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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "68281fe0-4875-47b0-8240-72945692705c",
+   "metadata": {},
+   "source": [
+    "##  LEMI Example"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3a514086-1b8a-4e12-bc18-9a1de04746a1",
+   "metadata": {},
+   "source": [
+    "Recived from Andy Frassetto via email, 10 May, 2022.\n",
+    "_______________________\n",
+    "Karl,\n",
+    "\n",
+    "Here's one candidate. PASSCAL test set from fall 2020 in the Magdalena\n",
+    "mountains, so...should be fairly quiet.\n",
+    "\n",
+    "Cheers, A\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a004872a-e6e9-421a-84c5-a3a688cea857",
+   "metadata": {},
+   "source": [
+    "The data recieved were from a single station, and sit in a folder called \n",
+    "DATA0110.  In general, it is recommended to group the LEMI files like this, in one folder per station."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c8c316cf-50ac-45e8-8a8b-97a280280348",
+   "metadata": {},
+   "source": [
+    "Within a station folder, there can be many files.\n",
+    "\n",
+    "Every file is associated with exactly one run.\n",
+    "However, some runs are associated with more than one file.\n",
+    "\n",
+    "Therefore it is desireable to group the files according to their runs.\n",
+    "\n",
+    "We could do this with subfolders, but in this example we use a dataframe\n",
+    "\n",
+    "\n",
+    "We can take advantage of the highly regular LEMI filename structure, \n",
+    "which is if the form YYYYMMDDhhmm.TXT\n",
+    "i.e. LEMI files start on the UTC minute.\n",
+    "\n",
+    "Thus we can easily sort these, and determine, based on filename _only_ whether the data are contiguous or not\n",
+    "202009302021.TXT\n",
+    "YYYYMMDDHHMM.TXT\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "327a5dae-6559-4f75-a6a0-c9b4673e6189",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2022-08-05 16:56:20,375 [line 135] mth5.setup_logger - INFO: Logging file can be found /home/kkappler/software/irismt/mth5/logs/mth5_debug.log\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import pandas as pd\n",
+    "from pathlib import Path\n",
+    "#from string import zfill\n",
+    "\n",
+    "from mth5 import read_file\n",
+    "from mth5 import mth5\n",
+    "from mth5.io.lemi424 import LEMI424\n",
+    "\n",
+    "from mt_metadata import timeseries as metadata\n",
+    "from mt_metadata.utils.mttime import MTime\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2ee715c8-ff8a-47da-a866-0b35df118b83",
+   "metadata": {},
+   "source": [
+    "### Define path to the data\n",
+    "\n",
+    "The original data dump was in a folder called DATA0110.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "47a6458c-6932-4985-b3c6-3e0b1124c10f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Survey Directory Contents\n",
+      "DATA0110\n",
+      "from_lemi424.mth5\n",
+      "lemi_reader_test.py\n",
+      "magdelena.h5\n",
+      "out.png\n",
+      "process_lemi.py\n",
+      "sample.json\n",
+      "stations\n",
+      "test_read_multiple_lemi.py\n",
+      "tmp\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "survey_dir = Path(r\"/home/kkappler/software/irismt/aurora/tests/LEMI/\")\n",
+    "cmd = f\"ls {survey_dir}\"\n",
+    "print(\"Survey Directory Contents\")\n",
+    "os.system(cmd)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ef319ad9-bb42-4c6e-92fb-21e15c5b6d71",
+   "metadata": {},
+   "source": [
+    "Let's make a _stations_ folder to better emulate how the data would be stored in a survey directory"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e1a1a96e-9417-4a23-b084-4ea06f63e973",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stations_dir = survey_dir.joinpath(\"stations\")\n",
+    "stations_dir.mkdir(exist_ok=True)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d2d86e19-961f-411a-9816-96155c309383",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "DATA0110\n",
+      "from_lemi424.mth5\n",
+      "lemi_reader_test.py\n",
+      "magdelena.h5\n",
+      "out.png\n",
+      "process_lemi.py\n",
+      "sample.json\n",
+      "stations\n",
+      "test_read_multiple_lemi.py\n",
+      "tmp\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "os.system(cmd)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1722d71a-914d-4d6b-9f46-ef12257da1a8",
+   "metadata": {},
+   "source": [
+    "Now in the stations folder, let's create a symlink to DATA0110.\n",
+    "Give the station a name, like 53"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "cef97bc3-fdd5-40ad-9ad1-302cb803e134",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ln -s /home/kkappler/software/irismt/aurora/tests/LEMI/DATA0110 /home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ln: failed to create symbolic link '/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/DATA0110': File exists\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "256"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "original_station_dir = survey_dir.joinpath(\"DATA0110\")\n",
+    "symlink_path = stations_dir.joinpath(\"station_53\")\n",
+    "cmd = f\"ln -s {original_station_dir} {symlink_path}\"\n",
+    "#cmd = f\"ln -s {symlink_path} {original_station_dir}\"\n",
+    "print(cmd)\n",
+    "os.system(cmd)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "30556705-5c14-425c-8a9e-ffc8cf1b0355",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "202009302020.INF\n",
+      "202009302021.TXT\n",
+      "202009302028.INF\n",
+      "202009302029.TXT\n",
+      "202009302053.INF\n",
+      "202009302054.TXT\n",
+      "202009302111.INF\n",
+      "202009302112.TXT\n",
+      "202009302113.INF\n",
+      "202009302114.TXT\n",
+      "202010010000.TXT\n",
+      "202010020000.TXT\n",
+      "202010030000.TXT\n",
+      "202010040000.TXT\n",
+      "202010050000.TXT\n",
+      "202010060000.TXT\n",
+      "202010070000.TXT\n",
+      "DATA0110\n",
+      "readme\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "os.system(f\"ls {symlink_path}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "300e960d-c648-4a02-a281-285ab79f5239",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FILES:\n",
+      "\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302021.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302029.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302054.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302112.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302114.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010010000.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010020000.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010030000.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010040000.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010050000.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010060000.TXT\n",
+      "/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010070000.TXT\n"
+     ]
+    }
+   ],
+   "source": [
+    "p = symlink_path.glob(\"*.TXT\")\n",
+    "files_list = [x for x in p if x.is_file()]\n",
+    "files_list.sort() #Important: List is sorted so the files are sequential. We leverage this property\n",
+    "\n",
+    "print(\"FILES:\\n\")\n",
+    "for file in files_list:\n",
+    "    print(file)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c1c36a95-f3a5-4de7-933b-71c070f62d42",
+   "metadata": {},
+   "source": [
+    "## Replace l424_list below with sniffer that takes first and last lines of TXT"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5130d40-38c7-4503-a97b-88e770e344f2",
+   "metadata": {},
+   "source": [
+    "### Make a list of LEMI424 objects, one per file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "8d62ab7d-337a-4fb8-ac12-21e0ac8abd08",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "l424_list = [LEMI424(fn=x) for x in files_list]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7072b81a-1967-4e88-a7e9-5c237f9d7b48",
+   "metadata": {},
+   "source": [
+    "### Read in the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "deeb40f0-ecb5-437f-aa79-944464080839",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for l424 in l424_list:\n",
+    "    l424.read()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "945f5474-ccfb-473b-a409-8c3e911c8bd3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "202009302021\n",
+      "2020-09-30T20:21:00\n",
+      "2020-09-30T20:28:15\n"
+     ]
+    }
+   ],
+   "source": [
+    "L0 = l424_list[0]\n",
+    "print(L0.fn[0].stem)\n",
+    "print(L0.start)\n",
+    "print(L0.end)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "005c8ab1-79bd-47fb-b42c-2bdeacf53c98",
+   "metadata": {},
+   "source": [
+    "#### Now info can be accessed via data frame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "8c9d85f4-d249-4ae5-8d3c-46b8d349e88a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>minute</th>\n",
+       "      <th>second</th>\n",
+       "      <th>bx</th>\n",
+       "      <th>by</th>\n",
+       "      <th>bz</th>\n",
+       "      <th>e1</th>\n",
+       "      <th>e2</th>\n",
+       "      <th>e3</th>\n",
+       "      <th>e4</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0</td>\n",
+       "      <td>23813.621</td>\n",
+       "      <td>729.816</td>\n",
+       "      <td>41802.042</td>\n",
+       "      <td>131.013</td>\n",
+       "      <td>-111.026</td>\n",
+       "      <td>164.166</td>\n",
+       "      <td>9.715</td>\n",
+       "      <td>3404.83911</td>\n",
+       "      <td>10712.84475</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>21</td>\n",
+       "      <td>1</td>\n",
+       "      <td>23813.586</td>\n",
+       "      <td>729.842</td>\n",
+       "      <td>41802.030</td>\n",
+       "      <td>130.917</td>\n",
+       "      <td>-111.204</td>\n",
+       "      <td>164.061</td>\n",
+       "      <td>9.540</td>\n",
+       "      <td>3404.83911</td>\n",
+       "      <td>10712.84473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2</td>\n",
+       "      <td>23813.553</td>\n",
+       "      <td>729.875</td>\n",
+       "      <td>41802.058</td>\n",
+       "      <td>130.918</td>\n",
+       "      <td>-111.227</td>\n",
+       "      <td>164.071</td>\n",
+       "      <td>9.521</td>\n",
+       "      <td>3404.83910</td>\n",
+       "      <td>10712.84470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>21</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23813.477</td>\n",
+       "      <td>729.878</td>\n",
+       "      <td>41802.042</td>\n",
+       "      <td>130.918</td>\n",
+       "      <td>-111.396</td>\n",
+       "      <td>164.060</td>\n",
+       "      <td>9.357</td>\n",
+       "      <td>3404.83910</td>\n",
+       "      <td>10712.84468</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>21</td>\n",
+       "      <td>4</td>\n",
+       "      <td>23813.449</td>\n",
+       "      <td>729.908</td>\n",
+       "      <td>41802.034</td>\n",
+       "      <td>131.018</td>\n",
+       "      <td>-111.326</td>\n",
+       "      <td>164.170</td>\n",
+       "      <td>9.428</td>\n",
+       "      <td>3404.83909</td>\n",
+       "      <td>10712.84467</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   year  month  day  hour  minute  second         bx       by         bz  \\\n",
+       "0  2020      9   30    20      21       0  23813.621  729.816  41802.042   \n",
+       "1  2020      9   30    20      21       1  23813.586  729.842  41802.030   \n",
+       "2  2020      9   30    20      21       2  23813.553  729.875  41802.058   \n",
+       "3  2020      9   30    20      21       3  23813.477  729.878  41802.042   \n",
+       "4  2020      9   30    20      21       4  23813.449  729.908  41802.034   \n",
+       "\n",
+       "        e1       e2       e3     e4    latitude    longitude  \n",
+       "0  131.013 -111.026  164.166  9.715  3404.83911  10712.84475  \n",
+       "1  130.917 -111.204  164.061  9.540  3404.83911  10712.84473  \n",
+       "2  130.918 -111.227  164.071  9.521  3404.83910  10712.84470  \n",
+       "3  130.918 -111.396  164.060  9.357  3404.83910  10712.84468  \n",
+       "4  131.018 -111.326  164.170  9.428  3404.83909  10712.84467  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "columns = [\"year\", \"month\", \"day\", \"hour\", \"minute\", \"second\", \"bx\", \"by\", \"bz\", 'e1', 'e2', 'e3', 'e4',\"latitude\", \"longitude\"]\n",
+    "l424_list[0]._df[columns][0:5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "2775f0cf-b3ae-42e5-8cfa-b38952c6125b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['year', 'month', 'day', 'hour', 'minute', 'second', 'bx', 'by', 'bz',\n",
+       "       'temperature_e', 'temperature_h', 'e1', 'e2', 'e3', 'e4', 'battery',\n",
+       "       'elevation', 'latitude', 'lat_hemisphere', 'longitude',\n",
+       "       'lon_hemisphere', 'n_satellites', 'gps_fix', 'tdiff'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "l424_list[0]._df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "4bbb966a-d056-4d11-869d-efdf76f3e1cc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <th>year</th>\n",
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+       "      <th>hour</th>\n",
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+       "      <th>by</th>\n",
+       "      <th>bz</th>\n",
+       "      <th>temperature_e</th>\n",
