      <td>73</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>UTM:(54T 0527 4767 1000)</td>\n",
       "      <td>43.059697</td>\n",
       "      <td>141.337713</td>\n",
       "      <td>72</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>UTM:(54T 0527 4770 1000)</td>\n",
       "      <td>43.086713</td>\n",
       "      <td>141.337860</td>\n",
       "      <td>74</td>\n",
       "      <td>6.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>UTM:(54T 0527 4772 1000)</td>\n",
       "      <td>43.104723</td>\n",
       "      <td>141.337960</td>\n",
       "      <td>75</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>UTM:(54T 0527 4775 1000)</td>\n",
       "      <td>43.131735</td>\n",
       "      <td>141.338107</td>\n",
       "      <td>77</td>\n",
       "      <td>7.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>UTM:(54T 0528 4765 1000)</td>\n",
       "      <td>43.041650</td>\n",
       "      <td>141.349890</td>\n",
       "      <td>70</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>UTM:(54T 0528 4766 1000)</td>\n",
       "      <td>43.050655</td>\n",
       "      <td>141.349942</td>\n",
       "      <td>71</td>\n",
       "      <td>5.7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>UTM:(54T 0528 4767 1000)</td>\n",
       "      <td>43.059660</td>\n",
       "      <td>141.349995</td>\n",
       "      <td>72</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>UTM:(54T 0528 4768 1000)</td>\n",
       "      <td>43.068665</td>\n",
       "      <td>141.350045</td>\n",
       "      <td>72</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>UTM:(54T 0529 4763 1000)</td>\n",
       "      <td>43.023603</td>\n",
       "      <td>141.362060</td>\n",
       "      <td>69</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>UTM:(54T 0529 4765 1000)</td>\n",
       "      <td>43.041612</td>\n",
       "      <td>141.362165</td>\n",
       "      <td>70</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>UTM:(54T 0529 4766 1000)</td>\n",
       "      <td>43.050618</td>\n",
       "      <td>141.362217</td>\n",
       "      <td>70</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>UTM:(54T 0529 4767 1000)</td>\n",
       "      <td>43.059620</td>\n",
       "      <td>141.362273</td>\n",
       "      <td>71</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>UTM:(54T 0529 4769 1000)</td>\n",
       "      <td>43.077630</td>\n",
       "      <td>141.362378</td>\n",
       "      <td>72</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>UTM:(54T 0529 4770 1000)</td>\n",
       "      <td>43.086635</td>\n",
       "      <td>141.362430</td>\n",
       "      <td>73</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>UTM:(54T 0529 4773 1000)</td>\n",
       "      <td>43.113650</td>\n",
       "      <td>141.362590</td>\n",
       "      <td>74</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>UTM:(54T 0531 4505 1000)</td>\n",
       "      <td>40.699795</td>\n",
       "      <td>141.372855</td>\n",
       "      <td>228</td>\n",
       "      <td>3.9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>UTM:(54T 0531 4508 1000)</td>\n",
       "      <td>40.726825</td>\n",
       "      <td>141.373005</td>\n",
       "      <td>225</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>UTM:(54T 0531 4760 1000)</td>\n",
       "      <td>42.996508</td>\n",
       "      <td>141.386435</td>\n",
       "      <td>66</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>UTM:(54T 0531 4766 1000)</td>\n",
       "      <td>43.050537</td>\n",
       "      <td>141.386775</td>\n",
       "      <td>69</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>UTM:(54T 0532 4502 1000)</td>\n",
       "      <td>40.672735</td>\n",
       "      <td>141.384540</td>\n",
       "      <td>230</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>UTM:(54T 0532 4765 1000)</td>\n",
       "      <td>43.041490</td>\n",
       "      <td>141.398995</td>\n",
       "      <td>68</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>UTM:(54T 0532 4766 1000)</td>\n",
       "      <td>43.050495</td>\n",
       "      <td>141.399052</td>\n",
       "      <td>68</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>UTM:(54T 0532 4769 1000)</td>\n",
       "      <td>43.077510</td>\n",
       "      <td>141.399230</td>\n",
       "      <td>70</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>UTM:(54T 0533 4770 1000)</td>\n",
       "      <td>43.086470</td>\n",
       "      <td>141.411575</td>\n",
       "      <td>70</td>\n",
       "      <td>7.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>UTM:(54T 0535 4763 1000)</td>\n",
       "      <td>43.023345</td>\n",
       "      <td>141.435698</td>\n",
       "      <td>65</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>UTM:(54T 0535 4764 1000)</td>\n",
       "      <td>43.032350</td>\n",
       "      <td>141.435763</td>\n",
       "      <td>65</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>UTM:(54T 0535 4767 1000)</td>\n",
       "      <td>43.059365</td>\n",
       "      <td>141.435953</td>\n",
       "      <td>67</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>UTM:(54T 0541 4486 1000)</td>\n",
       "      <td>40.528190</td>\n",
       "      <td>141.489968</td>\n",
       "      <td>244</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>UTM:(54T 0542 4484 1000)</td>\n",
       "      <td>40.510123</td>\n",
       "      <td>141.501643</td>\n",
       "      <td>246</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>UTM:(54T 0544 4485 1000)</td>\n",
       "      <td>40.519030</td>\n",
       "      <td>141.525315</td>\n",
       "      <td>245</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>UTM:(54T 0546 4720 1000)</td>\n",
       "      <td>42.635540</td>\n",
       "      <td>141.567148</td>\n",
       "      <td>46</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>UTM:(54T 0546 4747 1000)</td>\n",
       "      <td>42.878675</td>\n",
       "      <td>141.569370</td>\n",
       "      <td>50</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>UTM:(54T 0550 4721 1000)</td>\n",
       "      <td>42.644293</td>\n",
       "      <td>141.616020</td>\n",
       "      <td>43</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>UTM:(54T 0552 4742 1000)</td>\n",
       "      <td>42.833265</td>\n",
       "      <td>141.642365</td>\n",
       "      <td>45</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>UTM:(54T 0555 4724 1000)</td>\n",
       "      <td>42.670965</td>\n",
       "      <td>141.677300</td>\n",
       "      <td>40</td>\n",
       "      <td>7.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>UTM:(54T 0556 4722 1000)</td>\n",
       "      <td>42.652883</td>\n",
       "      <td>141.689310</td>\n",
       "      <td>40</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>UTM:(54T 0572 4728 1000)</td>\n",
       "      <td>42.705568</td>\n",
       "      <td>141.885260</td>\n",
       "      <td>35</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>UTM:(54T 0588 4705 1000)</td>\n",
       "      <td>42.496797</td>\n",
       "      <td>142.077020</td>\n",
       "      <td>42</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>UTM:(54T 0609 4848 1000)</td>\n",
       "      <td>43.781455</td>\n",
       "      <td>142.360782</td>\n",
       "      <td>131</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>UTM:(54T 0609 4850 1000)</td>\n",
       "      <td>43.799455</td>\n",
       "      <td>142.361190</td>\n",
       "      <td>133</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>UTM:(54T 0612 4800 1000)</td>\n",
       "      <td>43.348925</td>\n",
       "      <td>142.388092</td>\n",
       "      <td>89</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>UTM:(54T 0612 4846 1000)</td>\n",
       "      <td>43.762997</td>\n",
       "      <td>142.397635</td>\n",
       "      <td>130</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>UTM:(54T 0725 4792 1000)</td>\n",
       "      <td>43.251575</td>\n",
       "      <td>143.777875</td>\n",
       "      <td>167</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>UTM:(55T 0285 4827 1000)</td>\n",
       "      <td>43.569600</td>\n",
       "      <td>144.343745</td>\n",
       "      <td>222</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>UTM:(55T 0336 4823 1000)</td>\n",
       "      <td>43.546535</td>\n",
       "      <td>144.976055</td>\n",
       "      <td>268</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dyfi_event = get_event_by_id('us2000h8ty')\n",
    "dyfi_df = get_dyfi_data_frame(dyfi_event)\n",
    "display(HTML(dyfi_df.to_html()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dist = dyfi_df['distance'].values\n",
    "intensity = dyfi_df['intensity'].values\n",
    "ind = dist.argsort()\n",
    "dist = dist[ind]\n",
    "intensity = intensity[ind]\n",
    "\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.plot(dist, intensity, '.', label='Intensity/Distance Data')\n",
    "plt.xlabel('Distance (km)', fontsize=14)\n",
    "plt.ylabel('Intensity', fontsize=14)\n",
    "plt.title('Examining Relationship Between\\DYFI Intensity and Distance', fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Event History Dataframe\n",
    "For an event many combinations and versions of events may be available. The event history dataframe can be used to look at a record products for the event. See the event history notebook for more examples. **Superseded events must be included to get the full history, otherwise there will only be one version per product.**\n",
    "\n",
    "Inputs:\n",
    "- **detail**: DetailEvent object.\n",
    "- **products**: Which ComCat products to include in the dataframe. If none are specified, then all are included.\n",
    "\n",
    "\n",
    "Returns:\n",
    "- Dataframe of the event history information with columns:\n",
    "    - Update Time\n",
    "    - Product\n",
    "    - Authoritative Event ID\n",
    "    - Code\n",
    "    - Associated\n",
    "    - Product Source\n",
    "    - Product Version\n",
    "    - Elapsed (min)\n",
    "    - URL\n",
    "    - Comment\n",
    "    - Description\n",
    "- DetailEvent Object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Update Time</th>\n",
       "      <th>Product</th>\n",
       "      <th>Authoritative Event ID</th>\n",
       "      <th>Code</th>\n",
       "      <th>Associated</th>\n",
       "      <th>Product Source</th>\n",
       "      <th>Product Version</th>\n",
       "      <th>Elapsed (min)</th>\n",
       "      <th>URL</th>\n",
       "      <th>Comment</th>\n",
       "      <th>Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2019-08-22 00:32:41.736</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>cgs</td>\n",
       "      <td>1</td>\n",
       "      <td>-1217.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/cgs/1566433961736/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.9|Instrumented# 2|DYFI# 0|Fault# |GMPE# BA08|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2019-08-22 00:54:36.283</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>cgs</td>\n",
       "      <td>2</td>\n",
       "      <td>-1195.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/cgs/1566435276283/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.5|Instrumented# 304|DYFI# 0|Fault# |GMPE# BA08|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2019-08-22 20:51:57.410</td>\n",
       "      <td>origin</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>1</td>\n",
       "      <td>2.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/origin/ci38996632/ci/1566507117410/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 4.5|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mlr|Location Method# unknown|Preferred Weight#156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2019-08-22 20:51:57.410</td>\n",
       "      <td>phase-data</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>1</td>\n",
       "      <td>2.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/phase-data/ci38996632/ci/1566507117410/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 4.5|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mlr|Location Method# unknown|Preferred Weight#156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-08-22 20:52:33.151</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>1</td>\n",
       "      <td>2.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566507153151/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 2.0|NumResponses# 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>2019-08-22 20:53:23.972</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>1</td>\n",
       "      <td>3.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/38996632/ci/1566507203972/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.2|Instrumented# 0|DYFI# 0|Fault# |GMPE# |Mag# nan|Depth# nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>2019-08-22 20:54:20.444</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>1</td>\n",
       "      <td>4.5</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/ci/1566507260444/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.5|Instrumented# 361|DYFI# 0|Fault# |GMPE# BA08|Mag# 4.5|Depth# 1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2019-08-22 20:54:51.970</td>\n",
       "      <td>origin</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/origin/ci38996632/ci/1566507291970/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mw|Location Method# unknown|Preferred Weight#156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2019-08-22 20:54:51.970</td>\n",
       "      <td>phase-data</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/phase-data/ci38996632/ci/1566507291970/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mw|Location Method# unknown|Preferred Weight#156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-08-22 20:55:27.065</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566507327065/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.1|NumResponses# 16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>2019-08-22 20:55:53.410</td>\n",
       "      <td>origin</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>3</td>\n",
       "      <td>6.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/origin/ci38996632/ci/1566507353410/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mw|Location Method# unknown|Preferred Weight#156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2019-08-22 20:55:53.410</td>\n",
       "      <td>phase-data</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>3</td>\n",
       "      <td>6.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/phase-data/ci38996632/ci/1566507353410/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mw|Location Method# unknown|Preferred Weight#156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>2019-08-22 20:59:13.303</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>1</td>\n",
       "      <td>9.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566507553303/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 426|DYFI# 0|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>2019-08-22 21:00:33.367</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>2</td>\n",
       "      <td>10.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/38996632/ci/1566507633367/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.2|Instrumented# 0|DYFI# 0|Fault# |GMPE# |Mag# nan|Depth# nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-08-22 21:02:12.898</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>3</td>\n",
       "      <td>12.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566507732898/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 6.8|NumResponses# 128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2019-08-22 21:06:47.040</td>\n",
       "      <td>phase-data</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>1</td>\n",
