From c1ae4025fad208910a642f7eeb78110893a2a1ae Mon Sep 17 00:00:00 2001 From: "Karl N. Kappler" Date: Tue, 3 Sep 2024 21:39:09 -0700 Subject: [PATCH] add updated notebooks for geolab jupyterhub tests --- .../aurora/2024/dataset_definition.ipynb | 2476 +++++++ .../earthscope_magnetic_data_tutorial.ipynb | 5306 +++++++++++++++ notebooks/aurora/2024/operate_aurora.ipynb | 3182 +++++++++ .../2024/process_cas04_multiple_station.ipynb | 5921 +++++++++++++++++ .../2024/process_cas04_single_station.ipynb | 1316 ++++ .../2024/processing_configuration.ipynb | 1433 ++++ notebooks/aurora/2024/readme | 2 + .../2024/synthetic_data_processing.ipynb | 2663 ++++++++ 8 files changed, 22299 insertions(+) create mode 100644 notebooks/aurora/2024/dataset_definition.ipynb create mode 100644 notebooks/aurora/2024/earthscope_magnetic_data_tutorial.ipynb create mode 100644 notebooks/aurora/2024/operate_aurora.ipynb create mode 100644 notebooks/aurora/2024/process_cas04_multiple_station.ipynb create mode 100644 notebooks/aurora/2024/process_cas04_single_station.ipynb create mode 100644 notebooks/aurora/2024/processing_configuration.ipynb create mode 100644 notebooks/aurora/2024/readme create mode 100644 notebooks/aurora/2024/synthetic_data_processing.ipynb diff --git a/notebooks/aurora/2024/dataset_definition.ipynb b/notebooks/aurora/2024/dataset_definition.ipynb new file mode 100644 index 0000000..3d34263 --- /dev/null +++ b/notebooks/aurora/2024/dataset_definition.ipynb @@ -0,0 +1,2476 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "6838deb9-c543-4732-a4ed-3cf4046a54d3", + "metadata": {}, + "source": [ + "# Dataset Definition DataFrame\n", + "\n", + "The purpose is to show:\n", + "- how a custom dataframe can be used to define a dataset for processing\n", + "- that a processing config can be generated based on that dataframe.\n", + " - Specically, the stations level of the processing config, which contains information about which stations and runs are available.\n", + "- that we can re-use a run with different start and end times (provided that these data are available)\n", + " - i.e. say there is a long run at some station, we can use an early chunk and a later chunk from the same run, and omit some intermediate time interal from processing simply by creating one row of the dataset dataframe per run-chunk to process.\n", + " \n", + "\n", + "There are examples of using ConfigCreator to generate an entire processing config in `operate_aurora.ipynb`." + ] + }, + { + "cell_type": "markdown", + "id": "e73ab089-fc34-4d5a-a88c-4e43d5874ab7", + "metadata": {}, + "source": [ + "A user can pass to the processing config a dataframe with information about which runs to process.\n", + "\n", + "Here is a simple example of how to do that." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "af5fa6bb-7f64-47fb-a6a7-8cd6d116546f", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from mt_metadata.transfer_functions.processing.aurora import Processing" + ] + }, + { + "cell_type": "markdown", + "id": "edea2ce4-9174-4903-809f-6be4c8674709", + "metadata": {}, + "source": [ + "An example of creating a dataframe from scratch with the required columns to pass to `Processing`.\n", + "\n", + "Here we consider three stations, `mt01`, `rr01`, `rr02`, each having three runs, labelled `000`, `001`, `002`.\n", + "Note that we do not need to specify the information about the actual start and end times of the runs that were acquired in the field, the start and end times specified here correspond to time intervals to _process_. The information about the actual start and end times of the field data acquisition are stored elsewhere, in an MTH5 archive." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "03cab6f9-6d03-4483-9199-663d3fda922c", + "metadata": {}, + "outputs": [], + "source": [ + "starts = [\"2020-01-01T00:00:00\", \"2020-02-02T00:00:00\"]\n", + "ends = [\"2020-01-31T12:00:00\", \"2020-02-28T12:00:00\"]\n", + "\n", + "data_list = []\n", + "\n", + "for i_run in range(3):\n", + " run_id = f\"{i_run}\".zfill(3) # note that the run_id could be different for the different stations\n", + " for start, end in zip(starts, ends):\n", + " entry = {\n", + " \"station\": \"mt01\",\n", + " \"run\": run_id,\n", + " \"start\": start,\n", + " \"end\": end,\n", + " \"mth5_path\": r\"/home/mth5_path.h5\" ,\n", + " \"sample_rate\": 10,\n", + " \"input_channels\": [\"hx\", \"hy\"],\n", + " \"output_channels\": [\"hz\", \"ex\", \"ey\"],\n", + " \"remote\": False\n", + " }\n", + " \n", + " data_list.append(entry)\n", + " \n", + " rr_entry_01 = {\n", + " \"station\": \"rr01\",\n", + " \"run\": run_id,\n", + " \"start\": start,\n", + " \"end\": end,\n", + " \"mth5_path\": r\"/home/mth5_path.h5\" ,\n", + " \"sample_rate\": 10,\n", + " \"input_channels\": [\"hx\", \"hy\"],\n", + " \"output_channels\": [\"hz\", \"ex\", \"ey\"],\n", + " \"remote\": True\n", + " }\n", + " data_list.append(rr_entry_01)\n", + " \n", + " rr_entry_02 = {\n", + " \"station\": \"rr02\",\n", + " \"run\": run_id,\n", + " \"start\": start,\n", + " \"end\": end,\n", + " \"mth5_path\": r\"/home/mth5_path.h5\" ,\n", + " \"sample_rate\": 10,\n", + " \"input_channels\": [\"hx\", \"hy\"],\n", + " \"output_channels\": [\"hz\", \"ex\", \"ey\"],\n", + " \"remote\": True\n", + " }\n", + " data_list.append(rr_entry_02)\n", + "\n", + "\n", + "dataset_df = pd.DataFrame(data_list)\n", + "dataset_df.start = pd.to_datetime(dataset_df.start, utc=True)\n", + "dataset_df.end = pd.to_datetime(dataset_df.end, utc=True)" + ] + }, + { + "cell_type": "markdown", + "id": "cc1074bb-8e37-4a10-a5b4-612ab5b81d7a", + "metadata": {}, + "source": [ + "Here is the `dataset_dataframe`. If this is passed to the Processing object `p`, then `p` will know how to create station metadata. Note that we can specify more than one remote. The ability to work with multiple remotes is something that maybe implemented in future, for now only the first remote station will be used in the processing." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e18a4300-6aaa-4345-87b2-31a133c0a544", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
stationrunstartendmth5_pathsample_rateinput_channelsoutput_channelsremote
0mt010002020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]False
1rr010002020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
2rr020002020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
3mt010002020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]False
4rr010002020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
5rr020002020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
6mt010012020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]False
7rr010012020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
8rr020012020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
9mt010012020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]False
10rr010012020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
11rr020012020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
12mt010022020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]False
13rr010022020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
14rr020022020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
15mt010022020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]False
16rr010022020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
17rr020022020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510[hx, hy][hz, ex, ey]True
\n", + "
" + ], + "text/plain": [ + " station run start end \\\n", + "0 mt01 000 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "1 rr01 000 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "2 rr02 000 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "3 mt01 000 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "4 rr01 000 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "5 rr02 000 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "6 mt01 001 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "7 rr01 001 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "8 rr02 001 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "9 mt01 001 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "10 rr01 001 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "11 rr02 001 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "12 mt01 002 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "13 rr01 002 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "14 rr02 002 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "15 mt01 002 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "16 rr01 002 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "17 rr02 002 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "\n", + " mth5_path sample_rate input_channels output_channels remote \n", + "0 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] False \n", + "1 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "2 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "3 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] False \n", + "4 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "5 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "6 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] False \n", + "7 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "8 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "9 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] False \n", + "10 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "11 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "12 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] False \n", + "13 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "14 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "15 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] False \n", + "16 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True \n", + "17 /home/mth5_path.h5 10 [hx, hy] [hz, ex, ey] True " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset_df" + ] + }, + { + "cell_type": "markdown", + "id": "4c86ab9c-a2de-4ef0-910f-f07b1912a329", + "metadata": {}, + "source": [ + "Initialize an empty processing object" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e8a20066-a343-4345-829b-08a5490dd6c4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"processing\": {\n", + " \"channel_nomenclature.ex\": \"ex\",\n", + " \"channel_nomenclature.ey\": \"ey\",\n", + " \"channel_nomenclature.hx\": \"hx\",\n", + " \"channel_nomenclature.hy\": \"hy\",\n", + " \"channel_nomenclature.hz\": \"hz\",\n", + " \"decimations\": [],\n", + " \"id\": null,\n", + " \"stations.local.id\": null,\n", + " \"stations.local.mth5_path\": null,\n", + " \"stations.local.remote\": false,\n", + " \"stations.local.runs\": [],\n", + " \"stations.remote\": []\n", + " }\n", + "}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p = Processing()\n", + "p" + ] + }, + { + "cell_type": "markdown", + "id": "09bc82ae-e367-4f1c-9dd6-2444ea3e15eb", + "metadata": {}, + "source": [ + "### Create the `Stations` container" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9342098a-2391-4fa9-a02d-dfaeec3750cf", + "metadata": {}, + "outputs": [], + "source": [ + "p.stations.from_dataset_dataframe(dataset_df)" + ] + }, + { + "cell_type": "markdown", + "id": "d7ed8513-0dd3-47df-a580-59d0a468920f", + "metadata": {}, + "source": [ + "Now `p` has all the station and run information." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b1e46a2b-05cd-441b-a265-1387fbae4420", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"processing\": {\n", + " \"channel_nomenclature.ex\": \"ex\",\n", + " \"channel_nomenclature.ey\": \"ey\",\n", + " \"channel_nomenclature.hx\": \"hx\",\n", + " \"channel_nomenclature.hy\": \"hy\",\n", + " \"channel_nomenclature.hz\": \"hz\",\n", + " \"decimations\": [],\n", + " \"id\": null,\n", + " \"stations.local.id\": \"mt01\",\n", + " \"stations.local.mth5_path\": \"/home/mth5_path.h5\",\n", + " \"stations.local.remote\": false,\n", + " \"stations.local.runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"000\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 10.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-01-31T12:00:00+00:00\",\n", + " \"start\": \"2020-01-01T00:00:00+00:00\"\n", + " }\n", + " },\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-02-28T12:00:00+00:00\",\n", + " \"start\": \"2020-02-02T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"001\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 10.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-01-31T12:00:00+00:00\",\n", + " \"start\": \"2020-01-01T00:00:00+00:00\"\n", + " }\n", + " },\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-02-28T12:00:00+00:00\",\n", + " \"start\": \"2020-02-02T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"002\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 10.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-01-31T12:00:00+00:00\",\n", + " \"start\": \"2020-01-01T00:00:00+00:00\"\n", + " }\n", + " },\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-02-28T12:00:00+00:00\",\n", + " \"start\": \"2020-02-02T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ],\n", + " \"stations.remote\": [\n", + " {\n", + " \"station\": {\n", + " \"id\": \"rr01\",\n", + " \"mth5_path\": \"/home/mth5_path.h5\",\n", + " \"remote\": true,\n", + " \"runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"000\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 10.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-01-31T12:00:00+00:00\",\n", + " \"start\": \"2020-01-01T00:00:00+00:00\"\n", + " }\n", + " },\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-02-28T12:00:00+00:00\",\n", + " \"start\": \"2020-02-02T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"001\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 10.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-01-31T12:00:00+00:00\",\n", + " \"start\": \"2020-01-01T00:00:00+00:00\"\n", + " }\n", + " },\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-02-28T12:00:00+00:00\",\n", + " \"start\": \"2020-02-02T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"002\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 10.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-01-31T12:00:00+00:00\",\n", + " \"start\": \"2020-01-01T00:00:00+00:00\"\n", + " }\n", + " },\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-02-28T12:00:00+00:00\",\n", + " \"start\": \"2020-02-02T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"station\": {\n", + " \"id\": \"rr02\",\n", + " \"mth5_path\": \"/home/mth5_path.h5\",\n", + " \"remote\": true,\n", + " \"runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"000\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 10.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-01-31T12:00:00+00:00\",\n", + " \"start\": \"2020-01-01T00:00:00+00:00\"\n", + " }\n", + " },\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-02-28T12:00:00+00:00\",\n", + " \"start\": \"2020-02-02T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"001\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 10.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-01-31T12:00:00+00:00\",\n", + " \"start\": \"2020-01-01T00:00:00+00:00\"\n", + " }\n", + " },\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-02-28T12:00:00+00:00\",\n", + " \"start\": \"2020-02-02T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"002\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 10.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-01-31T12:00:00+00:00\",\n", + " \"start\": \"2020-01-01T00:00:00+00:00\"\n", + " }\n", + " },\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-02-28T12:00:00+00:00\",\n", + " \"start\": \"2020-02-02T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ]\n", + " }\n", + "}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p" + ] + }, + { + "cell_type": "markdown", + "id": "b59450a9-489a-454d-a3fc-9eefc05cfa01", + "metadata": {}, + "source": [ + "We can recover the dataframe from `p` by asking it for a `dataset_dataframe`" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c11a1e09-b0d1-45a5-95a2-11f4ec7bd382", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df2 = p.stations.to_dataset_dataframe()" + ] + }, + { + "cell_type": "markdown", + "id": "3ec17b4e-c79a-4663-8026-4182bde5a710", + "metadata": {}, + "source": [ + "The new dataframe `df2` contains the same information as the original, but is not sorted exactly the same" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "cc8bb293-0861-4483-ac51-806a06b3c9cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
stationrunstartendmth5_pathsample_rateinput_channelsoutput_channelsremotechannel_scale_factors
0mt010002020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
1mt010002020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
2mt010012020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
3mt010012020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
4mt010022020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
5mt010022020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
6rr010002020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
7rr010002020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
8rr010012020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
9rr010012020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
10rr010022020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
11rr010022020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
12rr020002020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
13rr020002020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
14rr020012020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
15rr020012020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
16rr020022020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
17rr020022020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
\n", + "