+       "      <th>...</th>\n",
+       "      <th>e4</th>\n",
+       "      <th>battery</th>\n",
+       "      <th>elevation</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>lat_hemisphere</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>lon_hemisphere</th>\n",
+       "      <th>n_satellites</th>\n",
+       "      <th>gps_fix</th>\n",
+       "      <th>tdiff</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
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+       "      <td>41802.042</td>\n",
+       "      <td>39.76</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.715</td>\n",
+       "      <td>13.01</td>\n",
+       "      <td>2204.5</td>\n",
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+       "      <td>N</td>\n",
+       "      <td>10712.84475</td>\n",
+       "      <td>W</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>21</td>\n",
+       "      <td>1</td>\n",
+       "      <td>23813.586</td>\n",
+       "      <td>729.842</td>\n",
+       "      <td>41802.030</td>\n",
+       "      <td>39.76</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.540</td>\n",
+       "      <td>13.01</td>\n",
+       "      <td>2204.5</td>\n",
+       "      <td>3404.83911</td>\n",
+       "      <td>N</td>\n",
+       "      <td>10712.84473</td>\n",
+       "      <td>W</td>\n",
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+       "      <td>2</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2</td>\n",
+       "      <td>23813.553</td>\n",
+       "      <td>729.875</td>\n",
+       "      <td>41802.058</td>\n",
+       "      <td>39.75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.521</td>\n",
+       "      <td>13.01</td>\n",
+       "      <td>2204.6</td>\n",
+       "      <td>3404.83910</td>\n",
+       "      <td>N</td>\n",
+       "      <td>10712.84470</td>\n",
+       "      <td>W</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>21</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23813.477</td>\n",
+       "      <td>729.878</td>\n",
+       "      <td>41802.042</td>\n",
+       "      <td>39.81</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.357</td>\n",
+       "      <td>13.01</td>\n",
+       "      <td>2204.7</td>\n",
+       "      <td>3404.83910</td>\n",
+       "      <td>N</td>\n",
+       "      <td>10712.84468</td>\n",
+       "      <td>W</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>21</td>\n",
+       "      <td>4</td>\n",
+       "      <td>23813.449</td>\n",
+       "      <td>729.908</td>\n",
+       "      <td>41802.034</td>\n",
+       "      <td>39.77</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.428</td>\n",
+       "      <td>13.01</td>\n",
+       "      <td>2204.7</td>\n",
+       "      <td>3404.83909</td>\n",
+       "      <td>N</td>\n",
+       "      <td>10712.84467</td>\n",
+       "      <td>W</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   year  month  day  hour  minute  second         bx       by         bz  \\\n",
+       "0  2020      9   30    20      21       0  23813.621  729.816  41802.042   \n",
+       "1  2020      9   30    20      21       1  23813.586  729.842  41802.030   \n",
+       "2  2020      9   30    20      21       2  23813.553  729.875  41802.058   \n",
+       "3  2020      9   30    20      21       3  23813.477  729.878  41802.042   \n",
+       "4  2020      9   30    20      21       4  23813.449  729.908  41802.034   \n",
+       "\n",
+       "   temperature_e  ...     e4  battery  elevation    latitude  lat_hemisphere  \\\n",
+       "0          39.76  ...  9.715    13.01     2204.5  3404.83911               N   \n",
+       "1          39.76  ...  9.540    13.01     2204.5  3404.83911               N   \n",
+       "2          39.75  ...  9.521    13.01     2204.6  3404.83910               N   \n",
+       "3          39.81  ...  9.357    13.01     2204.7  3404.83910               N   \n",
+       "4          39.77  ...  9.428    13.01     2204.7  3404.83909               N   \n",
+       "\n",
+       "     longitude  lon_hemisphere  n_satellites gps_fix  tdiff  \n",
+       "0  10712.84475               W            12       2      0  \n",
+       "1  10712.84473               W            12       2      0  \n",
+       "2  10712.84470               W            12       2      0  \n",
+       "3  10712.84468               W            12       2      0  \n",
+       "4  10712.84467               W            12       2      0  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "l424_list[0]._df[0:5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "4aa1d729-9c13-4108-8d86-242c4bc8bb8f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
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+       "      <th></th>\n",
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+       "      <th>temperature_e</th>\n",
+       "      <th>...</th>\n",
+       "      <th>e4</th>\n",
+       "      <th>battery</th>\n",
+       "      <th>elevation</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>lat_hemisphere</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>lon_hemisphere</th>\n",
+       "      <th>n_satellites</th>\n",
+       "      <th>gps_fix</th>\n",
+       "      <th>tdiff</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>431</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>11.650</td>\n",
+       "      <td>13.01</td>\n",
+       "      <td>2204.8</td>\n",
+       "      <td>3404.83945</td>\n",
+       "      <td>N</td>\n",
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+       "      <td>W</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
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+       "    <tr>\n",
+       "      <th>432</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>28</td>\n",
+       "      <td>12</td>\n",
+       "      <td>23784.723</td>\n",
+       "      <td>215.637</td>\n",
+       "      <td>41830.472</td>\n",
+       "      <td>42.54</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.193</td>\n",
+       "      <td>13.01</td>\n",
+       "      <td>2204.8</td>\n",
+       "      <td>3404.83946</td>\n",
+       "      <td>N</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>433</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>28</td>\n",
+       "      <td>13</td>\n",
+       "      <td>23784.766</td>\n",
+       "      <td>215.619</td>\n",
+       "      <td>41830.441</td>\n",
+       "      <td>42.54</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.816</td>\n",
+       "      <td>13.01</td>\n",
+       "      <td>2204.8</td>\n",
+       "      <td>3404.83948</td>\n",
+       "      <td>N</td>\n",
+       "      <td>10712.84479</td>\n",
+       "      <td>W</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>434</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>28</td>\n",
+       "      <td>14</td>\n",
+       "      <td>23784.856</td>\n",
+       "      <td>215.601</td>\n",
+       "      <td>41830.441</td>\n",
+       "      <td>42.58</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13.345</td>\n",
+       "      <td>13.00</td>\n",
+       "      <td>2204.8</td>\n",
+       "      <td>3404.83949</td>\n",
+       "      <td>N</td>\n",
+       "      <td>10712.84479</td>\n",
+       "      <td>W</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>435</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>28</td>\n",
+       "      <td>15</td>\n",
+       "      <td>23784.928</td>\n",
+       "      <td>215.573</td>\n",
+       "      <td>41830.445</td>\n",
+       "      <td>42.57</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13.817</td>\n",
+       "      <td>13.00</td>\n",
+       "      <td>2204.7</td>\n",
+       "      <td>3404.83950</td>\n",
+       "      <td>N</td>\n",
+       "      <td>10712.84478</td>\n",
+       "      <td>W</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     year  month  day  hour  minute  second         bx       by         bz  \\\n",
+       "431  2020      9   30    20      28      11  23784.690  215.653  41830.503   \n",
+       "432  2020      9   30    20      28      12  23784.723  215.637  41830.472   \n",
+       "433  2020      9   30    20      28      13  23784.766  215.619  41830.441   \n",
+       "434  2020      9   30    20      28      14  23784.856  215.601  41830.441   \n",
+       "435  2020      9   30    20      28      15  23784.928  215.573  41830.445   \n",
+       "\n",
+       "     temperature_e  ...      e4  battery  elevation    latitude  \\\n",
+       "431          42.52  ...  11.650    13.01     2204.8  3404.83945   \n",
+       "432          42.54  ...  12.193    13.01     2204.8  3404.83946   \n",
+       "433          42.54  ...  12.816    13.01     2204.8  3404.83948   \n",
+       "434          42.58  ...  13.345    13.00     2204.8  3404.83949   \n",
+       "435          42.57  ...  13.817    13.00     2204.7  3404.83950   \n",
+       "\n",
+       "     lat_hemisphere    longitude  lon_hemisphere  n_satellites gps_fix  tdiff  \n",
+       "431               N  10712.84481               W            12       2      0  \n",
+       "432               N  10712.84481               W            12       2      0  \n",
+       "433               N  10712.84479               W            12       2      0  \n",
+       "434               N  10712.84479               W            12       2      0  \n",
+       "435               N  10712.84478               W            12       2      0  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "l424_list[0]._df[-5:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "3ee6c95f-cd75-45f7-88e7-25e6a4420261",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "COLUMNS = [\"file_path\",\n",
+    "           \"first_sample_time\", \n",
+    "           \"last_sample_time\", \n",
+    "           \"num_lines\", \n",
+    "           \"run_id\", \n",
+    "           \"sample_rate\",\n",
+    "           \"new_run\",\n",
+    "           \"file_base\"]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "cad8c364-b4ef-48b1-96e1-746138260416",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "12"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "n_files = len(files_list)\n",
+    "n_files\n",
+    "#start, end are first and last sampe time respectivel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "c8db9eff-df74-4eef-879b-f44b46c0c440",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_dict = {}\n",
+    "for col in COLUMNS:\n",
+    "    data_dict[col] = n_files * [None]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "2eaefcde-8bcb-43df-af3b-7e7661c18e7a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i_file in range(n_files):\n",
+    "    data_dict[\"file_path\"][i_file] = files_list[i_file]\n",
+    "    data_dict[\"first_sample_time\"][i_file] = pd.Timestamp(l424_list[i_file].start)\n",
+    "    data_dict[\"last_sample_time\"][i_file] = pd.Timestamp(l424_list[i_file].end)\n",
+    "    data_dict[\"num_lines\"][i_file] = len(l424_list[i_file]._df)\n",
+    "    data_dict[\"run_id\"][i_file] = \"\"\n",
+    "    data_dict[\"sample_rate\"][i_file] = l424_list[i_file].sample_rate\n",
+    "    data_dict[\"new_run\"][i_file] = True\n",
+    "    data_dict[\"file_base\"][i_file] = files_list[i_file].name\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "92bed2d6-2e41-4527-be73-281a3cf68c29",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first_sample_time</th>\n",
+       "      <th>last_sample_time</th>\n",
+       "      <th>num_lines</th>\n",
+       "      <th>run_id</th>\n",
+       "      <th>sample_rate</th>\n",
+       "      <th>new_run</th>\n",
+       "      <th>file_base</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2020-09-30 20:21:00</td>\n",
+       "      <td>2020-09-30 20:28:15</td>\n",
+       "      <td>436</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302021.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2020-09-30 20:29:00</td>\n",
+       "      <td>2020-09-30 20:42:16</td>\n",
+       "      <td>797</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302029.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020-09-30 20:54:00</td>\n",
+       "      <td>2020-09-30 21:11:01</td>\n",
+       "      <td>1022</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302054.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2020-09-30 21:12:00</td>\n",
+       "      <td>2020-09-30 21:13:45</td>\n",
+       "      <td>106</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302112.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020-09-30 21:14:00</td>\n",
+       "      <td>2020-09-30 23:59:59</td>\n",
+       "      <td>9960</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302114.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2020-10-01 00:00:00</td>\n",
+       "      <td>2020-10-01 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202010010000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2020-10-02 00:00:00</td>\n",
+       "      <td>2020-10-02 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202010020000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2020-10-03 00:00:00</td>\n",
+       "      <td>2020-10-03 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202010030000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2020-10-04 00:00:00</td>\n",