       "      <td>16.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/phase-data/us70005795/us/1566508007040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mww|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2019-08-22 21:06:47.040</td>\n",
       "      <td>origin</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>1</td>\n",
       "      <td>16.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/origin/us70005795/us/1566508007040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mww|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>2019-08-22 21:07:06.995</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>2</td>\n",
       "      <td>17.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/ci/1566508026995/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.6|Instrumented# 558|DYFI# 0|Fault# |GMPE# BA08|Mag# 5.0|Depth# 1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-08-22 21:07:48.920</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>4</td>\n",
       "      <td>18.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566508068920/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 5.5|NumResponses# 234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2019-08-22 21:09:02.040</td>\n",
       "      <td>origin</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>2</td>\n",
       "      <td>19.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/origin/us70005795/us/1566508142040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mww|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2019-08-22 21:09:02.040</td>\n",
       "      <td>phase-data</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>2</td>\n",
       "      <td>19.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/phase-data/us70005795/us/1566508142040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:49.970000 |Time Offset (sec)# -0.1|Location# (35.909,-117.710)|Distance from Auth. Origin (km)# 0.2|Azimuth# NNW|Depth# 1.9|Magnitude Type# mww|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2019-08-22 21:11:45.026</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>2</td>\n",
       "      <td>21.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566508305026/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.1|Instrumented# 431|DYFI# 23|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-08-22 21:14:23.543</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>5</td>\n",
       "      <td>24.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566508463543/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 5.3|NumResponses# 359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2019-08-22 21:17:09.990</td>\n",
       "      <td>origin</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>4</td>\n",
       "      <td>27.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/origin/ci38996632/ci/1566508629990/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:50.060000 |Time Offset (sec)# 0.0|Location# (35.907,-117.709)|Distance from Auth. Origin (km)# 0.0|Azimuth# N|Depth# 2.4|Magnitude Type# mw|Location Method# unknown|Preferred Weight#156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2019-08-22 21:17:09.990</td>\n",
       "      <td>phase-data</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>4</td>\n",
       "      <td>27.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/phase-data/ci38996632/ci/1566508629990/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:50.060000 |Time Offset (sec)# 0.0|Location# (35.907,-117.709)|Distance from Auth. Origin (km)# 0.0|Azimuth# N|Depth# 2.4|Magnitude Type# mw|Location Method# unknown|Preferred Weight#156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2019-08-22 21:18:06.586</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>6</td>\n",
       "      <td>28.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566508686586/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 5.3|NumResponses# 423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>2019-08-22 21:18:26.580</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>3</td>\n",
       "      <td>28.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/38996632/ci/1566508706580/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.1|Instrumented# 0|DYFI# 0|Fault# |GMPE# |Mag# nan|Depth# nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>2019-08-22 21:19:10.507</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>3</td>\n",
       "      <td>29.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/ci/1566508750507/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.6|Instrumented# 558|DYFI# 0|Fault# |GMPE# BA08|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2019-08-22 21:19:45.878</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>3</td>\n",
       "      <td>29.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566508785878/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 431|DYFI# 41|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2019-08-22 21:23:36.291</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>7</td>\n",
       "      <td>33.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566509016291/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 5.0|NumResponses# 528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2019-08-22 21:28:00.699</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>4</td>\n",
       "      <td>38.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566509280699/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.1|Instrumented# 431|DYFI# 46|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>2019-08-22 21:28:55.708</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>4</td>\n",
       "      <td>39.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/38996632/ci/1566509335708/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.1|Instrumented# 0|DYFI# 0|Fault# |GMPE# |Mag# nan|Depth# nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2019-08-22 21:28:58.714</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>8</td>\n",
       "      <td>39.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566509338714/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 5.0|NumResponses# 627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019-08-22 21:34:15.283</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>9</td>\n",
       "      <td>44.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566509655283/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 5.0|NumResponses# 724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019-08-22 21:39:33.305</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>10</td>\n",
       "      <td>49.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566509973305/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.9|NumResponses# 823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019-08-22 21:44:36.881</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>11</td>\n",
       "      <td>54.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566510276881/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-08-22 21:49:45.979</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>12</td>\n",
       "      <td>59.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566510585979/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>2019-08-22 21:51:45.173</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>5</td>\n",
       "      <td>61.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/38996632/ci/1566510705173/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.1|Instrumented# 0|DYFI# 0|Fault# |GMPE# |Mag# nan|Depth# nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>2019-08-22 21:52:02.578</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>4</td>\n",
       "      <td>62.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/ci/1566510722578/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.6|Instrumented# 558|DYFI# 0|Fault# |GMPE# BA08|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-08-22 21:54:56.216</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>13</td>\n",
       "      <td>65.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566510896216/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-08-22 22:00:10.696</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>14</td>\n",
       "      <td>70.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566511210696/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2019-08-22 22:01:30.486</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>cgs</td>\n",
       "      <td>3</td>\n",
       "      <td>71.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/cgs/1566511290486/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.5|Instrumented# 304|DYFI# 0|Fault# |GMPE# BA08|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019-08-22 22:05:18.616</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>15</td>\n",
       "      <td>75.5</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566511518616/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2019-08-22 22:10:23.885</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>16</td>\n",
       "      <td>80.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566511823885/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2019-08-22 22:15:31.299</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>17</td>\n",
       "      <td>85.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566512131299/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2019-08-22 22:20:54.032</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>18</td>\n",
       "      <td>91.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566512454032/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2019-08-22 22:26:04.560</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>19</td>\n",
       "      <td>96.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566512764560/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2019-08-22 22:31:14.500</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>20</td>\n",
       "      <td>101.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566513074500/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2019-08-22 22:36:16.984</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>21</td>\n",
       "      <td>106.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566513376984/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2019-08-22 22:41:34.621</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>22</td>\n",
       "      <td>111.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566513694621/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2019-08-22 22:46:41.747</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>23</td>\n",
       "      <td>116.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566514001747/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2019-08-22 22:51:23.310</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>5</td>\n",
       "      <td>121.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566514283310/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.1|Instrumented# 431|DYFI# 81|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2019-08-22 22:51:47.616</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>24</td>\n",
       "      <td>122.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566514307616/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2019-08-22 22:57:17.830</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>25</td>\n",
       "      <td>127.5</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566514637830/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2019-08-22 23:02:28.139</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>26</td>\n",
       "      <td>132.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566514948139/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>2019-08-22 23:02:57.715</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>6</td>\n",
       "      <td>133.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566514977715/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.1|Instrumented# 433|DYFI# 81|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2019-08-22 23:07:44.297</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>27</td>\n",
       "      <td>137.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566515264297/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2019-08-22 23:12:46.883</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>28</td>\n",
       "      <td>142.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566515566883/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2019-08-22 23:13:08.842</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>7</td>\n",
       "      <td>143.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566515588842/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 527|DYFI# 82|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2019-08-22 23:18:04.879</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>29</td>\n",
       "      <td>148.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566515884879/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>2019-08-22 23:23:31.908</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>8</td>\n",
       "      <td>153.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566516211908/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 581|DYFI# 82|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2019-08-22 23:23:34.019</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>30</td>\n",
       "      <td>153.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566516214019/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2019-08-22 23:28:38.667</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>31</td>\n",
       "      <td>158.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566516518667/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>2019-08-22 23:33:47.566</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>9</td>\n",
       "      <td>164.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566516827566/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 619|DYFI# 83|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2019-08-22 23:33:53.957</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>32</td>\n",
       "      <td>164.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566516833957/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.9|NumResponses# 1067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2019-08-22 23:39:00.644</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>33</td>\n",
       "      <td>169.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566517140644/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.9|NumResponses# 1072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2019-08-22 23:44:04.821</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>34</td>\n",
       "      <td>174.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566517444821/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.9|NumResponses# 1077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>2019-08-22 23:44:13.403</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>10</td>\n",
       "      <td>174.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566517453403/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 620|DYFI# 83|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2019-08-22 23:49:08.590</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>35</td>\n",
       "      <td>179.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566517748590/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.9|NumResponses# 1081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2019-08-22 23:54:12.982</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>36</td>\n",
       "      <td>184.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566518052982/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.9|NumResponses# 1084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>2019-08-22 23:55:09.847</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>11</td>\n",