" + ], + "text/plain": [ + " station run start end \\\n", + "0 mt01 000 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "1 mt01 000 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "2 mt01 001 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "3 mt01 001 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "4 mt01 002 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "5 mt01 002 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "6 rr01 000 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "7 rr01 000 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "8 rr01 001 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "9 rr01 001 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "10 rr01 002 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "11 rr01 002 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "12 rr02 000 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "13 rr02 000 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "14 rr02 001 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "15 rr02 001 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "16 rr02 002 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "17 rr02 002 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "\n", + " mth5_path sample_rate input_channels output_channels remote \\\n", + "0 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "1 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "2 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "3 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "4 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "5 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "6 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "7 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "8 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "9 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "10 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "11 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "12 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "13 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "14 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "15 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "16 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "17 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "\n", + " channel_scale_factors \n", + "0 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "1 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "2 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "3 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "4 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "5 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "6 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "7 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "8 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "9 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "10 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "11 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "12 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "13 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "14 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "15 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "16 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "17 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2" + ] + }, + { + "cell_type": "markdown", + "id": "b67cab05-d5dc-4bcb-b4a8-bc44fe3d3b88", + "metadata": {}, + "source": [ + "To recover the original dataframe, (in this specific example) sort by run, start and station" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "536bdbd7-9b05-4506-a0df-026f51d1c839", + "metadata": {}, + "outputs": [], + "source": [ + "df2.sort_values(by=[\"run\", \"start\", \"station\"], inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5c9af394-0e7c-4e03-8f5f-f395fa6cbabd", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "df2.reset_index(drop=True, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b10794da-7cba-40ce-8a82-63c1b01eb826", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
stationrunstartendmth5_pathsample_rateinput_channelsoutput_channelsremotechannel_scale_factors
0mt010002020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
1rr010002020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
2rr020002020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
3mt010002020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
4rr010002020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
5rr020002020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
6mt010012020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
7rr010012020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
8rr020012020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
9mt010012020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
10rr010012020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
11rr020012020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
12mt010022020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
13rr010022020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
14rr020022020-01-01 00:00:00+00:002020-01-31 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
15mt010022020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]False{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
16rr010022020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
17rr020022020-02-02 00:00:00+00:002020-02-28 12:00:00+00:00/home/mth5_path.h510.0[hx, hy][hz, ex, ey]True{'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '...
\n", + "
" + ], + "text/plain": [ + " station run start end \\\n", + "0 mt01 000 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "1 rr01 000 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "2 rr02 000 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "3 mt01 000 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "4 rr01 000 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "5 rr02 000 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "6 mt01 001 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "7 rr01 001 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "8 rr02 001 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "9 mt01 001 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "10 rr01 001 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "11 rr02 001 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "12 mt01 002 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "13 rr01 002 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "14 rr02 002 2020-01-01 00:00:00+00:00 2020-01-31 12:00:00+00:00 \n", + "15 mt01 002 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "16 rr01 002 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "17 rr02 002 2020-02-02 00:00:00+00:00 2020-02-28 12:00:00+00:00 \n", + "\n", + " mth5_path sample_rate input_channels output_channels remote \\\n", + "0 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "1 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "2 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "3 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "4 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "5 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "6 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "7 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "8 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "9 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "10 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "11 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "12 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "13 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "14 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "15 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] False \n", + "16 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "17 /home/mth5_path.h5 10.0 [hx, hy] [hz, ex, ey] True \n", + "\n", + " channel_scale_factors \n", + "0 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "1 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "2 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "3 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "4 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "5 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "6 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "7 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "8 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "9 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "10 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "11 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "12 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "13 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "14 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "15 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "16 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... \n", + "17 {'hx': 1.0, 'hy': 1.0, 'hz': 1.0, 'ex': 1.0, '... " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2" + ] + }, + { + "cell_type": "markdown", + "id": "d811ab1c-65a5-4cb7-96ce-ba4db3714ab5", + "metadata": {}, + "source": [ + "We can see that the dataframes are equal:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a34966f5-440c-47cf-91d5-7907b865dcd5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(df2[dataset_df.columns]==dataset_df).all().all()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "696908f4-18c5-42d3-b69d-aa834eff5241", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "ff6780ab-ac40-43ae-85c1-8c6e7be2fa88", + "metadata": {}, + "source": [ + "# Excercise:\n", + "\n", + "Below is an example of getting a channel_summary dataframe from an mth5, which can be used to inform the choice of a dataset dataframe.\n", + "\n", + "Run the cells below and then create a dataset definition from the channel summary that will process two chunks of data, 3 days at the start of the second run, and 4 days at then end of the last run" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "96466a08-f11e-4005-83b1-aab5fda88f3d", + "metadata": {}, + "outputs": [], + "source": [ + "from mth5.mth5 import MTH5\n", + "from mt_metadata import MT_EXPERIMENT_MULTIPLE_RUNS\n", + "from mt_metadata.timeseries import Experiment" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6c189aad-4e9f-47a4-ab2f-0a2eb33bc4a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PosixPath('/home/kkappler/software/irismt/mt_metadata/mt_metadata/data/mt_xml/multi_run_experiment.xml')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "MT_EXPERIMENT_MULTIPLE_RUNS" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "469594bd-528e-4e41-a6c4-4cc3be560ff5", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "experiment = Experiment()\n", + "experiment.from_xml(MT_EXPERIMENT_MULTIPLE_RUNS)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "2ba8e29f-ac0f-4c7b-bca7-06472de2adb7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33m\u001b[1m2024-08-28T15:52:24.361188-0700 | WARNING | mth5.mth5 | open_mth5 | test_dataset_definition.h5 will be overwritten in 'w' mode\u001b[0m\n", + "\u001b[1m2024-08-28T15:52:24.913025-0700 | INFO | mth5.mth5 | _initialize_file | Initialized MTH5 0.2.0 file test_dataset_definition.h5 in mode w\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "/:\n", + "====================\n", + " |- Group: Experiment\n", + " --------------------\n", + " |- Group: Reports\n", + " -----------------\n", + " |- Group: Standards\n", + " -------------------\n", + " --> Dataset: summary\n", + " ......................\n", + " |- Group: Surveys\n", + " -----------------\n", + " --> Dataset: channel_summary\n", + " ..............................\n", + " --> Dataset: tf_summary\n", + " ........................." + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = MTH5()\n", + "m.open_mth5(\"test_dataset_definition.h5\", \"w\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "27e3d16a-298e-4905-b322-69d4d1ca1270", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "m.from_experiment(experiment)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "dcb654f6-def8-4ebe-880d-f8f4a737bb81", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunlatitudelongitudeelevationcomponentstartendn_samplessample_ratemeasurement_typeazimuthtiltunitshas_datahdf5_referencerun_hdf5_referencestation_hdf5_reference
0CONUS SouthUTS14a37.563198-113.3016632490.775ex2020-07-05 23:19:41+00:002020-07-06 00:11:55+00:0031341.0electric11.1933620.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
1CONUS SouthUTS14a37.563198-113.3016632490.775ey2020-07-05 23:19:41+00:002020-07-06 00:11:55+00:0031341.0electric101.1933620.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
2CONUS SouthUTS14a37.563198-113.3016632490.775hx2020-07-05 23:19:41+00:002020-07-06 00:11:55+00:0031341.0magnetic11.1933620.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
3CONUS SouthUTS14a37.563198-113.3016632490.775hy2020-07-05 23:19:41+00:002020-07-06 00:11:55+00:0031341.0magnetic101.1933620.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
4CONUS SouthUTS14a37.563198-113.3016632490.775hz2020-07-05 23:19:41+00:002020-07-06 00:11:55+00:0031341.0magnetic0.00000090.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
5CONUS SouthUTS14b37.563198-113.3016632490.775ex2020-07-06 00:32:41+00:002020-07-20 17:43:45+00:0012714641.0electric11.1933680.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
6CONUS SouthUTS14b37.563198-113.3016632490.775ey2020-07-06 00:32:41+00:002020-07-20 17:43:45+00:0012714641.0electric101.1933680.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
7CONUS SouthUTS14b37.563198-113.3016632490.775hx2020-07-06 00:32:41+00:002020-07-20 17:43:45+00:0012714641.0magnetic11.1933680.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
8CONUS SouthUTS14b37.563198-113.3016632490.775hy2020-07-06 00:32:41+00:002020-07-20 17:43:45+00:0012714641.0magnetic101.1933680.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
9CONUS SouthUTS14b37.563198-113.3016632490.775hz2020-07-06 00:32:41+00:002020-07-20 17:43:45+00:0012714641.0magnetic0.00000090.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
10CONUS SouthUTS14c37.563198-113.3016632490.775ex2020-07-20 18:54:26+00:002020-07-28 16:38:25+00:006830391.0electric11.1933670.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
11CONUS SouthUTS14c37.563198-113.3016632490.775ey2020-07-20 18:54:26+00:002020-07-28 16:38:25+00:006830391.0electric101.1933670.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
12CONUS SouthUTS14c37.563198-113.3016632490.775hx2020-07-20 18:54:26+00:002020-07-28 16:38:25+00:006830391.0magnetic11.1933670.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
13CONUS SouthUTS14c37.563198-113.3016632490.775hy2020-07-20 18:54:26+00:002020-07-28 16:38:25+00:006830391.0magnetic101.1933670.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
14CONUS SouthUTS14c37.563198-113.3016632490.775hz2020-07-20 18:54:26+00:002020-07-28 16:38:25+00:006830391.0magnetic0.00000090.0countsFalse<HDF5 object reference><HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " survey station run latitude longitude elevation component \\\n", + "0 CONUS South UTS14 a 37.563198 -113.301663 2490.775 ex \n", + "1 CONUS South UTS14 a 37.563198 -113.301663 2490.775 ey \n", + "2 CONUS South UTS14 a 37.563198 -113.301663 2490.775 hx \n", + "3 CONUS South UTS14 a 37.563198 -113.301663 2490.775 hy \n", + "4 CONUS South UTS14 a 37.563198 -113.301663 2490.775 hz \n", + "5 CONUS South UTS14 b 37.563198 -113.301663 2490.775 ex \n", + "6 CONUS South UTS14 b 37.563198 -113.301663 2490.775 ey \n", + "7 CONUS South UTS14 b 37.563198 -113.301663 2490.775 hx \n", + "8 CONUS South UTS14 b 37.563198 -113.301663 2490.775 hy \n", + "9 CONUS South UTS14 b 37.563198 -113.301663 2490.775 hz \n", + "10 CONUS South UTS14 c 37.563198 -113.301663 2490.775 ex \n", + "11 CONUS South UTS14 c 37.563198 -113.301663 2490.775 ey \n", + "12 CONUS South UTS14 c 37.563198 -113.301663 2490.775 hx \n", + "13 CONUS South UTS14 c 37.563198 -113.301663 2490.775 hy \n", + "14 CONUS South UTS14 c 37.563198 -113.301663 2490.775 hz \n", + "\n", + " start end n_samples \\\n", + "0 2020-07-05 23:19:41+00:00 2020-07-06 00:11:55+00:00 3134 \n", + "1 2020-07-05 23:19:41+00:00 2020-07-06 00:11:55+00:00 3134 \n", + "2 2020-07-05 23:19:41+00:00 2020-07-06 00:11:55+00:00 3134 \n", + "3 2020-07-05 23:19:41+00:00 2020-07-06 00:11:55+00:00 3134 \n", + "4 2020-07-05 23:19:41+00:00 2020-07-06 00:11:55+00:00 3134 \n", + "5 2020-07-06 00:32:41+00:00 2020-07-20 17:43:45+00:00 1271464 \n", + "6 2020-07-06 00:32:41+00:00 2020-07-20 17:43:45+00:00 1271464 \n", + "7 2020-07-06 00:32:41+00:00 2020-07-20 17:43:45+00:00 1271464 \n", + "8 2020-07-06 00:32:41+00:00 2020-07-20 17:43:45+00:00 1271464 \n", + "9 2020-07-06 00:32:41+00:00 2020-07-20 17:43:45+00:00 1271464 \n", + "10 2020-07-20 18:54:26+00:00 2020-07-28 16:38:25+00:00 683039 \n", + "11 2020-07-20 18:54:26+00:00 2020-07-28 16:38:25+00:00 683039 \n", + "12 2020-07-20 18:54:26+00:00 2020-07-28 16:38:25+00:00 683039 \n", + "13 2020-07-20 18:54:26+00:00 2020-07-28 16:38:25+00:00 683039 \n", + "14 2020-07-20 18:54:26+00:00 2020-07-28 16:38:25+00:00 683039 \n", + "\n", + " sample_rate measurement_type azimuth tilt units has_data \\\n", + "0 1.0 electric 11.193362 0.0 counts False \n", + "1 1.0 electric 101.193362 0.0 counts False \n", + "2 1.0 magnetic 11.193362 0.0 counts False \n", + "3 1.0 magnetic 101.193362 0.0 counts False \n", + "4 1.0 magnetic 0.000000 90.0 counts False \n", + "5 1.0 electric 11.193368 0.0 counts False \n", + "6 1.0 electric 101.193368 0.0 counts False \n", + "7 1.0 magnetic 11.193368 0.0 counts False \n", + "8 1.0 magnetic 101.193368 0.0 counts False \n", + "9 1.0 magnetic 0.000000 90.0 counts False \n", + "10 1.0 electric 11.193367 0.0 counts False \n", + "11 1.0 electric 101.193367 0.0 counts False \n", + "12 1.0 magnetic 11.193367 0.0 counts False \n", + "13 1.0 magnetic 101.193367 0.0 counts False \n", + "14 1.0 magnetic 0.000000 90.0 counts False \n", + "\n", + " hdf5_reference run_hdf5_reference station_hdf5_reference \n", + "0 \n", + "1 \n", + "2 \n", + "3 \n", + "4 \n", + "5 \n", + "6 \n", + "7 \n", + "8 \n", + "9 \n", + "10 \n", + "11 \n", + "12 \n", + "13 \n", + "14 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m.channel_summary.clear_table()\n", + "m.channel_summary.summarize()\n", + "channel_df = m.channel_summary.to_dataframe()\n", + "channel_df" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "fc097d5f-2b8e-4d15-8927-ed7edbd1fcd0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m2024-08-28T15:52:26.355757-0700 | INFO | mth5.mth5 | close_mth5 | Flushing and closing test_dataset_definition.h5\u001b[0m\n" + ] + } + ], + "source": [ + "m.close_mth5()" + ] + }, + { + "cell_type": "markdown", + "id": "ab418a1e-f39e-4ef6-8b0b-53a5f071ceaa", + "metadata": {}, + "source": [ + "From the above channel summary we can see that there are three runs, at station UTS14, the first being a few minutes long, the second about two weeks, and the third around 1 week." + ] + }, + { + "cell_type": "markdown", + "id": "63bb9502-4d29-4b29-848d-247698be13d6", + "metadata": {}, + "source": [ + "Insert code here for creating custom dataset" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aurora-test", + "language": "python", + "name": "aurora-test" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/aurora/2024/earthscope_magnetic_data_tutorial.ipynb b/notebooks/aurora/2024/earthscope_magnetic_data_tutorial.ipynb new file mode 100644 index 0000000..8ce041d --- /dev/null +++ b/notebooks/aurora/2024/earthscope_magnetic_data_tutorial.ipynb @@ -0,0 +1,5306 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "15123e90-a8b7-4812-b78d-1871dd8ad59d", + "metadata": {}, + "source": [ + "# Accessing Magnetic Field Data from EarthScope Using MTH5" + ] + }, + { + "cell_type": "markdown", + "id": "cbe4383d-b7ae-42ea-98af-0222a1820ee1", + "metadata": {}, + "source": [ + "Ground-based magnetic field data for space physics researchers are often sourced from [InterMagnet](https://intermagnet.org/), or [SuperMagnet](https://supermag.jhuapl.edu/mag/). These data sources tend to be long term observatories and thus make reliable sources for data. However, over the past decade another source of magnetic field data has become publicly available. These constitute magnetotelluric observatories (or \"stations\" which are typicaly only installed for a short period of time (days to weeks). While they usually lack continuous temporal cooverage of magnetic field observations, they have a much higher spatial density than InterMagnet, and make possible new studies of magnetic phenomena.\n", + "\n", + "One curator of this type is data is [EarthScope](https://www.earthscope.org/) (formerly IRIS and UNAVCO) which archives a significant volume of Electromagnetic (EM) data in addition to the seismological data which they are primarily known for. There are several tools available for exploring the available data at EarthScope, here are some of them:\n", + "\n", + "1. [Inteactive Map](https://ds.iris.edu/gmap/)\n", + "2. [Station Service](http://service.iris.edu/fdsnws/station/docs/1/builder/) (URL builder for exploring metadata)\n", + "3. [Metadata Aggregator](https://ds.iris.edu/mda/) (MDA)\n", + "4. [Availability Service](http://service.iris.edu/fdsnws/availability/docs/1/builder/) (URL builder for exploring data holdings)\n", + "\n", + "Additionally, an example of programatically querying EarthScope's holdings for EM (specifically magnetotelluric) data can be found in the earthscope_tests branch of aurora . In this example notebook, the Interactive Map will be used to identify magnetometer data in a spatial region and time interval of interest.