+       "      <td>2020-10-04 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202010040000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2020-10-05 00:00:00</td>\n",
+       "      <td>2020-10-05 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202010050000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2020-10-06 00:00:00</td>\n",
+       "      <td>2020-10-06 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202010060000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2020-10-07 00:00:00</td>\n",
+       "      <td>2020-10-07 14:19:46</td>\n",
+       "      <td>51587</td>\n",
+       "      <td></td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202010070000.TXT</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     first_sample_time    last_sample_time  num_lines run_id  sample_rate  \\\n",
+       "0  2020-09-30 20:21:00 2020-09-30 20:28:15        436                 1.0   \n",
+       "1  2020-09-30 20:29:00 2020-09-30 20:42:16        797                 1.0   \n",
+       "2  2020-09-30 20:54:00 2020-09-30 21:11:01       1022                 1.0   \n",
+       "3  2020-09-30 21:12:00 2020-09-30 21:13:45        106                 1.0   \n",
+       "4  2020-09-30 21:14:00 2020-09-30 23:59:59       9960                 1.0   \n",
+       "5  2020-10-01 00:00:00 2020-10-01 23:59:59      86400                 1.0   \n",
+       "6  2020-10-02 00:00:00 2020-10-02 23:59:59      86400                 1.0   \n",
+       "7  2020-10-03 00:00:00 2020-10-03 23:59:59      86400                 1.0   \n",
+       "8  2020-10-04 00:00:00 2020-10-04 23:59:59      86400                 1.0   \n",
+       "9  2020-10-05 00:00:00 2020-10-05 23:59:59      86400                 1.0   \n",
+       "10 2020-10-06 00:00:00 2020-10-06 23:59:59      86400                 1.0   \n",
+       "11 2020-10-07 00:00:00 2020-10-07 14:19:46      51587                 1.0   \n",
+       "\n",
+       "    new_run         file_base  \n",
+       "0      True  202009302021.TXT  \n",
+       "1      True  202009302029.TXT  \n",
+       "2      True  202009302054.TXT  \n",
+       "3      True  202009302112.TXT  \n",
+       "4      True  202009302114.TXT  \n",
+       "5      True  202010010000.TXT  \n",
+       "6      True  202010020000.TXT  \n",
+       "7      True  202010030000.TXT  \n",
+       "8      True  202010040000.TXT  \n",
+       "9      True  202010050000.TXT  \n",
+       "10     True  202010060000.TXT  \n",
+       "11     True  202010070000.TXT  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "station_data_df = pd.DataFrame(data=data_dict)\n",
+    "station_data_df[COLUMNS[1:]]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "000d81a2-6942-4842-9903-b688052bc873",
+   "metadata": {},
+   "source": [
+    "Here is some logic we will wrap as a function to figure out which files are part of a contiguous run"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "447a8eb9-608f-46cf-9d88-c2f421b7e614",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SAME RUN\n",
+      "SAME RUN\n",
+      "SAME RUN\n",
+      "SAME RUN\n",
+      "SAME RUN\n",
+      "SAME RUN\n",
+      "SAME RUN\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first_sample_time</th>\n",
+       "      <th>last_sample_time</th>\n",
+       "      <th>num_lines</th>\n",
+       "      <th>run_id</th>\n",
+       "      <th>sample_rate</th>\n",
+       "      <th>new_run</th>\n",
+       "      <th>file_base</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2020-09-30 20:21:00</td>\n",
+       "      <td>2020-09-30 20:28:15</td>\n",
+       "      <td>436</td>\n",
+       "      <td>001</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302021.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2020-09-30 20:29:00</td>\n",
+       "      <td>2020-09-30 20:42:16</td>\n",
+       "      <td>797</td>\n",
+       "      <td>002</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302029.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020-09-30 20:54:00</td>\n",
+       "      <td>2020-09-30 21:11:01</td>\n",
+       "      <td>1022</td>\n",
+       "      <td>003</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302054.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2020-09-30 21:12:00</td>\n",
+       "      <td>2020-09-30 21:13:45</td>\n",
+       "      <td>106</td>\n",
+       "      <td>004</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302112.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020-09-30 21:14:00</td>\n",
+       "      <td>2020-09-30 23:59:59</td>\n",
+       "      <td>9960</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302114.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2020-10-01 00:00:00</td>\n",
+       "      <td>2020-10-01 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010010000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2020-10-02 00:00:00</td>\n",
+       "      <td>2020-10-02 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010020000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2020-10-03 00:00:00</td>\n",
+       "      <td>2020-10-03 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010030000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2020-10-04 00:00:00</td>\n",
+       "      <td>2020-10-04 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010040000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2020-10-05 00:00:00</td>\n",
+       "      <td>2020-10-05 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010050000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2020-10-06 00:00:00</td>\n",
+       "      <td>2020-10-06 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010060000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2020-10-07 00:00:00</td>\n",
+       "      <td>2020-10-07 14:19:46</td>\n",
+       "      <td>51587</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010070000.TXT</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     first_sample_time    last_sample_time  num_lines run_id  sample_rate  \\\n",
+       "0  2020-09-30 20:21:00 2020-09-30 20:28:15        436    001          1.0   \n",
+       "1  2020-09-30 20:29:00 2020-09-30 20:42:16        797    002          1.0   \n",
+       "2  2020-09-30 20:54:00 2020-09-30 21:11:01       1022    003          1.0   \n",
+       "3  2020-09-30 21:12:00 2020-09-30 21:13:45        106    004          1.0   \n",
+       "4  2020-09-30 21:14:00 2020-09-30 23:59:59       9960    005          1.0   \n",
+       "5  2020-10-01 00:00:00 2020-10-01 23:59:59      86400    005          1.0   \n",
+       "6  2020-10-02 00:00:00 2020-10-02 23:59:59      86400    005          1.0   \n",
+       "7  2020-10-03 00:00:00 2020-10-03 23:59:59      86400    005          1.0   \n",
+       "8  2020-10-04 00:00:00 2020-10-04 23:59:59      86400    005          1.0   \n",
+       "9  2020-10-05 00:00:00 2020-10-05 23:59:59      86400    005          1.0   \n",
+       "10 2020-10-06 00:00:00 2020-10-06 23:59:59      86400    005          1.0   \n",
+       "11 2020-10-07 00:00:00 2020-10-07 14:19:46      51587    005          1.0   \n",
+       "\n",
+       "    new_run         file_base  \n",
+       "0      True  202009302021.TXT  \n",
+       "1      True  202009302029.TXT  \n",
+       "2      True  202009302054.TXT  \n",
+       "3      True  202009302112.TXT  \n",
+       "4      True  202009302114.TXT  \n",
+       "5     False  202010010000.TXT  \n",
+       "6     False  202010020000.TXT  \n",
+       "7     False  202010030000.TXT  \n",
+       "8     False  202010040000.TXT  \n",
+       "9     False  202010050000.TXT  \n",
+       "10    False  202010060000.TXT  \n",
+       "11    False  202010070000.TXT  "
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"\"\"\n",
+    "Builds the boolean valued column \"new run\".\n",
+    "True when there is a gap between the data of the row under consideration and False if contiguous\n",
+    "\"\"\"\n",
+    "new_run = n_files * [True]\n",
+    "for i_row, row in station_data_df.iterrows():\n",
+    "    if i_row == 0:\n",
+    "        pass\n",
+    "#        row.run_id = run_id_str\n",
+    "    else:\n",
+    "        #Check of sample rate changed\n",
+    "        previous = station_data_df.loc[i_row-1]\n",
+    "        if previous.sample_rate != row.sample_rate:\n",
+    "            print(\"CHANGED SAMPLE RATE\")\n",
+    "            new_run[i_row] = True\n",
+    "            #row.new_run = True\n",
+    "            continue\n",
+    "            \n",
+    "        #check for continuity with previous\n",
+    "        dt = pd.Timedelta(seconds=1./previous.sample_rate)\n",
+    "        previous_next_sample = previous.last_sample_time + dt\n",
+    "\n",
+    "        \n",
+    "        if row.first_sample_time == previous_next_sample:\n",
+    "            print(\"SAME RUN\")\n",
+    "            new_run[i_row] = False\n",
+    "            #station_data_df.iloc[i_row].replace(to_replace=True, value = False)\n",
+    "            #station_data_df.at[i_row].new_run = False\n",
+    "            continue\n",
+    "                                                                                            \n",
+    "station_data_df[\"new_run\"] = new_run    \n",
+    "station_data_df[COLUMNS[1:]]\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e1897f3-c164-45f6-9545-12c48939255a",
+   "metadata": {},
+   "source": [
+    "Now all the rows that have True in column \"new_run\" are separate runs.\n",
+    "\n",
+    "All the columns that are false should recursively look upward until they find a True value to see the file with the start of the run they belong to.\n",
+    "\n",
+    "Next step is to issue some run labels.  Here we will use a scheme like:\n",
+    "001\n",
+    "002\n",
+    "...\n",
+    "\n",
+    "\n",
+    "So call the first run 001"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "2783b71a-06ad-4855-b92f-d9db81940a7b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'001'"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "run_id_int = 1\n",
+    "run_id_str = str(run_id_int).zfill(3)\n",
+    "run_id_str"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "d5cf56ca-1b46-421f-99cb-adf377b661f5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "run_ids = n_files * [\"\"]\n",
+    "run_ids[0] = run_id_str"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "f5e4b88f-1055-47ae-9b7d-ff4d97ffdbbf",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['001', '002', '003', '004', '005', '005', '005', '005', '005', '005', '005', '005']\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i_row, row in station_data_df.iterrows():\n",
+    "    if i_row==0:\n",
+    "        run_ids[i_row] = run_id_str\n",
+    "        continue\n",
+    "    if row.new_run:\n",
+    "        run_id_int += 1\n",
+    "        run_id_str = str(run_id_int).zfill(3)\n",
+    "    run_ids[i_row] = run_id_str\n",
+    "print(run_ids)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "b37ac4bd-87e3-44a8-aadc-c32c21fee65d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first_sample_time</th>\n",
+       "      <th>last_sample_time</th>\n",
+       "      <th>num_lines</th>\n",
+       "      <th>run_id</th>\n",
+       "      <th>sample_rate</th>\n",
+       "      <th>new_run</th>\n",
+       "      <th>file_base</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2020-09-30 20:21:00</td>\n",
+       "      <td>2020-09-30 20:28:15</td>\n",
+       "      <td>436</td>\n",
+       "      <td>001</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302021.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2020-09-30 20:29:00</td>\n",
+       "      <td>2020-09-30 20:42:16</td>\n",
+       "      <td>797</td>\n",
+       "      <td>002</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302029.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020-09-30 20:54:00</td>\n",
+       "      <td>2020-09-30 21:11:01</td>\n",
+       "      <td>1022</td>\n",
+       "      <td>003</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302054.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2020-09-30 21:12:00</td>\n",
+       "      <td>2020-09-30 21:13:45</td>\n",
+       "      <td>106</td>\n",
+       "      <td>004</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302112.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020-09-30 21:14:00</td>\n",
+       "      <td>2020-09-30 23:59:59</td>\n",
+       "      <td>9960</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>202009302114.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2020-10-01 00:00:00</td>\n",
+       "      <td>2020-10-01 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010010000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2020-10-02 00:00:00</td>\n",
+       "      <td>2020-10-02 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010020000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2020-10-03 00:00:00</td>\n",
+       "      <td>2020-10-03 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010030000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2020-10-04 00:00:00</td>\n",
+       "      <td>2020-10-04 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010040000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2020-10-05 00:00:00</td>\n",
+       "      <td>2020-10-05 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010050000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2020-10-06 00:00:00</td>\n",
+       "      <td>2020-10-06 23:59:59</td>\n",