       "      <td>185.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566518109847/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 620|DYFI# 85|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2019-08-22 23:59:27.801</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>37</td>\n",
       "      <td>189.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566518367801/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2019-08-23 00:04:34.524</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>38</td>\n",
       "      <td>194.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566518674524/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>2019-08-23 00:05:31.797</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>12</td>\n",
       "      <td>195.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566518731797/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 634|DYFI# 87|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2019-08-23 00:09:47.139</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>39</td>\n",
       "      <td>200.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566518987139/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2019-08-23 00:14:59.859</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>40</td>\n",
       "      <td>205.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566519299859/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>2019-08-23 00:15:45.396</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>13</td>\n",
       "      <td>205.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566519345396/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 657|DYFI# 87|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2019-08-23 00:20:05.935</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>41</td>\n",
       "      <td>210.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566519605935/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2019-08-23 00:25:18.941</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>42</td>\n",
       "      <td>215.5</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566519918941/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>2019-08-23 00:26:31.352</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>14</td>\n",
       "      <td>216.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566519991352/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 662|DYFI# 87|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2019-08-23 00:35:40.959</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>43</td>\n",
       "      <td>225.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566520540959/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>2019-08-23 00:36:28.191</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>15</td>\n",
       "      <td>226.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566520588191/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 662|DYFI# 88|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2019-08-23 00:40:57.404</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>44</td>\n",
       "      <td>231.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566520857404/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2019-08-23 00:46:34.518</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>45</td>\n",
       "      <td>236.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566521194518/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2019-08-23 00:46:54.276</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>16</td>\n",
       "      <td>237.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566521214276/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 664|DYFI# 88|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2019-08-23 00:51:47.191</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>46</td>\n",
       "      <td>242.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566521507191/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2019-08-23 00:56:54.396</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>47</td>\n",
       "      <td>247.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566521814396/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>2019-08-23 00:57:37.337</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>17</td>\n",
       "      <td>247.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566521857337/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 665|DYFI# 88|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2019-08-23 01:02:00.096</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>48</td>\n",
       "      <td>252.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566522120096/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2019-08-23 01:07:12.291</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>49</td>\n",
       "      <td>257.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566522432291/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>2019-08-23 01:07:55.899</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>18</td>\n",
       "      <td>258.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566522475899/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 665|DYFI# 88|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2019-08-23 01:12:20.186</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>50</td>\n",
       "      <td>262.5</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566522740186/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2019-08-23 01:17:41.435</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>51</td>\n",
       "      <td>267.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566523061435/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2019-08-23 01:23:00.873</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>52</td>\n",
       "      <td>273.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566523380873/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2019-08-23 01:28:40.267</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>53</td>\n",
       "      <td>278.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566523720267/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>2019-08-23 01:38:50.462</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>20</td>\n",
       "      <td>289.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566524330462/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 666|DYFI# 89|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2019-08-23 01:41:57.365</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>54</td>\n",
       "      <td>292.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566524517365/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2019-08-23 01:51:29.449</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>55</td>\n",
       "      <td>301.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566525089449/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2019-08-23 01:56:49.252</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>56</td>\n",
       "      <td>307.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566525409252/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>2019-08-23 02:00:07.543</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>21</td>\n",
       "      <td>310.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566525607543/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 666|DYFI# 89|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2019-08-23 02:01:51.563</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>57</td>\n",
       "      <td>312.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566525711563/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2019-08-23 02:21:34.395</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>58</td>\n",
       "      <td>331.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566526894395/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2019-08-23 02:26:40.974</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>59</td>\n",
       "      <td>336.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566527200974/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2019-08-23 02:31:53.357</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>60</td>\n",
       "      <td>342.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566527513357/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2019-08-23 02:37:05.665</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>61</td>\n",
       "      <td>347.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566527825665/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2019-08-23 02:42:26.036</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>62</td>\n",
       "      <td>352.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566528146036/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2019-08-23 02:47:31.156</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>63</td>\n",
       "      <td>357.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566528451156/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2019-08-23 02:52:42.874</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>64</td>\n",
       "      <td>362.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566528762874/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2019-08-23 03:04:31.185</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>65</td>\n",
       "      <td>374.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566529471185/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2019-08-23 03:09:42.349</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>66</td>\n",
       "      <td>379.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566529782349/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2019-08-23 03:37:41.102</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>67</td>\n",
       "      <td>407.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566531461102/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2019-08-23 03:42:54.439</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>68</td>\n",
       "      <td>413.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566531774439/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2019-08-23 03:48:08.274</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>69</td>\n",
       "      <td>418.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566532088274/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2019-08-23 03:55:36.356</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>70</td>\n",
       "      <td>425.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566532536356/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2019-08-23 04:00:45.820</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>71</td>\n",
       "      <td>430.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566532845820/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2019-08-23 04:05:53.000</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>72</td>\n",
       "      <td>436.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566533153000/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2019-08-23 04:11:01.334</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>73</td>\n",
       "      <td>441.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566533461334/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2019-08-23 04:17:31.853</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>74</td>\n",
       "      <td>447.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566533851853/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2019-08-23 04:22:46.325</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>75</td>\n",
       "      <td>452.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566534166325/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2019-08-23 04:27:51.164</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>76</td>\n",
       "      <td>458.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566534471164/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2019-08-23 04:32:57.511</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>77</td>\n",
       "      <td>463.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566534777511/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2019-08-23 04:38:14.188</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>78</td>\n",
       "      <td>468.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566535094188/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2019-08-23 04:43:30.260</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>79</td>\n",
       "      <td>473.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566535410260/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2019-08-23 04:48:43.709</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>80</td>\n",
       "      <td>478.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566535723709/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2019-08-23 04:55:42.117</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>81</td>\n",
       "      <td>485.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566536142117/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2019-08-23 05:31:50.135</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>82</td>\n",
       "      <td>522.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566538310135/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2019-08-23 05:39:01.368</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>83</td>\n",
       "      <td>529.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566538741368/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2019-08-23 05:44:05.615</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>84</td>\n",
       "      <td>534.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566539045615/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2019-08-23 05:49:15.035</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>85</td>\n",
       "      <td>539.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566539355035/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2019-08-23 05:54:28.918</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>86</td>\n",
       "      <td>544.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566539668918/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2019-08-23 05:59:48.516</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>87</td>\n",
       "      <td>550.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566539988516/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2019-08-23 06:04:56.947</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>88</td>\n",
       "      <td>555.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566540296947/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2019-08-23 06:10:05.927</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>89</td>\n",
       "      <td>560.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566540605927/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2019-08-23 06:15:10.788</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>90</td>\n",
       "      <td>565.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566540910788/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2019-08-23 06:29:05.928</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>91</td>\n",
       "      <td>579.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566541745928/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2019-08-23 06:42:57.664</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>92</td>\n",
       "      <td>593.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566542577664/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>2019-08-23 06:53:00.380</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>93</td>\n",
