{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6aca3edb",
   "metadata": {},
   "source": [
    "# Download Seismic Data\n",
    "\n",
    "In this notebook, we will download continuous seismic data from a public data center with `obspy`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5579858a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from BPMF.config import cfg\n",
    "import glob\n",
    "import obspy as obs\n",
    "import os\n",
    "\n",
    "from datetime import datetime, timedelta\n",
    "from obspy.clients.fdsn import mass_downloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4b8aff83",
   "metadata": {},
   "outputs": [],
   "source": [
    "DATE = obs.UTCDateTime(\"2012-07-26\")\n",
    "DATA_BUFFER_SEC = 500."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ebc1ba7e",
   "metadata": {},
   "source": [
    "## Defining and Initializing the Data Folder Architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "88e5178a",
   "metadata": {},
   "outputs": [],
   "source": [
    "ROOTDIRPATH_DATA = cfg.INPUT_PATH\n",
    "dirpath_data = os.path.join(ROOTDIRPATH_DATA, str(DATE.year), DATE.strftime(\"%Y%m%d\"))\n",
    "dirpath_raw_waveforms = os.path.join(dirpath_data, \"raw\")\n",
    "dirpath_resp_files = os.path.join(dirpath_data, \"resp\")\n",
    "\n",
    "# Create the repository if needed\n",
    "if not os.path.isdir(dirpath_raw_waveforms):\n",
    "    os.makedirs(dirpath_raw_waveforms)\n",
    "if not os.path.isdir(dirpath_resp_files):\n",
    "    os.makedirs(dirpath_resp_files)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "fa393eb8",
   "metadata": {},
   "source": [
    "## Data Selection\n",
    "\n",
    "`obspy`'s fdsn downloader takes a `Domain` and a `Restrictions` instances to identify the data to request from the data center."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2fde33c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2024-06-27 10:17:47,808] - obspy.clients.fdsn.mass_downloader - INFO: Initializing FDSN client(s) for IRIS.\n",
      "[2024-06-27 10:17:48,113] - obspy.clients.fdsn.mass_downloader - INFO: Successfully initialized 1 client(s): IRIS.\n"
     ]
    }
   ],
   "source": [
    "# Geographical restrictions\n",
    "domain = mass_downloader.RectangularDomain(\n",
    "    minlatitude=40.60,\n",
    "    maxlatitude=40.76,\n",
    "    minlongitude=30.20,\n",
    "    maxlongitude=30.44,\n",
    ")\n",
    "\n",
    "# Time and station restrictions\n",
    "restrictions = mass_downloader.Restrictions(\n",
    "    starttime=DATE - DATA_BUFFER_SEC,\n",
    "    endtime=DATE + timedelta(days=1.) + DATA_BUFFER_SEC,\n",
    "    network=\"YH\",\n",
    "    location=\"*\",\n",
    "    channel=\"BH*,HH*\",\n",
    "    station=\"SAUV,SPNC,DC08,DC07,DC06,DD06,DE07,DE08\",\n",
    "    reject_channels_with_gaps=False,\n",
    "    minimum_length=0.0,\n",
    "    minimum_interstation_distance_in_m=500.0,\n",
    "    channel_priorities=[\"HH[ZNE]\", \"BH[ZNE]\"],\n",
    ")\n",
    "\n",
    "# Downloader instance\n",
    "downloader = mass_downloader.MassDownloader(providers=[\"IRIS\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "2d7227c1",
   "metadata": {},
   "source": [
    "## Download the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c6ec133d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2024-06-27 10:17:48,120] - obspy.clients.fdsn.mass_downloader - INFO: Total acquired or preexisting stations: 0\n",
      "[2024-06-27 10:17:48,121] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Requesting reliable availability.\n",
      "[2024-06-27 10:17:48,568] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully requested availability (0.45 seconds)\n",
      "[2024-06-27 10:17:48,570] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Found 8 stations (24 channels).\n",
      "[2024-06-27 10:17:48,596] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Will attempt to download data from 8 stations.\n",
      "[2024-06-27 10:17:48,602] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Status for 24 time intervals/channels before downloading: NEEDS_DOWNLOADING\n",
      "[2024-06-27 10:19:00,129] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 1 channels (of 1)\n",
      "[2024-06-27 10:19:00,878] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 1 channels (of 1)\n",
      "[2024-06-27 10:19:02,213] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 1 channels (of 1)\n",
      "[2024-06-27 10:19:09,362] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 3 channels (of 3)\n",
      "[2024-06-27 10:19:38,562] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 3 channels (of 3)\n",
      "[2024-06-27 10:19:44,326] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 3 channels (of 3)\n",
      "[2024-06-27 10:19:46,561] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 3 channels (of 3)\n",