+       "      <td>86400</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010060000.TXT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2020-10-07 00:00:00</td>\n",
+       "      <td>2020-10-07 14:19:46</td>\n",
+       "      <td>51587</td>\n",
+       "      <td>005</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>202010070000.TXT</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     first_sample_time    last_sample_time  num_lines run_id  sample_rate  \\\n",
+       "0  2020-09-30 20:21:00 2020-09-30 20:28:15        436    001          1.0   \n",
+       "1  2020-09-30 20:29:00 2020-09-30 20:42:16        797    002          1.0   \n",
+       "2  2020-09-30 20:54:00 2020-09-30 21:11:01       1022    003          1.0   \n",
+       "3  2020-09-30 21:12:00 2020-09-30 21:13:45        106    004          1.0   \n",
+       "4  2020-09-30 21:14:00 2020-09-30 23:59:59       9960    005          1.0   \n",
+       "5  2020-10-01 00:00:00 2020-10-01 23:59:59      86400    005          1.0   \n",
+       "6  2020-10-02 00:00:00 2020-10-02 23:59:59      86400    005          1.0   \n",
+       "7  2020-10-03 00:00:00 2020-10-03 23:59:59      86400    005          1.0   \n",
+       "8  2020-10-04 00:00:00 2020-10-04 23:59:59      86400    005          1.0   \n",
+       "9  2020-10-05 00:00:00 2020-10-05 23:59:59      86400    005          1.0   \n",
+       "10 2020-10-06 00:00:00 2020-10-06 23:59:59      86400    005          1.0   \n",
+       "11 2020-10-07 00:00:00 2020-10-07 14:19:46      51587    005          1.0   \n",
+       "\n",
+       "    new_run         file_base  \n",
+       "0      True  202009302021.TXT  \n",
+       "1      True  202009302029.TXT  \n",
+       "2      True  202009302054.TXT  \n",
+       "3      True  202009302112.TXT  \n",
+       "4      True  202009302114.TXT  \n",
+       "5     False  202010010000.TXT  \n",
+       "6     False  202010020000.TXT  \n",
+       "7     False  202010030000.TXT  \n",
+       "8     False  202010040000.TXT  \n",
+       "9     False  202010050000.TXT  \n",
+       "10    False  202010060000.TXT  \n",
+       "11    False  202010070000.TXT  "
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "station_data_df[\"run_id\"] = run_ids\n",
+    "station_data_df[COLUMNS[1:]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "7d1e5e3a-fa85-407c-8c5f-e70bb0ed733c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grouper = station_data_df.groupby(\"run_id\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "53460041-dcfc-4da4-9d4e-0c8308d9fcf4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n",
+      "001\n",
+      "002\n",
+      "003\n",
+      "004\n",
+      "005\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(grouper))\n",
+    "fns = {}#len(grouper) * [None]\n",
+    "for run, grouped_df in grouper:\n",
+    "    print(run)\n",
+    "    #print(grouped_df[\"run_id\"])\n",
+    "    fns[run] = grouped_df[\"file_path\"].to_list()\n",
+    "    #print(grouped_df[\"file_path\"].to_list())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "42adef43-c662-4495-9671-16e9304e9590",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'001': [PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302021.TXT')],\n",
+       " '002': [PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302029.TXT')],\n",
+       " '003': [PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302054.TXT')],\n",
+       " '004': [PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302112.TXT')],\n",
+       " '005': [PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202009302114.TXT'),\n",
+       "  PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010010000.TXT'),\n",
+       "  PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010020000.TXT'),\n",
+       "  PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010030000.TXT'),\n",
+       "  PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010040000.TXT'),\n",
+       "  PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010050000.TXT'),\n",
+       "  PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010060000.TXT'),\n",
+       "  PosixPath('/home/kkappler/software/irismt/aurora/tests/LEMI/stations/station_53/202010070000.TXT')]}"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "c9d341b9-e3bc-4498-9175-300d40010046",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lemis = {}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "4a7f9d48-6548-4f3c-81b1-f0cb97724965",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for run_id in fns.keys():\n",
+    "    tmp = LEMI424(fn=fns[run_id]) \n",
+    "    tmp = tmp.to_run_ts()\n",
+    "    tmp.run_metadata.id = run_id\n",
+    "    lemis[run_id] = tmp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "aa6e0913-2fce-431b-bc85-3087aadfab37",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RunTS Summary:\n",
+       "\tStation:     None\n",
+       "\tRun:         001\n",
+       "\tStart:       2020-09-30T20:21:00+00:00\n",
+       "\tEnd:         2020-09-30T20:28:15+00:00\n",
+       "\tSample Rate: 1.0\n",
+       "\tComponents:  ['bx', 'by', 'bz', 'e1', 'e2', 'temperature_e', 'temperature_h']"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lemis[\"001\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "f1b22561-7c05-436a-abad-a7b3c6cf39f9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{\n",
+       "    \"run\": {\n",
+       "        \"channels_recorded_auxiliary\": [\n",
+       "            \"temperature_e\",\n",
+       "            \"temperature_h\"\n",
+       "        ],\n",
+       "        \"channels_recorded_electric\": [\n",
+       "            \"e1\",\n",
+       "            \"e2\"\n",
+       "        ],\n",
+       "        \"channels_recorded_magnetic\": [\n",
+       "            \"bx\",\n",
+       "            \"by\",\n",
+       "            \"bz\"\n",
+       "        ],\n",
+       "        \"data_logger.firmware.author\": null,\n",
+       "        \"data_logger.firmware.name\": null,\n",
+       "        \"data_logger.firmware.version\": null,\n",
+       "        \"data_logger.id\": null,\n",
+       "        \"data_logger.manufacturer\": null,\n",
+       "        \"data_logger.timing_system.drift\": 0.0,\n",
+       "        \"data_logger.timing_system.type\": \"GPS\",\n",
+       "        \"data_logger.timing_system.uncertainty\": 0.0,\n",
+       "        \"data_logger.type\": null,\n",
+       "        \"data_type\": \"BBMT\",\n",
+       "        \"id\": \"001\",\n",
+       "        \"sample_rate\": 1.0,\n",
+       "        \"time_period.end\": \"2020-09-30T20:28:15+00:00\",\n",
+       "        \"time_period.start\": \"2020-09-30T20:21:00+00:00\"\n",
+       "    }\n",
+       "}"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lemis[\"001\"].run_metadata"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "31afe739-e93e-4718-b0ab-881ab2de0e59",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "mth5.timeseries.run_ts.RunTS"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(lemis[\"001\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "4a6689ff-e1aa-437d-9a33-2bbd800bd0ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "<defs>\n",
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+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
+       "\n",
+       ":root {\n",
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+       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
+       "  --xr-background-color: var(--jp-layout-color0, white);\n",
+       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
+       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
+       "}\n",
+       "\n",
+       "html[theme=dark],\n",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1F1F1F;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: '►';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2 {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:        (time: 436)\n",
+       "Coordinates:\n",
+       "  * time           (time) datetime64[ns] 2020-09-30T20:21:00 ... 2020-09-30T2...\n",
+       "Data variables:\n",
+       "    bx             (time) float64 2.381e+04 2.381e+04 ... 2.378e+04 2.378e+04\n",
+       "    by             (time) float64 729.8 729.8 729.9 729.9 ... 215.6 215.6 215.6\n",
+       "    bz             (time) float64 4.18e+04 4.18e+04 ... 4.183e+04 4.183e+04\n",
+       "    e1             (time) float64 131.0 130.9 130.9 130.9 ... 133.8 134.2 134.6\n",
+       "    e2             (time) float64 -111.0 -111.2 -111.2 ... -109.3 -108.7 -108.3\n",
+       "    temperature_e  (time) float64 39.76 39.76 39.75 39.81 ... 42.54 42.58 42.57\n",
+       "    temperature_h  (time) float64 40.48 40.48 40.49 40.49 ... 41.31 41.32 41.32\n",
+       "Attributes:\n",
+       "    channels_recorded_auxiliary:            [&#x27;temperature_e&#x27;, &#x27;temperature_h&#x27;]\n",
+       "    channels_recorded_electric:             [&#x27;e1&#x27;, &#x27;e2&#x27;]\n",
+       "    channels_recorded_magnetic:             [&#x27;bx&#x27;, &#x27;by&#x27;, &#x27;bz&#x27;]\n",
+       "    data_logger.firmware.author:            None\n",
+       "    data_logger.firmware.name:              None\n",
+       "    data_logger.firmware.version:           None\n",
+       "    data_logger.id:                         None\n",
+       "    data_logger.manufacturer:               None\n",
+       "    data_logger.timing_system.drift:        0.0\n",
+       "    data_logger.timing_system.type:         GPS\n",
+       "    data_logger.timing_system.uncertainty:  0.0\n",
+       "    data_logger.type:                       None\n",
+       "    data_type:                              BBMT\n",
+       "    id:                                     None\n",
+       "    sample_rate:                            1.0\n",
+       "    time_period.end:                        2020-09-30T20:28:15+00:00\n",
+       "    time_period.start:                      2020-09-30T20:21:00+00:00</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-950cd0b1-a1f8-4d9f-a4d9-a39a07183635' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-950cd0b1-a1f8-4d9f-a4d9-a39a07183635' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 436</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-edd176a3-9023-4e52-baac-8d7a6becf037' class='xr-section-summary-in' type='checkbox'  checked><label for='section-edd176a3-9023-4e52-baac-8d7a6becf037' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-09-30T20:21:00 ... 2020-09-...</div><input id='attrs-34b02653-71c8-4926-9763-b00fc5538756' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34b02653-71c8-4926-9763-b00fc5538756' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68fc49ed-859c-4562-804c-b92583d59391' class='xr-var-data-in' type='checkbox'><label for='data-68fc49ed-859c-4562-804c-b92583d59391' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-09-30T20:21:00.000000000&#x27;, &#x27;2020-09-30T20:21:01.000000000&#x27;,\n",
+       "       &#x27;2020-09-30T20:21:02.000000000&#x27;, ..., &#x27;2020-09-30T20:28:13.000000000&#x27;,\n",
+       "       &#x27;2020-09-30T20:28:14.000000000&#x27;, &#x27;2020-09-30T20:28:15.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b095f1a5-b533-4358-b45e-befa0ea5ec7b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b095f1a5-b533-4358-b45e-befa0ea5ec7b' class='xr-section-summary' >Data variables: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>bx</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.381e+04 2.381e+04 ... 2.378e+04</div><input id='attrs-9401a8a8-6a24-4d4d-b235-453a0cd9427d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9401a8a8-6a24-4d4d-b235-453a0cd9427d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-755e5750-a635-4309-8cf5-da78ff0617ef' class='xr-var-data-in' type='checkbox'><label for='data-755e5750-a635-4309-8cf5-da78ff0617ef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>bx</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-09-30T20:28:15+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T20:21:00+00:00</dd><dt><span>type :</span></dt><dd>magnetic</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 23813.621,  23813.586,  23813.553,  23813.477,  23813.449,\n",
+       "        23813.42 ,  23813.381,  23813.354,  23813.322,  23813.281,\n",
+       "        23813.248,  23813.209,  23813.188,  23813.148,  23813.121,\n",
+       "        23813.094,  23813.043,  23812.996,  23812.943,  23812.908,\n",
+       "        23812.867,  23812.834,  23812.807,  23812.756,  23812.729,\n",
+       "        23812.711,  23812.664,  23812.596,  23812.375,  23811.758,\n",
+       "        23809.143,  23807.99 ,  23807.662,  23808.137,  23808.465,\n",
+       "        23810.482,  23807.93 ,  23827.654,  23876.381,  23862.684,\n",
+       "        23862.441,  23862.387,  23862.356,  23862.342,  23862.359,\n",
+       "        23862.354,  23862.361,  23862.443,  23864.678,  23863.822,\n",
+       "        23826.205,  23794.225,  23756.443,  23767.393,  23768.986,\n",
+       "        23769.822,  23770.074,  23770.227,  23770.361,  23770.469,\n",
+       "        23770.471,  23770.623,  23773.584,  23770.861,  23706.631,\n",
+       "        23707.   ,  23710.072,  23710.07 ,  23710.154,  23711.268,\n",
+       "        23713.26 ,  23714.436,  23746.793,  23772.359,  23766.619,\n",
+       "        23766.582,  23766.611,  23766.565,  23766.486,  23766.481,\n",
+       "        23766.361,  23767.285,  23767.449,  23767.719,  23769.033,\n",