\n", + "\n", + "This notebook was motivated by the desire to provide Earthscope data to space physics researchers via a plug-in to the popular \"PySPEDAS\" code used in that field. In this notebook an MTH5 workflow is shown for accessing Earthscope magnetic field data. There are numerous \"asides\" in this workflow that serve to give examples of interacting with mth5 and Earthscope. For the user who simply wants to request data in SI units, they are referred to a companion notebook where the workflows shown here are wrapped in a simple call that can be accessed from the \"PySPEDAS\" software favored by the space physics community.\n", + "\n", + "It is divided into the following sections:\n", + "\n", + "0. Getting Started\n", + "1. Exploring Data Availability\n", + "2. Application to a Case Study\n", + "3. Request DataFrame \n", + "4. Build MTH5 (metadata only)\n", + "5. Build MTH5 (with data)\n", + "6. Calibrating time series\n", + "7. Comparison of time series\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "7f8ec0b7-2eb6-4f46-b655-78d3385d15ac", + "metadata": {}, + "source": [ + "# 0. Getting started\n", + "\n", + "Install mth5, which can be done via the Python Package index using pip \n", + "\n", + "> pip install mth5\n", + "\n", + "or via conda-forge:\n", + "> conda install mth5\n", + "\n", + "To run the companion notebook install pyspedas via pip.\n", + "> pip install pyspedas\n", + "\n", + "or to install a particular branch:\n", + "> pip install git@github:/pyspedas/branch" + ] + }, + { + "cell_type": "markdown", + "id": "64b76aa8-8aab-40f2-9d7c-5574ad670ef3", + "metadata": {}, + "source": [ + "### Confirm installation\n", + "\n", + "Note that installing mth5 will also install the mt_metadata package" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ba77fbce-bfe1-46c1-8ad5-c28c888c6261", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mt_metadata.__version__ 0.3.3\n", + "mt_metadata.__file__ /home/kkappler/software/irismt/mt_metadata/mt_metadata/__init__.py\n", + "mth5.__version__ 0.4.1\n", + "mth5.__file__ /home/kkappler/software/irismt/mth5/mth5/__init__.py\n" + ] + } + ], + "source": [ + "import mt_metadata\n", + "import mth5\n", + "print(f\"mt_metadata.__version__ {mt_metadata.__version__}\")\n", + "print(f\"mt_metadata.__file__ {mt_metadata.__file__}\")\n", + "print(f\"mth5.__version__ {mth5.__version__}\")\n", + "print(f\"mth5.__file__ {mth5.__file__}\")" + ] + }, + { + "cell_type": "markdown", + "id": "d99bd100-5c08-4351-b1e1-91741e90e295", + "metadata": {}, + "source": [ + "### Import required packages and modules" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d775dc86-5f1e-42c2-88e0-63856031d54a", + "metadata": {}, + "outputs": [], + "source": [ + "from mt_metadata.timeseries.stationxml import XMLInventoryMTExperiment\n", + "from mth5.clients.fdsn import FDSN\n", + "from mth5.clients.make_mth5 import MakeMTH5\n", + "from mth5.mth5 import MTH5\n", + "from mth5.utils.helpers import initialize_mth5\n", + "import numpy as np\n", + "import pandas as pd\n", + "import pathlib\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "id": "26424ab7-7625-471f-9fd6-ec150373ef77", + "metadata": {}, + "source": [ + "# 1. Exploring the data at EarthScope \n", + "\n", + "## Using The [Interactive Map](https://ds.iris.edu/gmap/)\n", + "\n", + "An interactive map can be found at \"https://ds.iris.edu/gmap/\" \n", + "\n", + "Here is an image of the interactive map:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "23e19a26-effe-4d63-8cf6-883e382ec833", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%html\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "eb7f2c2d-2003-4a07-aa4f-2259745075d9", + "metadata": {}, + "source": [ + "### Figure 1: The EarthScope Geographic Interface\n", + "\n", + "If you click the \"Update Map\" button in the upper left, the map will populate with station data. To avoid being overwhelmed with the map results, queries can be restricted both spatially, temporally, as well as in terms of data type, sample rate, and instrument orientation." + ] + }, + { + "cell_type": "markdown", + "id": "97dbcd22-2067-4b18-9dba-b6c5d3901449", + "metadata": {}, + "source": [ + "## FDSN formats\n", + "\n", + "Earthscope is one of several organizations that use standards defined by the International Federation of Digital Seismograph Networks (FDSN) which has specific conventions for specifying data time series. \n", + "\n", + "The FDSN gives detailed information of their \"SEED\" convention in the [SEED manual](http://www.fdsn.org/pdf/SEEDManual_V2.4_Appendix-A.pdf) and the interested reader is referred to that document for details on conventions, including an Appendix on channel naming conventions. \n", + "\n", + "For the example here, we need only know two things:\n", + "1. The Earthscope data collection is organized as a heirarchy, with the top level container being a \"network\", which in turn contains \"stations\" (physical observatories), which in turn contain \"channels\" which correspond to individual data streams from instruments. \n", + "2. that a 3-character code is used to specify a data stream, where the first character specifies sample rate, the second corresponds to the field being measured, and the third character indicates the orientation of the field.\n", + "\n", + "The main features of the interface will be illustrated for the purpose of magnetometer data.\n", + " - Magnetic data is associated with the SEED Instrument Code F, \n", + " - The SEED manual specifies that orientations for magnetometer data are [\"N\", \"E\", \"Z\"], however, in recent years the codes [\"1\", \"2\", \"3\"] have also been used.\n", + " - Many sample rates for magnetic field data are used, so we will use the wildcard character for sample rate ('\\*', '?').\n", + " - The '?' wildcard replaces a single character, whereas the '\\*' wildcard can replace mulitple values. We use '?' here.\n", + "\n", + " Notes:\n", + " - Using wildcards in the third (field component) position is not advised as the \"F\" designator can also be associated with station health metrics such \"VFP\" as Packet Buffer Usage.\n", + " - The \"Channel\" field in the map accepts lists. Thus, to get a sense of all the magnetometer data, one can place in the the channel field \"?F1, ?F2, ?F3, ?FN, ?FE, ?FZ\" as in the example below.\n", + " - Most Magnetometer measurements are 3-component, so it is normally sufficient to query one numeric style and on letter style component, for example [\"?F3, ?FZ\"] to get a sense of data coverage." + ] + }, + { + "attachments": { + "3d9aeb11-42e5-4f07-803a-3b90c55be383.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "7715f60b-81d0-4f1d-a10d-0ee9f4b53715", + "metadata": { + "tags": [] + }, + "source": [ + "![image_02.png](attachment:3d9aeb11-42e5-4f07-803a-3b90c55be383.png)\n" + ] + }, + { + "cell_type": "markdown", + "id": "664b2841-a268-45b9-a5dc-904388d32389", + "metadata": {}, + "source": [ + "### Figure 2: Spatial distribution of the EarthScope magnetic dataset\n", + "\n", + "Global data coverage returned from a query restricted only to magnetometer data." + ] + }, + { + "cell_type": "markdown", + "id": "e898fd23-c44b-490e-9a79-c6273308c078", + "metadata": {}, + "source": [ + "## Exploring Metadata Availability Programatically With Queries\n", + "\n", + "### Station Service\n", + "\n", + "Below are some code examples for programatically generating URLs for exploring metadata availability. All the qureries use the same base URL \"http://service.iris.edu/fdsnws\". For more detailed examples of generating URLs from queries see the Earthscope [URL Builder](http://service.iris.edu/fdsnws/station/docs/1/builder/) website.\n", + "\n", + "Here is an example of a URL that lists metadata for all stations and channels with magnetic field data:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6b1a3c79-eeb6-4adc-bef6-665e95c49f65", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "channel_list_URL: http://service.iris.edu/fdsnws/station/1/query?cha=?FE,?FN,?FZ,?F1,?F2,?F3&level=channel&format=text&includecomments=true&nodata=204\n" + ] + } + ], + "source": [ + "# Specify the base URL \n", + "fdsn_URL = \"http://service.iris.edu/fdsnws\"\n", + "\n", + "# magnetic query using seed conventions\n", + "channels=['?FE', '?FN', '?FZ','?F1','?F2', '?F3', ]\n", + "channels = ','.join(channels)\n", + "\n", + "\n", + "# To obtain a list of all stations available:\n", + "channel_list_URL=f\"{fdsn_URL}/station/1/query?cha={channels}&level=channel&format=text&includecomments=true&nodata=204\"\n", + "print(f\"channel_list_URL: {channel_list_URL}\")" + ] + }, + { + "attachments": { + "9dcef22d-fcea-4766-96fb-d9cfc3b48841.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "e36ffa03-de0a-4801-b123-bd630cbc6131", + "metadata": {}, + "source": [ + "![image_03.png](attachment:9dcef22d-fcea-4766-96fb-d9cfc3b48841.png)" + ] + }, + { + "cell_type": "markdown", + "id": "0e15d30f-69c2-432f-90b7-74fc9c6a7ca8", + "metadata": {}, + "source": [ + "### Figure 3: Screengrab of station list associated with magnetic field data. \n", + "\n", + "As of December 2023, this webpage has 13228 lines!" + ] + }, + { + "cell_type": "markdown", + "id": "9c158422-8cf4-435e-8023-c7cd051c9a01", + "metadata": {}, + "source": [ + "### Availability Service\n", + "\n", + "Note that each station is associated with a \"Network\" two-character code (first column in Figure above). We can specify a network and see detail about the stations associated with this network, if we want to explore data availability via tabular summaries instead of using the map. \n", + "\n", + "Below is a code snippet for accessing a data coverage (\\\"availability\\\") list for network \"4P\"." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a2e92a7e-07d7-4424-a07e-6cbab1992407", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "?FE,?FN,?FZ,?F1,?F2,?F3\n", + "channel_URL:\n", + " http://service.iris.edu/fdsnws/availability/1/query?format=text&net=4P&cha=?FE,?FN,?FZ,?F1,?F2,?F3&orderby=nslc_time_quality_samplerate&includerestricted=False&nodata=204\n" + ] + } + ], + "source": [ + "network = \"4P\"\n", + "channels_str = f\"{channels}\"\n", + "print(channels_str.replace(\" \",\"\"))\n", + "channel_URL = f\"{fdsn_URL}/availability/1/query?format=text&net={network}&cha={channels}&orderby=nslc_time_quality_samplerate&includerestricted=False&nodata=204\" \n", + "print(f\"channel_URL:\\n {channel_URL}\")" + ] + }, + { + "attachments": { + "5bb37e82-eaa9-4c68-aaef-de48ee549fff.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "6488cac4-c431-4530-be8b-72ddd78e37d5", + "metadata": {}, + "source": [ + "![figure_04_4P_station_list_top_dark.png](attachment:5bb37e82-eaa9-4c68-aaef-de48ee549fff.png)" + ] + }, + { + "cell_type": "markdown", + "id": "6a52afd9-192e-4e86-b487-caacfc2d22ba", + "metadata": {}, + "source": [ + "### Figure 4: Screengrab of availability URL for Network=\"4P\"" + ] + }, + { + "attachments": { + "7ac59a2d-e545-4ddc-9f8a-ff3e1d34d683.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "88bfd8a3-472c-4e6f-b7a9-ebf3112b99dc", + "metadata": {}, + "source": [ + "### Metadata Aggregator (MDA)\n", + "\n", + "Besides the tools described above, the Earthscope collection can be navigated heirarchically via the Metadata Aggregator [(MDA)](http://ds.iris.edu/mda/)\n", + "![Figure_05_MDA_webite.png](attachment:7ac59a2d-e545-4ddc-9f8a-ff3e1d34d683.png)\n" + ] + }, + { + "cell_type": "markdown", + "id": "3da960fb-e063-40bb-ba8f-15c97c860828", + "metadata": {}, + "source": [ + "### Figure 5: Earthscope Metadata Aggregator (MDA) website landing page." + ] + }, + { + "cell_type": "markdown", + "id": "22840116-ac79-4238-9831-0d95894ff556", + "metadata": {}, + "source": [ + "# 2. Case Study: \n", + "### Comparison with Published Observation (Heyns et al 2020)\n", + "\n", + "Here we will try to extract some magnetic field data and compare with published values.\n", + "\n", + "Lets use this manuscript https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2020SW002557" + ] + }, + { + "attachments": { + "5a87845c-fea2-4234-933f-13a42a61fa42.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "91bbbae2-fd6e-4038-be50-fb2fc1e5279d", + "metadata": {}, + "source": [ + "![image_06.png](attachment:5a87845c-fea2-4234-933f-13a42a61fa42.png)" + ] + }, + { + "cell_type": "markdown", + "id": "3bb1a654-f8a4-4299-9713-fd382eab0760", + "metadata": {}, + "source": [ + "### Figure 6: Title and Abstract from Heyns et al. 2020" + ] + }, + { + "cell_type": "markdown", + "id": "98944d23-3439-4274-9f0a-c1351f553a44", + "metadata": {}, + "source": [ + "Figure 1 from the above paper shows an image of a magnetic field time series." + ] + }, + { + "attachments": { + "113f2b6f-b27d-4c75-9dbd-02d49862d8bc.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "63c364d5-1b72-4a2d-8996-0165f59e2ce8", + "metadata": {}, + "source": [ + "![image_07.png](attachment:113f2b6f-b27d-4c75-9dbd-02d49862d8bc.png)" + ] + }, + { + "cell_type": "markdown", + "id": "fdf4d991-2bdd-44ef-8132-46f9d5ce7a1d", + "metadata": {}, + "source": [ + "### Figure 7: Screengrab of Figure 1 from Heyns et al. 2020\n", + "Note that the inset in the lower panel shows 35 minutes of data from the USGS FRD observatory, component B_y. This is the data we will examine." + ] + }, + { + "cell_type": "markdown", + "id": "99bb68bb-2a8b-4ea9-8cff-452a262a9da2", + "metadata": {}, + "source": [ + "We may be curious if other nearby stations also recorded the same fluctuations in the ambient magnetic field, which we will call the \"event\". We can query the Earthscope data availability to see of other stations were recoding during this time interval." + ] + }, + { + "cell_type": "markdown", + "id": "f1fdc62f-7da7-4cb5-accd-2f0292e6df03", + "metadata": {}, + "source": [ + "## Identify relevant stations" + ] + }, + { + "cell_type": "markdown", + "id": "57f6ebef-da3c-4397-8d7d-39c96bb45ef9", + "metadata": {}, + "source": [ + "We could download data from FRD by using intermagnet, or the MTH5 extension for global geomagnetic observatories but lets use an EarthScope station instead.\n", + "\n", + "The USGS website gives us the coordinates for FRD (near Fredricksburg VA):\n", + "\n", + "https://www.usgs.gov/programs/geomagnetism/science/fredericksburg-frd\n", + "\n", + "Station Id: FRD\n", + "\n", + "Location: Corbin, VA\n", + "\n", + "Latitude: 38.2047°N\n", + "\n", + "Longitude: 77.3729°W" + ] + }, + { + "cell_type": "markdown", + "id": "5c1b9c04-a07b-4be2-b03a-8e4e3a8ec82c", + "metadata": {}, + "source": [ + "- First, we get virginia on the map and center it (to the right because there are not many observatories in the Atlantic Ocean), then we enter a date range around that the day of interest:\n", + "[2015-06-01, 2015-06-30]\n", + "- Several search methods are available to put a geographic boundary on that search such as using a bounding box or a radius. Below is an example using \"bounding box\".\n", + "- Add ~5 degrees latitude and ~10 degees longitude around FRD to make a bounding box.\n", + "\n", + "**Note that Earthscope uses negative longitudes** To learn about this convetion and conversions, see this [webpage from NASA](https://ccmc.gsfc.nasa.gov/requests/instant/ranges.php)" + ] + }, + { + "attachments": { + "bbf8eed1-5799-4be2-9a2d-fb294e83863d.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "9c2931d8-6279-490f-93a3-e0d1858ddb9d", + "metadata": {}, + "source": [ + "![image_08.png](attachment:bbf8eed1-5799-4be2-9a2d-fb294e83863d.png)" + ] + }, + { + "cell_type": "markdown", + "id": "480ad84c-44a9-4613-8849-2c522fab58c7", + "metadata": {}, + "source": [ + "### Figure 8 Interactive map showing query results. \n", + "\n", + "Stations are shown with markers within the bounding box. Stations are tabulated below the map (and the list is scrollable). Clicking on a station marker makes a pop-up box, such as that shown for 4P ALW49." + ] + }, + { + "cell_type": "markdown", + "id": "fe29f856-29ab-4bb0-8245-48db54fcb7e6", + "metadata": {}, + "source": [ + "### Select a single station\n", + "\n", + "Let's pick the first one in alphabetical order. Using the map we can readily see that there are metadata available in our time range, though we need to make sure that there is also data for the period. Clicking a station makes a pop-up info box appear with further detail about the stations operating time range, and location. Clicking on \"more information\" in this box takes us to the metadata aggregator (MDA) page, as shown below:\n" + ] + }, + { + "attachments": { + "a5214a59-8ccc-4988-9011-57e5229ecc6b.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "7c82594e-6c78-4ab1-b093-56ac7ee58bc5", + "metadata": {}, + "source": [ + "![image_09.png](attachment:a5214a59-8ccc-4988-9011-57e5229ecc6b.png)" + ] + }, + { + "cell_type": "markdown", + "id": "85fb65e8-4c81-4d37-a82d-2917fdcb4bbe", + "metadata": {}, + "source": [ + "### Figure 9 MDA info about station ALW49" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "be8a98b9-1ece-4d9b-9358-53963d670bce", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station_availability_URL: http://service.iris.edu/fdsnws/availability/1/query?format=text&net=4P&sta=ALW49&cha=?FE,?FN,?FZ,?F1,?F2,?F3&orderby=nslc_time_quality_samplerate&includerestricted=False&nodata=204\n" + ] + } + ], + "source": [ + "# define the station\n", + "station = \"ALW49\"\n", + "# station = \"TNU48\"\n", + "\n", + "# We can also query availability for a stion restrict availability by station:\n", + "station_availability_URL = f\"{fdsn_URL}/availability/1/query?format=text&net={network}&sta={station}&cha={channels}&orderby=nslc_time_quality_samplerate&includerestricted=False&nodata=204\" \n", + "print(f\"station_availability_URL: {station_availability_URL}\")" + ] + }, + { + "attachments": { + "d7a65e1b-e4e1-4cf8-9f27-42adf5188575.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "74d6ddb5-2264-4db3-84bd-0b637d9c5d69", + "metadata": {}, + "source": [ + "![ALW49_restricted_query_with_highlights.png](attachment:d7a65e1b-e4e1-4cf8-9f27-42adf5188575.png)" + ] + }, + { + "cell_type": "markdown", + "id": "3c5cd54c-014a-4bc7-b203-8757c3c94907", + "metadata": {}, + "source": [ + "### Figure 10: 4P.ALW49 Data Availability\n", + "\n", + "Results of programatically building URL to see availability of station ALW49. Note that there are several data acquisition \"runs\" in the list. You can choose the relevant one(s) or just request the entire time interval, depending on your application. In this case we are interested in data on June 22, 2015, and we can see (highlighted rows) that all 3 channels were reporting data coverage for that time interval." + ] + }, + { + "cell_type": "markdown", + "id": "a675fe04-02d6-4fcd-8c3a-15fa2c07569d", + "metadata": { + "tags": [] + }, + "source": [ + "# 3. Define request dataframe\n", + "\n", + "MTH5 provides an interface to download time series from FDSN clients. The data requests are structured in tabular format, with one row for each requested time series. The columns of the table are listed below:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3d53249e-81b9-40e1-9dd5-01ee6d245d9e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['network', 'station', 'location', 'channel', 'start', 'end']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fdsn =FDSN()\n", + "fdsn.request_columns" + ] + }, + { + "cell_type": "markdown", + "id": "b1ff7a38-a6a7-4ab2-bae3-1bdd591284c0", + "metadata": {}, + "source": [ + "The request tables can be prepared as .csv or can be programatically generated as a pandas DataFrame.\n", + "\n", + "Below is an example of building a request dataframe. For start and end times, you can choose only the data of interest, or you can choose a larger interval to build the archive locally for later analysis. \n", + "\n", + "In the folowing example we first access the metadata from Earthscope and inspect it before requesting the data. \n", + "\n", + "Note:\n", + "- As seen in Figure 10 above, the location field for this data is not defined, so we just set the location column of the request dataframe to the empty string: \"\"\n", + "- When analysing short duration time intervals of data (short w.r.t. the duration of the entire data stream) such as in this case, where we are interested in around 35 minutes of data from a multiweek datastream, it is desireable if the requested data are longer than the data to be analysed. This is because the data calibration is done in frequency domain, and there can be artefacts of the FFT/IFFT at the edges of the time series. By padding the time interval of interest with data to either side you can ameliorate any such artefacts." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5d36492d-fb24-4bc6-8c40-500f373a6335", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the time interval of interest for future reference\n", + "time_interval_of_interest_start = \"2015-06-22T01:45:00\"\n", + "time_interval_of_interest_end = \"2015-06-22T02:20:00\"" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "96399b12-1dc8-4326-8e26-a11c9958e895", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Request List \n", + " [['4P', 'ALW49', '', 'LFE', '2015-06-17T19:01:16', '2015-07-28T18:51:24'], ['4P', 'ALW49', '', 'LFN', '2015-06-17T19:01:16', '2015-07-28T18:51:24'], ['4P', 'ALW49', '', 'LFZ', '2015-06-17T19:01:16', '2015-07-28T18:51:24']]\n", + "\n", + "\n", + " metadata_request_df \n", + " \n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