       "      <td>603.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566543180380/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2019-08-23 07:01:02.686</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>94</td>\n",
       "      <td>611.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566543662686/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2019-08-23 07:35:04.762</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>95</td>\n",
       "      <td>645.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566545704762/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2019-08-23 07:46:52.434</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>96</td>\n",
       "      <td>657.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566546412434/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2019-08-23 08:00:58.391</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>97</td>\n",
       "      <td>671.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566547258391/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2019-08-23 08:41:04.095</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>98</td>\n",
       "      <td>711.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566549664095/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2019-08-23 08:48:11.801</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>99</td>\n",
       "      <td>718.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566550091801/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>2019-08-23 08:52:26.234</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>5</td>\n",
       "      <td>722.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/ci/1566550346234/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.6|Instrumented# 558|DYFI# 0|Fault# |GMPE# BA08|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2019-08-23 08:53:21.698</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>100</td>\n",
       "      <td>723.5</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566550401698/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>2019-08-23 08:53:49.780</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>cgs</td>\n",
       "      <td>4</td>\n",
       "      <td>724.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/cgs/1566550429780/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.5|Instrumented# 476|DYFI# 0|Fault# |GMPE# BA08|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2019-08-23 09:53:56.927</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>101</td>\n",
       "      <td>784.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566554036927/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2019-08-23 09:59:15.962</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>102</td>\n",
       "      <td>789.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566554355962/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2019-08-23 10:13:00.948</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>103</td>\n",
       "      <td>803.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566555180948/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2019-08-23 10:43:03.228</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>104</td>\n",
       "      <td>833.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566556983228/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2019-08-23 11:28:56.456</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>105</td>\n",
       "      <td>879.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566559736456/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>2019-08-23 11:34:07.825</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>106</td>\n",
       "      <td>884.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566560047825/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2019-08-23 12:20:54.772</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>107</td>\n",
       "      <td>931.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566562854772/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2019-08-23 12:32:07.953</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>108</td>\n",
       "      <td>942.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566563527953/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2019-08-23 13:19:03.010</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>109</td>\n",
       "      <td>989.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566566343010/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2019-08-23 14:21:56.129</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>110</td>\n",
       "      <td>1052.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566570116129/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2019-08-23 14:36:08.145</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>111</td>\n",
       "      <td>1066.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566570968145/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2019-08-23 14:41:25.830</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>112</td>\n",
       "      <td>1071.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566571285830/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>2019-08-23 14:46:32.063</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>113</td>\n",
       "      <td>1076.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566571592063/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>2019-08-23 15:42:02.621</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>114</td>\n",
       "      <td>1132.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566574922621/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2019-08-23 15:51:52.681</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>115</td>\n",
       "      <td>1142.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566575512681/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2019-08-23 15:57:01.236</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>116</td>\n",
       "      <td>1147.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566575821236/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2019-08-23 16:02:54.563</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>117</td>\n",
       "      <td>1153.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566576174563/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2019-08-23 16:30:02.696</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>118</td>\n",
       "      <td>1180.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566577802696/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2019-08-23 16:44:03.236</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>119</td>\n",
       "      <td>1194.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566578643236/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2019-08-23 17:02:56.423</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>120</td>\n",
       "      <td>1213.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566579776423/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2019-08-23 17:28:53.430</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>121</td>\n",
       "      <td>1239.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566581333430/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>2019-08-23 18:03:59.145</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>122</td>\n",
       "      <td>1274.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566583439145/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>2019-08-23 18:09:17.840</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>123</td>\n",
       "      <td>1279.5</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566583757840/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>2019-08-23 18:25:06.597</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>124</td>\n",
       "      <td>1295.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566584706597/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>2019-08-23 18:55:29.199</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>125</td>\n",
       "      <td>1325.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566586529199/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>2019-08-23 19:00:31.466</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>126</td>\n",
       "      <td>1330.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566586831466/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>2019-08-23 19:13:37.297</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>127</td>\n",
       "      <td>1343.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566587617297/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>2019-08-23 20:51:37.218</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>22</td>\n",
       "      <td>1441.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566593497218/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 666|DYFI# 95|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>2019-08-23 20:52:27.444</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>ci</td>\n",
       "      <td>6</td>\n",
       "      <td>1442.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/ci/1566593547444/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.6|Instrumented# 558|DYFI# 0|Fault# |GMPE# BA08|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>2019-08-23 21:58:52.971</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>23</td>\n",
       "      <td>1509.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566597532971/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 667|DYFI# 95|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2019-08-23 22:36:35.012</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>128</td>\n",
       "      <td>1546.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566599795012/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>2019-08-23 23:07:29.988</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>129</td>\n",
       "      <td>1577.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566601649988/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>2019-08-24 00:30:32.809</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>130</td>\n",
       "      <td>1660.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566606632809/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>2019-08-24 01:45:40.848</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>131</td>\n",
       "      <td>1735.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566611140848/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>2019-08-24 02:04:36.016</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>132</td>\n",
       "      <td>1754.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566612276016/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>2019-08-24 03:00:51.538</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>133</td>\n",
       "      <td>1811.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566615651538/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>2019-08-24 07:23:41.559</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>134</td>\n",
       "      <td>2073.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566631421559/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>2019-08-24 14:18:40.398</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>135</td>\n",
       "      <td>2488.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566656320398/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>2019-08-24 16:58:40.008</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>136</td>\n",
       "      <td>2648.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566665920008/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>2019-08-24 18:32:24.981</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>137</td>\n",
       "      <td>2742.6</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566671544981/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>2019-08-24 18:37:34.945</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>138</td>\n",
       "      <td>2747.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566671854945/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>2019-08-24 18:56:49.728</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>139</td>\n",
       "      <td>2767.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566673009728/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2019-08-24 19:16:35.483</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>140</td>\n",
       "      <td>2786.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566674195483/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2019-08-24 23:14:37.334</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>141</td>\n",
       "      <td>3024.8</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566688477334/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2019-08-25 04:07:13.011</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>142</td>\n",
       "      <td>3317.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566706033011/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2019-08-25 04:13:02.260</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>143</td>\n",
       "      <td>3323.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566706382260/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2019-08-25 05:50:50.999</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>144</td>\n",
       "      <td>3421.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566712250999/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2019-08-25 06:34:55.038</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>145</td>\n",
       "      <td>3465.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566714895038/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2019-08-25 09:22:51.665</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>146</td>\n",
       "      <td>3633.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566724971665/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2019-08-26 15:09:57.508</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>147</td>\n",
       "      <td>5420.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566832197508/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2019-08-26 17:26:46.517</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>148</td>\n",
       "      <td>5556.9</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566840406517/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2019-08-26 19:14:57.202</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>149</td>\n",
       "      <td>5665.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566846897202/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2019-08-26 22:40:51.225</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>150</td>\n",
       "      <td>5871.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566859251225/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2019-08-27 03:04:54.860</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>151</td>\n",
       "      <td>6135.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566875094860/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>2019-08-27 04:09:47.546</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>152</td>\n",
       "      <td>6200.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566878987546/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2019-08-27 05:52:00.697</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>153</td>\n",
       "      <td>6302.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566885120697/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>2019-08-27 10:48:13.455</td>\n",
       "      <td>shakemap</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>24</td>\n",
       "      <td>6598.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/shakemap/ci38996632/us/1566902893455/download/intensity.jpg</td>\n",
       "      <td></td>\n",