+       "        23771.342,  23773.945,  23775.4  ,  23773.885,  23784.346,\n",
+       "        23781.857,  23773.289,  23772.979,  23773.914,  23773.58 ,\n",
+       "        23772.315,  23765.99 ,  23767.559,  23767.982,  23767.193,\n",
+       "...\n",
+       "        23630.568,  23620.973,  23627.455,  23638.492,  23635.734,\n",
+       "        23638.516,  23638.551,  23631.264,  23627.41 ,  23627.107,\n",
+       "        23627.215,  23629.248,  23634.369,  23635.598,  23687.777,\n",
+       "        23753.066,  23802.838,  23780.201,  23790.303,  23785.818,\n",
+       "        23785.867,  23786.043,  23787.686,  23785.273,  23784.059,\n",
+       "        23782.088,  23784.203,  23784.971,  23785.207,  23785.229,\n",
+       "        23785.262,  23785.258,  23785.287,  23785.303,  23785.316,\n",
+       "        23785.367,  23785.398,  23785.436,  23785.459,  23785.494,\n",
+       "        23785.514,  23785.551,  23785.553,  23785.563,  23785.59 ,\n",
+       "        23785.606,  23785.631,  23785.654,  23785.645,  23785.619,\n",
+       "        23785.604,  23785.588,  23785.533,  23785.49 ,  23785.445,\n",
+       "        23785.402,  23785.385,  23785.34 ,  23785.309,  23785.313,\n",
+       "        23785.307,  23785.336,  23785.363,  23785.416,  23785.463,\n",
+       "        23785.5  ,  23785.559,  23785.635,  23785.652,  23785.691,\n",
+       "        23785.74 ,  23785.76 ,  23785.762,  23785.779,  23785.797,\n",
+       "        23785.773,  23785.783,  23785.746,  23785.734,  23785.664,\n",
+       "        23785.59 ,  23785.514,  23785.412,  23785.301,  23785.199,\n",
+       "        23785.092,  23784.986,  23784.881,  23784.813,  23784.768,\n",
+       "        23784.717,  23784.69 ,  23784.723,  23784.766,  23784.856,\n",
+       "        23784.928])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>by</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>729.8 729.8 729.9 ... 215.6 215.6</div><input id='attrs-cd50cf17-a806-4cd5-83aa-4206c950b38b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd50cf17-a806-4cd5-83aa-4206c950b38b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e78a0651-8824-4675-a949-08dcf691543e' class='xr-var-data-in' type='checkbox'><label for='data-e78a0651-8824-4675-a949-08dcf691543e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>by</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-09-30T20:28:15+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T20:21:00+00:00</dd><dt><span>type :</span></dt><dd>magnetic</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 729.816,  729.842,  729.875,  729.878,  729.908,  729.894,\n",
+       "        729.893,  729.901,  729.918,  729.938,  729.95 ,  729.973,\n",
+       "        729.993,  730.006,  730.038,  730.045,  730.054,  730.074,\n",
+       "        730.071,  730.082,  730.084,  730.085,  730.099,  730.095,\n",
+       "        730.094,  730.098,  730.099,  730.158,  730.202,  730.606,\n",
+       "        730.742,  731.919,  730.2  ,  729.169,  729.745,  732.623,\n",
+       "        732.342,  696.597,  221.683,  231.663,  231.666,  232.029,\n",
+       "        232.273,  232.448,  232.575,  232.704,  232.805,  233.118,\n",
+       "        237.515,  236.784,  163.499,   41.657, -308.82 , -348.975,\n",
+       "       -347.642, -346.534, -345.668, -344.97 , -344.484, -344.121,\n",
+       "       -343.851, -341.201, -335.867, -290.659,  561.722,  596.324,\n",
+       "        590.446,  589.659,  589.578,  591.388,  593.979,  590.756,\n",
+       "        504.68 ,  132.497,  134.152,  134.102,  134.384,  134.541,\n",
+       "        134.604,  134.813,  135.414,  137.639,  141.889,  143.503,\n",
+       "        143.593,  146.793,  148.796,  146.699,  140.696,  154.508,\n",
+       "        151.504,  147.487,  146.713,  147.003,  147.304,  147.196,\n",
+       "        145.542,  147.776,  147.643,  148.334,  151.172,  150.253,\n",
+       "        149.909,  150.289,  148.42 ,  149.154,  149.88 ,  148.643,\n",
+       "        146.615,  145.989,  146.108,  147.177,  145.751,  139.8  ,\n",
+       "        114.427,  127.078,  129.323,  128.85 ,  127.164,  118.121,\n",
+       "...\n",
+       "        114.606,  120.429,  118.492,  113.988,  111.245,  113.178,\n",
+       "        112.946,  112.884,  113.103,  106.756,  107.584,  110.494,\n",
+       "        111.129,  102.06 ,  108.051,  114.084,  114.167,  108.174,\n",
+       "        106.378,  106.856,  105.251,  104.506,  103.007,   94.251,\n",
+       "        101.411,  106.029,  106.548,  107.463,  106.412,  106.65 ,\n",
+       "        103.995,  104.545,  104.489,  107.701,  109.332,  108.883,\n",
+       "        146.62 ,  217.756,  231.137,  221.806,  225.093,  219.053,\n",
+       "        217.946,  217.681,  218.335,  219.735,  217.441,  215.068,\n",
+       "        214.739,  215.249,  215.569,  215.688,  215.743,  215.757,\n",
+       "        215.781,  215.768,  215.767,  215.756,  215.751,  215.72 ,\n",
+       "        215.708,  215.701,  215.701,  215.684,  215.679,  215.681,\n",
+       "        215.67 ,  215.668,  215.675,  215.666,  215.672,  215.674,\n",
+       "        215.701,  215.709,  215.73 ,  215.697,  215.681,  215.706,\n",
+       "        215.709,  215.708,  215.688,  215.681,  215.67 ,  215.656,\n",
+       "        215.637,  215.611,  215.595,  215.593,  215.558,  215.537,\n",
+       "        215.535,  215.503,  215.456,  215.437,  215.43 ,  215.408,\n",
+       "        215.377,  215.399,  215.387,  215.398,  215.414,  215.428,\n",
+       "        215.454,  215.496,  215.533,  215.545,  215.559,  215.609,\n",
+       "        215.621,  215.622,  215.656,  215.664,  215.64 ,  215.653,\n",
+       "        215.637,  215.619,  215.601,  215.573])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>bz</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.18e+04 4.18e+04 ... 4.183e+04</div><input id='attrs-4a3bdd33-619d-4f64-9d87-e875b25e0e68' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4a3bdd33-619d-4f64-9d87-e875b25e0e68' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9fcd1ff3-4f0a-49a2-8103-2919c368e7d7' class='xr-var-data-in' type='checkbox'><label for='data-9fcd1ff3-4f0a-49a2-8103-2919c368e7d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>bz</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-09-30T20:28:15+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T20:21:00+00:00</dd><dt><span>type :</span></dt><dd>magnetic</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 41802.042,  41802.03 ,  41802.058,  41802.042,  41802.034,\n",
+       "        41802.034,  41802.034,  41802.046,  41802.062,  41802.05 ,\n",
+       "        41802.027,  41802.046,  41802.03 ,  41802.038,  41802.03 ,\n",
+       "        41802.023,  41802.034,  41802.027,  41802.042,  41802.03 ,\n",
+       "        41802.046,  41802.027,  41802.03 ,  41802.019,  41802.007,\n",
+       "        41802.015,  41802.011,  41802.038,  41802.144,  41802.671,\n",
+       "        41804.413,  41806.741,  41806.769,  41802.491,  41803.464,\n",
+       "        41809.851,  41812.296,  41801.527,  41776.37 ,  41777.476,\n",
+       "        41776.362,  41776.464,  41776.538,  41776.554,  41776.527,\n",
+       "        41776.577,  41776.581,  41776.917,  41782.902,  41785.691,\n",
+       "        41807.859,  41826.312,  41845.195,  41832.077,  41827.648,\n",
+       "        41827.32 ,  41827.214,  41827.218,  41827.23 ,  41827.198,\n",
+       "        41827.214,  41830.097,  41832.53 ,  41834.734,  41870.507,\n",
+       "        41868.972,  41862.952,  41861.593,  41861.355,  41863.831,\n",
+       "        41868.152,  41867.96 ,  41851.511,  41837.737,  41831.894,\n",
+       "        41830.859,  41831.058,  41831.112,  41831.14 ,  41831.206,\n",
+       "        41831.761,  41835.277,  41836.249,  41836.687,  41836.109,\n",
+       "        41834.722,  41833.862,  41834.421,  41836.566,  41831.034,\n",
+       "        41833.241,  41833.07 ,  41828.843,  41828.456,  41828.605,\n",
+       "        41829.718,  41839.023,  41838.562,  41838.019,  41838.62 ,\n",
+       "...\n",
+       "        41923.484,  41930.304,  41927.362,  41921.612,  41918.956,\n",
+       "        41919.976,  41922.894,  41921.409,  41919.921,  41920.39 ,\n",
+       "        41922.687,  41925.589,  41922.101,  41921.452,  41892.968,\n",
+       "        41856.991,  41828.163,  41840.667,  41834.554,  41832.562,\n",
+       "        41831.097,  41830.695,  41829.37 ,  41825.132,  41825.034,\n",
+       "        41826.945,  41829.226,  41829.886,  41830.058,  41830.105,\n",
+       "        41830.136,  41830.112,  41830.128,  41830.136,  41830.14 ,\n",
+       "        41830.159,  41830.159,  41830.132,  41830.163,  41830.179,\n",
+       "        41830.187,  41830.187,  41830.206,  41830.191,  41830.206,\n",
+       "        41830.214,  41830.226,  41830.214,  41830.234,  41830.273,\n",
+       "        41830.273,  41830.241,  41830.265,  41830.277,  41830.304,\n",
+       "        41830.296,  41830.316,  41830.32 ,  41830.327,  41830.32 ,\n",
+       "        41830.347,  41830.32 ,  41830.343,  41830.331,  41830.316,\n",
+       "        41830.323,  41830.323,  41830.339,  41830.308,  41830.343,\n",
+       "        41830.327,  41830.335,  41830.327,  41830.355,  41830.323,\n",
+       "        41830.347,  41830.382,  41830.355,  41830.378,  41830.398,\n",
+       "        41830.425,  41830.417,  41830.448,  41830.476,  41830.507,\n",
+       "        41830.507,  41830.487,  41830.527,  41830.515,  41830.515,\n",
+       "        41830.519,  41830.503,  41830.472,  41830.441,  41830.441,\n",
+       "        41830.445])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e1</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>131.0 130.9 130.9 ... 134.2 134.6</div><input id='attrs-8f5a1317-1499-4483-9d8b-6eb69b538fd3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f5a1317-1499-4483-9d8b-6eb69b538fd3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92499c67-c972-48aa-ab9e-61976da5745a' class='xr-var-data-in' type='checkbox'><label for='data-92499c67-c972-48aa-ab9e-61976da5745a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>e1</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>dipole_length :</span></dt><dd>None</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>negative.elevation :</span></dt><dd>0.0</dd><dt><span>negative.id :</span></dt><dd>None</dd><dt><span>negative.latitude :</span></dt><dd>0.0</dd><dt><span>negative.longitude :</span></dt><dd>0.0</dd><dt><span>negative.manufacturer :</span></dt><dd>None</dd><dt><span>negative.type :</span></dt><dd>None</dd><dt><span>positive.elevation :</span></dt><dd>0.0</dd><dt><span>positive.id :</span></dt><dd>None</dd><dt><span>positive.latitude :</span></dt><dd>0.0</dd><dt><span>positive.longitude :</span></dt><dd>0.0</dd><dt><span>positive.manufacturer :</span></dt><dd>None</dd><dt><span>positive.type :</span></dt><dd>None</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>time_period.end :</span></dt><dd>2020-09-30T20:28:15+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T20:21:00+00:00</dd><dt><span>type :</span></dt><dd>electric</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 131.013,  130.917,  130.918,  130.918,  131.018,  131.026,\n",
+       "        131.111,  131.113,  131.121,  131.245,  131.225,  131.265,\n",
+       "        131.188,  131.273,  131.213,  131.241,  131.179,  131.136,\n",
+       "        131.03 ,  131.118,  131.174,  131.185,  131.265,  131.288,\n",
+       "        131.324,  131.308,  131.23 ,  131.112,  131.072,  131.033,\n",
+       "        130.929,  130.805,  130.779,  130.785,  130.842,  130.903,\n",
+       "        131.043,  131.214,  131.461,  131.707,  131.856,  131.938,\n",
+       "        132.048,  132.201,  132.292,  132.33 ,  132.246,  132.212,\n",
+       "        132.179,  132.228,  132.214,  132.203,  132.2  ,  132.165,\n",
+       "        132.154,  132.134,  132.179,  132.227,  132.261,  132.27 ,\n",
+       "        132.177,  132.094,  131.89 ,  131.814,  131.672,  131.536,\n",
+       "        131.442,  131.381,  131.338,  131.258,  131.258,  131.278,\n",
+       "        131.302,  131.354,  131.422,  131.427,  131.462,  131.394,\n",
+       "        131.462,  131.486,  131.515,  131.489,  131.614,  131.704,\n",
+       "        131.818,  131.855,  131.913,  131.854,  131.815,  131.793,\n",
+       "        131.796,  131.718,  131.771,  131.764,  131.899,  132.066,\n",
+       "        132.149,  132.224,  132.39 ,  132.478,  132.458,  132.467,\n",
+       "        132.377,  132.224,  132.049,  131.832,  131.657,  131.421,\n",
+       "        131.228,  131.175,  131.205,  131.211,  131.395,  131.505,\n",
+       "        131.765,  131.897,  132.063,  132.198,  132.246,  132.342,\n",
+       "...\n",
+       "        133.314,  133.332,  133.216,  133.091,  132.97 ,  132.699,\n",
+       "        132.521,  132.26 ,  132.006,  131.784,  131.49 ,  131.307,\n",
+       "        131.093,  131.061,  131.099,  131.125,  131.228,  131.402,\n",
+       "        131.508,  131.63 ,  131.801,  131.916,  132.059,  132.138,\n",
+       "        132.209,  132.323,  132.334,  132.42 ,  132.453,  132.525,\n",
+       "        132.676,  132.788,  132.974,  133.113,  133.197,  133.342,\n",
+       "        133.393,  133.484,  133.459,  133.33 ,  133.213,  133.032,\n",
+       "        132.842,  132.676,  132.463,  132.211,  132.002,  131.859,\n",