      "[2024-06-27 10:19:47,677] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 3 channels (of 3)\n",
      "[2024-06-27 10:19:49,425] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 3 channels (of 3)\n",
      "[2024-06-27 10:19:49,612] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded 3 channels (of 3)\n",
      "[2024-06-27 10:19:49,613] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Launching basic QC checks...\n",
      "[2024-06-27 10:19:49,750] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Downloaded 229.3 MB [1939.99 KB/sec] of data, 0.0 MB of which were discarded afterwards.\n",
      "[2024-06-27 10:19:49,751] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Status for 24 time intervals/channels after downloading: DOWNLOADED\n",
      "[2024-06-27 10:19:51,004] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded '../BPMF_data/2012/20120726/resp/YH.DC08.xml'.\n",
      "[2024-06-27 10:19:51,074] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded '../BPMF_data/2012/20120726/resp/YH.DC07.xml'.\n",
      "[2024-06-27 10:19:51,280] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded '../BPMF_data/2012/20120726/resp/YH.DC06.xml'.\n",
      "[2024-06-27 10:19:52,254] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded '../BPMF_data/2012/20120726/resp/YH.DD06.xml'.\n",
      "[2024-06-27 10:19:52,322] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded '../BPMF_data/2012/20120726/resp/YH.DE07.xml'.\n",
      "[2024-06-27 10:19:52,805] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded '../BPMF_data/2012/20120726/resp/YH.DE08.xml'.\n",
      "[2024-06-27 10:19:53,366] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded '../BPMF_data/2012/20120726/resp/YH.SPNC.xml'.\n",
      "[2024-06-27 10:19:53,709] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Successfully downloaded '../BPMF_data/2012/20120726/resp/YH.SAUV.xml'.\n",
      "[2024-06-27 10:19:53,745] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Downloaded 8 station files [2.0 MB] in 4.0 seconds [521.90 KB/sec].\n",
      "[2024-06-27 10:19:53,747] - obspy.clients.fdsn.mass_downloader - INFO: ============================== Final report\n",
      "[2024-06-27 10:19:53,747] - obspy.clients.fdsn.mass_downloader - INFO: 0 MiniSEED files [0.0 MB] already existed.\n",
      "[2024-06-27 10:19:53,748] - obspy.clients.fdsn.mass_downloader - INFO: 0 StationXML files [0.0 MB] already existed.\n",
      "[2024-06-27 10:19:53,748] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Acquired 24 MiniSEED files [229.3 MB].\n",
      "[2024-06-27 10:19:53,749] - obspy.clients.fdsn.mass_downloader - INFO: Client 'IRIS' - Acquired 8 StationXML files [2.0 MB].\n",
      "[2024-06-27 10:19:53,749] - obspy.clients.fdsn.mass_downloader - INFO: Downloaded 231.3 MB in total.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'IRIS': <obspy.clients.fdsn.mass_downloader.download_helpers.ClientDownloadHelper at 0x7fef0022b580>}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# don't hesitate running this cell many times to make\n",
    "# sure all the available data were downloaded\n",
    "# some requests may fail due to busy data centers\n",
    "downloader.download(\n",
    "    domain,\n",
    "    restrictions,\n",
    "    mseed_storage=dirpath_raw_waveforms,\n",
    "    stationxml_storage=dirpath_resp_files,\n",
    "    threads_per_client=16,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a8c7f327",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../BPMF_data/2012/20120726/raw/YH.DE08..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE07..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE08..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DD06..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC07..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SAUV..HHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC07..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SAUV..HHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC08..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SPNC..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SPNC..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC06..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC06..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC06..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC07..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SAUV..HHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC08..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC08..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SPNC..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE07..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE08..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE07..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DD06..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DD06..BHZ__20120725T235140Z__20120727T000820Z.mseed']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check the files in DIRPATH_WAVEFORMS\n",