       "      <td>MaxMMI# 6.0|Instrumented# 668|DYFI# 97|Fault# |GMPE# AbrahamsonEtAl2014,BooreEtAl2014CaliforniaBasin,CampbellBozorgnia2014,ChiouYoungs2014|Mag# 5.0|Depth# 2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2019-08-27 20:49:50.119</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>154</td>\n",
       "      <td>7200.0</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566938990119/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2019-08-27 23:20:57.314</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>155</td>\n",
       "      <td>7351.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566948057314/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>2019-08-28 03:24:30.969</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>156</td>\n",
       "      <td>7594.7</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566962670969/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2019-08-28 03:38:20.690</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>157</td>\n",
       "      <td>7608.5</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1566963500690/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>2019-08-28 17:22:01.040</td>\n",
       "      <td>phase-data</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>3</td>\n",
       "      <td>8432.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/phase-data/us70005795/us/1567012921040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:50.060000 |Time Offset (sec)# 0.0|Location# (35.907,-117.709)|Distance from Auth. Origin (km)# 0.0|Azimuth# S|Depth# 2.4|Magnitude Type# mww|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2019-08-28 17:22:01.040</td>\n",
       "      <td>origin</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>3</td>\n",
       "      <td>8432.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/origin/us70005795/us/1567012921040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:50.060000 |Time Offset (sec)# 0.0|Location# (35.907,-117.709)|Distance from Auth. Origin (km)# 0.0|Azimuth# S|Depth# 2.4|Magnitude Type# mww|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2019-08-28 17:24:13.040</td>\n",
       "      <td>origin</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>4</td>\n",
       "      <td>8434.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/origin/us70005795/us/1567013053040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:50.060000 |Time Offset (sec)# 0.0|Location# (35.907,-117.709)|Distance from Auth. Origin (km)# 0.0|Azimuth# S|Depth# 2.4|Magnitude Type# mww|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2019-08-28 17:24:13.040</td>\n",
       "      <td>phase-data</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>4</td>\n",
       "      <td>8434.4</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/phase-data/us70005795/us/1567013053040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:50.060000 |Time Offset (sec)# 0.0|Location# (35.907,-117.709)|Distance from Auth. Origin (km)# 0.0|Azimuth# S|Depth# 2.4|Magnitude Type# mww|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2019-09-07 10:57:08.962</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>158</td>\n",
       "      <td>22447.3</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1567853828962/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>2019-09-11 00:40:20.505</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>159</td>\n",
       "      <td>27590.5</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1568162420505/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2019-09-14 02:00:53.424</td>\n",
       "      <td>dyfi</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>160</td>\n",
       "      <td>31991.1</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/dyfi/ci38996632/us/1568426453424/ci38996632_ciim_geo.jpg</td>\n",
       "      <td></td>\n",
       "      <td>Max MMI# 4.8|NumResponses# 1266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2019-09-24 15:30:04.040</td>\n",
       "      <td>phase-data</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>5</td>\n",
       "      <td>47200.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/phase-data/us70005795/us/1569339004040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:50.060000 |Time Offset (sec)# 0.0|Location# (35.907,-117.709)|Distance from Auth. Origin (km)# 0.0|Azimuth# S|Depth# 2.4|Magnitude Type# mwr|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2019-09-24 15:30:04.040</td>\n",
       "      <td>origin</td>\n",
       "      <td>ci38996632</td>\n",
       "      <td>us70005795</td>\n",
       "      <td>True</td>\n",
       "      <td>us</td>\n",
       "      <td>5</td>\n",
       "      <td>47200.2</td>\n",
       "      <td>https://earthquake.usgs.gov/archive/product/origin/us70005795/us/1569339004040/quakeml.xml</td>\n",
       "      <td></td>\n",
       "      <td>Magnitude# 5.0|Time# 2019-08-22 20:49:50.060000 |Time Offset (sec)# 0.0|Location# (35.907,-117.709)|Distance from Auth. Origin (km)# 0.0|Azimuth# S|Depth# 2.4|Magnitude Type# mwr|Location Method# unknown|Preferred Weight#6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "history_event = get_event_by_id('ci38996632', includesuperseded=True)\n",
    "history_df = get_history_data_frame(history_event, ['dyfi', 'oaf', 'origin', 'phase-data',\n",
    "            'shakemap'])\n",
    "display(HTML(history_df[0].to_html()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pager Dataframe\n",
    "Pager estimates the posulation exposed for a range of MMI intensities. The pager dataframe organizes this information in terms of total exposure and exposure by country.\n",
    "\n",
    "Inputs:\n",
    "- **detail**: Detail event object.\n",
    "- **get_losses**: Defines whether or not to get predicted fatalities, monetary losses, and uncertainty.\n",
    "- **get_country_exposures**: Gets shaking exposures per country.\n",
    "- **get_all_version**: Whether or not to get PAGER results for all version.\n",
    "\n",
    "Returns:\n",
    "- Dataframe of the Pager information with columns:\n",
    "    - id\n",
    "    - location\n",
    "    - time\n",
    "    - latitude\n",
    "    - longitude\n",
    "    - depth\n",
    "    - magnitude\n",
    "    - country\n",
    "    - pager_version\n",
    "    - (Estimated population exposure for MMI intensities 1-10)\n",
    "\n",
    "(Returns NoneType if no pager product)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Total Exposure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>location</th>\n",
       "      <th>time</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>depth</th>\n",
       "      <th>magnitude</th>\n",
       "      <th>country</th>\n",
       "      <th>pager_version</th>\n",
       "      <th>mmi1</th>\n",
       "      <th>mmi2</th>\n",
       "      <th>mmi3</th>\n",
       "      <th>mmi4</th>\n",
       "      <th>mmi5</th>\n",
       "      <th>mmi6</th>\n",
       "      <th>mmi7</th>\n",
       "      <th>mmi8</th>\n",
       "      <th>mmi9</th>\n",
       "      <th>mmi10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>us70005nie</td>\n",
       "      <td>69km WSW of Constitucion, Chile</td>\n",
       "      <td>2019-09-29 15:57:53.236</td>\n",
       "      <td>-35.4756</td>\n",
       "      <td>-73.1631</td>\n",
       "      <td>11</td>\n",
       "      <td>6.7</td>\n",
       "      <td>Total</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43972</td>\n",
       "      <td>3240204</td>\n",
       "      <td>86383</td>\n",
       "      <td>44302</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pager_event = get_event_by_id('us70005nie')\n",
    "pager_df = get_pager_data_frame(pager_event)\n",
    "display(HTML(pager_df.to_html()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Exposure by Country:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>location</th>\n",
       "      <th>time</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>depth</th>\n",
       "      <th>magnitude</th>\n",
       "      <th>country</th>\n",
       "      <th>pager_version</th>\n",
       "      <th>mmi1</th>\n",
       "      <th>mmi2</th>\n",
       "      <th>mmi3</th>\n",
       "      <th>mmi4</th>\n",
       "      <th>mmi5</th>\n",
       "      <th>mmi6</th>\n",
       "      <th>mmi7</th>\n",
       "      <th>mmi8</th>\n",
       "      <th>mmi9</th>\n",
       "      <th>mmi10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>us70005nie</td>\n",
       "      <td>69km WSW of Constitucion, Chile</td>\n",
       "      <td>2019-09-29 15:57:53.236</td>\n",
       "      <td>-35.4756</td>\n",
       "      <td>-73.1631</td>\n",
       "      <td>11</td>\n",
       "      <td>6.7</td>\n",
       "      <td>Total</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43972</td>\n",
       "      <td>3240204</td>\n",
       "      <td>86383</td>\n",
       "      <td>44302</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>us70005nie</td>\n",
       "      <td>69km WSW of Constitucion, Chile</td>\n",
       "      <td>2019-09-29 15:57:53.236</td>\n",
       "      <td>-35.4756</td>\n",
       "      <td>-73.1631</td>\n",
       "      <td>11</td>\n",
       "      <td>6.7</td>\n",
       "      <td>UK</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>us70005nie</td>\n",
       "      <td>69km WSW of Constitucion, Chile</td>\n",
       "      <td>2019-09-29 15:57:53.236</td>\n",
       "      <td>-35.4756</td>\n",
       "      <td>-73.1631</td>\n",
       "      <td>11</td>\n",
       "      <td>6.7</td>\n",
       "      <td>AR</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>995</td>\n",
       "      <td>540</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>us70005nie</td>\n",
       "      <td>69km WSW of Constitucion, Chile</td>\n",
       "      <td>2019-09-29 15:57:53.236</td>\n",
       "      <td>-35.4756</td>\n",
       "      <td>-73.1631</td>\n",
       "      <td>11</td>\n",
       "      <td>6.7</td>\n",
       "      <td>CL</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42977</td>\n",
       "      <td>3239664</td>\n",
       "      <td>86383</td>\n",
       "      <td>44302</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pager_country_df = get_pager_data_frame(pager_event, get_country_exposures=True)\n",
    "display(HTML(pager_country_df.to_html()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Magnitude Dataframe\n",
    "Amplitudes, periods, and magnitudes recorded at station may need to be observed and compared. The magnitude dataframe organizes this information for a given catalog and magnitude type.\n",
    "Equivalent spreadsheets can be found on the event page: https://earthquake.usgs.gov/earthquakes/eventpage/ci38996632/origin/magnitude\n",
    "\n",
    "Inputs:\n",
    "- **eventid**: COMCAT event ID. \n",
    "- **catalog**: Source catalog (e.g. 'us','ak', 'preferred', etc.)\n",
    "- **magtype**: Type of magnitude (e.g. 'mg', 'ml', etc.)\n",
    "\n",
    "\n",
    "Returns:\n",
    "- Dataframe of the magnitude information with columns:\n",
    "    - Channel\n",
    "    - Amplitude\n",
    "    - Period\n",
    "    - Status\n",
    "    - Magnitude\n",
    "    - Weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Channel</th>\n",
       "      <th>Type</th>\n",
       "      <th>Amplitude</th>\n",
       "      <th>Period</th>\n",
       "      <th>Status</th>\n",
       "      <th>Magnitude</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TX.833A.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.211000e-07</td>\n",
       "      <td>1.20</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.90</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IM.ABK31.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.270000e-08</td>\n",
       "      <td>1.85</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.04</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>N4.ABTX.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.500000e-08</td>\n",
       "      <td>1.52</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.73</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US.AGMN.BHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>6.180000e-08</td>\n",
       "      <td>1.30</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.78</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>II.ARTI.BHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.800000e-09</td>\n",
       "      <td>0.80</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.95</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>OK.BLOK.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.290000e-08</td>\n",
       "      <td>1.20</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.54</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>TX.BRDY.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.865000e-08</td>\n",
       "      <td>0.99</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.18</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>AK.CAST.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.450000e-09</td>\n",
       "      <td>1.04</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.37</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>IU.CCM.BHZ.10</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.430000e-08</td>\n",
       "      <td>1.05</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.64</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>OK.CHOK.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>8.850000e-08</td>\n",
       "      <td>1.40</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.70</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>TA.D23K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.620000e-08</td>\n",
       "      <td>1.75</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.83</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CN.DAWY.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>6.300000e-09</td>\n",
       "      <td>1.12</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.44</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>OK.DEOK.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.505500e-07</td>\n",
       "      <td>1.36</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.94</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>TX.DRIO.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.080000e-08</td>\n",
       "      <td>1.59</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.49</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>O2.DRUM.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.978000e-07</td>\n",
       "      <td>1.32</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.08</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>TA.E22K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>9.350000e-09</td>\n",
       "      <td>1.10</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.44</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>N4.E28B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.490000e-08</td>\n",
       "      <td>0.82</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.38</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TA.E29M.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.445000e-08</td>\n",
       "      <td>1.35</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.69</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>N4.E38A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>8.935000e-08</td>\n",
       "      <td>1.32</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.06</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>US.ECSD.BHZ.10</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.795000e-08</td>\n",
       "      <td>1.25</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.38</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CN.EPLO.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>6.730000e-08</td>\n",
       "      <td>1.56</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.86</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>US.EYMN.BHZ.10</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.645000e-08</td>\n",