+       "        131.739,  131.705,  131.722,  131.75 ,  131.884,  132.039,\n",
+       "        132.198,  132.38 ,  132.551,  132.627,  132.717,  132.786,\n",
+       "        132.848,  132.819,  132.83 ,  132.806,  132.713,  132.585,\n",
+       "        132.562,  132.461,  132.424,  132.361,  132.288,  132.164,\n",
+       "        132.112,  131.928,  131.789,  131.782,  131.807,  131.826,\n",
+       "        131.958,  132.114,  132.333,  132.564,  132.836,  132.982,\n",
+       "        133.226,  133.516,  133.575,  133.7  ,  134.006,  134.031,\n",
+       "        133.888,  133.862,  133.777,  133.752,  133.688,  133.588,\n",
+       "        133.378,  133.138,  132.86 ,  132.55 ,  132.222,  131.955,\n",
+       "        131.672,  131.385,  131.251,  131.136,  131.049,  131.06 ,\n",
+       "        131.208,  131.459,  131.785,  132.06 ,  132.471,  132.863,\n",
+       "        133.333,  133.782,  134.204,  134.566])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e2</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-111.0 -111.2 ... -108.7 -108.3</div><input id='attrs-dac4bd17-3656-43cb-bf30-010a47ada062' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dac4bd17-3656-43cb-bf30-010a47ada062' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33e8ec9d-59fe-4c1a-a5fd-afc4152f3021' class='xr-var-data-in' type='checkbox'><label for='data-33e8ec9d-59fe-4c1a-a5fd-afc4152f3021' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>e2</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>dipole_length :</span></dt><dd>None</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>negative.elevation :</span></dt><dd>0.0</dd><dt><span>negative.id :</span></dt><dd>None</dd><dt><span>negative.latitude :</span></dt><dd>0.0</dd><dt><span>negative.longitude :</span></dt><dd>0.0</dd><dt><span>negative.manufacturer :</span></dt><dd>None</dd><dt><span>negative.type :</span></dt><dd>None</dd><dt><span>positive.elevation :</span></dt><dd>0.0</dd><dt><span>positive.id :</span></dt><dd>None</dd><dt><span>positive.latitude :</span></dt><dd>0.0</dd><dt><span>positive.longitude :</span></dt><dd>0.0</dd><dt><span>positive.manufacturer :</span></dt><dd>None</dd><dt><span>positive.type :</span></dt><dd>None</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>time_period.end :</span></dt><dd>2020-09-30T20:28:15+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T20:21:00+00:00</dd><dt><span>type :</span></dt><dd>electric</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([-111.026, -111.204, -111.227, -111.396, -111.326, -111.362,\n",
+       "       -111.325, -111.244, -111.274, -111.246, -111.174, -111.284,\n",
+       "       -111.198, -111.301, -111.266, -111.334, -111.434, -111.464,\n",
+       "       -111.494, -111.441, -111.39 , -111.365, -111.407, -111.38 ,\n",
+       "       -111.334, -111.257, -111.278, -111.261, -111.222, -111.205,\n",
+       "       -111.267, -111.261, -111.285, -111.31 , -111.283, -111.29 ,\n",
+       "       -111.213, -111.183, -111.045, -110.782, -110.587, -110.446,\n",
+       "       -110.321, -110.136, -109.957, -109.815, -109.808, -109.874,\n",
+       "       -109.996, -110.098, -110.192, -110.294, -110.419, -110.474,\n",
+       "       -110.486, -110.425, -110.422, -110.416, -110.346, -110.285,\n",
+       "       -110.374, -110.55 , -110.824, -110.983, -111.123, -111.295,\n",
+       "       -111.451, -111.529, -111.545, -111.498, -111.447, -111.324,\n",
+       "       -111.218, -110.999, -110.856, -110.738, -110.71 , -110.647,\n",
+       "       -110.488, -110.391, -110.283, -110.168, -109.999, -109.845,\n",
+       "       -109.676, -109.553, -109.492, -109.503, -109.445, -109.529,\n",
+       "       -109.617, -109.678, -109.733, -109.731, -109.71 , -109.649,\n",
+       "       -109.583, -109.505, -109.251, -109.177, -109.029, -108.984,\n",
+       "       -108.985, -109.066, -109.263, -109.53 , -109.767, -110.054,\n",
+       "       -110.41 , -110.741, -110.983, -110.99 , -111.153, -110.93 ,\n",
+       "       -110.883, -110.692, -110.459, -110.295, -110.185, -110.083,\n",
+       "...\n",
+       "       -108.205, -108.139, -108.132, -108.199, -108.224, -108.454,\n",
+       "       -108.598, -108.894, -109.209, -109.483, -109.807, -110.05 ,\n",
+       "       -110.281, -110.462, -110.582, -110.557, -110.466, -110.297,\n",
+       "       -110.086, -109.882, -109.651, -109.437, -109.266, -109.152,\n",
+       "       -109.073, -108.975, -108.958, -108.987, -109.016, -109.001,\n",
+       "       -108.988, -108.91 , -108.787, -108.668, -108.617, -108.442,\n",
+       "       -108.416, -108.275, -108.297, -108.376, -108.445, -108.549,\n",
+       "       -108.763, -108.905, -109.131, -109.354, -109.521, -109.722,\n",
+       "       -109.782, -109.81 , -109.815, -109.71 , -109.598, -109.407,\n",
+       "       -109.253, -109.149, -108.956, -108.812, -108.714, -108.606,\n",
+       "       -108.557, -108.598, -108.644, -108.649, -108.673, -108.807,\n",
+       "       -108.839, -108.882, -108.889, -108.94 , -109.045, -109.231,\n",
+       "       -109.378, -109.62 , -109.784, -109.993, -110.085, -110.175,\n",
+       "       -110.143, -110.094, -109.939, -109.755, -109.458, -109.267,\n",
+       "       -108.956, -108.733, -108.456, -108.289, -108.081, -108.086,\n",
+       "       -108.101, -108.154, -108.256, -108.333, -108.527, -108.708,\n",
+       "       -108.883, -109.107, -109.377, -109.688, -109.971, -110.344,\n",
+       "       -110.673, -111.014, -111.304, -111.53 , -111.785, -111.925,\n",
+       "       -111.914, -111.845, -111.617, -111.325, -110.931, -110.41 ,\n",
+       "       -109.875, -109.26 , -108.739, -108.271])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temperature_e</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>39.76 39.76 39.75 ... 42.58 42.57</div><input id='attrs-f5cacbe6-35ce-41e7-8038-927e17c3c969' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f5cacbe6-35ce-41e7-8038-927e17c3c969' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a031ca7d-0f08-46fb-92f5-0ecf525f944f' class='xr-var-data-in' type='checkbox'><label for='data-a031ca7d-0f08-46fb-92f5-0ecf525f944f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>temperature_e</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-09-30T20:28:15+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T20:21:00+00:00</dd><dt><span>type :</span></dt><dd>auxiliary</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 39.76,  39.76,  39.75,  39.81,  39.77,  39.77,  39.8 ,  39.85,\n",
+       "        39.83,  39.83,  39.84,  39.85,  39.88,  39.86,  39.82,  39.88,\n",
+       "        39.89,  39.9 ,  39.91,  39.9 ,  39.91,  39.9 ,  39.93,  39.93,\n",
+       "        39.94,  39.95,  39.99,  39.96,  39.99,  40.01,  40.01,  40.  ,\n",
+       "        40.03,  40.01,  40.02,  40.02,  40.08,  40.07,  40.08,  40.1 ,\n",
+       "        40.08,  40.09,  40.1 ,  40.09,  40.09,  40.11,  40.12,  40.12,\n",
+       "        40.14,  40.17,  40.15,  40.16,  40.19,  40.21,  40.19,  40.19,\n",
+       "        40.2 ,  40.22,  40.19,  40.23,  40.21,  40.24,  40.22,  40.25,\n",
+       "        40.24,  40.29,  40.3 ,  40.29,  40.32,  40.28,  40.35,  40.31,\n",
+       "        40.33,  40.36,  40.38,  40.36,  40.36,  40.39,  40.39,  40.41,\n",
+       "        40.41,  40.4 ,  40.4 ,  40.4 ,  40.44,  40.42,  40.45,  40.46,\n",
+       "        40.43,  40.48,  40.47,  40.49,  40.51,  40.53,  40.49,  40.54,\n",
+       "        40.53,  40.54,  40.55,  40.55,  40.57,  40.58,  40.57,  40.57,\n",
+       "        40.59,  40.58,  40.59,  40.63,  40.62,  40.68,  40.6 ,  40.62,\n",
+       "        40.62,  40.67,  40.66,  40.65,  40.66,  40.68,  40.66,  40.68,\n",
+       "        40.73,  40.71,  40.72,  40.72,  40.77,  40.73,  40.75,  40.75,\n",
+       "        40.76,  40.78,  40.79,  40.79,  40.8 ,  40.8 ,  40.78,  40.8 ,\n",
+       "        40.81,  40.82,  40.87,  40.82,  40.84,  40.82,  40.87,  40.86,\n",
+       "        40.89,  40.87,  40.86,  40.9 ,  40.89,  40.9 ,  40.9 ,  40.93,\n",
+       "        40.92,  40.91,  40.95,  40.97,  40.96,  40.97,  40.95,  40.98,\n",
+       "...\n",
+       "        41.71,  41.74,  41.75,  41.74,  41.76,  41.81,  41.75,  41.78,\n",
+       "        41.75,  41.77,  41.79,  41.79,  41.8 ,  41.78,  41.78,  41.82,\n",
+       "        41.82,  41.83,  41.8 ,  41.82,  41.86,  41.82,  41.85,  41.88,\n",
+       "        41.87,  41.87,  41.89,  41.85,  41.85,  41.91,  41.89,  41.89,\n",
+       "        41.89,  41.9 ,  41.91,  41.96,  41.95,  41.92,  41.95,  41.94,\n",
+       "        41.95,  41.98,  42.  ,  41.99,  42.  ,  41.97,  42.01,  41.97,\n",
+       "        42.03,  41.98,  42.  ,  42.02,  42.05,  42.03,  42.03,  42.05,\n",
+       "        42.05,  42.05,  42.04,  42.1 ,  42.12,  42.07,  42.08,  42.08,\n",
+       "        42.11,  42.06,  42.13,  42.12,  42.13,  42.14,  42.15,  42.16,\n",
+       "        42.14,  42.14,  42.17,  42.16,  42.14,  42.14,  42.15,  42.18,\n",
+       "        42.18,  42.21,  42.17,  42.23,  42.2 ,  42.23,  42.21,  42.24,\n",
+       "        42.24,  42.19,  42.23,  42.24,  42.28,  42.24,  42.24,  42.27,\n",
+       "        42.26,  42.29,  42.28,  42.31,  42.28,  42.31,  42.31,  42.31,\n",
+       "        42.31,  42.31,  42.3 ,  42.32,  42.32,  42.35,  42.34,  42.33,\n",
+       "        42.35,  42.35,  42.36,  42.36,  42.39,  42.4 ,  42.4 ,  42.38,\n",
+       "        42.39,  42.41,  42.42,  42.39,  42.41,  42.44,  42.42,  42.42,\n",
+       "        42.43,  42.45,  42.46,  42.43,  42.45,  42.45,  42.47,  42.46,\n",
+       "        42.44,  42.45,  42.47,  42.47,  42.49,  42.47,  42.49,  42.49,\n",
+       "        42.5 ,  42.5 ,  42.52,  42.53,  42.53,  42.54,  42.52,  42.52,\n",
+       "        42.54,  42.54,  42.58,  42.57])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temperature_h</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>40.48 40.48 40.49 ... 41.32 41.32</div><input id='attrs-9c40f18c-8a5a-4485-ab74-9fa1a8405f4a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c40f18c-8a5a-4485-ab74-9fa1a8405f4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e054b70c-670f-4586-a997-4a4701495a5d' class='xr-var-data-in' type='checkbox'><label for='data-e054b70c-670f-4586-a997-4a4701495a5d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>temperature_h</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-09-30T20:28:15+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T20:21:00+00:00</dd><dt><span>type :</span></dt><dd>auxiliary</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 40.48,  40.48,  40.49,  40.49,  40.49,  40.49,  40.5 ,  40.5 ,\n",
+       "        40.5 ,  40.5 ,  40.51,  40.51,  40.51,  40.51,  40.52,  40.52,\n",
+       "        40.52,  40.52,  40.53,  40.53,  40.53,  40.53,  40.54,  40.54,\n",
+       "        40.54,  40.54,  40.55,  40.55,  40.55,  40.55,  40.56,  40.56,\n",
+       "        40.56,  40.56,  40.57,  40.57,  40.57,  40.57,  40.58,  40.58,\n",
+       "        40.58,  40.58,  40.59,  40.59,  40.59,  40.59,  40.6 ,  40.6 ,\n",
+       "        40.6 ,  40.6 ,  40.6 ,  40.61,  40.61,  40.61,  40.61,  40.62,\n",
+       "        40.62,  40.62,  40.62,  40.63,  40.63,  40.63,  40.63,  40.64,\n",
+       "        40.64,  40.64,  40.64,  40.65,  40.65,  40.65,  40.65,  40.66,\n",
+       "        40.66,  40.66,  40.66,  40.67,  40.67,  40.67,  40.67,  40.67,\n",
+       "        40.68,  40.68,  40.68,  40.68,  40.69,  40.69,  40.69,  40.69,\n",
+       "        40.7 ,  40.7 ,  40.7 ,  40.7 ,  40.71,  40.71,  40.71,  40.71,\n",
+       "        40.72,  40.72,  40.72,  40.72,  40.72,  40.73,  40.73,  40.73,\n",
+       "        40.73,  40.74,  40.74,  40.74,  40.74,  40.75,  40.75,  40.75,\n",
+       "        40.75,  40.76,  40.76,  40.76,  40.76,  40.76,  40.77,  40.77,\n",
+       "        40.77,  40.77,  40.78,  40.78,  40.78,  40.78,  40.79,  40.79,\n",
+       "        40.79,  40.79,  40.8 ,  40.8 ,  40.8 ,  40.8 ,  40.8 ,  40.81,\n",
+       "        40.81,  40.81,  40.81,  40.82,  40.82,  40.82,  40.82,  40.82,\n",
+       "        40.83,  40.83,  40.83,  40.83,  40.84,  40.84,  40.84,  40.84,\n",
+       "        40.85,  40.85,  40.85,  40.85,  40.85,  40.86,  40.86,  40.86,\n",
+       "...\n",
+       "        41.1 ,  41.1 ,  41.1 ,  41.1 ,  41.1 ,  41.1 ,  41.11,  41.11,\n",
+       "        41.11,  41.11,  41.11,  41.11,  41.12,  41.12,  41.12,  41.12,\n",
+       "        41.12,  41.12,  41.13,  41.13,  41.13,  41.13,  41.13,  41.13,\n",
+       "        41.14,  41.14,  41.14,  41.14,  41.14,  41.14,  41.14,  41.15,\n",
+       "        41.15,  41.15,  41.15,  41.15,  41.15,  41.16,  41.16,  41.16,\n",
+       "        41.16,  41.16,  41.16,  41.17,  41.17,  41.17,  41.17,  41.17,\n",
+       "        41.17,  41.18,  41.18,  41.18,  41.18,  41.18,  41.18,  41.18,\n",
+       "        41.19,  41.19,  41.19,  41.19,  41.19,  41.19,  41.2 ,  41.2 ,\n",
+       "        41.2 ,  41.2 ,  41.2 ,  41.2 ,  41.2 ,  41.21,  41.21,  41.21,\n",
+       "        41.21,  41.21,  41.21,  41.21,  41.22,  41.22,  41.22,  41.22,\n",
+       "        41.22,  41.22,  41.23,  41.23,  41.23,  41.23,  41.23,  41.23,\n",
+       "        41.23,  41.24,  41.24,  41.24,  41.24,  41.24,  41.24,  41.24,\n",
+       "        41.24,  41.25,  41.25,  41.25,  41.25,  41.25,  41.25,  41.25,\n",
+       "        41.26,  41.26,  41.26,  41.26,  41.26,  41.26,  41.26,  41.27,\n",
+       "        41.27,  41.27,  41.27,  41.27,  41.27,  41.27,  41.27,  41.28,\n",