networkstationlocationchannelstartend
04PALW49LFE2015-06-17T19:01:162015-07-28T18:51:24
14PALW49LFN2015-06-17T19:01:162015-07-28T18:51:24
24PALW49LFZ2015-06-17T19:01:162015-07-28T18:51:24
\n", + "
" + ], + "text/plain": [ + " network station location channel start end\n", + "0 4P ALW49 LFE 2015-06-17T19:01:16 2015-07-28T18:51:24\n", + "1 4P ALW49 LFN 2015-06-17T19:01:16 2015-07-28T18:51:24\n", + "2 4P ALW49 LFZ 2015-06-17T19:01:16 2015-07-28T18:51:24" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Generate data frame telling FDSN data provided \n", + "# Network, Station, Location, Channel, Startime, Endtime codes of interest\n", + "network = \"4P\"\n", + "channels = [ \"LFE\", \"LFN\", \"LFZ\", ]\n", + "\n", + "# ALW49 RUN BOUNDS\n", + "if station == \"ALW49\":\n", + " start = '2015-06-17T19:01:16'\n", + " end = '2015-07-28T18:51:24'\n", + " #start = time_interval_of_interest_start\n", + " #end = time_interval_of_interest_end\n", + "elif station == \"TNU48\":\n", + " start = '2015-06-14T15:13:54.000000Z'\n", + " end = '2015-06-26T17:53:14.000000Z'\n", + "else:\n", + " start = '2015-06-01T12:00:00'\n", + " end = '2015-07-01T12:00:00'\n", + "\n", + "request_list = []\n", + "for channel in channels:\n", + " request = [network, station, \"\", channel, start, end]\n", + " request_list.append(request)\n", + "\n", + "print(f\"Request List \\n {request_list}\")\n", + "\n", + "# Turn list into dataframe\n", + "metadata_request_df = pd.DataFrame(request_list, columns=fdsn.request_columns)\n", + "\n", + "# Optionally save to a csv:\n", + "metadata_request_df.to_csv(f\"{station}_request.csv\", index=False)\n", + "\n", + "print(f\"\\n\\n metadata_request_df \\n \")\n", + "metadata_request_df" + ] + }, + { + "cell_type": "markdown", + "id": "ea3028fb-1b4b-4a1f-8296-eba90de8d32a", + "metadata": {}, + "source": [ + "# 4. Build MTH5 \n", + "### (metadata only)\n", + "\n", + "This has already been outlined in the MTH5 documentation, and the following is based on an [example in MTH5 for station CAS04](https://github.com/kujaku11/mth5/blob/master/docs/examples/notebooks/make_mth5_driver_v0.2.0.ipynb)\n", + "\n", + "We start by building an inventory from the metadata. The inventory is an obspy object, but an mt_metadata \"experiment\" object is the equivalent representation as shown below. It is good practice to first inspect the experiment to verify the data availability." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "baba5749-e0bd-41dd-856b-a6bce2ff269a", + "metadata": {}, + "outputs": [], + "source": [ + "inventory, traces = fdsn.get_inventory_from_df(metadata_request_df, data=False)\n", + "translator = XMLInventoryMTExperiment()\n", + "experiment = translator.xml_to_mt(inventory_object=inventory)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "ecc2116c-0efe-456d-855d-6acc7271291f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Inventory created at 2024-02-18T17:58:28.773323Z\n", + "\tCreated by: ObsPy 1.4.0\n", + "\t\t https://www.obspy.org\n", + "\tSending institution: MTH5\n", + "\tContains:\n", + "\t\tNetworks (1):\n", + "\t\t\t4P\n", + "\t\tStations (1):\n", + "\t\t\t4P.ALW49 (Jacobs Mountain, AL, USA)\n", + "\t\tChannels (3):\n", + "\t\t\t4P.ALW49..LFZ, 4P.ALW49..LFN, 4P.ALW49..LFE" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inventory" + ] + }, + { + "cell_type": "markdown", + "id": "3a5fa94a-21a0-4566-8361-2ef79c65fc0e", + "metadata": {}, + "source": [ + "The inventory can be explrored using the tools in obspy, but here we use the MTH5 container, the \"experiment\". The MTH5 uses a hierarchy that is analagous to FDSN, but with some differences. These will not be discussed in detail, but the important points are:\n", + "\n", + "1. MTH5 has a \"survey\" level, which is similar to FDSN's top-level \"network\"\n", + "2. MTH5 has one level above \"survey\", the \"experiment\", which allows for the mixing of multiple networks in a single archive." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bfb17086-fde2-4470-8c7a-95b13f04523e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Experiment Contents\n", + "--------------------\n", + "Number of Surveys: 1\n", + " Survey ID: Transportable Array\n", + " Number of Stations: 1\n", + " Number of Filters: 5\n", + " --------------------\n", + " Filter Name: magnetic_butterworth_low_pass\n", + " Filter Type: zpk\n", + " --------------------\n", + " Filter Name: magnetic_analog_to_digital\n", + " Filter Type: coefficient\n", + " --------------------\n", + " Filter Name: hy_time_offset\n", + " Filter Type: time delay\n", + " --------------------\n", + " Filter Name: hx_time_offset\n", + " Filter Type: time delay\n", + " --------------------\n", + " Filter Name: hz_time_offset\n", + " Filter Type: time delay\n", + " --------------------\n", + " Station ID: ALW49\n", + " Number of Runs: 7\n", + " --------------------\n", + " Run ID: a\n", + " Number of Channels: 3\n", + " Recorded Channels: hy, hx, hz\n", + " Start: 2015-06-05T23:03:39+00:00\n", + " End: 2015-06-05T23:34:17+00:00\n", + " --------------------\n", + " Run ID: b\n", + " Number of Channels: 3\n", + " Recorded Channels: hy, hx, hz\n", + " Start: 2015-06-05T23:40:48+00:00\n", + " End: 2015-06-17T16:52:19+00:00\n", + " --------------------\n", + " Run ID: c\n", + " Number of Channels: 3\n", + " Recorded Channels: hy, hx, hz\n", + " Start: 2015-06-17T17:38:32+00:00\n", + " End: 2015-06-17T18:06:50+00:00\n", + " --------------------\n", + " Run ID: d\n", + " Number of Channels: 3\n", + " Recorded Channels: hy, hx, hz\n", + " Start: 2015-06-17T18:31:31+00:00\n", + " End: 2015-06-17T18:52:21+00:00\n", + " --------------------\n", + " Run ID: e\n", + " Number of Channels: 3\n", + " Recorded Channels: hy, hx, hz\n", + " Start: 2015-06-17T19:01:16+00:00\n", + " End: 2015-06-28T18:51:24+00:00\n", + " --------------------\n", + " Run ID: f\n", + " Number of Channels: 3\n", + " Recorded Channels: hy, hx, hz\n", + " Start: 2015-06-28T19:27:19+00:00\n", + " End: 2015-07-09T17:13:24+00:00\n", + " --------------------\n", + " Run ID: g\n", + " Number of Channels: 3\n", + " Recorded Channels: hy, hx, hz\n", + " Start: 2015-07-09T17:35:58+00:00\n", + " End: 2015-07-20T13:39:23+00:00\n", + " --------------------" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "experiment" + ] + }, + { + "cell_type": "markdown", + "id": "f3bb118a-353a-4890-9af8-542561d2826a", + "metadata": {}, + "source": [ + "Note that we only specified a short time interval of interest but the experiment (and its inventory parent) have information about the entire station history." + ] + }, + { + "cell_type": "markdown", + "id": "c008f6f1-deea-4b03-bd69-a5e5ac99a55f", + "metadata": {}, + "source": [ + "### Tabulated Metadata\n", + "\n", + "We can optionally build a \"dataless\" mth5 from this inventory. The dataless MTH5 can be useful because it provides programmatic access to a summary of the available data in a pandas DataFrame as shown below:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "07dccad2-cc68-44d4-aafc-1a5545ced1cb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33m\u001b[1m2024-02-18T09:58:29.729337-0800 | WARNING | mth5.utils.helpers | initialize_mth5 | File tmp.h5 exists, removing from file system.\n", + " closing all open h5 files before removal\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:30.076350-0800 | INFO | mth5.mth5 | _initialize_file | Initialized MTH5 0.1.0 file tmp.h5 in mode w\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunlatitudelongitudeelevationcomponentstartendn_samplessample_ratemeasurement_typeazimuthtiltunitshdf5_referencerun_hdf5_referencestation_hdf5_reference
0Transportable ArrayALW49a34.803785-86.182793493.139063hx2015-06-05 23:03:39+00:002015-06-05 23:34:17+00:0018381.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
1Transportable ArrayALW49a34.803785-86.182793493.139063hy2015-06-05 23:03:39+00:002015-06-05 23:34:17+00:0018381.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
2Transportable ArrayALW49a34.803785-86.182793493.139063hz2015-06-05 23:03:39+00:002015-06-05 23:34:17+00:0018381.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
3Transportable ArrayALW49b34.803785-86.182793493.139063hx2015-06-05 23:40:48+00:002015-06-17 16:52:19+00:0010122911.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
4Transportable ArrayALW49b34.803785-86.182793493.139063hy2015-06-05 23:40:48+00:002015-06-17 16:52:19+00:0010122911.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
5Transportable ArrayALW49b34.803785-86.182793493.139063hz2015-06-05 23:40:48+00:002015-06-17 16:52:19+00:0010122911.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
6Transportable ArrayALW49c34.803785-86.182793493.139063hx2015-06-17 17:38:32+00:002015-06-17 18:06:50+00:0016981.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
7Transportable ArrayALW49c34.803785-86.182793493.139063hy2015-06-17 17:38:32+00:002015-06-17 18:06:50+00:0016981.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
8Transportable ArrayALW49c34.803785-86.182793493.139063hz2015-06-17 17:38:32+00:002015-06-17 18:06:50+00:0016981.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
9Transportable ArrayALW49d34.803785-86.182793493.139063hx2015-06-17 18:31:31+00:002015-06-17 18:52:21+00:0012501.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
10Transportable ArrayALW49d34.803785-86.182793493.139063hy2015-06-17 18:31:31+00:002015-06-17 18:52:21+00:0012501.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
11Transportable ArrayALW49d34.803785-86.182793493.139063hz2015-06-17 18:31:31+00:002015-06-17 18:52:21+00:0012501.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
12Transportable ArrayALW49e34.803785-86.182793493.139063hx2015-06-17 19:01:16+00:002015-06-28 18:51:24+00:009498081.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
13Transportable ArrayALW49e34.803785-86.182793493.139063hy2015-06-17 19:01:16+00:002015-06-28 18:51:24+00:009498081.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
14Transportable ArrayALW49e34.803785-86.182793493.139063hz2015-06-17 19:01:16+00:002015-06-28 18:51:24+00:009498081.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
15Transportable ArrayALW49f34.803785-86.182793493.139063hx2015-06-28 19:27:19+00:002015-07-09 17:13:24+00:009423651.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
16Transportable ArrayALW49f34.803785-86.182793493.139063hy2015-06-28 19:27:19+00:002015-07-09 17:13:24+00:009423651.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
17Transportable ArrayALW49f34.803785-86.182793493.139063hz2015-06-28 19:27:19+00:002015-07-09 17:13:24+00:009423651.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
18Transportable ArrayALW49g34.803785-86.182793493.139063hx2015-07-09 17:35:58+00:002015-07-20 13:39:23+00:009362051.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
19Transportable ArrayALW49g34.803785-86.182793493.139063hy2015-07-09 17:35:58+00:002015-07-20 13:39:23+00:009362051.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
20Transportable ArrayALW49g34.803785-86.182793493.139063hz2015-07-09 17:35:58+00:002015-07-20 13:39:23+00:009362051.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " survey station run latitude longitude elevation \\\n", + "0 Transportable Array ALW49 a 34.803785 -86.182793 493.139063 \n", + "1 Transportable Array ALW49 a 34.803785 -86.182793 493.139063 \n", + "2 Transportable Array ALW49 a 34.803785 -86.182793 493.139063 \n", + "3 Transportable Array ALW49 b 34.803785 -86.182793 493.139063 \n", + "4 Transportable Array ALW49 b 34.803785 -86.182793 493.139063 \n", + "5 Transportable Array ALW49 b 34.803785 -86.182793 493.139063 \n", + "6 Transportable Array ALW49 c 34.803785 -86.182793 493.139063 \n", + "7 Transportable Array ALW49 c 34.803785 -86.182793 493.139063 \n", + "8 Transportable Array ALW49 c 34.803785 -86.182793 493.139063 \n", + "9 Transportable Array ALW49 d 34.803785 -86.182793 493.139063 \n", + "10 Transportable Array ALW49 d 34.803785 -86.182793 493.139063 \n", + "11 Transportable Array ALW49 d 34.803785 -86.182793 493.139063 \n", + "12 Transportable Array ALW49 e 34.803785 -86.182793 493.139063 \n", + "13 Transportable Array ALW49 e 34.803785 -86.182793 493.139063 \n", + "14 Transportable Array ALW49 e 34.803785 -86.182793 493.139063 \n", + "15 Transportable Array ALW49 f 34.803785 -86.182793 493.139063 \n", + "16 Transportable Array ALW49 f 34.803785 -86.182793 493.139063 \n", + "17 Transportable Array ALW49 f 34.803785 -86.182793 493.139063 \n", + "18 Transportable Array ALW49 g 34.803785 -86.182793 493.139063 \n", + "19 Transportable Array ALW49 g 34.803785 -86.182793 493.139063 \n", + "20 Transportable Array ALW49 g 34.803785 -86.182793 493.139063 \n", + "\n", + " component start end n_samples \\\n", + "0 hx 2015-06-05 23:03:39+00:00 2015-06-05 23:34:17+00:00 1838 \n", + "1 hy 2015-06-05 23:03:39+00:00 2015-06-05 23:34:17+00:00 1838 \n", + "2 hz 2015-06-05 23:03:39+00:00 2015-06-05 23:34:17+00:00 1838 \n", + "3 hx 2015-06-05 23:40:48+00:00 2015-06-17 16:52:19+00:00 1012291 \n", + "4 hy 2015-06-05 23:40:48+00:00 2015-06-17 16:52:19+00:00 1012291 \n", + "5 hz 2015-06-05 23:40:48+00:00 2015-06-17 16:52:19+00:00 1012291 \n", + "6 hx 2015-06-17 17:38:32+00:00 2015-06-17 18:06:50+00:00 1698 \n", + "7 hy 2015-06-17 17:38:32+00:00 2015-06-17 18:06:50+00:00 1698 \n", + "8 hz 2015-06-17 17:38:32+00:00 2015-06-17 18:06:50+00:00 1698 \n", + "9 hx 2015-06-17 18:31:31+00:00 2015-06-17 18:52:21+00:00 1250 \n", + "10 hy 2015-06-17 18:31:31+00:00 2015-06-17 18:52:21+00:00 1250 \n", + "11 hz 2015-06-17 18:31:31+00:00 2015-06-17 18:52:21+00:00 1250 \n", + "12 hx 2015-06-17 19:01:16+00:00 2015-06-28 18:51:24+00:00 949808 \n", + "13 hy 2015-06-17 19:01:16+00:00 2015-06-28 18:51:24+00:00 949808 \n", + "14 hz 2015-06-17 19:01:16+00:00 2015-06-28 18:51:24+00:00 949808 \n", + "15 hx 2015-06-28 19:27:19+00:00 2015-07-09 17:13:24+00:00 942365 \n", + "16 hy 2015-06-28 19:27:19+00:00 2015-07-09 17:13:24+00:00 942365 \n", + "17 hz 2015-06-28 19:27:19+00:00 2015-07-09 17:13:24+00:00 942365 \n", + "18 hx 2015-07-09 17:35:58+00:00 2015-07-20 13:39:23+00:00 936205 \n", + "19 hy 2015-07-09 17:35:58+00:00 2015-07-20 13:39:23+00:00 936205 \n", + "20 hz 2015-07-09 17:35:58+00:00 2015-07-20 13:39:23+00:00 936205 \n", + "\n", + " sample_rate measurement_type azimuth tilt units \\\n", + "0 1.0 magnetic 357.1 0.0 digital counts \n", + "1 1.0 magnetic 87.1 0.0 digital counts \n", + "2 1.0 magnetic 0.0 90.0 digital counts \n", + "3 1.0 magnetic 357.1 0.0 digital counts \n", + "4 1.0 magnetic 87.1 0.0 digital counts \n", + "5 1.0 magnetic 0.0 90.0 digital counts \n", + "6 1.0 magnetic 357.1 0.0 digital counts \n", + "7 1.0 magnetic 87.1 0.0 digital counts \n", + "8 1.0 magnetic 0.0 90.0 digital counts \n", + "9 1.0 magnetic 357.1 0.0 digital counts \n", + "10 1.0 magnetic 87.1 0.0 digital counts \n", + "11 1.0 magnetic 0.0 90.0 digital counts \n", + "12 1.0 magnetic 357.1 0.0 digital counts \n", + "13 1.0 magnetic 87.1 0.0 digital counts \n", + "14 1.0 magnetic 0.0 90.0 digital counts \n", + "15 1.0 magnetic 357.1 0.0 digital counts \n", + "16 1.0 magnetic 87.1 0.0 digital counts \n", + "17 1.0 magnetic 0.0 90.0 digital counts \n", + "18 1.0 magnetic 357.1 0.0 digital counts \n", + "19 1.0 magnetic 87.1 0.0 digital counts \n", + "20 1.0 magnetic 0.0 90.0 digital counts \n", + "\n", + " hdf5_reference run_hdf5_reference station_hdf5_reference \n", + "0 \n", + "1 \n", + "2 \n", + "3 \n", + "4 \n", + "5 \n", + "6 \n", + "7 \n", + "8 \n", + "9 \n", + "10 \n", + "11 \n", + "12 \n", + "13 \n", + "14 \n", + "15 \n", + "16 \n", + "17 \n", + "18 \n", + "19 \n", + "20 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Initialize an mth5 container, packing the metadata contained in \"experiment\" variable\n", + "h5_path = \"tmp.h5\"\n", + "mth5_obj = initialize_mth5(h5_path, mode=\"w\") # mode=\"a\" allows you to aggregate results\n", + "mth5_obj.from_experiment(experiment)\n", + "mth5_obj.channel_summary.summarize()\n", + "\n", + "summary_df = mth5_obj.channel_summary.to_dataframe()\n", + "summary_df" + ] + }, + { + "cell_type": "markdown", + "id": "76df81ef-2a68-427e-a775-b7bfb0bc25f9", + "metadata": {}, + "source": [ + "The channel summary provides a complete list of available data split into \"Runs\" -- contiguous blocks of available data for a particular channel.\n", + "\n", + "This information can be a little dense as the archives grow ... You can look at a lower density form of data availability in the HDF5 file several ways. \n", + "\n", + "One way is to access the \"run_summary\" method of the \"Station\" group within the mth5 as shown in the snippet below:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "b8ea7922-94d1-461d-9828-ccbb6f22fa4e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
stationstartendlatitudelongitude
0ALW492015-06-05 23:03:39+00:002015-07-20 13:39:23+00:0034.803785-86.182793
\n", + "
" + ], + "text/plain": [ + " station start end latitude \\\n", + "0 ALW49 2015-06-05 23:03:39+00:00 2015-07-20 13:39:23+00:00 34.803785 \n", + "\n", + " longitude \n", + "0 -86.182793 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(type(mth5_obj.stations_group))\n", + "mth5_obj.stations_group.station_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "434fac65-a8d4-43ca-b9b3-bf321e0811c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idstartendcomponentsmeasurement_typesample_ratehdf5_reference
0a2015-06-05 23:03:392015-06-05 23:34:17hx,hy,hzBB, LP1.0<HDF5 object reference>
1b2015-06-05 23:40:482015-06-17 16:52:19hx,hy,hzBB, LP1.0<HDF5 object reference>
2c2015-06-17 17:38:322015-06-17 18:06:50hx,hy,hzBB, LP1.0<HDF5 object reference>
3d2015-06-17 18:31:312015-06-17 18:52:21hx,hy,hzBB, LP1.0<HDF5 object reference>
4e2015-06-17 19:01:162015-06-28 18:51:24hx,hy,hzBB, LP1.0<HDF5 object reference>
5f2015-06-28 19:27:192015-07-09 17:13:24hx,hy,hzBB, LP1.0<HDF5 object reference>