       "      <td>1.15</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.43</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>TA.F19K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.745000e-08</td>\n",
       "      <td>1.40</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>TA.F30M.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.780000e-08</td>\n",
       "      <td>1.20</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.87</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>TA.F31M.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.580000e-08</td>\n",
       "      <td>1.40</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.11</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>N4.F33B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>7.785000e-08</td>\n",
       "      <td>1.78</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.63</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>RV.FAIRA.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.060000e-08</td>\n",
       "      <td>0.96</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.61</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>AG.FCAR.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.098000e-07</td>\n",
       "      <td>1.32</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.03</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>II.FFC.BHZ.10</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.360000e-08</td>\n",
       "      <td>1.10</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.86</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ET.FPAL.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.250000e-09</td>\n",
       "      <td>0.86</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.28</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NM.FVM.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.260000e-08</td>\n",
       "      <td>1.45</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.75</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>TX.FW06.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>4.245000e-08</td>\n",
       "      <td>0.94</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>TA.G21K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.230000e-08</td>\n",
       "      <td>1.30</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.49</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>TA.G26K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.625000e-08</td>\n",
       "      <td>1.05</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.84</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>TA.G27K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.030000e-08</td>\n",
       "      <td>1.45</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>TA.H19K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>4.155000e-08</td>\n",
       "      <td>1.75</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.89</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>TA.H24K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.000000e-08</td>\n",
       "      <td>1.60</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.73</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>TA.H27K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.235000e-08</td>\n",
       "      <td>1.45</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.63</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>TA.H31M.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.620000e-08</td>\n",
       "      <td>1.55</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.92</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>N4.H43A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.140000e-08</td>\n",
       "      <td>0.88</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.81</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>TX.HBVL.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>9.495000e-08</td>\n",
       "      <td>1.42</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.77</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>IU.HKT.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>7.150000e-08</td>\n",
       "      <td>1.70</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.65</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>TX.HNDO.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>6.525000e-08</td>\n",
       "      <td>1.51</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.54</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>OK.HTCH.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>7.955000e-08</td>\n",
       "      <td>1.28</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.81</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>TA.I28M.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.125000e-08</td>\n",
       "      <td>1.65</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.81</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>N4.I37B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>4.270000e-08</td>\n",
       "      <td>1.04</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.72</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>N4.I42A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.805000e-08</td>\n",
       "      <td>1.02</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.91</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>CN.INK.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>4.170000e-08</td>\n",
       "      <td>1.65</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.10</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>TA.J18K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.880000e-08</td>\n",
       "      <td>1.40</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.70</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>TA.J19K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>8.850000e-09</td>\n",
       "      <td>0.75</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.66</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>TA.J20K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.295000e-08</td>\n",
       "      <td>1.95</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.04</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>TA.J25K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.955000e-08</td>\n",
       "      <td>1.65</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.77</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>TA.J30M.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>9.200000e-09</td>\n",
       "      <td>1.20</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.56</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>US.JCT.BHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>8.035000e-08</td>\n",
       "      <td>1.40</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.68</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>US.JFWS.BHZ.10</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.305000e-08</td>\n",
       "      <td>1.05</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.73</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>TA.K17K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.325000e-08</td>\n",
       "      <td>1.05</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.65</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>TA.K29M.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.100000e-09</td>\n",
       "      <td>1.10</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.31</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>GS.KAN14.HHZ.01</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.435000e-08</td>\n",
       "      <td>0.72</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.23</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>O2.KS01.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.590000e-08</td>\n",
       "      <td>1.18</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.58</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>TA.M17K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.335000e-08</td>\n",
       "      <td>0.95</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.76</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>N4.M44A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>9.560000e-08</td>\n",
       "      <td>1.26</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.25</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>AK.MCK.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.845000e-08</td>\n",
       "      <td>1.28</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.86</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>US.MIAR.BHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>9.155000e-08</td>\n",
       "      <td>1.30</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.92</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>AK.MLY.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>6.250000e-09</td>\n",
       "      <td>0.76</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.52</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>TA.N19K.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.390000e-08</td>\n",
       "      <td>1.05</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.81</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>N4.N41A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.280000e-08</td>\n",
       "      <td>0.92</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.71</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>OK.NOKA.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.005000e-08</td>\n",
       "      <td>1.30</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.80</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>GS.OK038.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.270000e-08</td>\n",
       "      <td>1.56</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.68</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>GS.OK052.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.035000e-07</td>\n",
       "      <td>1.38</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.07</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>N4.P38B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.740000e-08</td>\n",
       "      <td>0.86</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.35</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>N4.P40B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.565000e-08</td>\n",
       "      <td>1.30</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.74</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>N4.P46A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.790000e-08</td>\n",
       "      <td>1.16</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.81</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>NM.PBMO.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.795000e-08</td>\n",
       "      <td>1.35</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.83</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>O2.PERK.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>7.630000e-08</td>\n",
       "      <td>1.12</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.73</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>NM.PLAL.BHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.090000e-08</td>\n",
       "      <td>1.30</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.61</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>TX.PLPT.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.800000e-08</td>\n",
       "      <td>1.12</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.43</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>O2.POCA.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.519500e-07</td>\n",
       "      <td>1.22</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>AK.PPD.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.825000e-08</td>\n",
       "      <td>1.72</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.73</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>N4.Q44B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>6.365000e-08</td>\n",
       "      <td>1.10</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.06</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>TA.R33M.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.720000e-08</td>\n",
       "      <td>1.10</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.68</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>OK.RLOK.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.515000e-07</td>\n",
       "      <td>1.98</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.82</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>N4.S39B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.215000e-08</td>\n",
       "      <td>0.82</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.23</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>O2.SC11.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>8.485000e-08</td>\n",
       "      <td>1.82</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.77</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>O2.SC14.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>9.280000e-08</td>\n",
       "      <td>1.52</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.69</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>O2.SC19.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.180000e-08</td>\n",
       "      <td>1.06</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.21</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>AK.SCRK.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>9.000000e-09</td>\n",
       "      <td>1.00</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.65</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>O2.SMNL.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.859500e-07</td>\n",
       "      <td>1.76</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.92</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>IM.SONM.SHZ.F0</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.100000e-09</td>\n",
       "      <td>0.80</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.66</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>N4.SPMN.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.340000e-08</td>\n",
       "      <td>0.62</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.84</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>N4.T35B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>6.955000e-08</td>\n",
       "      <td>1.38</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.60</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>CN.TBO.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.104500e-07</td>\n",
       "      <td>1.52</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.29</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>RV.TONYA.HHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>6.510000e-08</td>\n",
       "      <td>1.34</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.64</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>AK.TRF.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.150000e-08</td>\n",
       "      <td>1.40</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.89</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>N4.TUL3.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>8.070000e-08</td>\n",
       "      <td>0.96</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.82</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>N4.U38B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>3.760000e-08</td>\n",
       "      <td>1.02</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>N4.V53A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>4.015000e-08</td>\n",
       "      <td>1.68</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.97</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>N4.W50A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>2.260000e-08</td>\n",