+       "        41.28,  41.28,  41.28,  41.28,  41.28,  41.28,  41.28,  41.29,\n",
+       "        41.29,  41.29,  41.29,  41.29,  41.29,  41.29,  41.29,  41.29,\n",
+       "        41.3 ,  41.3 ,  41.3 ,  41.3 ,  41.3 ,  41.3 ,  41.3 ,  41.3 ,\n",
+       "        41.3 ,  41.31,  41.31,  41.31,  41.31,  41.31,  41.31,  41.31,\n",
+       "        41.31,  41.31,  41.32,  41.32])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fba7ad40-b21d-4cb5-9538-70e87af1bd2f' class='xr-section-summary-in' type='checkbox'  ><label for='section-fba7ad40-b21d-4cb5-9538-70e87af1bd2f' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>channels_recorded_auxiliary :</span></dt><dd>[&#x27;temperature_e&#x27;, &#x27;temperature_h&#x27;]</dd><dt><span>channels_recorded_electric :</span></dt><dd>[&#x27;e1&#x27;, &#x27;e2&#x27;]</dd><dt><span>channels_recorded_magnetic :</span></dt><dd>[&#x27;bx&#x27;, &#x27;by&#x27;, &#x27;bz&#x27;]</dd><dt><span>data_logger.firmware.author :</span></dt><dd>None</dd><dt><span>data_logger.firmware.name :</span></dt><dd>None</dd><dt><span>data_logger.firmware.version :</span></dt><dd>None</dd><dt><span>data_logger.id :</span></dt><dd>None</dd><dt><span>data_logger.manufacturer :</span></dt><dd>None</dd><dt><span>data_logger.timing_system.drift :</span></dt><dd>0.0</dd><dt><span>data_logger.timing_system.type :</span></dt><dd>GPS</dd><dt><span>data_logger.timing_system.uncertainty :</span></dt><dd>0.0</dd><dt><span>data_logger.type :</span></dt><dd>None</dd><dt><span>data_type :</span></dt><dd>BBMT</dd><dt><span>id :</span></dt><dd>None</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>time_period.end :</span></dt><dd>2020-09-30T20:28:15+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T20:21:00+00:00</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:        (time: 436)\n",
+       "Coordinates:\n",
+       "  * time           (time) datetime64[ns] 2020-09-30T20:21:00 ... 2020-09-30T2...\n",
+       "Data variables:\n",
+       "    bx             (time) float64 2.381e+04 2.381e+04 ... 2.378e+04 2.378e+04\n",
+       "    by             (time) float64 729.8 729.8 729.9 729.9 ... 215.6 215.6 215.6\n",
+       "    bz             (time) float64 4.18e+04 4.18e+04 ... 4.183e+04 4.183e+04\n",
+       "    e1             (time) float64 131.0 130.9 130.9 130.9 ... 133.8 134.2 134.6\n",
+       "    e2             (time) float64 -111.0 -111.2 -111.2 ... -109.3 -108.7 -108.3\n",
+       "    temperature_e  (time) float64 39.76 39.76 39.75 39.81 ... 42.54 42.58 42.57\n",
+       "    temperature_h  (time) float64 40.48 40.48 40.49 40.49 ... 41.31 41.32 41.32\n",
+       "Attributes:\n",
+       "    channels_recorded_auxiliary:            ['temperature_e', 'temperature_h']\n",
+       "    channels_recorded_electric:             ['e1', 'e2']\n",
+       "    channels_recorded_magnetic:             ['bx', 'by', 'bz']\n",
+       "    data_logger.firmware.author:            None\n",
+       "    data_logger.firmware.name:              None\n",
+       "    data_logger.firmware.version:           None\n",
+       "    data_logger.id:                         None\n",
+       "    data_logger.manufacturer:               None\n",
+       "    data_logger.timing_system.drift:        0.0\n",
+       "    data_logger.timing_system.type:         GPS\n",
+       "    data_logger.timing_system.uncertainty:  0.0\n",
+       "    data_logger.type:                       None\n",
+       "    data_type:                              BBMT\n",
+       "    id:                                     None\n",
+       "    sample_rate:                            1.0\n",
+       "    time_period.end:                        2020-09-30T20:28:15+00:00\n",
+       "    time_period.start:                      2020-09-30T20:21:00+00:00"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lemis[\"001\"].dataset\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "978b6a3f-e317-44b2-86df-1713674e1efe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "\n",
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+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data {\n",
+       "  grid-column: 1 / -1;\n",
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+       "\n",
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+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2 {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:        (time: 579947)\n",
+       "Coordinates:\n",
+       "  * time           (time) datetime64[ns] 2020-09-30T21:14:00 ... 2020-10-07T1...\n",
+       "Data variables:\n",
+       "    bx             (time) float64 2.378e+04 2.378e+04 ... 2.378e+04 2.378e+04\n",
+       "    by             (time) float64 213.9 213.9 213.9 213.9 ... 247.2 247.3 247.3\n",
+       "    bz             (time) float64 4.183e+04 4.183e+04 ... 4.184e+04 4.184e+04\n",
+       "    e1             (time) float64 134.8 134.9 135.0 135.1 ... 130.4 130.3 130.2\n",
+       "    e2             (time) float64 -109.8 -109.9 -109.9 ... -40.88 -40.95 -40.93\n",
+       "    temperature_e  (time) float64 46.5 46.46 46.47 46.47 ... 18.18 18.17 18.17\n",
+       "    temperature_h  (time) float64 36.3 36.3 36.3 36.3 ... 19.61 19.6 19.6 19.6\n",
+       "Attributes:\n",
+       "    channels_recorded_auxiliary:            [&#x27;temperature_e&#x27;, &#x27;temperature_h&#x27;]\n",
+       "    channels_recorded_electric:             [&#x27;e1&#x27;, &#x27;e2&#x27;]\n",
+       "    channels_recorded_magnetic:             [&#x27;bx&#x27;, &#x27;by&#x27;, &#x27;bz&#x27;]\n",
+       "    data_logger.firmware.author:            None\n",
+       "    data_logger.firmware.name:              None\n",
+       "    data_logger.firmware.version:           None\n",
+       "    data_logger.id:                         None\n",
+       "    data_logger.manufacturer:               None\n",
+       "    data_logger.timing_system.drift:        0.0\n",
+       "    data_logger.timing_system.type:         GPS\n",
+       "    data_logger.timing_system.uncertainty:  0.0\n",
+       "    data_logger.type:                       None\n",
+       "    data_type:                              BBMT\n",
+       "    id:                                     None\n",
+       "    sample_rate:                            1.0\n",
+       "    time_period.end:                        2020-10-07T14:19:46+00:00\n",
+       "    time_period.start:                      2020-09-30T21:14:00+00:00</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-633818eb-03d0-4d1c-b49f-8ba2753cc324' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-633818eb-03d0-4d1c-b49f-8ba2753cc324' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 579947</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-aa266341-1e88-4cfe-ae4e-36ea185c6b42' class='xr-section-summary-in' type='checkbox'  checked><label for='section-aa266341-1e88-4cfe-ae4e-36ea185c6b42' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-09-30T21:14:00 ... 2020-10-...</div><input id='attrs-9f2d583e-e22e-47e5-890a-927598012534' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9f2d583e-e22e-47e5-890a-927598012534' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6edf998-33a5-4752-8b86-43d7ec38a87d' class='xr-var-data-in' type='checkbox'><label for='data-f6edf998-33a5-4752-8b86-43d7ec38a87d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-09-30T21:14:00.000000000&#x27;, &#x27;2020-09-30T21:14:01.000000000&#x27;,\n",
+       "       &#x27;2020-09-30T21:14:02.000000000&#x27;, ..., &#x27;2020-10-07T14:19:44.000000000&#x27;,\n",
+       "       &#x27;2020-10-07T14:19:45.000000000&#x27;, &#x27;2020-10-07T14:19:46.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d8b70450-48e2-4b34-8da6-790e484f45b3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d8b70450-48e2-4b34-8da6-790e484f45b3' class='xr-section-summary' >Data variables: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>bx</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.378e+04 2.378e+04 ... 2.378e+04</div><input id='attrs-87303dea-c743-4303-83ef-ba228fe313ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87303dea-c743-4303-83ef-ba228fe313ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27b8bcef-fb55-4f08-8e8a-a13b1f9c1db6' class='xr-var-data-in' type='checkbox'><label for='data-27b8bcef-fb55-4f08-8e8a-a13b1f9c1db6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>bx</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-10-07T14:19:46+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T21:14:00+00:00</dd><dt><span>type :</span></dt><dd>magnetic</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 23778.555,  23778.572,  23778.602, ...,  23776.707,  23776.676,\n",
+       "        23776.633])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>by</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>213.9 213.9 213.9 ... 247.3 247.3</div><input id='attrs-d97bb9e2-8c2e-413c-88fe-112148fe2ba3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d97bb9e2-8c2e-413c-88fe-112148fe2ba3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1233dfed-3bc7-49ba-aeb1-82fa5443fe36' class='xr-var-data-in' type='checkbox'><label for='data-1233dfed-3bc7-49ba-aeb1-82fa5443fe36' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>by</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-10-07T14:19:46+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T21:14:00+00:00</dd><dt><span>type :</span></dt><dd>magnetic</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 213.914,  213.922,  213.92 , ...,  247.202,  247.268,  247.342])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>bz</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.183e+04 4.183e+04 ... 4.184e+04</div><input id='attrs-c837cc2e-976a-427a-a313-35fe081401af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c837cc2e-976a-427a-a313-35fe081401af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2126c86b-4edc-476b-9737-0632720465c3' class='xr-var-data-in' type='checkbox'><label for='data-2126c86b-4edc-476b-9737-0632720465c3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>bz</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-10-07T14:19:46+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T21:14:00+00:00</dd><dt><span>type :</span></dt><dd>magnetic</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 41834.609,  41834.605,  41834.573, ...,  41843.23 ,  41843.23 ,\n",
+       "        41843.214])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e1</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>134.8 134.9 135.0 ... 130.3 130.2</div><input id='attrs-49f652b1-34c4-499b-9c21-ff0576fdce98' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49f652b1-34c4-499b-9c21-ff0576fdce98' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59bba6c2-1ab0-474f-8cfb-ab1a49c1f90c' class='xr-var-data-in' type='checkbox'><label for='data-59bba6c2-1ab0-474f-8cfb-ab1a49c1f90c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>e1</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>dipole_length :</span></dt><dd>None</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>negative.elevation :</span></dt><dd>0.0</dd><dt><span>negative.id :</span></dt><dd>None</dd><dt><span>negative.latitude :</span></dt><dd>0.0</dd><dt><span>negative.longitude :</span></dt><dd>0.0</dd><dt><span>negative.manufacturer :</span></dt><dd>None</dd><dt><span>negative.type :</span></dt><dd>None</dd><dt><span>positive.elevation :</span></dt><dd>0.0</dd><dt><span>positive.id :</span></dt><dd>None</dd><dt><span>positive.latitude :</span></dt><dd>0.0</dd><dt><span>positive.longitude :</span></dt><dd>0.0</dd><dt><span>positive.manufacturer :</span></dt><dd>None</dd><dt><span>positive.type :</span></dt><dd>None</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>time_period.end :</span></dt><dd>2020-10-07T14:19:46+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T21:14:00+00:00</dd><dt><span>type :</span></dt><dd>electric</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 134.816,  134.873,  134.98 , ...,  130.399,  130.299,  130.25 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e2</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-109.8 -109.9 ... -40.95 -40.93</div><input id='attrs-00ed76cb-64ee-4b7f-8f36-0f6f3949988e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00ed76cb-64ee-4b7f-8f36-0f6f3949988e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6cd7610-0914-4d9a-a8dc-8fa7ef5612ec' class='xr-var-data-in' type='checkbox'><label for='data-c6cd7610-0914-4d9a-a8dc-8fa7ef5612ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>e2</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>dipole_length :</span></dt><dd>None</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>negative.elevation :</span></dt><dd>0.0</dd><dt><span>negative.id :</span></dt><dd>None</dd><dt><span>negative.latitude :</span></dt><dd>0.0</dd><dt><span>negative.longitude :</span></dt><dd>0.0</dd><dt><span>negative.manufacturer :</span></dt><dd>None</dd><dt><span>negative.type :</span></dt><dd>None</dd><dt><span>positive.elevation :</span></dt><dd>0.0</dd><dt><span>positive.id :</span></dt><dd>None</dd><dt><span>positive.latitude :</span></dt><dd>0.0</dd><dt><span>positive.longitude :</span></dt><dd>0.0</dd><dt><span>positive.manufacturer :</span></dt><dd>None</dd><dt><span>positive.type :</span></dt><dd>None</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>time_period.end :</span></dt><dd>2020-10-07T14:19:46+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T21:14:00+00:00</dd><dt><span>type :</span></dt><dd>electric</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([-109.831, -109.902, -109.877, ...,  -40.881,  -40.953,  -40.933])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temperature_e</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.5 46.46 46.47 ... 