6g2015-07-09 17:35:582015-07-20 13:39:23hx,hy,hzBB, LP1.0<HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " id start end components measurement_type \\\n", + "0 a 2015-06-05 23:03:39 2015-06-05 23:34:17 hx,hy,hz BB, LP \n", + "1 b 2015-06-05 23:40:48 2015-06-17 16:52:19 hx,hy,hz BB, LP \n", + "2 c 2015-06-17 17:38:32 2015-06-17 18:06:50 hx,hy,hz BB, LP \n", + "3 d 2015-06-17 18:31:31 2015-06-17 18:52:21 hx,hy,hz BB, LP \n", + "4 e 2015-06-17 19:01:16 2015-06-28 18:51:24 hx,hy,hz BB, LP \n", + "5 f 2015-06-28 19:27:19 2015-07-09 17:13:24 hx,hy,hz BB, LP \n", + "6 g 2015-07-09 17:35:58 2015-07-20 13:39:23 hx,hy,hz BB, LP \n", + "\n", + " sample_rate hdf5_reference \n", + "0 1.0 \n", + "1 1.0 \n", + "2 1.0 \n", + "3 1.0 \n", + "4 1.0 \n", + "5 1.0 \n", + "6 1.0 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "station_obj = mth5_obj.get_station(\"ALW49\")\n", + "station_obj.run_summary\n" + ] + }, + { + "cell_type": "markdown", + "id": "a587606c-dd32-4e85-b438-a19999e8e8cc", + "metadata": {}, + "source": [ + "Now we can see the time intervals available in a neat table, and we can also make a copy of this table and operate on it if we like. \n", + "Here is an example snippet showing how to isolate the run containing the time interval of interest from the run summary:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4e9e29d8-5569-4244-bc5e-b54edc14b555", + "metadata": {}, + "outputs": [], + "source": [ + "run_summary_df = station_obj.run_summary.copy(deep=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "54174613-14f7-48bb-87ae-aaa708b8661d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idstartendcomponentsmeasurement_typesample_ratehdf5_referenceduration
0a2015-06-05 23:03:392015-06-05 23:34:17hx,hy,hzBB, LP1.0<HDF5 object reference>0 days 00:30:38
1b2015-06-05 23:40:482015-06-17 16:52:19hx,hy,hzBB, LP1.0<HDF5 object reference>11 days 17:11:31
2c2015-06-17 17:38:322015-06-17 18:06:50hx,hy,hzBB, LP1.0<HDF5 object reference>0 days 00:28:18
3d2015-06-17 18:31:312015-06-17 18:52:21hx,hy,hzBB, LP1.0<HDF5 object reference>0 days 00:20:50
4e2015-06-17 19:01:162015-06-28 18:51:24hx,hy,hzBB, LP1.0<HDF5 object reference>10 days 23:50:08
5f2015-06-28 19:27:192015-07-09 17:13:24hx,hy,hzBB, LP1.0<HDF5 object reference>10 days 21:46:05
6g2015-07-09 17:35:582015-07-20 13:39:23hx,hy,hzBB, LP1.0<HDF5 object reference>10 days 20:03:25
\n", + "
" + ], + "text/plain": [ + " id start end components measurement_type \\\n", + "0 a 2015-06-05 23:03:39 2015-06-05 23:34:17 hx,hy,hz BB, LP \n", + "1 b 2015-06-05 23:40:48 2015-06-17 16:52:19 hx,hy,hz BB, LP \n", + "2 c 2015-06-17 17:38:32 2015-06-17 18:06:50 hx,hy,hz BB, LP \n", + "3 d 2015-06-17 18:31:31 2015-06-17 18:52:21 hx,hy,hz BB, LP \n", + "4 e 2015-06-17 19:01:16 2015-06-28 18:51:24 hx,hy,hz BB, LP \n", + "5 f 2015-06-28 19:27:19 2015-07-09 17:13:24 hx,hy,hz BB, LP \n", + "6 g 2015-07-09 17:35:58 2015-07-20 13:39:23 hx,hy,hz BB, LP \n", + "\n", + " sample_rate hdf5_reference duration \n", + "0 1.0 0 days 00:30:38 \n", + "1 1.0 11 days 17:11:31 \n", + "2 1.0 0 days 00:28:18 \n", + "3 1.0 0 days 00:20:50 \n", + "4 1.0 10 days 23:50:08 \n", + "5 1.0 10 days 21:46:05 \n", + "6 1.0 10 days 20:03:25 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "run_summary_df[\"duration\"] = run_summary_df[\"end\"] - run_summary_df[\"start\"]\n", + "run_summary_df" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1e3db798-1dab-4d18-8c0c-7b75d0a18f82", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idstartendcomponentsmeasurement_typesample_ratehdf5_referenceduration
4e2015-06-17 19:01:162015-06-28 18:51:24hx,hy,hzBB, LP1.0<HDF5 object reference>10 days 23:50:08
\n", + "
" + ], + "text/plain": [ + " id start end components measurement_type \\\n", + "4 e 2015-06-17 19:01:16 2015-06-28 18:51:24 hx,hy,hz BB, LP \n", + "\n", + " sample_rate hdf5_reference duration \n", + "4 1.0 10 days 23:50:08 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cond1 = run_summary_df.startpd.Timestamp(time_interval_of_interest_end)\n", + "\n", + "run_of_interest = run_summary_df[cond1 & cond2]\n", + "run_of_interest" + ] + }, + { + "cell_type": "markdown", + "id": "ede7f74e-1b2d-47d0-949f-82bdf0bfd171", + "metadata": {}, + "source": [ + "If the time period of interest fits inside a contiguous run, we can filter that row as above" + ] + }, + { + "cell_type": "markdown", + "id": "10e4e5a3-e7bd-48a2-a6dd-b8c03d78a85e", + "metadata": {}, + "source": [ + "# 5. Build MTH5 (with data)\n", + "\n", + "Get the data for this run pulled down to our local machine" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "bd020825-198f-4ee7-aeab-f31d0c5e3b56", + "metadata": {}, + "outputs": [], + "source": [ + "client = \"IRIS\"\n", + "mth5_version = \"0.1.0\" \n", + "# mth5_version = \"0.2.0\"\n", + "interact = False\n", + "\n", + "maker = MakeMTH5(mth5_version=mth5_version, client=client)\n", + "maker.client = client" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "9636fb07-8eb9-420a-8601-750c2ab238af", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
networkstationlocationchannelstartend
04PALW49LFE2015-06-17T19:01:162015-07-28T18:51:24
14PALW49LFN2015-06-17T19:01:162015-07-28T18:51:24
24PALW49LFZ2015-06-17T19:01:162015-07-28T18:51:24
\n", + "
" + ], + "text/plain": [ + " network station location channel start end\n", + "0 4P ALW49 LFE 2015-06-17T19:01:16 2015-07-28T18:51:24\n", + "1 4P ALW49 LFN 2015-06-17T19:01:16 2015-07-28T18:51:24\n", + "2 4P ALW49 LFZ 2015-06-17T19:01:16 2015-07-28T18:51:24" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metadata_request_df" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "5a2216ba-a7e3-48f3-920d-bdb16f68e053", + "metadata": {}, + "outputs": [], + "source": [ + "# A channel summary can be transformed into a request dataframe for the specific runs of interest\n", + "# but you would need to install aurora for this\n", + "# from aurora.sandbox.mth5_channel_summary_helpers import channel_summary_to_make_mth5\n", + "# active_runs = [\"b\", ]\n", + "# if active_runs:\n", + "# summary_df = summary_df[summary_df[\"run\"].isin(active_runs)] # summary_df[0:5]\n", + "# data_request_df = channel_summary_to_make_mth5(summary_df, network=network, verbose=True)\n", + "\n", + "data_request_df = metadata_request_df.copy(deep=True)\n", + "data_request_df.start = run_of_interest.iloc[0].start\n", + "data_request_df.end = run_of_interest.iloc[0].end" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "3c2b0320-a489-4ba2-b22e-c0857ff99072", + "metadata": {}, + "outputs": [], + "source": [ + "data_request_df.to_csv(f\"{station}_request.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "8df5a800-16d4-4609-9729-e63dc7bcc282", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
networkstationlocationchannelstartend
04PALW49LFE2015-06-17 19:01:162015-06-28 18:51:24
14PALW49LFN2015-06-17 19:01:162015-06-28 18:51:24
24PALW49LFZ2015-06-17 19:01:162015-06-28 18:51:24
\n", + "
" + ], + "text/plain": [ + " network station location channel start end\n", + "0 4P ALW49 LFE 2015-06-17 19:01:16 2015-06-28 18:51:24\n", + "1 4P ALW49 LFN 2015-06-17 19:01:16 2015-06-28 18:51:24\n", + "2 4P ALW49 LFZ 2015-06-17 19:01:16 2015-06-28 18:51:24" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_request_df" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "03621a88-2032-4e24-974a-4fcdf975b759", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33m\u001b[1m2024-02-18T09:58:30.872110-0800 | WARNING | mth5.mth5 | open_mth5 | 4P_ALW49.h5 will be overwritten in 'w' mode\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:31.155219-0800 | INFO | mth5.mth5 | _initialize_file | Initialized MTH5 0.1.0 file /home/kkappler/software/irismt/aurora/docs/examples/4P_ALW49.h5 in mode w\u001b[0m\n", + "\u001b[33m\u001b[1m2024-02-18T09:58:39.337440-0800 | WARNING | mth5.clients.fdsn | wrangle_runs_into_containers | More or less runs have been requested by the user than are defined in the metadata. Runs will be defined but only the requested run extents contain time series data based on the users request.\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:39.351449-0800 | INFO | mth5.groups.base | _add_group | RunGroup a already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:39.387386-0800 | INFO | mth5.groups.base | _add_group | RunGroup b already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:39.419352-0800 | INFO | mth5.groups.base | _add_group | RunGroup c already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:39.451092-0800 | INFO | mth5.groups.base | _add_group | RunGroup d already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:39.481063-0800 | INFO | mth5.groups.base | _add_group | RunGroup e already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m2024-02-18T09:58:39.821331-0800 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id e. Setting to ch.run_metadata.id to e\u001b[0m\n", + "\u001b[33m\u001b[1m2024-02-18T09:58:39.968630-0800 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id e. Setting to ch.run_metadata.id to e\u001b[0m\n", + "\u001b[33m\u001b[1m2024-02-18T09:58:40.117319-0800 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id e. Setting to ch.run_metadata.id to e\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:40.216727-0800 | INFO | mth5.groups.base | _add_group | RunGroup f already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:40.248284-0800 | INFO | mth5.groups.base | _add_group | RunGroup g already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:40.313005-0800 | INFO | mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/4P_ALW49.h5\u001b[0m\n", + "\u001b[33m\u001b[1m2024-02-18T09:58:40.314343-0800 | WARNING | mth5.mth5 | filename | MTH5 file is not open or has not been created yet. Returning default name\u001b[0m\n", + "Made MTH5 at /home/kkappler/software/irismt/aurora/docs/examples/4P_ALW49.h5\n" + ] + } + ], + "source": [ + "mth5_obj = maker.from_fdsn_client(data_request_df, path=\"\", interact=interact)\n", + "if interact:\n", + " mth5_path = mth5_obj.filename\n", + "else:\n", + " mth5_path = mth5_obj\n", + "print(f\"Made MTH5 at {mth5_path}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a8262926-8202-4e8d-b8c6-4e01fe8cf63d", + "metadata": {}, + "outputs": [], + "source": [ + "m = MTH5()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "24e81544-2632-4233-8aa5-90b21588178c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "/:\n", + "====================\n", + " |- Group: Survey\n", + " ----------------\n", + " |- Group: Filters\n", + " -----------------\n", + " |- Group: coefficient\n", + " ---------------------\n", + " |- Group: magnetic_analog_to_digital\n", + " ------------------------------------\n", + " |- Group: fap\n", + " -------------\n", + " |- Group: fir\n", + " -------------\n", + " |- Group: time_delay\n", + " --------------------\n", + " |- Group: hx_time_offset\n", + " ------------------------\n", + " |- Group: hy_time_offset\n", + " ------------------------\n", + " |- Group: hz_time_offset\n", + " ------------------------\n", + " |- Group: zpk\n", + " -------------\n", + " |- Group: magnetic_butterworth_low_pass\n", + " ---------------------------------------\n", + " --> Dataset: poles\n", + " ....................\n", + " --> Dataset: zeros\n", + " ....................\n", + " |- Group: Reports\n", + " -----------------\n", + " |- Group: Standards\n", + " -------------------\n", + " --> Dataset: summary\n", + " ......................\n", + " |- Group: Stations\n", + " ------------------\n", + " |- Group: ALW49\n", + " ---------------\n", + " |- Group: Fourier_Coefficients\n", + " ------------------------------\n", + " |- Group: Transfer_Functions\n", + " ----------------------------\n", + " |- Group: a\n", + " -----------\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: b\n", + " -----------\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: c\n", + " -----------\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: d\n", + " -----------\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: e\n", + " -----------\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: f\n", + " -----------\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: g\n", + " -----------\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " --> Dataset: channel_summary\n", + " ..............................\n", + " --> Dataset: tf_summary\n", + " ........................." + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m.open_mth5(mth5_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "3279723d-ddde-4295-8d56-99af6ea773ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunlatitudelongitudeelevationcomponentstartendn_samplessample_ratemeasurement_typeazimuthtiltunitshdf5_referencerun_hdf5_referencestation_hdf5_reference
0Transportable ArrayALW49a34.803785-86.182793493.139063hx2015-06-05 23:03:39+00:002015-06-05 23:34:17+00:0018381.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
1Transportable ArrayALW49a34.803785-86.182793493.139063hy2015-06-05 23:03:39+00:002015-06-05 23:34:17+00:0018381.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
2Transportable ArrayALW49a34.803785-86.182793493.139063hz2015-06-05 23:03:39+00:002015-06-05 23:34:17+00:0018381.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
3Transportable ArrayALW49b34.803785-86.182793493.139063hx2015-06-05 23:40:48+00:002015-06-17 16:52:19+00:0010122911.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
4Transportable ArrayALW49b34.803785-86.182793493.139063hy2015-06-05 23:40:48+00:002015-06-17 16:52:19+00:0010122911.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
5Transportable ArrayALW49b34.803785-86.182793493.139063hz2015-06-05 23:40:48+00:002015-06-17 16:52:19+00:0010122911.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
6Transportable ArrayALW49c34.803785-86.182793493.139063hx2015-06-17 17:38:32+00:002015-06-17 18:06:50+00:0016981.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
7Transportable ArrayALW49c34.803785-86.182793493.139063hy2015-06-17 17:38:32+00:002015-06-17 18:06:50+00:0016981.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
8Transportable ArrayALW49c34.803785-86.182793493.139063hz2015-06-17 17:38:32+00:002015-06-17 18:06:50+00:0016981.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
9Transportable ArrayALW49d34.803785-86.182793493.139063hx2015-06-17 18:31:31+00:002015-06-17 18:52:21+00:0012501.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
10Transportable ArrayALW49d34.803785-86.182793493.139063hy2015-06-17 18:31:31+00:002015-06-17 18:52:21+00:0012501.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
11Transportable ArrayALW49d34.803785-86.182793493.139063hz2015-06-17 18:31:31+00:002015-06-17 18:52:21+00:0012501.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
12Transportable ArrayALW49e34.803785-86.182793493.139063hx2015-06-17 19:01:16+00:002015-06-28 18:51:24+00:009498091.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
13Transportable ArrayALW49e34.803785-86.182793493.139063hy2015-06-17 19:01:16+00:002015-06-28 18:51:24+00:009498091.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
14Transportable ArrayALW49e34.803785-86.182793493.139063hz2015-06-17 19:01:16+00:002015-06-28 18:51:24+00:009498091.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
15Transportable ArrayALW49f34.803785-86.182793493.139063hx2015-06-28 19:27:19+00:002015-07-09 17:13:24+00:009423651.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
16Transportable ArrayALW49f34.803785-86.182793493.139063hy2015-06-28 19:27:19+00:002015-07-09 17:13:24+00:009423651.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
17Transportable ArrayALW49f34.803785-86.182793493.139063hz2015-06-28 19:27:19+00:002015-07-09 17:13:24+00:009423651.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
18Transportable ArrayALW49g34.803785-86.182793493.139063hx2015-07-09 17:35:58+00:002015-07-20 13:39:23+00:009362051.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
19Transportable ArrayALW49g34.803785-86.182793493.139063hy2015-07-09 17:35:58+00:002015-07-20 13:39:23+00:009362051.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
20Transportable ArrayALW49g34.803785-86.182793493.139063hz2015-07-09 17:35:58+00:002015-07-20 13:39:23+00:009362051.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " survey station run latitude longitude elevation \\\n", + "0 Transportable Array ALW49 a 34.803785 -86.182793 493.139063 \n", + "1 Transportable Array ALW49 a 34.803785 -86.182793 493.139063 \n", + "2 Transportable Array ALW49 a 34.803785 -86.182793 493.139063 \n", + "3 Transportable Array ALW49 b 34.803785 -86.182793 493.139063 \n", + "4 Transportable Array ALW49 b 34.803785 -86.182793 493.139063 \n", + "5 Transportable Array ALW49 b 34.803785 -86.182793 493.139063 \n", + "6 Transportable Array ALW49 c 34.803785 -86.182793 493.139063 \n", + "7 Transportable Array ALW49 c 34.803785 -86.182793 493.139063 \n", + "8 Transportable Array ALW49 c 34.803785 -86.182793 493.139063 \n", + "9 Transportable Array ALW49 d 34.803785 -86.182793 493.139063 \n", + "10 Transportable Array ALW49 d 34.803785 -86.182793 493.139063 \n", + "11 Transportable Array ALW49 d 34.803785 -86.182793 493.139063 \n", + "12 Transportable Array ALW49 e 34.803785 -86.182793 493.139063 \n", + "13 Transportable Array ALW49 e 34.803785 -86.182793 493.139063 \n", + "14 Transportable Array ALW49 e 34.803785 -86.182793 493.139063 \n", + "15 Transportable Array ALW49 f 34.803785 -86.182793 493.139063 \n", + "16 Transportable Array ALW49 f 34.803785 -86.182793 493.139063 \n", + "17 Transportable Array ALW49 f 34.803785 -86.182793 493.139063 \n", + "18 Transportable Array ALW49 g 34.803785 -86.182793 493.139063 \n", + "19 Transportable Array ALW49 g 34.803785 -86.182793 493.139063 \n", + "20 Transportable Array ALW49 g 34.803785 -86.182793 493.139063 \n", + "\n", + " component start end n_samples \\\n", + "0 hx 2015-06-05 23:03:39+00:00 2015-06-05 23:34:17+00:00 1838 \n", + "1 hy 2015-06-05 23:03:39+00:00 2015-06-05 23:34:17+00:00 1838 \n", + "2 hz 2015-06-05 23:03:39+00:00 2015-06-05 23:34:17+00:00 1838 \n", + "3 hx 2015-06-05 23:40:48+00:00 2015-06-17 16:52:19+00:00 1012291 \n", + "4 hy 2015-06-05 23:40:48+00:00 2015-06-17 16:52:19+00:00 1012291 \n", + "5 hz 2015-06-05 23:40:48+00:00 2015-06-17 16:52:19+00:00 1012291 \n", + "6 hx 2015-06-17 17:38:32+00:00 2015-06-17 18:06:50+00:00 1698 \n", + "7 hy 2015-06-17 17:38:32+00:00 2015-06-17 18:06:50+00:00 1698 \n", + "8 hz 2015-06-17 17:38:32+00:00 2015-06-17 18:06:50+00:00 1698 \n", + "9 hx 2015-06-17 18:31:31+00:00 2015-06-17 18:52:21+00:00 1250 \n", + "10 hy 2015-06-17 18:31:31+00:00 2015-06-17 18:52:21+00:00 1250 \n", + "11 hz 2015-06-17 18:31:31+00:00 2015-06-17 18:52:21+00:00 1250 \n", + "12 hx 2015-06-17 19:01:16+00:00 2015-06-28 18:51:24+00:00 949809 \n", + "13 hy 2015-06-17 19:01:16+00:00 2015-06-28 18:51:24+00:00 949809 \n", + "14 hz 2015-06-17 19:01:16+00:00 2015-06-28 18:51:24+00:00 949809 \n", + "15 hx 2015-06-28 19:27:19+00:00 2015-07-09 17:13:24+00:00 942365 \n", + "16 hy 2015-06-28 19:27:19+00:00 2015-07-09 17:13:24+00:00 942365 \n", + "17 hz 2015-06-28 19:27:19+00:00 2015-07-09 17:13:24+00:00 942365 \n", + "18 hx 2015-07-09 17:35:58+00:00 2015-07-20 13:39:23+00:00 936205 \n", + "19 hy 2015-07-09 17:35:58+00:00 2015-07-20 13:39:23+00:00 936205 \n", + "20 hz 2015-07-09 17:35:58+00:00 2015-07-20 13:39:23+00:00 936205 \n", + "\n", + " sample_rate measurement_type azimuth tilt units \\\n", + "0 1.0 magnetic 357.1 0.0 digital counts \n", + "1 1.0 magnetic 87.1 0.0 digital counts \n", + "2 1.0 magnetic 0.0 90.0 digital counts \n", + "3 1.0 magnetic 357.1 0.0 digital counts \n", + "4 1.0 magnetic 87.1 0.0 digital counts \n", + "5 1.0 magnetic 0.0 90.0 digital counts \n", + "6 1.0 magnetic 357.1 0.0 digital counts \n", + "7 1.0 magnetic 87.1 0.0 digital counts \n", + "8 1.0 magnetic 0.0 90.0 digital counts \n", + "9 1.0 magnetic 357.1 0.0 digital counts \n", + "10 1.0 magnetic 87.1 0.0 digital counts \n", + "11 1.0 magnetic 0.0 90.0 digital counts \n", + "12 1.0 magnetic 357.1 0.0 digital counts \n", + "13 1.0 magnetic 87.1 0.0 digital counts \n", + "14 1.0 magnetic 0.0 90.0 digital counts \n", + "15 1.0 magnetic 357.1 0.0 digital counts \n", + "16 1.0 magnetic 87.1 0.0 digital counts \n", + "17 1.0 magnetic 0.0 90.0 digital counts \n", + "18 1.0 magnetic 357.1 0.0 digital counts \n", + "19 1.0 magnetic 87.1 0.0 digital counts \n", + "20 1.0 magnetic 0.0 90.0 digital counts \n", + "\n", + " hdf5_reference run_hdf5_reference station_hdf5_reference \n", + "0 \n", + "1 \n", + "2 \n", + "3 \n", + "4 \n", + "5 \n", + "6 \n", + "7 \n", + "8 \n", + "9 \n", + "10 \n", + "11 \n", + "12 \n", + "13 \n", + "14 \n", + "15 \n", + "16 \n", + "17 \n", + "18 \n", + "19 \n", + "20 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "channel_summary_df = m.channel_summary.to_dataframe()\n", + "channel_summary_df" + ] + }, + { + "cell_type": "markdown", + "id": "0badc262-7a8b-4150-bf19-bda4a51bf6c0", + "metadata": {}, + "source": [ + "You can now select the rows (12, 13, 14 zero-indexed) that contain the data of interest. \n", + "\n", + "The snippet below programatically accessed a sub-dataframe from the channel summary corresponding with the time interval of interest:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "7402e9c2-54f7-456c-b2c8-a22fb27777c1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunlatitudelongitudeelevationcomponentstartendn_samplessample_ratemeasurement_typeazimuthtiltunitshdf5_referencerun_hdf5_referencestation_hdf5_reference