       "      <td>0.86</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.91</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>AG.WHAR.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>6.590000e-08</td>\n",
       "      <td>1.16</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.86</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>N4.WHTX.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.920500e-07</td>\n",
       "      <td>1.82</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.92</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>AG.WLAR.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.796000e-07</td>\n",
       "      <td>1.64</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5.14</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>US.WMOK.BHZ.10</td>\n",
       "      <td>mb</td>\n",
       "      <td>4.370000e-08</td>\n",
       "      <td>0.90</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.78</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>AK.WRH.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>8.600000e-09</td>\n",
       "      <td>1.04</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.62</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>TX.WTFS.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>5.485000e-08</td>\n",
       "      <td>1.32</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.54</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>AG.X40A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>4.450000e-08</td>\n",
       "      <td>1.42</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.60</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>N4.X48A.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.745000e-08</td>\n",
       "      <td>1.24</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.64</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>N4.Z35B.HHZ.00</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.393000e-07</td>\n",
       "      <td>1.46</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.88</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>IM.ZAA0B.BHZ.--</td>\n",
       "      <td>mb</td>\n",
       "      <td>1.160000e-08</td>\n",
       "      <td>1.60</td>\n",
       "      <td>automatic</td>\n",
       "      <td>4.93</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "magnitude_event = get_event_by_id('ci38996632')\n",
    "magnitude_df = get_magnitude_data_frame(magnitude_event, 'us', 'mb')\n",
    "display(HTML(magnitude_df.to_html()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.hist(magnitude_df['Amplitude'])\n",
    "plt.xlabel('Amplitude (m)', fontsize=14)\n",
    "plt.ylabel('Count', fontsize=14)\n",
    "plt.title('Amplitude for Type mb', fontsize=16)\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.hist(magnitude_df['Period'])\n",
    "plt.xlabel('Period (s)', fontsize=14)\n",
    "plt.ylabel('Count', fontsize=14)\n",
    "plt.title('Period for Type mb', fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Phase Dataframe\n",
    "The phase dataframe includes phase arrival data. See the phases and magnitudes dataframe for examples.\n",
    "Equivalent spreadsheets can be found on the event page: https://earthquake.usgs.gov/earthquakes/eventpage/ci38996632/origin/phase\n",
    "\n",
    "Inputs:\n",
    "- **detail**: Detail event object.\n",
    "- **catalog**: Source catalog (e.g. 'us','ak', 'preferred', etc.). Default is preferred.\n",
    "\n",
    "Returns:\n",
    "- Dataframe of the DYFI information with columns:\n",
    "    - Channel\n",
    "    - Distance\n",
    "    - Azimuth\n",
    "    - Phase\n",
    "    - Arrival Time\n",
    "    - Status\n",
    "    - Residual\n",
    "    - Weight\n",
    "    - Agency\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Channel</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Azimuth</th>\n",
       "      <th>Phase</th>\n",
       "      <th>Arrival Time</th>\n",
       "      <th>Status</th>\n",
       "      <th>Residual</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Agency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C1.BI05.BHZ.--</td>\n",
       "      <td>1.26976</td>\n",
       "      <td>180.993000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:15.350</td>\n",
       "      <td>manual</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>1.23</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C1.BO01.BHZ.--</td>\n",
       "      <td>2.02110</td>\n",
       "      <td>58.252700</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:26.880</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>1.13</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C1.BI02.BHZ.--</td>\n",
       "      <td>1.93634</td>\n",
       "      <td>128.297000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:25.460</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>1.14</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C1.MT01.BHZ.--</td>\n",
       "      <td>2.25125</td>\n",
       "      <td>44.979300</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:29.410</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>1.10</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C1.MT09.BHZ.--</td>\n",
       "      <td>2.46755</td>\n",
       "      <td>47.228200</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:32.990</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>1.07</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>C1.BO02.BHZ.--</td>\n",
       "      <td>2.06761</td>\n",
       "      <td>71.439600</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:27.880</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.12</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>C1.MT05.BHZ.--</td>\n",
       "      <td>2.88738</td>\n",
       "      <td>44.649800</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:38.750</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>1.03</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>C1.VA01.BHZ.--</td>\n",
       "      <td>2.75365</td>\n",
       "      <td>27.751300</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:36.290</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>1.04</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>C1.MT13.BHZ.--</td>\n",
       "      <td>2.93522</td>\n",
       "      <td>54.763000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:39.760</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>1.02</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>C.LMEL.BHZ.--</td>\n",
       "      <td>2.92780</td>\n",
       "      <td>57.158900</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:40.030</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.03</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>C.FAR1.BHZ.--</td>\n",
       "      <td>3.18631</td>\n",
       "      <td>48.806800</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:43.290</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>1.00</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>C1.BO04.BHZ.--</td>\n",
       "      <td>2.57377</td>\n",
       "      <td>55.544500</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:34.840</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.06</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>C1.MT03.BHZ.--</td>\n",
       "      <td>2.95130</td>\n",
       "      <td>48.699500</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:39.690</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>1.02</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>C1.MT02.BHZ.--</td>\n",
       "      <td>2.77396</td>\n",
       "      <td>37.728800</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:36.400</td>\n",
       "      <td>manual</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>1.04</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>C1.VA06.BHZ.--</td>\n",
       "      <td>3.29396</td>\n",
       "      <td>28.583300</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:43.810</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.99</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>C1.MT08.BHZ.--</td>\n",
       "      <td>3.24554</td>\n",
       "      <td>51.348300</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:45.200</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.99</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>G.PEL.BHZ.00</td>\n",
       "      <td>3.10676</td>\n",
       "      <td>42.229100</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:41.810</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>1.01</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>IR.LZDM.SHZ.--</td>\n",
       "      <td>177.39900</td>\n",
       "      <td>86.477400</td>\n",
       "      <td>pPKPab</td>\n",
       "      <td>2019-09-29 16:19:51.700</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>IR.KSRS.SHZ.--</td>\n",
       "      <td>162.92400</td>\n",
       "      <td>281.651000</td>\n",
       "      <td>pPKPab</td>\n",
       "      <td>2019-09-29 16:18:47.850</td>\n",
       "      <td>manual</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>C1.LR03.BHZ.--</td>\n",
       "      <td>4.19983</td>\n",
       "      <td>171.349000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:57.290</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.91</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>C1.LR05.BHZ.--</td>\n",
       "      <td>4.83410</td>\n",
       "      <td>169.415000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:59:05.360</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.86</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>C1.CO02.BHZ.--</td>\n",
       "      <td>4.62884</td>\n",
       "      <td>23.625300</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:59:02.290</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>C1.CO06.BHZ.--</td>\n",
       "      <td>4.95738</td>\n",
       "      <td>15.421300</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:59:05.920</td>\n",
       "      <td>manual</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>0.85</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>C1.CO03.BHZ.--</td>\n",
       "      <td>5.06794</td>\n",
       "      <td>24.856800</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:59:08.460</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.85</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>C1.VA04.BHZ.--</td>\n",
       "      <td>5.02061</td>\n",
       "      <td>289.728000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:59:07.360</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>0.85</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>IR.SEY.SHZ.--</td>\n",
       "      <td>140.82900</td>\n",
       "      <td>328.604000</td>\n",
       "      <td>PKPpre</td>\n",
       "      <td>2019-09-29 16:17:15.850</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>IA.LEM.SHZ.--</td>\n",
       "      <td>137.92200</td>\n",
       "      <td>181.143000</td>\n",
       "      <td>PKPpre</td>\n",
       "      <td>2019-09-29 16:17:10.400</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>IR.KIRV.SHZ.--</td>\n",
       "      <td>136.25100</td>\n",
       "      <td>39.954100</td>\n",
       "      <td>PKPpre</td>\n",
       "      <td>2019-09-29 16:17:05.780</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>IU.LCO.BHZ.10</td>\n",
       "      <td>6.77447</td>\n",
       "      <td>18.608600</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:59:31.390</td>\n",
       "      <td>manual</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.85</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>IR.EKA.SHZ.--</td>\n",
       "      <td>108.34200</td>\n",
       "      <td>34.592900</td>\n",
       "      <td>PKiKP</td>\n",
       "      <td>2019-09-29 16:16:21.150</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>IR.EKA.SHZ.--</td>\n",
       "      <td>108.34200</td>\n",
       "      <td>34.592900</td>\n",
       "      <td>Pdif</td>\n",
       "      <td>2019-09-29 16:12:16.450</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>C.GO07.BHZ.--</td>\n",
       "      <td>7.63819</td>\n",
       "      <td>182.762000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:59:43.630</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>0.89</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>IR.PPT.SHZ.--</td>\n",
       "      <td>69.13030</td>\n",
       "      <td>262.783000</td>\n",
       "      <td>S</td>\n",
       "      <td>2019-09-29 16:18:07.250</td>\n",
       "      <td>manual</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>IR.PPT.SHZ.--</td>\n",
       "      <td>69.13030</td>\n",
       "      <td>262.783000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:02.920</td>\n",
       "      <td>manual</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>IR.USHA.SHZ.--</td>\n",
       "      <td>19.63270</td>\n",
       "      <td>171.842000</td>\n",
       "      <td>S</td>\n",
       "      <td>2019-09-29 16:06:02.050</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>idc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>EC.COHC.HHZ.--</td>\n",
       "      <td>33.32800</td>\n",
       "      <td>348.859000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:04:33.070</td>\n",
       "      <td>manual</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.86</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>MY.KSM.BHZ.--</td>\n",
       "      <td>146.01600</td>\n",
       "      <td>186.153000</td>\n",
       "      <td>PKPdf</td>\n",
       "      <td>2019-09-29 16:17:31.930</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>G.COYC.BHZ.10</td>\n",
       "      <td>10.12010</td>\n",
       "      <td>175.673000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 16:00:18.500</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.88</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>II.ARTI.BHZ.00</td>\n",
       "      <td>141.37400</td>\n",
       "      <td>42.167100</td>\n",
       "      <td>PKPpre</td>\n",
       "      <td>2019-09-29 16:17:17.020</td>\n",
       "      <td>automatic</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>IU.TRQA.BHZ.10</td>\n",
       "      <td>9.33651</td>\n",
       "      <td>109.311000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 16:00:07.490</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.98</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>C1.MT16.BHZ.--</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>47.641600</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 15:58:40.140</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>1.02</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>CX.PB14.BHZ.--</td>\n",
       "      <td>11.07330</td>\n",
       "      <td>13.190000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 16:00:27.730</td>\n",
       "      <td>manual</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>C1.AY03.BHZ.--</td>\n",
       "      <td>11.77500</td>\n",
       "      <td>178.090000</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 16:00:40.340</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.73</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>CX.PB10.BHZ.--</td>\n",
       "      <td>12.13450</td>\n",
       "      <td>11.469300</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 16:00:45.300</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.71</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>IU.TIXI.BHZ.10</td>\n",
       "      <td>141.98200</td>\n",
       "      <td>348.766000</td>\n",
       "      <td>PKPpre</td>\n",
       "      <td>2019-09-29 16:17:18.870</td>\n",
       "      <td>automatic</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>IU.PAB.BHZ.10</td>\n",
       "      <td>97.94930</td>\n",
       "      <td>46.867700</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:11:27.720</td>\n",
       "      <td>manual</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.75</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>II.FFC.BHZ.10</td>\n",