    "glob.glob(os.path.join(dirpath_raw_waveforms, \"*\"))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f0ab174e",
   "metadata": {},
   "source": [
    "## Cleanup the Downloaded Data\n",
    "\n",
    "Even though `mass_downloader.Restrictions` handles channel priorities, some components might end up being downloaded at multiple channels because of failed data requests (see the output of the previous cell). To avoid data duplicate and in the interest of keeping the memory footprint low, we now remove these duplicated data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7a2726ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fnmatch import filter as fnfilter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0448095f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YH.DE07\n",
      "YH.SAUV\n",
      "YH.DE08\n",
      "YH.SPNC\n",
      "YH.DD06\n",
      "YH.DC06\n",
      "YH.DC08\n",
      "YH.DC07\n"
     ]
    }
   ],
   "source": [
    "# keep only HH channels when HH and BH channels were downloaded\n",
    "data_list = glob.glob(os.path.join(dirpath_raw_waveforms, \"*mseed\"))\n",
    "station_list = glob.glob(os.path.join(dirpath_resp_files, \"*xml\"))\n",
    "for sta in station_list:\n",
    "    sta_id, _ = os.path.splitext(os.path.basename(sta))\n",
    "    print(sta_id)\n",
    "    BH_channels = fnfilter(data_list, os.path.join(dirpath_raw_waveforms, f\"{sta_id}.*.BH*__*.mseed\"))\n",
    "    for fname in BH_channels:\n",
    "        cha_info = fname[len(dirpath_raw_waveforms)+len(sta_id):]\n",
    "        if os.path.isfile(os.path.join(dirpath_raw_waveforms, sta_id + cha_info.replace(\".BH\", \".HH\"))):\n",
    "            # the HH channel exists as well\n",
    "            # get rid of the BH channel\n",
    "            os.remove(fname)\n",
    "data_list = glob.glob(os.path.join(dirpath_raw_waveforms, \"*mseed\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "68717200",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../BPMF_data/2012/20120726/raw/YH.DE08..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE07..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE08..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DD06..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC07..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SAUV..HHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC07..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SAUV..HHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC08..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SPNC..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SPNC..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC06..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC06..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC06..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC07..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SAUV..HHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC08..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DC08..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.SPNC..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE07..BHZ__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE08..BHN__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DE07..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DD06..BHE__20120725T235140Z__20120727T000820Z.mseed',\n",
       " '../BPMF_data/2012/20120726/raw/YH.DD06..BHZ__20120725T235140Z__20120727T000820Z.mseed']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_list"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "690b1870",
   "metadata": {},
   "source": [
    "## Plot the Raw Data\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a4d97386",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24 Trace(s) in Stream:\n",
       "\n",
       "YH.DE08..BHE | 2012-07-25T23:51:40.000000Z - 2012-07-27T00:08:20.000000Z | 50.0 Hz, 4370001 samples\n",
       "...\n",
       "(22 other traces)\n",
       "...\n",
       "YH.DD06..BHZ | 2012-07-25T23:51:40.000000Z - 2012-07-27T00:08:20.000000Z | 50.0 Hz, 4370001 samples\n",
       "\n",
       "[Use \"print(Stream.__str__(extended=True))\" to print all Traces]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traces = obs.Stream()\n",
    "for fname in data_list:\n",
    "    traces += obs.read(fname)\n",
    "traces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "946c6949",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"558.982149pt\" height=\"4309.861878pt\" viewBox=\"0 0 558.982149 4309.861878\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-06-27T10:19:56.746575</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
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    "%config InlineBackend.figure_formats = [\"svg\"]\n",
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