{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seismic Data in the World\n",
    "\n",
    "#### Task: \n",
    "\n",
    "Find an earthquake that happened in the last hour somewhere on this planet. Find a seismic station close enough, download the data and display them. Characterize the data. Find the onset time of the P wave. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "B:  International Federation of Digital Seismograph Networks (FDSN)  https://www.fdsn.org\n",
    "\n",
    "\n",
    " <p style=\"width:40%;float:center;padding-left:50px\">\n",
    "<img src=https://www.fdsn.org/static/img/layout/fdsn-logo.png>\n",
    "<span style=\"font-size:smaller\">\n",
    "</span>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check out this www page and find other stations with data for the Tohoku earthquake\n",
    "\n",
    "http://www.fdsn.org/networks/\n",
    "\n",
    "We use the client server BGR (Hannover)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EREREZM/SWsF/L2Ccu4fcfQ6wBOgPjAYecvet7r4MeBr4r6DMBcCX7v6+u+8A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\nIisriy1bttC9e3fatGlDp06d6N69O40aNSpSPzk5mZEjR/LRRx/Rvn1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Ly3N3908++SRU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\ny0tnz57tcJ4rVqzQd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O/LXZvjA/I+Nzw9Snr61v45PpJjvXM8fvPcRxrv/T3p\nV7wpNHjISbfmueOJGoVEzyINuHfx0s8oO4FTc/xC0uBzG+kxXCqU3ZjLvjgVYh/ICdtBuvzmiCbt\nKKtrP9JZ2515I1pUUs+5uXxxXXYW4kG6mawYX1xTR73B/4dId70Xy63JsanA1/MH1SDwH8DbCmVP\nrWnDRaSD2jOkLxR/wd5fduaRbhreSTrALagp+6+t9g1pELM55+F68uNIOz2VbXct9M+a4ZyRLgN4\nIK/fVuCrwLya97oauKFOG2bm95zZSn+RPvDuzW1+ADix0/3Y7dNY5Zn0eN378v63hfRz9IQc22v/\ny/PKPtdOJt00tov0SN9Zne7Hbp7GMMcNjynel8dHjuvUu5G9n/bT8HjmHPdUni+jZrwHLBlPeVZ+\nczMzMzMz63E9cc2/mZmZmZk158G/mZmZmVlFePBvZmZmZlYRHvybmZmZmVWEB/9mZmZmZhXhwb+Z\nmZmZWUV48G9mZmZmVhEe/JuZmZmZVYQH/2ZmZmZmFeHBv5mZmZlZRXjwb2ZmZmZWEf8Pef7eyFt7\nWkUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x214288d1978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oUBARERERkSgKFEREREREJIoCBRERERERiaJAQUREREREoihQEBERERGRKAoU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C/2Ec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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2142581e780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Other station\n",
    "\n",
    "from obspy import UTCDateTime\n",
    "from obspy.clients.fdsn import Client\n",
    "\n",
    "client = Client(\"BGR\")\n",
    "\n",
    "t = UTCDateTime(\"2019-10-22T23:36:00\")  # Austria\n",
    "st = client.get_waveforms(\"GR\", \"FUR\", \"*\", \"BH*\",\n",
    "                          t , t + 5 * 60)\n",
    "\n",
    "st.plot()\n",
    "\n",
    "inv = client.get_stations(network=\"GR\", station=\"FUR\", channel=\"BH*\", \n",
    "                     level=\"response\", \n",
    "                     starttime=t, endtime=t+5*60)\n",
    "\n",
    "st.attach_response(inv)\n",
    "\n",
    "#####\n",
    "# Choose only one of the following\n",
    "#####\n",
    "# remove the response and plot ACC\n",
    "#resp_removed_ACC = stream.remove_response(output='ACC') # convert to acceleration in M/S\n",
    "#resp_removed_ACC.plot(color='darkgreen', linewidth='0.5', handle='true')\n",
    "\n",
    "# remove the response and plot VEL\n",
    "# resp_removed_VEL = stream.remove_response(output='VEL') # convert to acceleration in M/S\n",
    "# resp_removed_VEL.plot(color='darkblue', linewidth='0.5', handle='true')\n",
    "\n",
    "# remove the response and plot DISP\n",
    "resp_removed_DISP = st.remove_response(output='DISP') # convert to accelerationdsiplacment  in M/S\n",
    "resp_removed_DISP.filter(\"highpass\",freq=1.0)\n",
    "\n",
    "resp_removed_DISP.plot(color='darkred', linewidth='0.5')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