       "      <td>93.19790</td>\n",
       "      <td>343.684000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:11:06.160</td>\n",
       "      <td>manual</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.84</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>G.TAM.BHZ.00</td>\n",
       "      <td>94.29200</td>\n",
       "      <td>65.336500</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:11:12.510</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.81</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>AF.POGA.BHZ.--</td>\n",
       "      <td>85.54440</td>\n",
       "      <td>120.567000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:10:30.560</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>1.03</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>C1.TA01.BHZ.--</td>\n",
       "      <td>15.08430</td>\n",
       "      <td>10.802100</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 16:01:25.260</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.59</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>IU.LSZ.BHZ.10</td>\n",
       "      <td>90.21470</td>\n",
       "      <td>109.046000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:10:54.830</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.90</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>AF.GRHM.BHZ.--</td>\n",
       "      <td>78.33400</td>\n",
       "      <td>122.607000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:53.350</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.10</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>IU.RSSD.BHZ.10</td>\n",
       "      <td>84.04770</td>\n",
       "      <td>338.127000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:10:23.220</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>1.08</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>IU.TSUM.BHZ.10</td>\n",
       "      <td>79.69780</td>\n",
       "      <td>106.313000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:10:00.680</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>BL.PLTB.HHZ.--</td>\n",
       "      <td>16.70510</td>\n",
       "      <td>82.796900</td>\n",
       "      <td>Pn</td>\n",
       "      <td>2019-09-29 16:01:43.950</td>\n",
       "      <td>manual</td>\n",
       "      <td>-2.9</td>\n",
       "      <td>0.00</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>C1.MG05.BHZ.--</td>\n",
       "      <td>16.20400</td>\n",
       "      <td>178.528000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:01:43.130</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.57</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>IU.CASY.BHZ.10</td>\n",
       "      <td>78.52870</td>\n",
       "      <td>181.522000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:54.140</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>II.SUR.BHZ.10</td>\n",
       "      <td>74.92650</td>\n",
       "      <td>119.173000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:35.120</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.09</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>CX.PB16.BHZ.--</td>\n",
       "      <td>17.37860</td>\n",
       "      <td>11.703500</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:01:56.740</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.59</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>IU.HRV.BHZ.00</td>\n",
       "      <td>77.62260</td>\n",
       "      <td>1.217970</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:49.220</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.10</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>IU.ANMO.BHZ.10</td>\n",
       "      <td>76.64440</td>\n",
       "      <td>332.321000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:45.140</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.10</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>BL.ITAB.HHZ.--</td>\n",
       "      <td>19.72480</td>\n",
       "      <td>71.255500</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:02:21.530</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.64</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>N4.L64A.HHZ.00</td>\n",
       "      <td>77.06800</td>\n",
       "      <td>1.783420</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:46.860</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.10</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>II.EFI.BHZ.10</td>\n",
       "      <td>19.47680</td>\n",
       "      <td>150.906000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:02:20.060</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.63</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>BL.AQDB.HHZ.--</td>\n",
       "      <td>21.42330</td>\n",
       "      <td>50.409600</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:02:40.510</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.67</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>BL.TRCB.HHZ.--</td>\n",
       "      <td>21.88210</td>\n",
       "      <td>60.285600</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:02:44.730</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>0.68</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>BR.PTLB.HHZ.--</td>\n",
       "      <td>23.57160</td>\n",
       "      <td>35.786600</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:03:03.050</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.72</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>BR.VILB.HHZ.--</td>\n",
       "      <td>25.29740</td>\n",
       "      <td>30.802300</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:03:19.110</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.77</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>II.NNA.BHZ.10</td>\n",
       "      <td>23.62080</td>\n",
       "      <td>350.979000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:03:03.910</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.73</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>BL.VABB.HHZ.--</td>\n",
       "      <td>25.93300</td>\n",
       "      <td>68.499300</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:03:24.700</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.79</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>IU.SSPA.BHZ.10</td>\n",
       "      <td>75.86430</td>\n",
       "      <td>356.285000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:38.800</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>1.09</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>BR.CZSB.HHZ.--</td>\n",
       "      <td>27.61830</td>\n",
       "      <td>0.980328</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:03:40.590</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.82</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>IU.PMSA.BHZ.10</td>\n",
       "      <td>29.84420</td>\n",
       "      <td>172.167000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:04:00.150</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.84</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>II.HOPE.BHZ.10</td>\n",
       "      <td>31.58480</td>\n",
       "      <td>138.070000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:04:15.240</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.85</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>IU.TUC.BHZ.10</td>\n",
       "      <td>76.10800</td>\n",
       "      <td>327.750000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:42.690</td>\n",
       "      <td>manual</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>CM.FLO2.BHZ.00</td>\n",
       "      <td>36.93950</td>\n",
       "      <td>355.852000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:05:01.730</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.89</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>N4.M63A.HHZ.00</td>\n",
       "      <td>76.51380</td>\n",
       "      <td>0.866024</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:43.810</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>IU.WVT.BHZ.10</td>\n",
       "      <td>72.53850</td>\n",
       "      <td>347.563000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:19.460</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>1.09</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>IU.WCI.BHZ.10</td>\n",
       "      <td>74.33850</td>\n",
       "      <td>349.266000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:29.560</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>1.09</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>IU.CCM.BHZ.10</td>\n",
       "      <td>75.05860</td>\n",
       "      <td>345.275000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:09:34.550</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.09</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>AI.SMAI.BHZ.04</td>\n",
       "      <td>32.88350</td>\n",
       "      <td>175.828000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:04:27.090</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.86</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>II.SACV.BHZ.10</td>\n",
       "      <td>68.68900</td>\n",
       "      <td>52.237700</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:08:56.180</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>1.08</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>IU.BBSR.BHZ.10</td>\n",
       "      <td>67.95750</td>\n",
       "      <td>7.741560</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:08:52.020</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.08</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>AI.JUBA.BHZ.04</td>\n",
       "      <td>28.29320</td>\n",
       "      <td>165.690000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:03:46.320</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.82</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>IU.SDV.BHZ.10</td>\n",
       "      <td>44.18390</td>\n",
       "      <td>3.591570</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:01.820</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.96</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>IU.RCBR.BHZ.10</td>\n",
       "      <td>45.20630</td>\n",
       "      <td>58.148500</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:10.130</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.98</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>IU.HKT.BHZ.10</td>\n",
       "      <td>68.50560</td>\n",
       "      <td>338.884000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:08:56.330</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.08</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>II.JTS.BHZ.10</td>\n",
       "      <td>46.86260</td>\n",
       "      <td>343.984000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:24.770</td>\n",
       "      <td>manual</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.99</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>N4.656A.HHZ.00</td>\n",
       "      <td>65.10080</td>\n",
       "      <td>350.966000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:08:33.510</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.07</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>II.SHEL.BHZ.10</td>\n",
       "      <td>62.65290</td>\n",
       "      <td>90.729800</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:08:18.510</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.06</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>NU.ACON.BHZ.--</td>\n",
       "      <td>48.53520</td>\n",
       "      <td>344.210000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:35.820</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.01</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>IU.DWPF.BHZ.10</td>\n",
       "      <td>63.72460</td>\n",
       "      <td>351.838000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:08:24.620</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.07</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>NU.CNGN.BHZ.--</td>\n",
       "      <td>49.40500</td>\n",
       "      <td>342.456000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:42.600</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.02</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>NU.SIUN.HHZ.10</td>\n",
       "      <td>50.14410</td>\n",
       "      <td>345.217000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:49.000</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.03</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>GE.SNAA.BHZ.--</td>\n",
       "      <td>50.57750</td>\n",
       "      <td>157.349000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:51.310</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>1.04</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>II.ASCN.BHZ.10</td>\n",
       "      <td>60.13230</td>\n",
       "      <td>77.815500</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:08:01.000</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.06</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>N4.061Z.HHZ.00</td>\n",
       "      <td>61.44720</td>\n",
       "      <td>352.041000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:08:10.080</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.06</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>AI.BELA.BHZ.04</td>\n",
       "      <td>45.59880</td>\n",
       "      <td>169.391000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:13.350</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.98</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>VE.BAUV.BHZ.--</td>\n",
       "      <td>44.44240</td>\n",
       "      <td>7.245780</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:03.710</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.97</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>WI.MPOM.BHZ.00</td>\n",
       "      <td>51.00030</td>\n",
       "      <td>15.428700</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:06:53.620</td>\n",
       "      <td>manual</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>1.04</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>IU.SBA.BHZ.10</td>\n",
       "      <td>61.44530</td>\n",
       "      <td>192.024000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:08:10.760</td>\n",
       "      <td>manual</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.06</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>IU.TEIG.BHZ.00</td>\n",
       "      <td>57.22130</td>\n",
       "      <td>343.040000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:07:40.470</td>\n",
       "      <td>manual</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.05</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>IU.QSPA.BHZ.10</td>\n",
       "      <td>54.76280</td>\n",
       "      <td>180.053000</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:07:24.730</td>\n",
       "      <td>manual</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.05</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>IU.SJG.BHZ.10</td>\n",
       "      <td>53.70360</td>\n",
       "      <td>8.297280</td>\n",
       "      <td>P</td>\n",
       "      <td>2019-09-29 16:07:13.500</td>\n",
       "      <td>manual</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>1.04</td>\n",
       "      <td>us</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "phase_event = get_event_by_id('us70005nie')\n",
    "phase_df = get_phase_dataframe(phase_event)\n",
    "display(HTML(phase_df.to_html()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dist = phase_df['Distance'].values\n",
    "time = phase_df['Arrival Time'].values\n",
    "td = (time - time[0])*1e-9/60\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(8, 5))\n",
    "ax = fig.add_subplot(1,1,1)\n",
    "ax.plot(dist, td, 'o')\n",
    "plt.xlabel('Distance (km)', fontsize=14)\n",
    "plt.ylabel('Time Elapsed (min)', fontsize=14)\n",
    "plt.title('Pick Arrival Time with Distance', fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}