18.17 18.17</div><input id='attrs-cbe3e2db-9565-4f54-b6f5-b0daa2443818' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cbe3e2db-9565-4f54-b6f5-b0daa2443818' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37ea091c-9108-40e5-bb5d-dc42fe375c89' class='xr-var-data-in' type='checkbox'><label for='data-37ea091c-9108-40e5-bb5d-dc42fe375c89' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>temperature_e</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-10-07T14:19:46+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T21:14:00+00:00</dd><dt><span>type :</span></dt><dd>auxiliary</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 46.5 ,  46.46,  46.47, ...,  18.18,  18.17,  18.17])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temperature_h</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>36.3 36.3 36.3 ... 19.6 19.6 19.6</div><input id='attrs-819d7fd7-efd6-4df1-adfb-e69ba9330e8a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-819d7fd7-efd6-4df1-adfb-e69ba9330e8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92727cb5-9d14-4261-a072-909824c35ea7' class='xr-var-data-in' type='checkbox'><label for='data-92727cb5-9d14-4261-a072-909824c35ea7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_number :</span></dt><dd>0</dd><dt><span>component :</span></dt><dd>temperature_h</dd><dt><span>data_quality.rating.value :</span></dt><dd>0</dd><dt><span>filter.applied :</span></dt><dd>[False]</dd><dt><span>filter.name :</span></dt><dd>[]</dd><dt><span>location.elevation :</span></dt><dd>0.0</dd><dt><span>location.latitude :</span></dt><dd>0.0</dd><dt><span>location.longitude :</span></dt><dd>0.0</dd><dt><span>measurement_azimuth :</span></dt><dd>0.0</dd><dt><span>measurement_tilt :</span></dt><dd>0.0</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>sensor.id :</span></dt><dd>None</dd><dt><span>sensor.manufacturer :</span></dt><dd>None</dd><dt><span>sensor.type :</span></dt><dd>None</dd><dt><span>time_period.end :</span></dt><dd>2020-10-07T14:19:46+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T21:14:00+00:00</dd><dt><span>type :</span></dt><dd>auxiliary</dd><dt><span>units :</span></dt><dd>None</dd><dt><span>station.id :</span></dt><dd>None</dd><dt><span>run.id :</span></dt><dd>None</dd></dl></div><div class='xr-var-data'><pre>array([ 36.3,  36.3,  36.3, ...,  19.6,  19.6,  19.6])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-73e14f56-aecb-4172-9855-5dd4a52b26f9' class='xr-section-summary-in' type='checkbox'  ><label for='section-73e14f56-aecb-4172-9855-5dd4a52b26f9' class='xr-section-summary' >Attributes: <span>(17)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>channels_recorded_auxiliary :</span></dt><dd>[&#x27;temperature_e&#x27;, &#x27;temperature_h&#x27;]</dd><dt><span>channels_recorded_electric :</span></dt><dd>[&#x27;e1&#x27;, &#x27;e2&#x27;]</dd><dt><span>channels_recorded_magnetic :</span></dt><dd>[&#x27;bx&#x27;, &#x27;by&#x27;, &#x27;bz&#x27;]</dd><dt><span>data_logger.firmware.author :</span></dt><dd>None</dd><dt><span>data_logger.firmware.name :</span></dt><dd>None</dd><dt><span>data_logger.firmware.version :</span></dt><dd>None</dd><dt><span>data_logger.id :</span></dt><dd>None</dd><dt><span>data_logger.manufacturer :</span></dt><dd>None</dd><dt><span>data_logger.timing_system.drift :</span></dt><dd>0.0</dd><dt><span>data_logger.timing_system.type :</span></dt><dd>GPS</dd><dt><span>data_logger.timing_system.uncertainty :</span></dt><dd>0.0</dd><dt><span>data_logger.type :</span></dt><dd>None</dd><dt><span>data_type :</span></dt><dd>BBMT</dd><dt><span>id :</span></dt><dd>None</dd><dt><span>sample_rate :</span></dt><dd>1.0</dd><dt><span>time_period.end :</span></dt><dd>2020-10-07T14:19:46+00:00</dd><dt><span>time_period.start :</span></dt><dd>2020-09-30T21:14:00+00:00</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:        (time: 579947)\n",
+       "Coordinates:\n",
+       "  * time           (time) datetime64[ns] 2020-09-30T21:14:00 ... 2020-10-07T1...\n",
+       "Data variables:\n",
+       "    bx             (time) float64 2.378e+04 2.378e+04 ... 2.378e+04 2.378e+04\n",
+       "    by             (time) float64 213.9 213.9 213.9 213.9 ... 247.2 247.3 247.3\n",
+       "    bz             (time) float64 4.183e+04 4.183e+04 ... 4.184e+04 4.184e+04\n",
+       "    e1             (time) float64 134.8 134.9 135.0 135.1 ... 130.4 130.3 130.2\n",
+       "    e2             (time) float64 -109.8 -109.9 -109.9 ... -40.88 -40.95 -40.93\n",
+       "    temperature_e  (time) float64 46.5 46.46 46.47 46.47 ... 18.18 18.17 18.17\n",
+       "    temperature_h  (time) float64 36.3 36.3 36.3 36.3 ... 19.61 19.6 19.6 19.6\n",
+       "Attributes:\n",
+       "    channels_recorded_auxiliary:            ['temperature_e', 'temperature_h']\n",
+       "    channels_recorded_electric:             ['e1', 'e2']\n",
+       "    channels_recorded_magnetic:             ['bx', 'by', 'bz']\n",
+       "    data_logger.firmware.author:            None\n",
+       "    data_logger.firmware.name:              None\n",
+       "    data_logger.firmware.version:           None\n",
+       "    data_logger.id:                         None\n",
+       "    data_logger.manufacturer:               None\n",
+       "    data_logger.timing_system.drift:        0.0\n",
+       "    data_logger.timing_system.type:         GPS\n",
+       "    data_logger.timing_system.uncertainty:  0.0\n",
+       "    data_logger.type:                       None\n",
+       "    data_type:                              BBMT\n",
+       "    id:                                     None\n",
+       "    sample_rate:                            1.0\n",
+       "    time_period.end:                        2020-10-07T14:19:46+00:00\n",
+       "    time_period.start:                      2020-09-30T21:14:00+00:00"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lemis[\"005\"].dataset\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "c93ebc85-6723-4e19-94b8-85f7dcd709c3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{\n",
+       "    \"run\": {\n",
+       "        \"channels_recorded_auxiliary\": [\n",
+       "            \"temperature_e\",\n",
+       "            \"temperature_h\"\n",
+       "        ],\n",
+       "        \"channels_recorded_electric\": [\n",
+       "            \"e1\",\n",
+       "            \"e2\"\n",
+       "        ],\n",
+       "        \"channels_recorded_magnetic\": [\n",
+       "            \"bx\",\n",
+       "            \"by\",\n",
+       "            \"bz\"\n",
+       "        ],\n",
+       "        \"data_logger.firmware.author\": null,\n",
+       "        \"data_logger.firmware.name\": null,\n",
+       "        \"data_logger.firmware.version\": null,\n",
+       "        \"data_logger.id\": null,\n",
+       "        \"data_logger.manufacturer\": null,\n",
+       "        \"data_logger.timing_system.drift\": 0.0,\n",
+       "        \"data_logger.timing_system.type\": \"GPS\",\n",
+       "        \"data_logger.timing_system.uncertainty\": 0.0,\n",
+       "        \"data_logger.type\": null,\n",
+       "        \"data_type\": \"BBMT\",\n",
+       "        \"id\": \"005\",\n",
+       "        \"sample_rate\": 1.0,\n",
+       "        \"time_period.end\": \"2020-10-07T14:19:46+00:00\",\n",
+       "        \"time_period.start\": \"2020-09-30T21:14:00+00:00\"\n",
+       "    }\n",
+       "}"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lemis[\"005\"].run_metadata"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04f98f09-d535-4d2e-9b37-8b4d22ad14e0",
+   "metadata": {},
+   "source": [
+    "\n",
+    "### We have run time series, now let's pack it into an mth5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "35dec618-dec2-4a72-a351-3c2b969511e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "h5_fn = \"magdelena.h5\"\n",
+    "station_id = \"0110\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "840b5aa0-db95-4ebd-9c85-31113236ef5f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# write some simple metadata for the survey\n",
+    "survey = metadata.Survey()\n",
+    "survey.acquired_by.author = \"MT Meister\"\n",
+    "survey.archive_id = \"LEMI_TEST_01\"\n",
+    "survey.archive_network = \"MT\"\n",
+    "survey.name = \"magdelena\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "2b4b714d-32f9-4e7b-b0c5-14079c99d31d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2022-08-05 17:01:07,351 [line 591] mth5.mth5.MTH5.open_mth5 - WARNING: magdelena.h5 will be overwritten in 'w' mode\n",
+      "2022-08-05 17:01:08,014 [line 656] mth5.mth5.MTH5._initialize_file - INFO: Initialized MTH5 0.1.0 file magdelena.h5 in mode w\n"
+     ]
+    }
+   ],
+   "source": [
+    "m = mth5.MTH5(file_version=\"0.1.0\")\n",
+    "m.open_mth5(h5_fn, \"w\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "54c72d9e-e17e-45ff-9409-485788d8680a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# add survey metadata\n",
+    "survey_group = m.survey_group\n",
+    "survey_group.metadata.update(survey)\n",
+    "survey_group.write_metadata()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "e8b96ee4-5139-448b-b670-9869499dee1d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Station was just initialized\n"
+     ]
+    }
+   ],
+   "source": [
+    "# initialize a station\n",
+    "station_group = m.add_station(station_id)\n",
+    "print(\"Station was just initialized\")\n",
+    "station_group.validate_station_metadata()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "aaae5911-5d73-42cd-b489-7eee29beb6fd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for run, run_ts in lemis.items():\n",
+    "    run_group = station_group.add_run(run_ts.run_metadata.id, run_metadata=run_ts.run_metadata)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "b311fe48-59b2-4ff7-91e1-74cb4b0baeea",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "station_group.validate_station_metadata()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "ddc2c102-c4fc-4bb5-8c9d-691625529b58",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "survey_group.update_survey_metadata()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "5bd20e6a-3b17-4002-a6a5-5bf37e1473aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2022-08-05 17:01:13,615 [line 731] mth5.mth5.MTH5.close_mth5 - INFO: Flushing and closing magdelena.h5\n"
+     ]
+    }
+   ],
+   "source": [
+    "m.close_mth5()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "11f733da-43a4-48ed-a034-d065b875c56c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mm = mth5.MTH5(file_version=\"0.1.0\")\n",
+    "mm.open_mth5(h5_fn, \"a\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "0818f400-7f65-4111-a1c9-593b68435a20",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "/:\n",
+       "====================\n",
+       "    |- Group: Survey\n",
+       "    ----------------\n",
+       "        |- Group: Filters\n",
+       "        -----------------\n",
+       "            |- Group: coefficient\n",
+       "            ---------------------\n",
+       "            |- Group: fap\n",
+       "            -------------\n",
+       "            |- Group: fir\n",
+       "            -------------\n",
+       "            |- Group: time_delay\n",
+       "            --------------------\n",
+       "            |- Group: zpk\n",
+       "            -------------\n",
+       "        |- Group: Reports\n",
+       "        -----------------\n",
+       "        |- Group: Standards\n",
+       "        -------------------\n",
+       "            --> Dataset: summary\n",
+       "            ......................\n",
+       "        |- Group: Stations\n",
+       "        ------------------\n",
+       "            |- Group: 0110\n",
+       "            --------------\n",
+       "                |- Group: 001\n",
+       "                -------------\n",
+       "                |- Group: 002\n",
+       "                -------------\n",
+       "                |- Group: 003\n",
+       "                -------------\n",
+       "                |- Group: 004\n",
+       "                -------------\n",
+       "                |- Group: 005\n",
+       "                -------------\n",
+       "                |- Group: Transfer_Functions\n",
+       "                ----------------------------\n",
+       "        --> Dataset: channel_summary\n",
+       "        ..............................\n",
+       "        --> Dataset: tf_summary\n",
+       "        ........................."
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "84ea94e5-0523-43fd-99ef-c4c6541ed401",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2022-08-05 17:01:18,659 [line 731] mth5.mth5.MTH5.close_mth5 - INFO: Flushing and closing magdelena.h5\n"
+     ]
+    }
+   ],
+   "source": [
+    "mm.close_mth5()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "383af849-4458-4978-a243-5f7fe7c1b5d4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "py37",
+   "language": "python",
+   "name": "py37"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}