12Transportable ArrayALW49e34.803785-86.182793493.139063hx2015-06-17 19:01:16+00:002015-06-28 18:51:24+00:009498091.0magnetic357.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
13Transportable ArrayALW49e34.803785-86.182793493.139063hy2015-06-17 19:01:16+00:002015-06-28 18:51:24+00:009498091.0magnetic87.10.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
14Transportable ArrayALW49e34.803785-86.182793493.139063hz2015-06-17 19:01:16+00:002015-06-28 18:51:24+00:009498091.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " survey station run latitude longitude elevation \\\n", + "12 Transportable Array ALW49 e 34.803785 -86.182793 493.139063 \n", + "13 Transportable Array ALW49 e 34.803785 -86.182793 493.139063 \n", + "14 Transportable Array ALW49 e 34.803785 -86.182793 493.139063 \n", + "\n", + " component start end n_samples \\\n", + "12 hx 2015-06-17 19:01:16+00:00 2015-06-28 18:51:24+00:00 949809 \n", + "13 hy 2015-06-17 19:01:16+00:00 2015-06-28 18:51:24+00:00 949809 \n", + "14 hz 2015-06-17 19:01:16+00:00 2015-06-28 18:51:24+00:00 949809 \n", + "\n", + " sample_rate measurement_type azimuth tilt units \\\n", + "12 1.0 magnetic 357.1 0.0 digital counts \n", + "13 1.0 magnetic 87.1 0.0 digital counts \n", + "14 1.0 magnetic 0.0 90.0 digital counts \n", + "\n", + " hdf5_reference run_hdf5_reference station_hdf5_reference \n", + "12 \n", + "13 \n", + "14 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cond1 = channel_summary_df.start pd.Timestamp(time_interval_of_interest_end).tz_localize(\"UTC\")\n", + "\n", + "channels_of_interest = channel_summary_df[cond1 & cond2]\n", + "channels_of_interest" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "cbe8830f-48a2-4c6c-aa45-a859a224a256", + "metadata": {}, + "outputs": [], + "source": [ + "hx_index = channels_of_interest[channels_of_interest[\"component\"] == \"hx\"].index[0]\n", + "hy_index = channels_of_interest[channels_of_interest[\"component\"] == \"hy\"].index[0]\n", + "hz_index = channels_of_interest[channels_of_interest[\"component\"] == \"hz\"].index[0]" + ] + }, + { + "cell_type": "markdown", + "id": "b7360de6-591f-421c-97ef-5bbe1f42f132", + "metadata": {}, + "source": [ + "We can point at the data by using the \"hdf5_reference\" column of the data frame, for example:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "2acea898-d43a-4bae-b356-debde903d513", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Channel Summary:\n", + "\tSurvey: Transportable Array\n", + "\tStation: ALW49\n", + "\tRun: e\n", + "\tChannel Type: Magnetic\n", + "\tComponent: hx\n", + "\tSample Rate: 1.0\n", + "\tStart: 2015-06-17T19:01:16+00:00\n", + "\tEnd: 2015-06-28T18:51:24+00:00\n", + "\tN Samples: 949809\n" + ] + } + ], + "source": [ + "hx = m.from_reference(channel_summary_df.iloc[hx_index].hdf5_reference).to_channel_ts()\n", + "print(hx)" + ] + }, + { + "cell_type": "markdown", + "id": "cf7f35c5-d8a1-47eb-9c98-e5c2718e7884", + "metadata": {}, + "source": [ + "And here we can see the channel metadata:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "9d7fc8ce-f752-4e62-8dd2-c2ea8c161e06", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"magnetic\": {\n", + " \"channel_number\": 0,\n", + " \"comments\": \"run_ids: [g,f,e,d,c,b,a]\",\n", + " \"component\": \"hx\",\n", + " \"data_quality.rating.value\": 0,\n", + " \"filter.applied\": [\n", + " true,\n", + " true,\n", + " true\n", + " ],\n", + " \"filter.name\": [\n", + " \"magnetic_butterworth_low_pass\",\n", + " \"magnetic_analog_to_digital\",\n", + " \"hx_time_offset\"\n", + " ],\n", + " \"hdf5_reference\": \"\",\n", + " \"location.elevation\": 493.1,\n", + " \"location.latitude\": 34.803785,\n", + " \"location.longitude\": -86.182793,\n", + " \"measurement_azimuth\": 357.1,\n", + " \"measurement_tilt\": 0.0,\n", + " \"mth5_type\": \"Magnetic\",\n", + " \"sample_rate\": 1.0,\n", + " \"sensor.id\": \"2612-01\",\n", + " \"sensor.manufacturer\": \"Barry Narod\",\n", + " \"sensor.model\": \"fluxgate NIMS\",\n", + " \"sensor.name\": \"NIMS\",\n", + " \"sensor.type\": \"Magnetometer\",\n", + " \"time_period.end\": \"2015-06-28T18:51:24+00:00\",\n", + " \"time_period.start\": \"2015-06-17T19:01:16+00:00\",\n", + " \"type\": \"magnetic\",\n", + " \"units\": \"digital counts\"\n", + " }\n", + "}" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hx.channel_metadata" + ] + }, + { + "cell_type": "markdown", + "id": "481b1cab-4532-4538-8596-160422f160f7", + "metadata": {}, + "source": [ + "# 6. Calibrating time series\n" + ] + }, + { + "cell_type": "markdown", + "id": "80d7004d-d570-44a2-ba05-996f3e1c1731", + "metadata": {}, + "source": [ + "And, if we are curious, the details of the filters that Earthscope has archived with the data " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "14d7fb52-b626-4214-8aec-e016d477b232", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Filters Included:\n", + "=========================\n", + "pole_zero_filter:\n", + "\tcalibration_date = 1980-01-01\n", + "\tcomments = NIMS magnetic field 3 pole Butterworth 0.5 low pass (analog)\n", + "\tgain = 1.0\n", + "\tname = magnetic_butterworth_low_pass\n", + "\tnormalization_factor = 2002.26936395594\n", + "\tpoles = [ -6.283185+10.882477j -6.283185-10.882477j -12.566371 +0.j ]\n", + "\ttype = zpk\n", + "\tunits_in = nT\n", + "\tunits_out = V\n", + "\tzeros = []\n", + "--------------------\n", + "coefficient_filter:\n", + "\tcalibration_date = 1980-01-01\n", + "\tcomments = analog to digital conversion (magnetic)\n", + "\tgain = 100.0\n", + "\tname = magnetic_analog_to_digital\n", + "\ttype = coefficient\n", + "\tunits_in = V\n", + "\tunits_out = count\n", + "--------------------\n", + "time_delay_filter:\n", + "\tcalibration_date = 1980-01-01\n", + "\tcomments = time offset in seconds (digital)\n", + "\tdelay = -0.192\n", + "\tgain = 1.0\n", + "\tname = hx_time_offset\n", + "\ttype = time delay\n", + "\tunits_in = count\n", + "\tunits_out = count\n", + "--------------------\n", + "\n" + ] + } + ], + "source": [ + "print(hx.channel_response)" + ] + }, + { + "cell_type": "markdown", + "id": "68044040-5b27-4b2d-b457-a24995d7563a", + "metadata": {}, + "source": [ + "The metadata taken from the server should be exmained to see if the filters are those in the station XML. We can read from the output above the units of the various filters. \n", + "\n", + "**N.B. The archiving of data and metadata at Earthscope is experiencing continuous improvements. For some historical data, the input and output units of the filter are not updated, and will show as \"unknown\". In this case, we cannot calibrate the data into SI units without manual intervention.**" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "e42352a5-5a13-43c6-b27d-7a9c10ed51e8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33m\u001b[1m2024-02-18T09:58:40.748731-0800 | WARNING | mt_metadata.timeseries.filters.channel_response | complex_response | Filters list not provided, building list assuming all are applied\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAGbCAYAAAC/E7KkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAACiSklEQVR4nOzdd3wUdf7H8ddsTQ9pJARCEBEUpSgIotwJiofiqdgLp4CKpyeixn531jvFhmLhxLOhnqd4KvbOT9ADFIEDQToEQksgJCF928zvjyRLllAS2DTyfvoYd+c7M9/vZ5bdbyaffPc7hmVZFiIiElaVlZVkZ2dzxBFHEBER0dzhtBkPPPAAH374IYsXLw4pz83NJSEhAbfb3Sj1N1SXLl245ZZbuOWWW4Jl06ZN45ZbbqGoqOiQ6m5qhmEwY8YMRo4cGSw71NdpyJAh9O3bl8mTJ4clRpGm1th9UVMJV59XX7NmzWLo0KEUFhbSrl27JmunoqKCkpIS2rdvX+86du3ahWVZwTgPtt8aM2YMRUVFfPjhhw067nBnGMZ+t99///088MADe922YcMGjjjiCP73v//Rt2/fBre758+02saMGcPrr78OgMPhoFOnTlx88cU89NBDbfp6T9e9IiKNw9HcAYiIiDS2tLS05g6hyQQCAQzDwGazNWo7Xq8Xl8vVqG2IHG7aUl/UmkRGRhIZGdmgY+Lj4xspGgHYtm1b8Pn06dO57777WLVqVbAsJiamOcIC4Mwzz+S1117D5/OxcOFCRo8ejWEYPPbYY80Wk4iIHJ4a9zc6EREBwLIsyr3+Zlka+oWKIUOGcNNNN3HLLbeQkJBAamoqL730EmVlZYwdO5bY2Fi6devGF198AVQlCa+55hqOOOIIIiMj6dGjB88880xInX6/nwkTJtCuXTuSkpK46667GD16dMhIliFDhjBhwgTuvPNOEhMTSUtLqzOKpqioiGuvvZaUlBTi4uI47bTTWLJkCVA1UvXBBx9kyZIlGIaBYRhMmzYNqBo5U3sU0+bNm7n88stJTEwkOjqa/v3789NPP9X7NXrxxRfJyMggKiqKSy65hF27doWcR+0RtAAjR45kzJgxwe0bN27k1ltvDcY5a9Ysxo4dy65du4JlNefu8Xi4/fbb6dixI9HR0QwcOJBZs2YF6542bRrt2rXj448/pmfPnrjdbpYvX47NZmPHjh0AFBQUYLPZuOyyy4LH/f3vf2fw4MHB9dmzZzNgwADcbjcdOnTg7rvvxu/3h5zX+PHjueWWW0hOTmb48OF06dIFgPPPPx/DMILrNd588026dOlCfHw8l112GSUlJfV+jWsrLCzkqquuIiEhgaioKM466yzWrFkDVH22UlJSeO+994L79+3blw4dOgTX//vf/+J2uykvLz9gW4Zh8MILL3DWWWcRGRlJ165dQ+oGuOuuu+jevTtRUVF07dqVe++9F5/PF9y+ZMkShg4dSmxsLHFxcfTr148FCxYAsHHjRs455xwSEhKIjo7m2GOP5fPPPz+o1+WgWRZ4y5p+UV8Utr5o3bp1nHfeeaSmphITE8OJJ57It99+G7JPly5deOSRR7j66quJjY2lc+fO/POf/wzZ50Dv5T2ZpslDDz1Ep06dcLvd9O3bly+//DJkn7lz59K3b18iIiLo378/H374IYZhHHC07oYNGxg6dCgACQkJGIYR7Dc9Hg8TJkygffv2REREMHjwYH7++ecDvk41Pv/8c7p3705kZCRDhw5lw4YNIdtr+tHa/v73v9O+fXtiY2O59tprufvuu0NGbY4ZMyb4vhkzZgyzZ8/mmWeeCf6bb9iwoV7vyeZgWRblvvJmWep7TZKWlhZc4uPjMQwjuN6+fXueeuqpfb4PjzjiCACOP/54DMNgyJAhAPz888+cccYZJCcnEx8fz6mnnsqiRYsa/Pq53W7S0tLIyMhg5MiRDBs2jG+++Sa43TRNJk6cGPx379OnT8jPkcLCQkaNGkVKSgqRkZEcddRRvPbaa0DV58AwDN555x1OPvlkIiIiOO6445g9e3ZIDPX5mb2/fsyyLB544AE6d+6M2+0mPT2dCRMmBLcf6NpDRESahkbaiog0gQpfgJ73fdUsbS9/aDhRroZ196+//jp33nkn8+fPZ/r06dxwww3MmDGD888/nz//+c88/fTTXHnlleTk5OB0OunUqRP/+c9/SEpKYu7cuVx33XV06NCBSy65BIDHHnuMt956i9dee41jjjmGZ555hg8//DD4C3rtdrOysvjpp5+YN28eY8aM4ZRTTuGMM84A4OKLLyYyMpIvvviC+Ph4XnzxRU4//XRWr17NpZdeyrJly/jyyy+DyYu9jYQqLS3l1FNPpWPHjnz88cekpaWxaNEiTNOs12uzdu1a3n33XT755BOKi4u55ppr+NOf/sRbb71Vr+M/+OAD+vTpw3XXXce4ceMASExMZPLkySEjiWpGEY0fP57ly5fzzjvvkJ6ezowZMzjzzDNZunQpRx11FADl5eU89thjvPzyyyQlJdGpUyeSkpKYPXs2F110ET/88ENwvcbs2bODv8hu2bKFESNGMGbMGN544w1WrlzJuHHjiIiICPkl7/XXX+eGG25gzpw5wbjbt2/Pa6+9xplnnondbg/uu27dOj788EM+/fRTCgsLueSSS3j00Ud5+OGH6/U61TZmzBjWrFnDxx9/TFxcHHfddRcjRoxg+fLlOJ1Ofvvb3zJr1iwuuugiCgsLWbFiBZGRkaxcuZKjjz6a2bNnc+KJJxIVFVWv9u69914effRRnnnmGd58800uu+wyli5dyjHHHANAbGws06ZNIz09naVLlzJu3DhiY2O58847ARg1ahTHH388L7zwAna7ncWLF+N0OgG48cYb8Xq9fP/990RHR7N8+fKmHzHmK4dH0pu2TYA/bwVXdIMOUV+0d6WlpYwYMYKHH34Yt9vNG2+8wTnnnMOqVavo3LlzcL9Jkybxt7/9jT//+c+899573HDDDZx66qn06NEDOPB7eU/PPPMMkyZN4sUXX+T444/n1Vdf5dxzz+XXX3/lqKOOori4mHPOOYcRI0bw73//m40bN9b5I9a+ZGRk8P7773PhhReyatUq4uLigqNf77zzTt5//31ef/11MjMzefzxxxk+fDhr164lMTFxv/Vu2rSJCy64gBtvvJHrrruOBQsWcNttt+33mLfeeouHH36Yf/zjH5xyyim88847TJo0KZgM3Nvrsnr1ao477jgeeughAFJSUjBN84DvyeZQ4a9g4L8HNkvbP13xE1HO+vXF+3Kg9+H8+fMZMGAA3377Lccee2zwWyElJSWMHj2a5557DsuymDRpEiNGjGDNmjXExsYeVCzLli1j7ty5ZGZmBssmTpzIv/71L6ZOncpRRx3F999/zx/+8AdSUlI49dRTuffee1m+fDlffPEFycnJrF27loqKipB677jjDiZPnkzPnj156qmnOOecc8jOziYpKalBP7P31Y+9//77PP3007zzzjsce+yx5ObmBv/wBPW79hARkSZgiYhI2FVUVFjLly+3KioqLMuyrDKPz8q869NmWco8vgbFfuqpp1qDBw8Orvv9fis6Otq68sorg2Xbtm2zAGvevHl7rePGG2+0LrzwwuB6amqq9cQTT4TU2blzZ+u8887bZ7uWZVknnniiddddd1mWZVk//PCDFRcXZ1VWVobsc+SRR1ovvviiZVmWdf/991t9+vSpEw9gzZgxw7Isy3rxxRet2NhYa+fOnft5Ffbu/vvvt+x2u7V58+Zg2RdffGHZbDZr27ZtwfO4+eabQ44777zzrNGjRwfXMzMzraeffjpkn9dee82Kj48PKdu4caNlt9utLVu2hJSffvrp1j333BM8DrAWL14css8FF1xg3XjjjZZlWdYtt9xi3XHHHVZCQoK1YsUKy+v1WlFRUdbXX39tWZZl/fnPf7Z69OhhmaYZPH7KlClWTEyMFQgEgud1/PHH13lNar+2tV+nqKgoq7i4OFh2xx13WAMHDqxz/N7Ufg1Xr15tAdacOXOC2/Pz863IyEjr3XfftSzLsp599lnr2GOPtSzLsj788ENr4MCB1nnnnWe98MILlmVZ1rBhw6w///nP9WobsK6//vqQsoEDB1o33HDDPo954oknrH79+gXXY2NjrWnTpu113169elkPPPBAvWJpNJ5Sy7o/rukXT2mDwlRf1DDHHnus9dxzzwXXMzMzrT/84Q/BddM0rfbt2wc/F3uz53t5z/NIT0+3Hn744ZBjTjzxROtPf/qTZVmW9cILL1hJSUnBn32WZVkvvfSSBVj/+9//DngO3333nQVYhYWFwbLS0lLL6XRab731VrDM6/Va6enp1uOPP37AOu+55x6rZ8+eIWV33XVXSDt79r8DBw4M9p81TjnllJDXYvTo0XXeN3v2/Xuz53tyz3qaQpm3zDpu2nHNspR5yxoc757/Pgd6H2ZnZ9frPRcIBKzY2Fjrk08+CZbt7WdabaNHj7bsdrsVHR1tud1uC7BsNpv13nvvWZZlWZWVlVZUVJQ1d+7ckOOuueYa6/LLL7csy7LOOecca+zYsXutvyb2Rx99NFjm8/msTp06WY899phlWfX/mb2/fmzSpElW9+7dLa/XWyeG+lx77GnP614REQkPjbQVEWkCkU47yx8a3mxtN1Tv3r2Dz+12O0lJSfTq1StYlpqaCsD27dsBmDJlCq+++io5OTlUVFTg9XqDXyPdtWsXeXl5DBgwIKTOfv361RlRVrtdgA4dOgTbWLJkCaWlpSQlJYXsU1FRwbp16+p9bosXL+b4448/4OisfencuTMdO3YMrg8aNAjTNFm1alXY56tcunQpgUCA7t27h5R7PJ6Q18HlctV57U499dTgV6Fnz57NI488wurVq5k1axYFBQX4fD5OOeUUAFasWMGgQYNCbvxyyimnUFpayubNm4Mj9/r161fv2Lt06RIycqn2v2VDrFixAofDwcCBu0eFJSUl0aNHD1asWBE815tvvpkdO3YERxCnpaUxa9YsrrnmGubOnbvPkYN7M2jQoDrrtb/aPX36dJ599lnWrVtHaWkpfr+fuLi44PasrCyuvfZa3nzzTYYNG8bFF1/MkUceCcCECRO44YYb+Prrrxk2bBgXXnhhnX+7RueMqhr12tQOYnSd+qK9Ky0t5YEHHuCzzz5j27Zt+P1+KioqyMnJ2ed51Hy9vPbn8EDv5dqKi4vZunVrsN+occoppwRH6K1atYrevXuH3Iio9ut9MNatWxfSXwE4nU4GDBgQ7AP2Z8WKFSH9B9T9jO9p1apV/OlPfwopGzBgAP/3f//XgMir7O892VwiHZH8dEX9pwQKd9uHoj7vw33Jy8vjr3/9K7NmzWL79u0EAgHKy8vrfG4OZOjQobzwwguUlZXx9NNP43A4uPDCC4Gqb+OUl5cHR+XX8Hq9HH/88QDccMMNXHjhhSxatIjf/e53jBw5kpNPPjlk/9rvUYfDQf/+/YPv9/r+zN5fP3bxxRczefJkunbtyplnnsmIESM455xzcDgc9b72EBGRxqekrYhIEzAMo8FTFDSnmq9y1zAMI6Ss5hcF0zR55513uP3225k0aRKDBg0iNjaWJ554okFzxO6v3ZpkSmlpKR06dNjrnGoNuct4Q28201A2m63OnH37myNyf0pLS7Hb7SxcuDBk6gEIvQlLZGRknTtt18ytu2bNGpYvX87gwYNZuXIls2bNorCwkP79+9d7uoAa0dH1/2r7/v4tw61Xr14kJiYye/ZsZs+ezcMPP0xaWhqPPfYYP//8Mz6fr84vxAdr3rx5jBo1igcffJDhw4cTHx8f/Op0jQceeIArrriCzz77jC+++IL777+fd955h/PPP59rr72W4cOH89lnn/H1118zceJEJk2axE033RSW+OrFMBo8TUFzUV+0d7fffjvffPMNTz75JN26dSMyMpKLLroIr9cbst/+zqM+72U5NOF8T4aTYRiHPEVBazR69Gh27tzJM888Q2ZmJm63m0GDBtX53BxIdHQ03bp1A+DVV1+lT58+vPLKK1xzzTWUlpYC8Nlnn4X8gReq5sIFOOuss9i4cSOff/4533zzDaeffjo33ngjTz75ZBjOcrf9ff4zMjJYtWoV3377Ld988w1/+tOfeOKJJ5g9e3a9rz1ERKTx6UZkIiJySObMmcPJJ5/Mn/70J44//ni6desWMtosPj6e1NTUkJvGBAKBBt/844QTTiA3NxeHw0G3bt1CluTkZKBqxGkgENhvPb1792bx4sUUFBQ0qP0aOTk5bN26e5Tijz/+iM1mC84RmZKSEnLX60AgwLJly0Lq2Fuceys7/vjjCQQCbN++vc45H2hUb69evUhISODvf/87ffv2JSYmhiFDhjB79mxmzZoVnM8W4JhjjmHevHkhyeY5c+YQGxtLp06d9tuO0+k84Gt+KI455hj8fn9IkmPnzp2sWrWKnj17AlW/iP7mN7/ho48+4tdff2Xw4MH07t0bj8fDiy++SP/+/RuUcP7xxx/rrNfMZ1szd+Ff/vIX+vfvz1FHHcXGjRvr1NG9e3duvfVWvv76ay644ILgTWag6pfl66+/ng8++IDbbruNl156qUGviexdW+qL5syZw5gxYzj//PPp1asXaWlpdW6udSD1fS/XiIuLIz09PTinde1Yaj6LPXr0YOnSpXg8nuD2htwwrGbu0dqv3ZFHHonL5Qpp1+fz8fPPPwfb3Z9jjjmG+fPnh5Tt+RnfU48ePerEfaDz2Nu/+YHek9Jw9Xkf7u19VLPPhAkTGDFiBMceeyxut5v8/PxDisdms/HnP/+Zv/71r1RUVARvCJqTk1Onf8jIyAgel5KSwujRo/nXv/7F5MmT69wksPZ71O/3s3DhwuDPoUP5mV1bZGQk55xzDs8++yyzZs1i3rx5LF269JCuPUREJLyUtBURkUNy1FFHsWDBAr766itWr17NvffeW+eX25tuuomJEyfy0UcfsWrVKm6++WYKCwvrjA7dn2HDhjFo0CBGjhzJ119/zYYNG5g7dy5/+ctfWLBgAVD1lfzs7GwWL15Mfn5+SOKgxuWXX05aWhojR45kzpw5rF+/nvfff5958+bVK46IiAhGjx7NkiVL+OGHH5gwYQKXXHJJ8BeZ0047jc8++4zPPvuMlStXcsMNN1BUVBRSR5cuXfj+++/ZsmVL8BfGLl26UFpaysyZM8nPz6e8vJzu3bszatQorrrqKj744AOys7OZP38+EydO5LPPPttvnIZh8Nvf/pa33normKCtSWTOnDmTU089Nbjvn/70JzZt2sRNN93EypUr+eijj7j//vvJysrCZtv/pUKXLl2YOXMmubm5FBYW1us1bIijjjqK8847j3HjxvHf//6XJUuW8Ic//IGOHTty3nnnBfcbMmQIb7/9djBBbbPZgudf+1zr4z//+Q+vvvoqq1ev5v7772f+/PmMHz8+GE9OTg7vvPMO69at49lnn2XGjBnBYysqKhg/fjyzZs1i48aNzJkzh59//jn4y/Ytt9zCV199RXZ2NosWLeK7774LbpND05b6oqOOOooPPviAxYsXs2TJEq644ooGj2Q/0Ht5b+644w4ee+wxpk+fzqpVq7j77rtZvHgxN998M0Awjuuuu44VK1bw1VdfBUcP1uc1zszMxDAMPv30U3bs2EFpaSnR0dHccMMN3HHHHXz55ZcsX76ccePGUV5ezjXXXHPAOq+//nrWrFnDHXfcwapVq/j3v//NtGnT9nvMTTfdxCuvvMLrr7/OmjVr+Pvf/84vv/yy33Po0qULP/30Exs2bCA/Px/TNOv1npSGO9D7sH379kRGRvLll1+Sl5fHrl27gKr3/JtvvsmKFSv46aefGDVqVFi+fXPxxRdjt9uZMmUKsbGx3H777dx66628/vrrrFu3jkWLFvHcc8/x+uuvA3Dffffx0UcfsXbtWn799Vc+/fTTOj8HpkyZwowZM1i5ciU33ngjhYWFXH311cCh/cyuMW3aNF555RWWLVvG+vXr+de//kVkZCSZmZmHdO0hIiLhpaStiIgckj/+8Y9ccMEFXHrppQwcOJCdO3fWmQvwrrvu4vLLL+eqq65i0KBBxMTEMHz48JB5Dw/EMAw+//xzfvvb3zJ27Fi6d+/OZZddxsaNG4PzWl544YWceeaZDB06lJSUFN5+++069bhcLr7++mvat2/PiBEj6NWrF48++midrwDuS7du3bjgggsYMWIEv/vd7+jduzf/+Mc/gtuvvvpqRo8ezVVXXcWpp55K165d69yZ/qGHHmLDhg0ceeSRpKSkAHDyySdz/fXXc+mll5KSksLjjz8OwGuvvcZVV13FbbfdRo8ePRg5ciQ///xzyB3i9+XUU08lEAgEk7Y1iUzDMELmA+zYsSOff/458+fPp0+fPlx//fVcc801/PWvfz1gG5MmTeKbb74hIyMjOF9fuL322mv069eP3//+9wwaNAjLsvj8889Dvvq557lCVSJ3z7L6ePDBB3nnnXfo3bs3b7zxBm+//XZwBNe5557Lrbfeyvjx4+nbty9z587l3nvvDR5rt9vZuXMnV111Fd27d+eSSy7hrLPO4sEHHwSqRn7deOONHHPMMZx55pl079495P0jB68t9UVPPfUUCQkJnHzyyZxzzjkMHz6cE044od7nAAd+L+/NhAkTyMrK4rbbbqNXr158+eWXfPzxx8G7ycfFxfHJJ5+wePFi+vbty1/+8hfuu+8+gHq9xh07duTBBx/k7rvvJjU1NfjHkkcffZQLL7yQK6+8khNOOIG1a9fy1VdfkZCQcMA6O3fuzPvvv8+HH35Inz59mDp1Ko888sh+jxk1ahT33HMPt99+OyeccALZ2dmMGTNmv+dw++23Y7fb6dmzJykpKeTk5NTrPSkNd6D3ocPh4Nlnn+XFF18kPT09+Ae+V155hcLCQk444QSuvPJKJkyYQPv27Q85HofDwfjx43n88ccpKyvjb3/7G/feey8TJ04M9vWfffYZRxxxBFD12b/nnnvo3bs3v/3tb7Hb7bzzzjshdT766KM8+uij9OnTh//+9798/PHHwZH8h/Izu0a7du146aWXOOWUU+jduzfffvstn3zySXDO2kO59hARkfAxrD0n3hMRkUNWWVlJdnY2RxxxRIOSAW2FaZocc8wxXHLJJfztb39r7nBEggzDYMaMGYwcObK5Q5EmoL6o8b311luMHTuWXbt2Nfqc4o3pjDPOIC0tjTfffLO5Q5HD2IYNGzjiiCP43//+1+w3rGsIXfeKiDSO1nNXHBERabU2btzI119/zamnnorH4+H5558nOzubK664orlDE5E2RH1R43vjjTfo2rUrHTt2ZMmSJdx1111ccsklrSphW15eztSpUxk+fDh2u5233347eMMmERERkaai6RFERKTR2Ww2pk2bxoknnsgpp5zC0qVL+fbbb1vcXJ7HHnssMTExe13eeuut5g7vsJCTk7PP1zgmJoacnJxGa/utt97aZ7vHHntso7UrLYf6osaXm5vLH/7wB4455hhuvfVWLr744uBNlq6//vp9ntf1119/UO01Rp21p8Do168fn3zyCe+//z7Dhg07qPpEREREDoamRxARaQT6mljrtHHjRnw+3163paamEhsb28QRHX78fv9+73LfpUsXHI7G+SJQSUkJeXl5e93mdDrJzMxslHZFGupw7Yu2b99OcXHxXrfFxcUd1PyijVGniDSMrntFRBqHkrYiIo1AF68iIiIi0hbouldEpHFoegQRkUZkmmZzhyAiIiIi0mh0vSsi0jh0IzIRkUbgcrmw2Wxs3bqVlJQUXC4XhmE0d1giIiIiImFhWRZer5cdO3Zgs9lwuVzNHZKIyGFF0yOIiDQSr9fLtm3bKC8vb+5QREREREQaRVRUFB06dFDSVkQkzJS0FRFpRJZl4ff7CQQCzR2KiIiIiEhY2e12HA6HvlEmItIIlLQVERERERERERERaUF0IzIRERERERERERGRFkRJWxEREREREREREZEWRElbERERERERERERkRZESVsRERERERERERGRFkRJWxEREREREREREZEWRElbERERERERERERkRZESVsRERERERERERGRFkRJWxEREREREREREZEWRElbERERERERERERkRZESVsRERERERERERGRFkRJWxEREREREREREZEWRElbERERERERERERkRZESVsRERERERERERGRFkRJWxEREREREREREZEWpM0mbcvLy8nMzOT2229v7lBEREREREREREREgtps0vbhhx/mpJNOau4wREREREREREREREK0yaTtmjVrWLlyJWeddVZzhyIiIiIiIiIiIiISIqxJ27Vr1/LVV19RUVEBgGVZ4awegO+//55zzjmH9PR0DMPgww8/rLPPlClT6NKlCxEREQwcOJD58+eHbL/99tuZOHFi2GMTEREREREREREROVSOcFSyc+dOLr30Uv7v//4PwzBYs2YNXbt25ZprriEhIYFJkyaFoxkAysrK6NOnD1dffTUXXHBBne3Tp08nKyuLqVOnMnDgQCZPnszw4cNZtWoV7du356OPPqJ79+50796duXPnHrA9j8eDx+MJrpumSUFBAUlJSRiGEbbzEhERERERERERkZbLsixKSkpIT0/HZmvkCQysMLjyyiut4cOHW5s2bbJiYmKsdevWWZZlWV9++aXVs2fPcDSxV4A1Y8aMkLIBAwZYN954Y3A9EAhY6enp1sSJEy3Lsqy7777b6tSpk5WZmWklJSVZcXFx1oMPPrjPNu6//34L0KJFixYtWrRo0aJFixYtWrRo0aJFixZr06ZNjZLrrM2wrEOfwyAtLY2vvvqKPn36EBsby5IlS+jatSvr16+nd+/elJaWHmoTe2UYBjNmzGDkyJEAeL1eoqKieO+994JlAKNHj6aoqIiPPvoo5Php06axbNkynnzyyX22sedI2127dtG5c2def/11YmJiwno+ItI6WJaF1+vF5XJpxL1IG1TfPmDcuHEUFBSQmJjISy+91IQRikhj0nWASOthWRaBQCDsdZqmic1mC1sfUJOWiYuLw+VyhaVOEWkcJSUlnH/++RQVFREfH9+obYVleoSysjKioqLqlBcUFOB2u8PRRL3k5+cTCARITU0NKU9NTWXlypUHVafb7d7rOURHRytpK9JGWZZFZWUlERER+mVNpA2qbx9Q83Upm82mawaRw4iuA0RaD8uy8Pv9Ya8zEAhgt9vDnrSNjY1V0laklWiKa4CwTL7wm9/8hjfeeCO4bhgGpmny+OOPM3To0HA00SjGjBmz31G2IiIiIiIiIiIiIk0tLCNtH3/8cU4//XQWLFiA1+vlzjvv5Ndff6WgoIA5c+aEo4l6SU5Oxm63k5eXF1Kel5dHWlpak8UhIiIiIiIiIiIicrDCMtL2uOOOY/Xq1QwePJjzzjuPsrIyLrjgAv73v/9x5JFHhqOJenG5XPTr14+ZM2cGy0zTZObMmQwaNKjJ4hARERERERERERE5WGEZaQsQHx/PX/7yl3BVt0+lpaWsXbs2uJ6dnc3ixYtJTEykc+fOZGVlMXr0aPr378+AAQOYPHkyZWVljB07ttFjExERERERERERETlUYUnafvnll8TExDB48GAApkyZwksvvUTPnj2ZMmUKCQkJ4WgGgAULFoTMk5uVlQXA6NGjmTZtGpdeeik7duzgvvvuIzc3l759+/Lll1/WuTmZiIiIiIiIiIiISEsUlukR7rjjDoqLiwFYunQpWVlZjBgxguzs7GBSNVyGDBmCZVl1lmnTpgX3GT9+PBs3bsTj8fDTTz8xcODAsMYgIiIiIiIiIiIi0ljCMtI2Ozubnj17AvD+++9zzjnn8Mgjj7Bo0SJGjBgRjiZERERERERERERE2oSwjLR1uVyUl5cD8O233/K73/0OgMTExOAIXBERERERERERERE5sLCMtB08eDBZWVmccsopzJ8/n+nTpwOwevVqOnXqFI4mRERERERERERERNqEsIy0ff7553E4HLz33nu88MILdOzYEYAvvviCM888MxxNiIiIiIiIiIiIiLQJYRlp27lzZz799NM65U8//XQ4qhcRERERERERERFpM8KStAUwTZO1a9eyfft2TNMM2fbb3/42XM2IiIiIiIiIiIiIHNbCkrT98ccfueKKK9i4cSOWZYVsMwyDQCAQjmZEREREREREREREDnthSdpef/319O/fn88++4wOHTpgGEY4qhURERERERERERFpc8KStF2zZg3vvfce3bp1C0d1IiIiIiIiIiIiIm2WLRyVDBw4kLVr14ajKhEREREREREREZE2LSwjbW+66SZuu+02cnNz6dWrF06nM2R77969w9GMiIiIiIiIiIiIyGEvLEnbCy+8EICrr746WGYYBpZl6UZkIiIiIiIiIiIiIg0QlqRtdnZ2OKoRERERERERERERafPCkrTNzMwMRzUiIiIiIiIiIiIibV5YkrYA69atY/LkyaxYsQKAnj17cvPNN3PkkUeGqwkRERERERERERGRw54tHJV89dVX9OzZk/nz59O7d2969+7NTz/9xLHHHss333wTjiZERERERERERERE2oSwjLS9++67ufXWW3n00UfrlN91112cccYZ4WhGRERERERERERE5LAXlpG2K1as4JprrqlTfvXVV7N8+fJwNCEiIiIiIiIiIiLSJoQlaZuSksLixYvrlC9evJj27duHowkRERERERERERGRNiEs0yOMGzeO6667jvXr13PyyScDMGfOHB577DGysrLC0URYbdq0iSuvvJLt27fjcDi49957ufjii5s7LBEREREREREREZHwJG3vvfdeYmNjmTRpEvfccw8A6enpPPDAA0yYMCEcTYSVw+Fg8uTJ9O3bl9zcXPr168eIESOIjo5u7tBERERERERERESkjQtL0tYwDG699VZuvfVWSkpKAIiNjQ1H1Y2iQ4cOdOjQAYC0tDSSk5MpKChQ0lZERERERERERESaXVjmtK2xfft2Fi9ezOLFi9mxY0c4qw7x/fffc84555Ceno5hGHz44Yd19pkyZQpdunQhIiKCgQMHMn/+/L3WtXDhQgKBABkZGY0Wr4iIiIiIiIiIiEh9hWWkbUlJCX/60594++23MU0TALvdzqWXXsqUKVOIj48PRzNBZWVl9OnTh6uvvpoLLrigzvbp06eTlZXF1KlTGThwIJMnT2b48OGsWrUq5MZoBQUFXHXVVbz00ksNjuG/pf9HhBV5SOchIq2Vhd/nx+FzAEZzByMiTa5+fYDHrAw+flf8dRPFJiKNT9cBIvtzMJ8K42COMmo/3cfxFsEcxR6H1Ckx9lte1YJhGGCBZYLNZmAzbCHtG9X/BZ8bRujxtf4fujcY2IgrjcXtcGM37FULduyGrdbz6vXgczt2qrbXxCIijcvwVzZdW5ZlWYdayaWXXsr//vc/nnvuOQYNGgTAvHnzuPnmm+nbty/vvPPOIQe6L4ZhMGPGDEaOHBksGzhwICeeeCLPP/88UNVJZ2RkcNNNN3H33XcD4PF4OOOMMxg3bhxXXnnlPuv3eDx4PJ7genFxMRkZGRzzwjHYI+2Nc1IiIiLS6q28dSX+Qj+OBAdHP310c4cjIiIihzHDsnAADsvCYYEDq+p5rTI7Fi7LItq0iDFNYk2TmOrnMZZZXVa9XmtbrGkSZVn6M5UIUOyxiH+0hF27dhEXF9eobYVlpO2nn37KV199xeDBg4Nlw4cP56WXXuLMM88MRxP15vV6WbhwYfCGaAA2m41hw4Yxb948ACzLYsyYMZx22mn7TdgCTJw4kQcffLBO+e9LynD79ZcsERER2btnLIsSINKyGFlS2tzhiIhIG3bII7Ua0aHGtmcq0TJqb9t3O/tqd89jLMAyjOC6uUe5Vas8eIwBJns5xqg5dvdxNeUBDAKA3zDwG+Cn+tEw8FeX12wPGHXTp5Zh4AN8e9kWDraaZG8wuVuV1I0OPt+d8I02TeJMk5RAgHR/gHjTVMJX5CCEJWmblJS01ykQ4uPjSUhICEcT9Zafn08gECA1NTWkPDU1lZUrVwIwZ84cpk+fTu/evYPz4b755pv06tWrTn333HMPWVlZwfWakbYndX6YuBZ8szURaTyWZeHxeHG7XVVfkRKRNqW+fcBU+zWUsBO3vR2ndp3cdAGKSKPSdYBI62FZFn6/P+x1mqaFzWaErQ+o+QJ0XHw8LqfrgPublomJScAyCVgBAgSqHq1AdXkAf3W5aZkh232Wn0rTQ4VZQYVZudfHcrOSymBZBQFMTMOgxG5QchC3RnIbLpIciSQ5E6sea5bq9Xh7rKZ3kFajpKQEHj23SdoKS9L2r3/9K1lZWbz55pukpaUBkJubyx133MG9994bjibCavDgwSHz2uyP2+3G7XbXKbcckZgOzWkr0hZZlkXAb2A6IvTLmkgbVO8+oGabYeiaQeQwousAkdbDsixMwp+0DQQCYLeHPWmLMwpcB07a2qqXsCR0DsCyLLyWtyqJG6ig3CynIlARTOju63lZoIxCXyHFgWI8lpetvly2+nL32obDcJDoSCTJmbTXJcGZgMNoirMVqQdXoMmaCsu7/oUXXmDt2rV07tyZzp07A5CTk4Pb7WbHjh28+OKLwX0XLVoUjib3KTk5GbvdTl5eXkh5Xl5eMKEsIiIiIiIiIiL7ZxgGbsON2+Ym3tHwm8z7TB87fTtDF/9O8r357PTtpMhfhN/ys923ne2+7XuPAYN2jnYkO5P3mtRNdibjtDkP9VRFWpywJG1r3wSsublcLvr168fMmTODcZmmycyZMxk/fnzzBiciIiIiIiIi0kY4bU7S3Gmkufc+iC5gBSj0F+5O6Hp3J3ZryvyWn0J/IYX+QtZUrKlThw0bqa5U0t3pdHR3DD62d7XXCF1p1cLy7r3//vvDUU29lZaWsnbt2uB6dnY2ixcvJjExkc6dO5OVlcXo0aPp378/AwYMYPLkyZSVlTF27NgmjVNERERERERERPbObthJdiaT7Eze63bTMikJlJDvy687Yte3k3xfPh7TwzbvNrZ5t7GwZGHwWIfhIM2VFpLI7ejuSLIzWXPoSqsQlqTtpk2bMAyDTp06ATB//nz+/e9/07NnT6677rpwNBFiwYIFDB06NLhec6Ow0aNHM23aNC699FJ27NjBfffdR25uLn379uXLL7+sc3MyERERERERERFpmWyGjXhHPPGOeI6MPLLOdsuyKPIXscWzhS2eLWz1bA0+eiwPmz2b2ezZHHKMy3DRwd0hmMStSeomOhI1V7m0KGFJ2l5xxRVcd911XHnlleTm5jJs2DCOO+443nrrLXJzc7nvvvvC0UzQkCFDdk/UvQ/jx4/XdAgiIiIiIiIiIocpwzBIcCaQ4EzguJjjguWmZVLgKwgmc2sSuVu9W/FaXjZWbmRj5caQuiJsESEjcmuWOHuckrnSLMKStF22bBkDBgwA4N1336VXr17MmTOHr7/+muuvvz7sSVsREREREREREZG9sRk2kl3JJLuS6RPbJ1huWibbvduDI3K3eLawxbuFPE8elWYl6yvWs75ifUhd0fZoOro70sndiQx3Bp0jOtPR3VE3P5NGF5akrc/nw+12A/Dtt99y7rnnAnD00Uezbdu2cDQhIiIiIiIiIiJy0GyGLXhjtBM4IVjut/zkefOqkriVW9jqrUrqbvdupyxQxury1awuXx3c346dDu4OdI7oHEzkZkRkEG2Pbo7TksNUWJK2xx57LFOnTuXss8/mm2++4W9/+xsAW7duJSkpKRxNiIiIiIiIiIiIhJ3DcASnQyBud7nX9LLNu40tni1srtxMTmUOOZ4cygJle50vN9mZHJLI7RzRmQRHgqZXkIMSlqTtY489xvnnn88TTzzB6NGj6dOnauj5xx9/HJw2QUREREREREREpLVw2VxkRmSSGZEJ8VVllmVR6C+sSuBWL5s8m8j35QeXRSWLgnXE2GPqJHLTXGnYDFsznZW0FmFJ2g4ZMoT8/HyKi4tJSEgIll933XVERUWFowkREREREREREZFmZRgGic5EEp2J9I3tGywvC5SxqXJTcDRuTmUO2zzbKA2UsrxsOcvLlgf3dRkuOrk7BadV6BzRmU7uTrhsrmY4I2mpwpK0haq/NCxcuJB169ZxxRVXEBsbi8vlUtJWREREREREREQOa9H2aI6OPpqjo48OlvlMH1s8W0ISuZsqN+G1vKyvXM/6yt03PTMw6ODqEByNmxmRSeeIzkTZlVdrq8KStN24cSNnnnkmOTk5eDwezjjjDGJjY3nsscfweDxMnTo1HM2IiIiIiIiIiIi0Ck6bky6RXegS2SVYZlom273b2Vi5kU2eTcEpFkoCJWz1bmWrdys/Fv8Y3L+9s31IEjczIpNYR2wznI00tbAkbW+++Wb69+/PkiVLQm48dv755zNu3LhwNCEiIiIiIiIiItKq2Qwbae400txpDGQgUPXt9SJ/UciI3JzKHPJ9+Wz3bWe7bzsLShYE60h0JAYTuDVLO2e7ZjojaSxhSdr+8MMPzJ07F5crdO6NLl26sGXLlnA0ISIiIiIiIiIictgxDIMEZwIJzgT6xPYJlpf6S8nx5LCxciMbKzeSU5lDnjePAn8BBaUFLC5dHNw33h4fksjtHNmZJEcShmE0wxlJOIQlaWuaJoFAoE755s2biY3VkG0REREREREREZGGiHHE0NPRk57RPYNlFYGK4GjcmmTuNs82dgV2sbRsKUvLlgb3jbZHh0yrkBmRSYozBZtha47TkQYKS9L2d7/7HZMnT+af//wnUPUXgtLSUu6//35GjBgRjiZERERERERERETatEh7JD2ietAjqkewzGN62OzZzMaKjcFk7hbPFsoCZSwvW87ysuXBfSNsESFz5HaJ6EKaK02J3BYoLEnbSZMmMXz4cHr27EllZSVXXHEFa9asITk5mbfffjscTYiIiIiIiIiIiMge3DY3R0YeyZGRRwbLfKaPrZ6tIVMrbPJsotKsZHX5alaXrw7u6zJcdI7oHDIit4O7Aw4jLGlDOUhhefU7derEkiVLmD59OkuWLKG0tJRrrrmGUaNGERkZGY4mREREREREREREpB6cNieZkZlkRmYGywJWgG2ebeRU5rChckPwhmcey8PairWsrVgb3NdhOMhwZ4SMyE13p+O0OZvjdNqksKXMHQ4Ho0aNYtSoUcGybdu2cccdd/D888+HqxkRERERERERERFpILthp1NEJzpFdOJkTgbAtEzyvHnBEbk1o3IrzAqyK7PJrszefTxVx9cekdvJ3QmXzdVcp3RYO+Sk7a+//sp3332Hy+XikksuoV27duTn5/Pwww8zdepUunbtGo44RUREREREREREJIxsho0O7g50cHfgpPiTgKpE7g7fjpARuRsqNlBulgcTuz/wQ9Xx2Eh3pweTuJkRmWREZOC2uZvztA4Lh5S0/fjjj7nooovw+/0APP7447z00ktccskl9OvXjxkzZnDmmWeGJVARERERERERERFpXDbDRqorlVRXKifGnQiAZVns9O0MGZG7sXIjJYESNns2s9mzmTm75gBgYNDB1WH3iNzITDq7OxNp1xSqDXFISdu///3v3Hjjjfztb3/j5ZdfJisriwkTJvD5559z4oknhitGERERERERERERaSaGYZDsSibZlUy/uH5AVSK30F8YOiK3cgO7/LvY6t3KVu9Wfiz+MVhHqis1ZERuZkQmUfao5jqlFu+QkrarVq3i3//+NzExMdx0003cfvvtPP3000rYioiIiIiIiIiIHMYMwyDRmUiiM5G+sX2D5UW+InI8OWys2BhM5hb4C8jz5pHnzWN+8fzgvinOlDqJ3BhHTDOcTctzSEnbkpIS4uLiALDb7URGRmoOWxERERERERERkTaqnbMd7Zzt6B3TO1hW4i+pM7VCvi+fHb4d7PDtYEHJguC+Sc6kOoncOEdcc5xKszrkG5F99dVXxMfHA2CaJjNnzmTZsmUh+5x77rmH2oyIiIiIiIiIiIi0QrGOWI6LOY7jYo4LlpUGSsmpzAmZXiHPm8dO3052+nayqGRRcN8ER8LuOXKrl3aOdhiG0Ryn0yQOOWk7evTokPU//vGPIeuGYRAIBA61mbD69NNPue222zBNk7vuuotrr722uUMSERERERERERFpM2LsMfSM7knP6J7BsvJAOZsqNwWTuBsrN5LrzaXQX0hhaSFLSpcE942zx+1O4kZWPSY6Eg+bRO4hJW1N0wxXHE3G7/eTlZXFd999R3x8PP369eP8888nKSmpuUMTERERERERERFps6LsUfSI7kGP6B7Bskqzkk2Vm0KmVtjq2UpxoJilZUtZWrY0uG+MPabO1ArJzuRWmcg95JG2rc38+fM59thj6dixIwBnnXUWX3/9NZdffnkzRyYiIiIiIiIiIiK1RdgiOCrqKI6KOipY5jE9bPZsZmNFaCK3NFDKr2W/8mvZr8F9o2xRdUbkpjhTsBm25jidemt1Sdvvv/+eJ554goULF7Jt2zZmzJjByJEjQ/aZMmUKTzzxBLm5ufTp04fnnnuOAQMGALB169ZgwhagY8eObNmypSlPQURERERERERERA6S2+bmyMgjOTLyyGCZz/RVJXJrjcjd4tlCuVnOivIVrChfEdw30hZZZ47cVFdqi0rktrqkbVlZGX369OHqq6/mggsuqLN9+vTpZGVlMXXqVAYOHMjkyZMZPnw4q1aton379g1uz+Px4PF4guvFxcUA/Hu1iSvSf/AnIiKtWiBgw25vWfN1i0jTqU8fUOazgo+vLdc1g8jhRNcBIvt2MF9APtRvLe/vcMuy6nWcsY8NRq1HwwAsABuGATbD2r3doM7zva7X2s9W88SysBkQXVCJy+nHYYDdBnbDqH4Eu82oLjeq16u2O6q324LbQ49zVO9vM2iVXw8XaQg7djLdmWS6MyG+qsxv+dnq2crGyo3keKrmyN3k2USFWcGq8lWsKl8VPN5tuMmIyCDTnRlM6Ka50rAb9uA+TTlVbKtL2p511lmcddZZ+9z+1FNPMW7cOMaOHQvA1KlT+eyzz3j11Ve5++67SU9PDxlZu2XLluAo3L2ZOHEiDz74YJ3yn7eDzb3vzl9EDnc2qq/YRKRNOnAf4A3sfpyXq/5C5PCi6wCR1qMxEpXhrrOmPk/10jhshoXDgAh71RLpgAi7RaQd3LXXHbX2sUOEo2qfmjKn7dAT7SJNyY2b7tX/EQEBd4Ad5g62+LewLbCNLYEt5AZy8Vge1lasZW3F2uCxTpyk2dNIt6eTbk8nwZvQZHG3uqTt/ni9XhYuXMg999wTLLPZbAwbNox58+YBMGDAAJYtW8aWLVuIj4/niy++4N57791nnffccw9ZWVnB9eLiYjIyMjg7EyKjWs6QaRFpOhYWAb8fu8OB0SgXgSLSktW3D3jJAaVU/QJ0QVddM4gcLnQdILJvTfWnjNrt7GcgLZZlBUfF7S+2/dVn1Xq0rKrFtCwMw6gqq964t+c16zXj8iyrVn2196uu1+Z0YmEjYFoELKoW08Jf/Wha4DchYFkEzN3bA3sp3xvTMvBa4DWh2FdT2vB+zG5AlNMgymkQ6ah6jHIYRDltIWUJETZSomwkR9lIiLBhU6ZXWpB00ulDn+C6aZls824jpzKHjZ6N5FTmkFOZg8fysCmwiU2BTQAEKprumzZhS9oWFRXx3nvvsW7dOu644w4SExNZtGgRqampIXPINqb8/HwCgQCpqakh5ampqaxcuRIAh8PBpEmTGDp0KKZpcuedd5KUlLTPOt1uN263u075sAwbsbH2vRwhIoc7y7KorPQREWHXV4xE2qD69gFvOgxKgQiHwZlddM0gcrjQdYBI62FZFn5/eFPJlmURCJjY7eHrA2qmcGjXLhqXyxWW+kxrL0ld08JnQqXfotxnUu6zKPdbVY8+s9ZziwqfRbnf3L3uryqzqKq3xGtR4q3/a2s3ICnSRkq0nZRIG8lRdlKi7NVJXTvJUTYcNvWp0nxs2MiIzCAjMoNTOAWoSuRu925nQ+WG4By52Z7sJospLEnbX375hWHDhhEfH8+GDRsYN24ciYmJfPDBB+Tk5PDGG2+Eo5mwOffcczn33HObOwwRERERERERkbAyjOp5b6EqWxompmVVJ3x3J3KDyd/gelVZqc+ioMJkR3mAggqTgAXby022l+99PlADao3MtYc8pkTZSY6yE+FQUleals2wkeZOI82dxknxJwGwK2EXv+N3TdJ+WJK2WVlZjBkzhscff5zY2Nhg+YgRI7jiiivC0US9JCcnY7fbycvLCynPy8sjLS2tyeIQERERERERETmc2IzqqRCcDTvOtKoSuPnlVUncqsUkv/pxR3kAnwkFlSYFlSarCvZ+A9dYl1GdwLWFjNLtEFO1aKSuNAWb0XTTnoUlafvzzz/z4osv1inv2LEjubm54WiiXlwuF/369WPmzJmMHDkSqLqr28yZMxk/fnyTxSEiIiIiIiIiIlXJ3uTq0bJHUzfja1kWxR4rmMzdUR4IJnTzK6oey31W9ZQMftYX1W3DbkB6rJ2MOAedYu10jnOQEW8nNdquuXSl1QpL0tbtdlNcXFynfPXq1aSkpISjiaDS0lLWrt19F7fs7GwWL15MYmIinTt3Jisri9GjR9O/f38GDBjA5MmTKSsrY+zYsWGNQ0REREREREREDo1hGMRHGMRH2OiWuPd9yrzm7tG5FbUSu2UmW0sDVPgtNhUH2FQcepMopw06xTroFFeV0O0cZ6dTnIPkKN0YTVq+sCRtzz33XB566CHeffddoOoDl5OTw1133cWFF14YjiaCFixYwNChQ4PrWVlZAIwePZpp06Zx6aWXsmPHDu677z5yc3Pp27cvX375ZZ2bk4mIiIiIiIiISMsX7bIR7bLRpV3dNJZlWeysMMkp9rO5OBB83FzixxuA7F1+snf5AU/wmAiHQafqkbkZcbsfEyJsusmktBhhSdpOmjSJiy66iPbt21NRUcGpp55Kbm4ugwYN4uGHHw5HE0FDhgwJ3llxX8aPH6/pEEREREREREREDnNGrekXTqh1OyPTstheZrKp2M+mYj85xQE2F/vZUhKg0m+xttDP2sLQ+XOjnUatJO7uhG6cu+nmMRWpEZakbXx8PN988w3//e9/+eWXXygtLeWEE05g2LBh4aheRERERERERESk3myGQVqMnbQYOyemu4PlftMitzRQPZ2Cv3oJsK00QJnPYuVOPyt3hiZz490GneMcZLZzcES8gy7tHKTH2LHr5mfSiMKStK0xePBgBg8eHM4qRUREREREREREwsJhM+gU56BTnINB7E7megMWW0tCE7mbS/zklZns8lgs3eFj6Q5fcH+nDTrH707idmnnIDPOgduhRK6Ex0EnbZ999tl67zthwoSDbUZERERERERERKRRuexGMPlaW6XfYnOxn5xiP9lFfjbs8rNxV9UUC+sK/ayrNcWCAaTH2ukS7+CI6rq6xGt6BTk4B520ffrpp0PWd+zYQXl5Oe3atQOgqKiIqKgo2rdvr6StiIiIiIiIiIi0OhEOg26JTrolOoNlpmWRVxaoSuJWJ3Kzi/zs8lhsKQmwpSTAnM27b3yWFGkjszqRWzMyNyVKNz2T/TvopG12dnbw+b///W/+8Y9/8Morr9CjRw8AVq1axbhx4/jjH/946FGKiIiIiIiIiIi0ADbDoEOMgw4xDk7utLu8sCIQTOBu2OVnQ1GA3LIAOytMdlZ4WZTrDe4b7TToEr97ntwj2jlIj7Xj0Dy5Ui0sc9ree++9vPfee8GELUCPHj14+umnueiiixg1alQ4mhEREREREREREWmREiLtJETaOT5t91y55T6TnF0BsquTuRuLqqZaKPNZ/Jrv49f80HlyM+KqR+S2c9C1nYPO8Q5cdiVy26KwJG23bduG3++vUx4IBMjLywtHEyIiIiIiIiIiIq1KlNPG0ck2jk7ePb2C37TYXFxrVG71yNwKv8X6Ij/ri3bn2GwGdIq110rkOsmMtxPp1Dy5h7uwJG1PP/10/vjHP/Lyyy9zwgknALBw4UJuuOEGhg0bFo4mREREREREREREWj2HbfdNz4ZkVpWZlsX2MjOYyF1f6CN7l59ij0VOcYCc4gCzc6rmyTWADjH2kBG5Xdo5iHEpkXs4CUvS9tVXX2X06NH0798fp7PqLwd+v5/hw4fz8ssvh6MJERERERERERGRw5LNMEiLsZMWY+ekjlXTK1iWRUGFWZXELapK5mYX+SmoNNlaGmBraegNz9pH2UJG5B7RzkF8hBK5rVVYkrYpKSl8/vnnrF69mpUrVwJw9NFH071793BULyIiIiIiIiIi0qYYhkFSlJ2kKDv903fPk1tUabKhyM/6Il8wkbu93KxevPy0dfcNzxIjbCEjco9o5yAx0oZhaJ7cli4sSdsa3bt3V6JWRERERERERESkkbSLsNE3zUXfNFewrNRbk8jdPSJ3W2mAgkqTglwvC3N3J3Lj3AZHxFcnchOcdG3nICVKidyWJixJ26uvvnq/21999dVwNCMiIiIiIiIiIiJ7iHHZOK69i+Pa707kVvhMNu4KhIzI3VwSoNhjsWS7jyXbfUAFANFOIzgSt2tC1WNqtB2bErnNJixJ28LCwpB1n8/HsmXLKCoq4rTTTgtHEyIiIiIiIiIiIlJPkU4bRyfbODrZGSzzBixydlWNyK0ZlZuzy0+Zz2LpDh9Ld/h2H+8w6kytkB6rRG5TCUvSdsaMGXXKTNPkhhtu4MgjjwxHEyIiIiIiIiIiInIIXHaDbolOuiXuTuT6AhabikOnVti4y0+F32J5vo/l+bsTuW47dGnn4Ih2VdMqdG3noGOsHbtNidxwC+uctrXZbDaysrIYMmQId955Z2M1IyIiIiIiIiIiIgfJaTeq5rZN2J3I9ZsWW0oCrC/0k109vcKGXX48AVi108+qnf7dx9ugS3zo1AoZcQ4cSuQekkZL2gKsW7cOv99/4B1FRERERERERESkRXDYDDLjHWTGOxhKBACmZbG1JBAytUJ2kZ9Kv8WaQj9rCv2QXXM8dI4LnVqhc7wDl12J3PoKS9I2KysrZN2yLLZt28Znn33G6NGjw9GEiIiIiIiIiIiINBObYdApzkGnOAe/7VxVZloWuaWBYBK35rHcZwWTuzOrj7cb0CnOTtd2zuCo3Mw4B26HErl7E5ak7f/+97+QdZvNRkpKCpMmTeLqq68ORxMiIiIiIiIiIiLSgtgMg/RYB+mxDgZnVJVZlsX2cpP1hX7WV0+tsL7IT6nXYuOuABt3BfhuY83x0DHWHhyN27Wdky7tHEQokRuepO13330XjmpERERERERERESkFTMMg9RoO6nRdgZ1cgNVidz8CpPsQn+tUbk+dnksNhUH2FQcYHaOp+p4ID3WHpxaoWs7B13aOYhy2prxrJpeWJK2p512Gh988AHt2rULKS8uLmbkyJH83//9XziaERERERERERERkVbGMAxSouykRNkZ0HF3Irew0qyaRqFw9/QKhZUmW0oCbCkJ8N9NnmAdHWLqJnJjXIdvIjcsSdtZs2bh9XrrlFdWVvLDDz+Eo4mw2bRpE1deeSXbt2/H4XBw7733cvHFFzd3WCIiIiIiIiIiIm2GYRgkRtpJjLTTv4M7WF5Uae6eVqE6mZtfYbKtNMC20gBzN+9O5KZG24LTKhxRPcVCnPvwSOQeUtL2l19+CT5fvnw5ubm5wfVAIMCXX35Jx44dD6WJsHM4HEyePJm+ffuSm5tLv379GDFiBNHR0c0dmoiIiIiIiIiISJvWLsLGCWluTkjbncgt9pi1bnTmY32hn+3lJnllJnllXn7csnswaXKkja4JjuCo3CPaOWkX0foSuYeUtO3bty+GYWAYBqeddlqd7ZGRkTz33HOH0kTYdejQgQ4dOgCQlpZGcnIyBQUFStqKiIiIiIiIiIi0QHFuG31SXfRJdQXLSr1VidzdyVw/20oD5FeY5Fd4mb91dyI3MaJ6RG6tZG5ipL05TqXeDilpm52djWVZdO3alfnz55OSkhLc5nK5aN++PXZ7w16A77//nieeeIKFCxeybds2ZsyYwciRI0P2mTJlCk888QS5ubn06dOH5557jgEDBjQ4/oULFxIIBMjIyGjwsSIiIiIiIiIiItI8Ylw2erV30av97kRuuc9kQ3UStyaRu7UkQEGlSUGul4W5uxO57dy24JQKXROqErlJkTYMw2iO06njkJK2mZmZAJimGZZgAMrKyujTpw9XX301F1xwQZ3t06dPJysri6lTpzJw4EAmT57M8OHDWbVqFe3btweqRgD7/f46x3799dekp6cDUFBQwFVXXcVLL72033g8Hg8ez+65MoqLi4GqyZItyzro8xSR1qvms68+QKRtOpg+QP2FyOFD1wEirUdj/N7eGH1ATV2maYY1vyLSFkXY4egkB0cn7U55VvotNuzyV4/KDbC+yM+WkgBFHpP/5Xn5X97uRG6sy9idyI2vuvFZStTuRG5TfkYPOmn78ccfc9ZZZ+F0Ovn444/3u++5555b73rPOusszjrrrH1uf+qppxg3bhxjx44FYOrUqXz22We8+uqr3H333QAsXrx4v214PB5GjhzJ3Xffzcknn7zffSdOnMiDDz5Yp9zn81FZWXmAsxGRw1ntP+iISNtzoD6g9i91umYQOfzoOkCkbWuMxE1hYWHY6xSRKglAQgycEAN0Am8AtpTD5jKDTaUGm8sMtlVAiRd+2e7jl+2+4LFRdotOMRYZ0ZBiK2uymA86aTty5Ehyc3Np3759nekLajMMg0AgcLDNhPB6vSxcuJB77rknWGaz2Rg2bBjz5s2rVx2WZTFmzBhOO+00rrzyygPuf88995CVlRVcLy4uJiMjA6fTSURERMNPQkRaPcuy8Hg8uN3uFvO1CRFpOvXtA2q2GYahawaRw4iuA0RaD8uy9vot3EOt0zRNbLbwfYW65g+98fHxuFyuA+wtIuGy52Sp3oDFpuJAcFqF7CI/OcUBygMGq3cZrN4Fpqfp5sE96KRt7b8qNdXQ4Pz8fAKBAKmpqSHlqamprFy5sl51zJkzh+nTp9O7d28+/PBDAN5880169eq11/3dbjdut7tOec0N2ESk7VI/INK2NaQPUF8hcvjRdYBI69BYn9PG6ANsNhs2W+u7w73I4SLCBkcl2TkqafcfT/ymRc6u3Tc7W72tkk1NFM8hzWnbGg0ePFhzxIiIiIiIiIiIiMh+OWwGXROcdE1wcjpQ0g2GNVXbB3vgs88+W+99J0yYcLDNhEhOTsZut5OXlxdSnpeXR1paWljaEBEREREREREREWlOB520ffrpp+u1n2EYYUvaulwu+vXrx8yZM4Pz6JqmycyZMxk/fnxY2hARERERERERERFpTgedtM3Ozg5nHEGlpaWsXbs2pJ3FixeTmJhI586dycrKYvTo0fTv358BAwYwefJkysrKGDt2bKPEIyIiIiIiIiIiItKUwj6nbc1dDw92Qu4FCxYwdOjQ4HpWVhYAo0ePZtq0aVx66aXs2LGD++67j9zcXPr27cuXX35Z5+ZkIiIiIiIiIiIiIq1R2G5L+Morr3DccccRERFBREQExx13HC+//HKD6xkyZAiWZdVZpk2bFtxn/PjxbNy4EY/Hw08//cTAgQPDdRoiIiIiIiIiIiIizSosI23vu+8+nnrqKW666SYGDRoEwLx587j11lvJycnhoYceCkczIiIiIiIiIiIiIoe9sCRtX3jhBV566SUuv/zyYNm5555L7969uemmm5S0FREREREREREREamnsEyP4PP56N+/f53yfv364ff7w9GEiIiIiIiIiIiISJsQlqTtlVdeyQsvvFCn/J///CejRo0KRxMiIiIiIiIiIiIibUJYpkeAqhuRff3115x00kkA/PTTT+Tk5HDVVVeRlZUV3O+pp54KV5MiIiIiIiIiIiIih52wJG2XLVvGCSecAMC6desASE5OJjk5mWXLlgX3MwwjHM2JiIiIiIiIiIiIHLbCkrT97rvvwlGNiIiIiIiIiIiISJsXljltRURERERERERERCQ8wjLStrKykueee47vvvuO7du3Y5pmyPZFixaFoxkRERERERERERGRw15YkrbXXHMNX3/9NRdddBEDBgzQ3LUiIiIiIiIiIiIiByksSdtPP/2Uzz//nFNOOSUc1YmIiIiIiIiIiIi0WWGZ07Zjx47ExsaGoyoRERERERERERGRNi0sSdtJkyZx1113sXHjxnBUJyIiIiIiIiIiItJmhWV6hP79+1NZWUnXrl2JiorC6XSGbC8oKAhHMyIiIiIiIiIiIiKHvbAkbS+//HK2bNnCI488Qmpqqm5EJiIiIiIiIiIiInKQwpK0nTt3LvPmzaNPnz7hqE5ERERERERERESkzQrLnLZHH300FRUV4ahKREREREREREREpE0LS9L20Ucf5bbbbmPWrFns3LmT4uLikEVERERERERERERE6ics0yOceeaZAJx++ukh5ZZlYRgGgUAgHM2IiIiIiIiIiIiIHPbCkrT97rvvwlGNiIiIiIiIiIiISJsXlqTtqaeeus9ty5YtC0cTYVdeXs4xxxzDxRdfzJNPPtnc4YiIiIiIiIiIiIgAYZrTdk8lJSX885//ZMCAAfTp06cxmjhkDz/8MCeddFJzhyEiIiIiIiIiIiISIqxJ2++//57Ro0fToUMHnnzySU477TR+/PHHcDYRFmvWrGHlypWcddZZzR2KiIiIiIiIiIiISIhDTtrm5uby6KOPctRRR3HxxRcTFxeHx+Phww8/5NFHH+XEE09sUH3ff/8955xzDunp6RiGwYcfflhnnylTptClSxciIiIYOHAg8+fPb1Abt99+OxMnTmzQMSIiIiIiIiIiIiJN4ZDmtD3nnHP4/vvvOfvss5k8eTJnnnkmdrudqVOnHnSdZWVl9OnTh6uvvpoLLrigzvbp06eTlZXF1KlTGThwIJMnT2b48OGsWrWK9u3bA9C3b1/8fn+dY7/++mt+/vlnunfvTvfu3Zk7d+4B4/F4PHg8nuD6rl27gnEahnGwpykirZhlWXi9Xvx+v/oBkTaovn2AaZrBx9LS0qYKT0Qama4DRFoPy7IIBAJhr9M0TWw2W9j6AMuyALDb7bhcrrDUKSKNo6SkBNj9uW1U1iGw2+3Wrbfeaq1evTqk3OFwWL/++uuhVG1ZlmUB1owZM0LKBgwYYN14443B9UAgYKWnp1sTJ06sV51333231alTJyszM9NKSkqy4uLirAcffHCf+99///0WoEWLFi1atGjRokWLFi1atGjRokWLFi3WunXrDirX2RCGZR18avjHH3/klVdeYfr06RxzzDFceeWVXHbZZXTo0IElS5bQs2fPg60aAMMwmDFjBiNHjgTA6/USFRXFe++9FywDGD16NEVFRXz00UcNqn/atGksW7aMJ598cp/77DnStqioiMzMTHJycoiPj69XOyeeeCI///xzg2I7mGPCcWw462iKOpujjZbc/sFojTE3t+LiYjIyMti0aRNxcXEH3L819gHhrKex6muuNlpy+wejNcbc3BraB0Dr7AfUB7S+9g9Wa427uagPaBn1NVcbLbn9g9Va424u6gNaVp3N0UZLbv9gtMaYm9OuXbvo3LkzhYWFtGvXrlHbOqTpEU466SROOukkJk+ezPTp03n11VfJysrCNE2++eYbMjIyiI2NDVes5OfnEwgESE1NDSlPTU1l5cqVYWunNrfbjdvtrlMeHx9f7w7abrfXe99DOSYcx4azjqaosznaaMntH4zWGHNLERcXV6/XrjX2AeGsp7Hqa642WnL7B6M1xtxS1LcPgNbZD6gPaH3tH6zWGndzUx/QvPU1Vxstuf2D1Vrjbm7qA1pGnc3RRktu/2C0xphbApvtkG8TduA2wlFJdHQ0V199Nf/9739ZunQpt912G48++ijt27fn3HPPDUcTjWLMmDH7HWUbLjfeeGOTHBOOY8NZR1PU2RxttOT2D0ZrjLm1aY19QDjraaz6mquNltz+wWiNMbdGrbEfUB/Q+to/WK017tZEfYD6gJastcbdmqgPaLw6m6ONltz+wWiNMbcVhzQ9wv4EAgE++eQTXn31VT7++OODqqOxp0c4GMXFxcTHx7Nr1y79JUKkjVI/INK2qQ8QadvUB4i0beoDRNq2puwDGm0sr91uZ+TIkQedsN0bl8tFv379mDlzZrDMNE1mzpzJoEGDwtbO/rjdbu6///69TpkgIm2D+gGRtk19gEjbpj5ApG1THyDStjVlH9BoI20PVmlpKWvXrgXg+OOP56mnnmLo0KEkJibSuXNnpk+fzujRo3nxxRcZMGAAkydP5t1332XlypV15roVERERERERERERaW1aXNJ21qxZDB06tE756NGjmTZtGgDPP/88TzzxBLm5ufTt25dnn32WgQMHNnGkIiIiIiIiIiIiIuHX4pK2IiIiIiIiIiIiIm1Zo81pKyIiIiIiIiIiIiINp6StiIiIiIiIiIiISAuipK2IiIiIiIiIiIhIC6KkbSMoLy8nMzOT22+/vblDEZEmVFRURP/+/enbty/HHXccL730UnOHJCJNaNOmTQwZMoSePXvSu3dv/vOf/zR3SCLSxM4//3wSEhK46KKLmjsUEWkmn376KT169OCoo47i5Zdfbu5wRKSZHcq1gW5E1gj+8pe/sHbtWjIyMnjyySebOxwRaSKBQACPx0NUVBRlZWUcd9xxLFiwgKSkpOYOTUSawLZt28jLy6Nv377k5ubSr18/Vq9eTXR0dHOHJiJNZNasWZSUlPD666/z3nvvNXc4ItLE/H4/PXv25LvvviM+Pp5+/foxd+5c/T4g0oYdyrWBRtqG2Zo1a1i5ciVnnXVWc4ciIk3MbrcTFRUFgMfjwbIs9HcxkbajQ4cO9O3bF4C0tDSSk5MpKCho3qBEpEkNGTKE2NjY5g5DRJrJ/PnzOfbYY+nYsSMxMTGcddZZfP31180dlog0o0O5NlDStpbvv/+ec845h/T0dAzD4MMPP6yzz5QpU+jSpQsREREMHDiQ+fPnh2y//fbbmThxYhNFLCLhFI4+oKioiD59+tCpUyfuuOMOkpOTmyh6ETlU4egDaixcuJBAIEBGRkYjRy0i4RLOPkBEWqdD7Qe2bt1Kx44dg+sdO3Zky5YtTRG6iByElv6zX0nbWsrKyujTpw9TpkzZ6/bp06eTlZXF/fffz6JFi+jTpw/Dhw9n+/btAHz00Ud0796d7t27N2XYIhImh9oHALRr144lS5aQnZ3Nv//9b/Ly8poqfBE5ROHoAwAKCgq46qqr+Oc//9kUYYtImISrDxCR1kv9gEjbEo7PfM09bfZctm7deugBWrJXgDVjxoyQsgEDBlg33nhjcD0QCFjp6enWxIkTLcuyrLvvvtvq1KmTlZmZaSUlJVlxcXHWgw8+2JRhi0iYHEwfsKcbbrjB+s9//tOYYYpIIznYPqCystL6zW9+Y73xxhtNFaqINIJDuQ747rvvrAsvvLApwhSRRnQw/cCcOXOskSNHBrfffPPN1ltvvdUk8YrIoQlHDmBfDvbaQCNt68nr9bJw4UKGDRsWLLPZbAwbNox58+YBMHHiRDZt2sSGDRt48sknGTduHPfdd19zhSwiYVSfPiAvL4+SkhIAdu3axffff0+PHj2aJV4RCa/69AGWZTFmzBhOO+00rrzyyuYKVUQaQX36ABE5vNWnHxgwYADLli1jy5YtlJaW8sUXXzB8+PDmCllEDkFL+NnvaJJWDgP5+fkEAgFSU1NDylNTU1m5cmUzRSUiTaU+fcDGjRu57rrrgjcgu+mmm+jVq1dzhCsiYVafPmDOnDlMnz6d3r17B+fDevPNN9UPiBwG6vu7wLBhw1iyZAllZWV06tSJ//znPwwaNKipwxWRRlCffsDhcDBp0iSGDh2KaZrceeedJCUlNUe4InKIwpUHPJRrAyVtG8mYMWOaOwQRaWIDBgxg8eLFzR2GiDSTwYMHY5pmc4chIs3o22+/be4QRKSZnXvuuZx77rnNHYaItBCHcm2g6RHqKTk5GbvdXuemQnl5eaSlpTVTVCLSVNQHiLRt6gNE2jb1ASKifkCkbWkJn3klbevJ5XLRr18/Zs6cGSwzTZOZM2fqK08ibYD6AJG2TX2ASNumPkBE1A+ItC0t4TOv6RFqKS0tZe3atcH17OxsFi9eTGJiIp07dyYrK4vRo0fTv39/BgwYwOTJkykrK2Ps2LHNGLWIhIv6AJG2TX2ASNumPkBE1A+ItC0t/jNvSdB3331nAXWW0aNHB/d57rnnrM6dO1sul8saMGCA9eOPPzZfwCISVuoDRNo29QEibZv6ABFRPyDStrT0z7xhWZbVFMlhERERERERERERETkwzWkrIiIiIiIiIiIi0oIoaSsiIiIiIiIiIiLSgihpKyIiIiIiIiIiItKCKGkrIiIiIiIiIiIi0oIoaSsiIiIiIiIiIiLSgihpKyIiIiIiIiIiItKCKGkrIiIiIiIiIiIi0oIoaSsiIiIiIiIiIiLSgihpKyIiIiIiIiIiItKCKGkrIiIiIiIiIiIi0oIoaSsiIiIiIiIiIiLSgihpKyIiIiIiIiIiItKCKGkrIiIiIiIiIiIi0oIoaSsiIiIiIiIiIiLSgihpKyIiIiIiIiIiItKCKGkrIiIiIiIiIiIi0oIoaSsiIiIiIiIiIiLSgjiaO4DWxjRNtm7dSmxsLIZhNHc4IiIiIiIiIiIi0gQsy6KkpIT09HRstsYdC6ukbQNt3bqVjIyM5g5DREREREREREREmsGmTZvo1KlTo7bRZpO2U6ZM4YknniA3N5c+ffrw3HPPMWDAgAMeFxsbC8Abb7xBTExMY4cpIi2QZVl4PB7cbrdG3Iu0QfXtA6699loKCgpITEzk5ZdfbsIIRaQx6TpApPWwLItAINAoddrt9rD1AZZlARAfH4/T6QxLnSLSOEpLSznvvPOC+cHG1CaTttOnTycrK4upU6cycOBAJk+ezPDhw1m1ahXt27ff77E1nXJUVBTR0dFNEa6ItDCWZWG324mIiNAvayJtUH37gJqvS9lsNl0ziBxGdB0g0npYloXf7w97nY2VtI2OjsblcoWlThFpHDWf16a4BmiTSdunnnqKcePGMXbsWACmTp3KZ599xquvvsrdd99drzoWFKwlyhvVmGECoMvAg3e4XUQfXmdTo+FnZTuYVyLc7wXLwuf14axwhtR9MK0c1PnUQ33e//Vp2TjAXuGoY1/17O24fdW0t/Pd+77hr7M+ce5Z157bQ94HB9h3z/Zqr9n2l0Dcx5na9vMert1WzbPa51LzdG917y2Wmv32Wtcebdas71lPTR2NPX/U/liWhT3gwR44wGet+oIOy8IeqGya4ESk0dW7DxCRZmdZFlYg/ElbAiZ2bGFP2toCldj84R0ZLCLhZfib7rq+zSVtvV4vCxcu5J577gmW2Ww2hg0bxrx58+rs7/F48Hg8wfXi4mIAPgq8jt1rb/yARaTl8hx4FxFpGkbNX7xr1vd4ZM9yq2Z993HG3vbbyzE1x+2trdp1FJu7go8Pb72rTv3BxdqzbavO9rrHWXXrs0LrrVOXVTfW2vXY9nf8HsfagnWGxlqTSjcsK7gPIfuHxhTcxwLbXs7bVisGW3WMVfVZwbZse+5n1Y5nH2VWaPs2rOA+Ve1U1R/cXut8arbXjqkmHqPWeu3tBhb26nOy12rPXh23vfoc9l0O9j1iEhEREZGmV+yxDrxTmLS5pG1+fj6BQIDU1NSQ8tTUVFauXFln/4kTJ/Lggw/WKU/3+XE4mu4fStq2pnynWU30m2BTndPBtNOyYzu4f6CDausgmtpXO/tr/2C2HczrsLfzaUi89X0N99yv7npoILXjOlAb+6s75HkbHPlVc871fq8bdZ6EnVnrcYejzV1ySSMyrOokMKHJXFt1eVXid4/ntR5t7KOs+viaOu17K9ujPketdcd+1h1WVR0Odj86atUdXK+1v2OPehyWhbP6ubP6mLbX24mIiEhbod8gDuCee+4hKysruF5cXExGRgZ/an8fcU0w6bCItDxVNyDx4na79LVIaXVM09z9fD8pTtOqu632/jXPLGsvZdXPatewZ317a9s0Q4/bs56atqy9HL9n/TXHBs/Wqr0euq32OYSco2WFxBKMx7Lw+nw4nc5aSXcL06LW3vB34x52UUSUEcMf3DeE1mVRq8aq+Mxacdduv/Z+VWVWyJ5m8HWpOa/QV86yrOB51d639lHBWvfYXtPe3valut7aR+z9GGuPeveoz9pdYtZqwQppb49ya+/l7GP/3a+7Bcae5ebuPSwTywg9fvejGbq+l/1qbwspN8xaz6vq2vO5Vf28Pj9WLMOg5su+vjb+c8iybBiWHSwbWHYM7NWPVeUGdgzLho3q59ixYceGrfrRXv2s6rndsGPHgQMHTsOOHTsOw4HTqFp32hw4sWMLQITTjdvmwGVz4LbZcRnVzw07bpudCHvVc5ddv3KJNJfGmtPWNC1sNiPs0yPExcfjcmpOW5GWrKSkBB49t0naanNXEMnJydjtdvLy8kLK8/LySEtLq7O/2+3G7XbXKbcckZiOyEaLU0RaLsuyCPgNTIduQCKt2/5mhW2+GWNbPsuyqKysPOBNiJy2qsssl83B8Yndmio8aeVM08TEwm+ZBCwLExO/aRGwqsoDlom/OmEesExMs2a/qvWa/fyWiWmZ+K0AAcsiQPU2yyRQc6xlEqD6sbqtquNNTCuAiRWyj1V9XNWeNfuZBAjsLrMCVEVgYtYqr46w1noAyzChuqzqeVU5Nc+rt2OYYAQwDLPO62UYZvX+Vaw9HhuNnap8e92Q6rAsAyxHVTLZcoDlwMCBYTmw4cRmObHhwI6zenHgMFzViWNn9VL13GVz4jKcuA0HblvVeqTNSUTN4nASZXMSYXcQaXPgsGk6N2nbqv5w2Tg3IqMRbkSGMwp0IzKRls3VdPNOt7mkrcvlol+/fsycOZORI0cCVRfHM2fOZPz48c0bnIiIiIi0aTabDRvgQMm2PZmmidcK4LMCeAJVj17LxBfw47NMvGbVo9/y4zUD+Kv39e+x+KwAgernAaqeB6qfV5X5qxar6tHET1XquvrR8FcngfxYRgDL8APVj4a/OsG8O21sGBYYPsAXLKsZm12PnG9dDTjYMh1guTBMFwZObJYLm+XCjgtH9eI0XDhx4TJcuGwu3IaLCJsLt81FpM1FlM1FpN1NtM1FtMNFtN1FjMNFhN15MNGLiIhIPbW5pC1AVlYWo0ePpn///gwYMIDJkydTVlbG2LFjmzs0ERERERHZC5vNRgQ2InAS24y/xRxotL1pmvgsk0qzKnlcafrxBPx4TT8eq/rR9FFp+vCYfryWD4/lw2f68Fo+fJYfn+XDZ/kI4Mdv+fDjq04m+zDxVSeOfViGDws/GD4smw8Mf8iIZMNWlVzGXo4FBKoXX52o9+IAI4ktywamC8OqWmxWBA7LjYMInLhxGhG4DTcRRgSRNjeRtgiibBHE2COIcUQQZ48gzukmzhFBpM2BzabveIiIiNTWJpO2l156KTt27OC+++4jNzeXvn378uWXX9a5OZmIiIiIiEhD2Gw23NhwN9Nctt6An4qAj3LTR0XAR1nAS3n1UmF6qTSrHj2WB4/pxWt58VlVj36qlgDeqgSx4cE0fFiGF8vwgs0bTAobhgn2SqAyJCHs2V9wNYngPbLGVQngCAzTjc1yY7cicBCBAzcuInAZ7qoEsC2CWHsUMfYo4u2RJDijSXBGkuSK0shfERE57LTJpC3A+PHjNR2CiIiIiIgcVlx2By67g3ga5/4blQEfpX4vZQEvZX4vZaaXsoCH8oCHskAl5WYlFWYlHstDpVWJz6rEiwc/lQQMDwGjEsvwYBkeDHtVircqAVwO9vJ95XVD1WSIvbuLLNOFYUZiMyNxWFE4icRNFBFGFJG2SKJtUcQ6ooi1R9LOEU2CI4pEVyTtHBEa5SsiIi1Sm03aioiIiIiISMNE2J1E2J0kE33IdfnNACV+L8X+Sor9lZT4KykNVFJmViWAK8xKPGZV8tdrefBSgY8KfEYFAaMcy1YBtkoMw8KwVY0ENtmFl6p8btmeDe4lI1w1yrcq2Wu3qhK+VcneaGJsMcTZY0lwxJDkjKG9K5ZUdyzRDt0oSkREGt9BJW39fj+zZs1i3bp1XHHFFcTGxrJ161bi4uKIiYkJd4wiIiIiIiJymHHY7CS4IklwHfyoYL8ZoNBXSYG3nCJ/1VISqKA0UEZpoIJKq5xKqxxPdcI3YJRj2iqwbOUYtuo5gO1lWPay6tvLQSWwC8iraaRmZG9l1aoVcGMzY3BYMbisGCKIIbo6wRvviCHBEUOKM45UdwxJzkiN5BURkYPS4KTtxo0bOfPMM8nJycHj8XDGGWcQGxvLY489hsfjYerUqY0Rp4iIiIiIiEgIh81OijuaFHfDR/6W+b0U+Mop8JZT6C+nxF9OcaCCUrOM0kAZFVYJlZThNUoI2EqxbKUYtgCG3YNl9+BjJz6qRvTurKnUhNpDfS3LhhGIwW7G4KxO8EYaMcTaY4m3x5DkjKODK4HMqHhiHRHhellEROQw0OCk7c0330z//v1ZsmQJSUlJwfLzzz+fcePGhTU4ERERERERkcYQ7XAR7XCREdmuXvubpkmRv5I8Tyk7vCUU+Esp8pdQEiil1Cql0irBQxl+WwmmrRTDXlk1ktdRTIDi4GDdImBbTaW+6qUMrEAE9kA73FY7oognztaORGc87Z3t6OhOoFNkPLEOd/hfCBERaZEanLT94YcfmDt3Li5X6Dw+Xbp0YcuWLWELTERERERERKSlsNlsJLqiSHRFcQztD7h/RcDHdk8p2z2l5PtLKPKXsstfQqlZSrlVQiWl+IxiAvZdVQleeyWmPZcKcqmgavRuNuxO7JaCFYjCHojHbcUTbbQj3taOREdoYldz7oqIHB4anLQ1TZNAIFCnfPPmzcTGxoYlKBEREREREZHWLNLuJDMqgcyohAPuW+itYHNlEVs9Rezw7aLAX0ixWUQFu/AYuzAdRRg2L4a9HNNeTgXbqADygXWwR2I3Gsceid0kRwKZEckcGZVM8kFMJSEiIk2vwUnb3/3ud0yePJl//vOfABiGQWlpKffffz8jRowIe4AiIiIiIiIih7OaG7L1osNet9dMzbCpooit3iLyvbsoCBRSYhZRzi68tl2Y9iIMmw/DXkbAXkY5WykHdgBrgZ8qgcqq0brOQDLRVjKJtmTSXClkuJM4KjqFRFdUE561iIjsT4OTtpMmTWL48OH07NmTyspKrrjiCtasWUNycjJvv/12Y8QoIiIiIiIi0mbVnpqhD+l73cc0TQp8FWyqLGKbp4gdviIKA0WUmEWUUYjPng+OEgx7OX57DrvIYReQbcG86oQu/micZlVCN8GWTAdXMp0jUugelUy8K7IpT1lEpM1rcNK2U6dOLFmyhOnTp7NkyRJKS0u55pprGDVqFJGR6sRFREREREREmprNZiPZHU2yO5rj6bjXfXb5Kllblk+OJ59t3h0UBPIpJb86oVsKjjJ8lFHERoqoSujOrQAqAH8MzkAyMSSRaE8hzZVMpjuFbtHJxDsjmvBMRUTahgYnbQEcDgejRo1i1KhR4Y5HRERERERERBpBvDOCfu060Y9OdbYVeitYV76TnModbPNVJXTLjHx8tp3VCd1SfI5SCtlAIbDOhDnBhG4szkAysSST5ujAkZEd6R2brukWREQOQYOTtq+//jrJycmcffbZANx5553885//pGfPnrz99ttkZmaGPUgRERERERERaTwJrkj6uzrRfy8J3QJvOevKdrLRs4Nc7w4KzHzKyMfn2IlhLwNHCT5HCQVkUwAs98InOwFfItFmB1Js6XRxp3NsTEe6RCZgs9ma/PxERFqbBidtH3nkEV544QUA5s2bx/PPP8/kyZP59NNPufXWW/nggw/CHqSIiIiIiIiINI+a+XRPJKPOtp2ectaW72BjZT7bfHnkm9sot20FZxE4CyijgDJ+ZYMJs4rBKozA7U8nwUinkyudHpEdOTY2lQi7s+lPTESkBWtw0nbTpk1069YNgA8//JCLLrqI6667jlNOOYUhQ4aEOz4RERERERERaaGS3FEkuTMZSOi3bnd4ylhWspW1lVvI9W+l2NhKwJmHYa/Ea19PHuvJAxZWgFVux+5rT5yVXjW9QkRHesV2JMUd3TwnJSLSAjQ4aRsTE8POnTvp3LkzX3/9NVlZWQBERERQUVER9gBFREREREREpHVJcUcz1H0UQzkqWFYR8LG8JI/VFVvZ5N1CobUVj2Mrhr0S07WNIrZRBKz0wWcFgK8dUWY6KbZ0Mt3p9IzuyJFRiZpeQUTahAYnbc844wyuvfZajj/+eFavXs2IESMA+PXXX+nSpUu44xMRERERERGRw0Ck3Vl1I7R2u+fNNU2TDRWF/Fq6hQ2erewwt1Jm2wbOAnAWUU4RG1nORhO+LwGryI3Ln06KkUnPyK6c1K4rCa7IZjwrEZHG0eCk7ZQpU/jrX//Kpk2beP/990lKSgJg4cKFXH755WEPUEREREREREQOTzabja7RSXSNTgJ6B8t3espZWrqVdRVb2FY9vYLfkYdh9+CzZ7OVbLYGZvFNvoHD15H2dOWYyCM5Kb4rSe6o5jshEZEwaXDStl27djz//PN1yh988MGwBCQiIiIiIiIibVuSO4oh7m4MoVuwzBPws6J0O8vLN7Hes55C23oMZwEB12a2sZltge+ZudPA4etACkfSI6IrJ0Znkqwkroi0Qg1O2gIUFRUxf/58tm/fjmmawXLDMLjyyivDFpyIiIiIiIiICIDb7qBvfDp949OBgQBsKC/kp11rWetZR6EtG5z5BFxbyWUrueYPzCo2sPvSSLaO4Ch3VwbGHkF73eBMRFqBBidtP/nkE0aNGkVpaSlxcXEYhhHcpqStiIiIiIiIiDSVLlEJdIk6ETgRgE0VRfxYtI41nnUU2NaDcwemaxvb2cZ25jKnBGw7U0m0unKUqyqJmxYR07wnISKyFw1O2t52221cffXVPPLII0RF6SsGIiIiIiIiItIyZES2IyOyH9APy7LYWFrIzyXZrPGup8BYj+XajunKI5888pnHvFIwCtpXJ3GP4MTYrnSMiG3u0xARaXjSdsuWLUyYMEEJWxERERERERFp0TpGxNIxojc1NznLrSzlp5Js1nrXs9PIxnTlYrm2s5Pt7ORHfiwFozCFBPMIjnR25ZS4bhqJKyLNosFJ2+HDh7NgwQK6du3aGPGIiIiIiIiIiDSKtIgYzovoBfQCYLunjPkl2az2ZJNvrCfgzAXnDgrYQQHzmV9i4N7Zle6O3gyLP5ZUzYcrIk2kwUnbs88+mzvuuIPly5fTq1cvnE5nyPZzzz03bMGJiIiIiIiIiDSW9u5ofu8+DjgOgJ3ecn4q3sAqz3p2GOswXdvwutexjHUsLfkQ984j6W47jjMSjiNVI3BFpBE1OGk7btw4AB566KE62wzDIBAIHHpUIiIiIiIiIiJNLMkVxYjknoygJwBrywuYtWsp2dYvBFxb8LrXsoy1LC35mIidR3K0ozdntDuWZLemkBSR8Gpw0tY0zcaIQ0RERERERESkRekWlUi3qFOBU1lTtpPvdv3CBpZiurbica9hCWtYXDyDSG+3qgRuQk+SXErgisiha3DSVkRERERERESkrTkqOoluUUMIBH7D2spCZhcvYyO/YLq2UelezWJW879ddiI93TjW1ZvT2/Uk0RXZ3GGLSCt1UEnb2bNn8+STT7JixQoAevbsyR133MFvfvObsAYnIiIiIiIiItLS9IhO5uiYocBQVpTuYHbxL+SwFNOVS2XEKhayigVFdqJ83TnW2ZthCcfQzhnR3GGLSCvS4KTtv/71L8aOHcsFF1zAhAkTAJgzZw6nn34606ZN44orrgh7kCIiIiIiIiIiLdExMSkcE3M6cDrLSvL4vmQpm/gFXNupcK9gASv4udBBdK0EbrzT3dxhi0gL1+Ck7cMPP8zjjz/OrbfeGiybMGECTz31FH/729+UtBURERERERGRNum42FSOi00FhrG0JI/vS35hs/ELOHdQ7l7OzyxnfqGDaG8Perl6c1ri0cTZXc0dtoi0QA1O2q5fv55zzjmnTvm5557Ln//857AEJSIiIiIiIiLSmvWKTaVX7BmY5jCWluXxQ8kvbDF+AWc+5RG/8hO/8mOBkxhvD/q4+3Bp7Em4UAJXRKo0OGmbkZHBzJkz6datW0j5t99+S0ZGRtgCExERERERERFp7Ww2gz6xafSJTcM0z+CX0m38ULqULcYvGM6dlEUsYy7LmLfmC46PGMboI4YQo+kTRNq8Bidtb7vtNiZMmMDixYs5+eSTgao5badNm8YzzzwT9gBFRERERERERA4HNptB37h0+salY5q/Y3HpVn4oWcJWxwJwFrAo8C6LVn1Gd/sQxnY5g/aRsc0dsog0kwYnbW+44QbS0tKYNGkS7777LgDHHHMM06dP57zzzgt7gCIiIiIiIiIihxubzeCEuI4cH5tOqf90Pin+hV98/weOQlbzGXev/4ZO1slc1flMusWlNHe4ItLEGpy0BTj//PM5//zzwx2LiIiIiIiIiEibE+NwcUPXYVj2M3h74zzmln5NwLmNLczikc3fk+Tvx+UdR3BCUufmDlVEmshBJW0BFixYwIoVKwDo2bMn/fr1C1tQIiIiIiIiIiJtjdvuZEzX33KVOZhPtizhq4Iv8LjWUeD8mSnbfyZ687Gc2/4shnU4prlDFZFG1uCk7ebNm7n88suZM2cO7dq1A6CoqIiTTz6Zd955h06dOoU7RhERERERERGRNsNms3FexvGcl3E8s/NWMyPvc4odyyhz/crbRb/y/vYjGJZwJud1Oh6Hzd7c4YpII7A19IBrr70Wn8/HihUrKCgooKCggBUrVmCaJtdee21jxCgiIiIiIiIi0iadmtqdyb1v4ea0B0j2n4Rl2vG6svm87AVuWHYvr66bjSfga+4wRSTMGjzSdvbs2cydO5cePXoEy3r06MFzzz3Hb37zm7AGJyIiIiIiIiIi0CexE30Sx5FdcgGv53xJjjUH05nHHO8bzFn+Mb1dpzH6iNNo54ps7lBFJAwaPNI2IyMDn6/uX3ACgQDp6elhCUpEREREREREROo6IjaJB44dxWNHPs7RxjngjwFHEb+YH5C1+g4eXv4uW8t3NXeYInKIGpy0feKJJ7jppptYsGBBsGzBggXcfPPNPPnkk2ENTkRERERERERE6kqJjOGOo0fy7NFPcKLjMgxfMoa9gvXGV/w1+y7+suw1Vu7Ka+4wReQgNThpO2bMGBYvXszAgQNxu9243W4GDhzIokWLuPrqq0lMTAwu4fTwww9z8sknExUVFbwB2p5ycnI4++yziYqKon379txxxx34/f6QfWbNmsUJJ5yA2+2mW7duTJs2LaxxioiIiIiIiIg0lWini+uPOoOpxz3C6ZHX4vB2wrD5yLX/l8e3/JXbfpnCjzuymztMEWmgBs9pO3ny5EYI48C8Xi8XX3wxgwYN4pVXXqmzPRAIcPbZZ5OWlsbcuXPZtm0bV111FU6nk0ceeQSA7Oxszj77bK6//nreeustZs6cybXXXkuHDh0YPnx4U5+SiIiIiIiIiEhYOGx2rugyiMvMgXy5bRmf539BhWs1Rc5FvJS/iH9t7cHvk0fwuw49sdkaPIZPRJqYYVmW1dxBNMS0adO45ZZbKCoqCin/4osv+P3vf8/WrVtJTU0FYOrUqdx1113s2LEDl8vFXXfdxWeffcayZcuCx1122WUUFRXx5Zdf1qv94uJi4uPjee+994iNjQ3beYlI62FZFpWVlURERGAYRnOHIyJNrL59wKhRo8jPzyc5OZm33nqrCSMUkcak6wCR1sOyrDrfvg1HnYFAALvdHrY+oCYt065dO1wuV1jqrDFvxzr+s+0LihyLMYyqdqK8x3B95iiObdchrG2JtAUlJSUMGzaMXbt2ERcX16htNXik7aJFi3A6nfTq1QuAjz76iNdee42ePXvywAMPhL2Dqa958+bRq1evYMIWYPjw4dxwww38+uuvHH/88cybN49hw4aFHDd8+HBuueWWfdbr8XjweDzB9eLiYqCqU21l+W4RCZOaz776AJG26WD6APUXIocPXQeItB6N8Xt7Y/QBNXWZpolpmmGrF2Bg0hEMTPoTK3bl8tbmL8m1/0i5awWTtjxAt63DuOnIc4h2Nk8eR6Q1CvdndH8anLT94x//yN13302vXr1Yv349l156KRdccAH/+c9/KC8vb7bpE3Jzc0MStkBwPTc3d7/7FBcXU1FRQWRkZJ16J06cyIMPPlin3OfzUVlZGa7wRaQVqv0HHRFpew7UB9T+pU7XDCKHH10HiLRtjZG4KSwsDHudNRIxuCn5LFaW9efd0s/wuteyji+5ZdV8TnX8njMSujda2yKHk/Ly8iZrq8FJ29WrV9O3b18A/vOf/3Dqqafy73//mzlz5nDZZZc1KGl7991389hjj+13nxUrVnD00Uc3NMywueeee8jKygquFxcXk5GRgdPpJCIiotniEpHmY1kWHo8Ht9utr0WKtEH17QNqthmGoWsGkcOIrgNEWo/Gmh7BNE1sNlvYp0eIj49v9G8vp5LKb8yevJ3zE7PK3gNnAbN5g4Xbj+OGzMvpHte+UdsXae1KSkqarK0GJ21rOiiAb7/9lt///vcAZGRkkJ+f36C6brvtNsaMGbPffbp27VqvutLS0pg/f35IWV5eXnBbzWNNWe194uLi9jrKFsDtduN2u+uUG4ahizSRNk79gEjb1pA+QH2FyOFH1wEirUNjfU4bow+w2WxNcoMwm83GlV1P4fee43lm7QxyjFmUupbx+JYHOHrbcMZ3O5soTZkgsldNeRO/Bidt+/fvz9///neGDRvG7NmzeeGFFwDIzs6uM/XAgaSkpJCSktLQEPZq0KBBPPzww2zfvp327av+MvTNN98QFxdHz549g/t8/vnnIcd98803DBo0KCwxiIiIiIiIiIi0BgnuKB44dhQLd/6GVzb/C49rHav4lAkrfmJk4uX8vlOf5g5RpE1rcHp48uTJLFq0iPHjx/OXv/yFbt26AfDee+9x8sknhz3AGjk5OSxevJicnBwCgQCLFy9m8eLFlJaWAvC73/2Onj17cuWVV7JkyRK++uor/vrXv3LjjTcGR8pef/31rF+/njvvvJOVK1fyj3/8g3fffZdbb7210eIWEREREREREWmp+iV15vled/Mb92jwx2A5dzCj5Flu/eU51hU37BvVIhI+hhWmWx5WVlZit9txOp3hqK6OMWPG8Prrr9cp/+677xgyZAgAGzdu5IYbbmDWrFlER0czevRoHn30URyO3QOKZ82axa233sry5cvp1KkT99577wGnaKituLiY+Ph43nvvPWJjYw/1tESkFaq5qVBERIS+FinSBtW3Dxg1ahT5+fkkJyfz1ltvNWGEItKYdB0g0no01py2gUAAu90e9jlt27Vr1+hz2h7IzspSnl77PlttP2AYFpbp4jj7CG486kzc9sbJ94i0JiUlJQwbNoxdu3YRFxfXqG0dVNK2qKiI9957j3Xr1nHHHXeQmJjIokWLSE1NpWPHjo0RZ4uhpK2I6Jc1kbZNSVuRtk3XASKth5K2B+/HHdlM2/omPtdGAGy+VC5KvoLh6cc1c2Qizaspk7YNnh7hl19+4aijjuKxxx7jySefpKioCIAPPviAe+65J9zxiYiIiIiIiIhIEzop5Qie7/UXBjn/AIFoTGce7+56mtt++Qc5pYXNHZ5Im9DgpG1WVhZjx45lzZo1REREBMtHjBjB999/H9bgRERERERERESk6Tlsdq7tNpRHjnyY9v6TsSyDIudCHtjwF55d9TneQHhHMYtIqAYnbX/++Wf++Mc/1inv2LEjubm5YQlKRERERERERESaX2pkLBN7XcPVyXfj8GZg2D0sMd9n/K8P8H+5K5s7PJHDVoOTtm63m+Li4jrlq1evJiUlJSxBiYiIiIiIiIhIyzG4fTem9LqX/o7LsAKRBJzbeKvwCe5c+iJby3c1d3gih50GJ23PPfdcHnroIXw+HwCGYZCTk8Ndd93FhRdeGPYARURERERERESk+Tlsdm446gz+3vVhkv0nAbDTMZ+/rv8L/1jzNX4z0MwRihw+Gpy0nTRpEqWlpbRv356KigpOPfVUunXrRkxMDA8//HBjxCgiIiIiIiIiIi1EelQ8j/Uaxx8S7sTuS8ewV7DQP50blz7E93lrmjs8kcOCo6EHxMfH88033/Df//6XX375hdLSUk444QSGDRvWGPGJiIiIiIiIiEgLNDStB6ek3M8/133LIu8n+F2bmbbzMb7YPohbul1CamRsc4co0mo1OGlbY/DgwQwePDi4vmjRIu677z4+/fTTsAQmIiIiIiIiIiItm8vuYHz3M9lUdhLPrHubQucCtjvm8ud1S/ht1MVc2eUUbLYGf9FbpM1r0Kfmq6++4vbbb+fPf/4z69evB2DlypWMHDmSE088EdM0GyVIERERERERERFpuTKi2/Fk7xu4ND4Lmy8V7GV875nGhKVPsGJXbnOHJ9Lq1Dtp+8orr3DWWWcxbdo0HnvsMU466ST+9a9/MWjQINLS0li2bBmff/55Y8YqIiIiIiIiIiIt2O/Sj+W5Yx+kO2djmQ4qXKt5YvMDPLnyYzwBX3OHJ9Jq1Dtp+8wzz/DYY4+Rn5/Pu+++S35+Pv/4xz9YunQpU6dO5ZhjjmnMOEVEREREREREpBWIsDu565gLuKXDfbi93TBsPlZYH3HTrw/yfd7q5g5PpFWod9J23bp1XHzxxQBccMEFOBwOnnjiCTp16tRowYmIiIiIiIiISOvUO7Ejz/e6i5Ndf8AKRBFwbmPazsf567LXKfSUN3d4Ii1avZO2FRUVREVFAWAYBm63mw4dOjRaYCIiIiIiIiIi0rrZbDauOXIof+/6dxJ8/TEMi23277l99V95d+P85g5PpMVyNGTnl19+mZiYGAD8fj/Tpk37//buOzzKOt/7+GdmMpNGekgCaUAg9CaIYkejgC4eG+4RFLIqHnnsCIrCCu6qHFZ8Vtej6KJiWV18sKBrQRAFpUmTXoRAiglJCCmkkGQycz9/eJjLLCpJmErer+vKBXOX3+8zua75cvPNnd+t+Pj4Zsfce++97ksHAAAAAACAgNc5LErzBkzWv37cpo/K/yHDWq4v6l7W2u1rdV/Xm9U1Iv7UgwDtSIubtmlpaVqwYIHrdVJSkt56661mx5hMJpq2AAAAAAAA+EVjUgbqkoSe+uv+D5Vr+krV1h36c95jOst2te7sfrmCzBZfRwT8Qoubtrm5uR6MAQAAAAAAgPYgwhaix/repA1lw/Va4Ruy2/L1vWOx7t6xQbclT9TZ8em+jgj4XIvXtAUAAAAAAADcZVh8F/1P/5kabBkrwxEsuy1P80uf0J92/VM19gZfxwN8iqYtAAAAAAAAfCLIbNHdmaP0x/Q/KcLeXyaTU3nmL3X/nj/qkx+3+Toe4DM0bQEAAAAAAOBTXSPi9eyA+3VF2B1SU5QM61F9WP03Td3+oorqqnwdD/A6mrYAAAAAAADwC79PP0d/yfyzOjkukmGYVGHdrJkHZ+rVnK/ldDp9HQ/wGpq2AAAAAAAA8BtxweF6ot9ETYx7SBZ7J5ksdVrb+A/dvWOutpcX+joe4BVtatrm5ORo5syZuummm1RaWipJ+vzzz7Vr1y63hgMAAAAAAED7dHFipp7vO0u9Tf8hw2lVg+2Anj38J83d84HqHXZfxwM8qtVN21WrVql///767rvv9MEHH6impkaStG3bNs2aNcvtAQEAAAAAANA+BVusmtrrak1Lma3QxkyZzE36QZ/qnl2z9OXhPb6OB3hMq5u206dP1xNPPKHly5fLZrO5tl966aVav369W8MBAAAAAAAAvaOS9Lf+03Rh8ETJES6ntUT/rJynh3cs0P5jpb6OB7hdq5u2O3bs0LXXXnvS9oSEBJWVlbklFAAAAAAAAPBzZrNZ2d0u0pPdnlB80zmSpLKg9ZpTMFMzdi7UoWr6UjhztLppGx0drcOHD5+0/fvvv1dycrJbQgEAAAAAAAC/JCksUnP736HxMdMU3NhdJrNDxZbV+nP+DP1x55vKr6nwdUTgtLW6afuf//mfevjhh1VcXCyTySSn06k1a9Zo6tSpmjBhgicyAgAAAAAAAM1cmtRLLw58RDdE3i9bYxeZzE0qsqzS7LxHNHvX2yqqq/J1RKDNWt20feqpp9SrVy+lpqaqpqZGffr00UUXXaTzzjtPM2fO9ERGAAAAAAAA4BeNTu6vF/rP0H9E3CNrY5pMZrsKzF9p5qHp+vPud1VyvNrXEYFWC2rtCTabTQsWLNBjjz2mHTt2qKamRoMHD1aPHj08kQ8AAAAAAAD4TWazWVenDNLvOg/QksLv9UX5x2qy/ahcLdMjOavU3TxCk7qOVsfQDr6OCrRIq5u2J6Smpio1NVUOh0M7duxQRUWFYmJi3JkNAAAAAAAAaDGz2azrUofomuTBeq9gk76s+lgO62HlaKkezlmlnpZLdUe3UYoJDvN1VOA3tXp5hPvvv1+vvvqqJMnhcOjiiy/WWWedpdTUVK1cudLd+QAAAAAAAIBWMZvNujF9mF7s97guC71dZnuiTJbj+kGfaur+hzVv78eqaqz3dUzgV7W6afvee+9p4MCBkqR//etfOnjwoPbu3asHHnhAM2bMcHtAAAAAAAAAoC2CzBaN6zJc8/v9WRcFZ8tk7yhZ6rTH+EhT9j2sZ/d9ohp7g69jAidpddO2rKxMSUlJkqTPPvtMN954ozIzM3Xrrbdqx44dbg8IAAAAAAAAnI4gs0UTu12oF/s+ofNtE2Syx0pBNdrh/FD37X1Y//PDUtXZG30dE3BpddM2MTFRu3fvlsPh0NKlS3X55ZdLkurq6mSxWNweEAAAAAAAAHAHmyVIt2ZcrBf6PqVzrOOkphgpqFrfOxbrnr3TNX//ctU77L6OCbS+afuHP/xBN954o/r16yeTyaSsrCxJ0nfffadevXq5PSAAAAAAAADgTsEWq+7ofple6DNHQ4J+LzVFSUFV2tS0SHfvfkQLDnylBpq38KGg1p4we/Zs9evXTwUFBRo7dqyCg4MlSRaLRdOnT3d7QAAAAAAAAMATQixW/Z8eV6jWfoleO7RCWxu+kBFUofX2t/XdrqU6P/wq3dL1AgWZ+e1yeFerm7aSdMMNN5y0beLEiacdBgAAAAAAAPC2cKtN92SOVo39Ui04uFw77ctkWI9qdeObWrvzc53f4UqNTT1X4Vabr6OinWhT07a2tlarVq1Sfn6+GhubL9J87733uiUYAAAAAAAA4E0drMF6oOfvVNl4mV45uEy7m76U03pE3za8oW/2/T8lGoN1RccLdHFCD5nNrV51FGixVjdtv//+e1155ZWqq6tTbW2tYmNjVVZWprCwMCUkJNC0BQAAAAAAQECLtoVqaq//0NGGLL1y8Av90LRapqAqlWqt/lGxVm+XdlQP6zBdl3yBekQm+DouzkCt/pHAAw88oDFjxqiiokKhoaFav3698vLyNGTIEM2bN88TGQEAAAAAAACviwsO18O9r9PLfZ/WdZH3KcY+VIbTKsN6RD/oU8358VHdtW2OXstZpcrG476OizNIq5u2W7du1YMPPiiz2SyLxaKGhgalpqbqL3/5ix599FFPZFRubq5uu+02de3aVaGhocrIyNCsWbNOWpph+/btuvDCCxUSEuLK9O8WL16sXr16KSQkRP3799dnn33mkcwAAAAAAAA4MwSZLboqeYDmDZisZ7r/X51nu1nBjRkymQzV2w5oTeObmrJ/iqZtn6/PCreryenwdWQEuFYvj2C1Wl1rdiQkJCg/P1+9e/dWVFSUCgoK3B5Qkvbu3Sun06mXX35Z3bt3186dOzVp0iTV1ta67u49duyYrrjiCmVlZemll17Sjh07dOuttyo6Olp33HGHJGnt2rW66aabNGfOHP3ud7/TO++8o2uuuUZbtmxRv379PJIdAAAAAAAAZ46Y4DDdljFCt2mE9lWVaEnRGu23fydZy1Ru3qT3j23S++XR6moZpquTLtCA2GRfR0YAMhmGYbTmhCuuuELZ2dkaN26cJk2apO3bt+vee+/VW2+9pYqKCn333XeeytrM008/rfnz5+vgwYOSpPnz52vGjBkqLi6WzfbTk/ymT5+uJUuWaO/evZKk3//+96qtrdUnn3ziGufcc8/VoEGD9NJLL/3iPA0NDWpoaHC9PnbsmFJTU7V48WJFRER46u0B8GOGYaihoUHBwcEymUy+jgPAy1paA26++WaVlZUpPj5e//jHP7yYEIAncR0ABA7DMNTU1OT2MZ1Op8xms9tqwIm2TFRUlKufgcDjdDq1svQHfXl0rUpN38tkqXftszamq3/oubo++RwlhNJLCmTV1dW64oorVFVVpcjISI/O1eo7bZ966ilVV1dLkp588klNmDBBkydPVo8ePfTaa6+5PeCvqaqqUmxsrOv1unXrdNFFFzUrcCNHjtTcuXNVUVGhmJgYrVu3TlOmTGk2zsiRI7VkyZJfnWfOnDl6/PHHT9put9tVX1//C2cAaC9+/gMdAO3PqWrAif+AGYbBNQNwBuI6AGjfnE6n28esqKhw+5jwrr6mGPWNv0q1TVdoRdVebbdv1fHgH2S35WmLI0+bc99Xh8ZeGhI8WJdEdZfNbPF1ZLRSXV2d1+ZqddN26NChrr8nJCRo6dKlbg3UEgcOHNDzzz/f7MFnxcXF6tq1a7PjEhMTXftiYmJUXFzs2vbzY4qLi391rkceeaRZo/fEnbZWq1UhISHueDsAAgx32ADtW0trwIl9JpOJawbgDMJ1ABA4uNMWvtQtOUVSlvJrK/RB4VrtbVwvh7VYtSE79Y126pvyDko2DdWVCedrWHwXX8dFC524kdUbWt20dafp06dr7ty5v3nMnj171KtXL9frwsJCjRo1SmPHjtWkSZM8HVHBwcEKDg4+abvJZOIiDWjnqANA+9aaGkCtAM48XAcAgcFTn1NP1ACz2ex6hhDOHF0i4jSl1xg5nVfpu6OH9FnJGhVpkxRUo0Kt1IKjK/VacSf1CT5X16dcoNTwaF9Hxm/w5me01U3bkpISTZ06VStWrFBpaan+fUlch6PlT8d78MEHlZ2d/ZvHdOvWzfX3oqIijRgxQuedd57+/ve/NzsuKSlJJSUlJ2U9se+3jjmxHwAAAAAAAHA3s9ms4R0zNLxjhhocN+lfhVu1unKtjll2yWE9rB3OD7U97yOF23upd1h/jUgYoN5R9Kvas1Y3bbOzs5Wfn68//vGP6tSp02n9ZKljx47q2LFji44tLCzUiBEjNGTIEC1cuPCkzvbw4cM1Y8YM2e12Wa1WSdLy5cvVs2dPxcTEuI5ZsWKF7r//ftd5y5cv1/Dhw9v8HgAAAAAAAICWCrZYdUPa2boh7WyVHK/WewVrtf34OjXZClRn263NTbu1uehdmfJi1dHUSwMi+uqyxL48xKydaXXTdvXq1fr22281aNAgD8T5ZYWFhbrkkkuUnp6uefPm6ciRI659J+6SHTdunB5//HHddtttevjhh7Vz504999xz+utf/+o69r777tPFF1+sZ555RldddZUWLVqkTZs2nXTXLgAAAAAAAOBpiaERuitzpKSR2lr+o5aWfKe8xr1qsOZK1nKVaq2+PL5Wyw+ZZLOnKsXaW8Oi++qixEyFWKy+jg8PanXTNjU19aQlETxt+fLlOnDggA4cOKCUlJRm+36+YPeyZct01113aciQIYqPj9djjz2mO+64w3Xseeedp3feeUczZ87Uo48+qh49emjJkiXq16+fV98PAAAAAAAA8HODYlM0KPanvldFQ52+Ktmt74/tUolzr5zWUtlt+TqkfB2q+kKLKmzq0NRd3UN668L4/hoYk8yayGcYk9HKDuyyZcv0zDPP6OWXX1aXLl08FMt/HTt2TFFRUXrvvfcUEcFt6UB7ZBiG6uvrFRISwgNIgHaopTVg/PjxKisrU3x8vN5++20vJgTgSVwHAIHDMAw1NTW5fUyHwyGLxeK2GnCiLRMdHS2bzeaWMXHmOXDsiFaW7tSeut2qNO+TLLXND2iKUpx6ql94X2Ul9VfnsCjfBD3DVVdXKysrS1VVVYqMjPToXC260zYmJqZZMaqtrVVGRobCwsJc68eeUF5e7t6EAAAAAAAAQDvWPbKjukeOkDRCTU6HNh7N1Zqju3SoYbeOBx2SKahKR7VBqxo2aFWeZLF3VmdLLw2N6qcRib0VbuUHAoGmRU3bZ5991sMxAAAAAAAAAJxKkNmi4R0zNLxjhqSrVWNv0Fcle7SlapeKHHvksB6Ww1qkAhWpoPorfVAVpNCmbuoW3Fvnx/XX0Lg0BZktvn4bOIUWNW0nTpzo6RwAAAAAAAAAWqmDNVhXpwzS1SmDJEkFtZX6qmSHdtbsUrlpn0xBx1Rv+0G7jR+0u+wjLSjuoGgjU91Cuqt/VFcNie3Cnbh+qMUPInM6nXr66af18ccfq7GxUZdddplmzZql0NBQT+YDAAAAAAAA0EKp4dGa2O1CSRfK6XRqa8WP+rZspw7U71Ft0AGZgmpUqS3a4tiiLeXS60fNCrJ3Uqw5TV1C0tU/qpuGxKUpxGI95VzwnBY3bZ988knNnj1bWVlZCg0N1XPPPafS0lK99tprnswHAAAAAAAAoA3MZrPOikvTWXFpkq5UvcOuVSX7tLlyjw7bc1VnKZDJUiuHrVBHVKgjTeu08aj06hGLrE2dFWdOU9fQLhoY3U2DYlJks7S4lYjT1OLv9JtvvqkXX3xR//Vf/yVJ+vLLL3XVVVfplVdekdls9lhAAAAAAAAAAKcvxGLVyM79NLJzP0k//WZ9Tk2ZNpcf1A+1h1TSlK/jlgKZLMfVZCtQiQpUYl+j9UckoyRItqZkxVt+auQOiu6mgTHJrI/rIS1u2ubn5+vKK690vc7KypLJZFJRUZFSUlI8Eg4AAAAAAACAZ5jNZvWITFCPyARJ50r6qZG7r7pUm8tzdKAuV6VN+aq3FMhkaZDdlqfDytPhxm+1tlQyim0K/t9GbkZYFw2O7qa+0Z1o5LpBi5u2TU1NCgkJabbNarXKbre7PRQAAAAAAAAA7zObzeodlaTeUUmSzpckNTkd2l1ZrO8rDyqnLldHHPlqCPpRJnOjGm2HVKRDKmpYpW9LJKMoWCGOFCUEpSsjNF39otLVOzqJNXJbqcVNW8MwlJ2dreDgYNe2+vp63XnnnQoPD3dt++CDD9ybEAAAAAAAAIDPBJktGhCbrAGxyZIulPRTI3dHRZG2Vh5UzvFclTny1RhUKJOlQQ2WHBUoRwUN0spSySgxy9wUp3AlKNaSpM7BScro0Fl9o5KVGBrh2zfnp1rctJ04ceJJ226++Wa3hgEAAAAAAADg/4LMFg2OS9XguFRJF0uSGh1N2lZRqG2VB3WwPldHHXmyB5XIZG6UYT2iGh1RjXYp3y6tr5BUIckRLpsjQZHmRCXaktQltJN6RiSrR2THdv3gsxa/84ULF3oyBwAAAAAAAIAAZrME6ez4dJ0dn+7a5nQ6lVdbrt3HinSotkjFjSWqcBSr3lwqBVVKllo1Wg6pTIdU5pR21Uqf1kpGkUUWR7zClai4oCSlnLg7N7qz4oLDfz3EGaL9tqsBAAAAAAAAeJTZbFbXiHh1jYiXNKDZvsrG49pVWaScmsP6sf6wjjQVq1YlarIckcncJKe5RNUqUbW2K7dRWl0uqVxSU4SCnYmKNicqyZak9LDO6hnZSV07xCr4DFk7l6YtAAAAAAAAAK+LtoXq/IQMnZ+Q0Wx7k9OhnOoy7T1WpNy6IhU3FqvKWaIGc6kUVC0FVatB1SrRAZU4pW01kmokwzDJ5IiUzRmjMFOsoiyx6miLV6eQOKWFxSsjIkFRthDfvNlWomkLAAAAAAAAwG8EmS3qGZWonlGJkgY323fkeI12HyvSgZoiFdYfVrmjRLUqkcNyVCazQwqqUqOq1KhcVUrKa5L0v01dlUpyhMnijFGYYhVhjlW8NU5JwfFKCYtX1w7xSgqJkNls9vZbPglNWwAAAAAAAAABoWNoB10cmqmLEzObbW9yOlRYW6mDtWUqPF6mkoajKm86qmpHuepN5WoyV8hkaZAsdXJY6lStQlVLKnJK249LOi7pqGQ4bbI4ohVs/NTUjbXGKcEWp+TQeCUYoV57nzRtAQAAAAAAAAS0ILNF6RFxSo+Ik9TzF485crxGh2rLlF93RMX1R1VmP6oqx1HVGT81dRVUI5O5UU5zqY6rVMcllRrS3gZJDZLjuMN778drMwEAAAAAAACAj3QM7aCOoR00TF1+cX+tvVEHa44or7ZMRfVlOtJ4VJVNR1VrVKjRXC7DKPdaVpq2AAAAAAAAANq9cKtN/WOS1T8m+Rf3V1RVapRGeiWL71fVBQAAAAAAAAA/F2S2eG0umrYAAAAAAAAA4EdYHqGVDMOQJNXV1clspucNtEeGYaihoUEOh0Mmk8nXcQB4WUtrgNPpdP1ZW1vrrXgAPIzrACBwGIYhh8O9Dw06MabFYnFbDTjRZ7BarWpsbHTLmAA848R1/YnPrSeZDG/McgY5ePCgMjIyfB0DAAAAAAAAgA/k5OSoW7duHp2DO21bKTY2VpKUn5+vqKioFp1z9tlna+PGja2apy3nuONcd47hjTF9MYc/z98WgZjZ144dO6bU1FQVFBQoMjLylMcHYg1w5zieGs9Xc/jz/G0RiJl9rbU1QArMOkANCLz52ypQc/sKNcA/xvPVHP48f1sFam5foQb415i+mMOf52+LQMzsS1VVVUpLS3P1Bz2Jpm0rnVgSISoqqsUF2mKxtPjY0znHHee6cwxvjOmLOfx5/rYIxMz+IjIyskXfu0CsAe4cx1Pj+WoOf56/LQIxs79oaQ2QArMOUAMCb/62CtTcvkYN8O14vprDn+dvq0DN7WvUAP8Y0xdz+PP8bRGImf2BN5ZMZVFWL7jrrru8co47znXnGN4Y0xdz+PP8bRGImQNNINYAd47jqfF8NYc/z98WgZg5EAViHaAGBN78bRWouQMJNYAa4M8CNXcgoQZ4bkxfzOHP87dFIGZuL1jTtpWOHTumqKgoVVVV8ZMIoJ2iDgDtGzUAaN+oAUD7Rg0A2jdv1gDutG2l4OBgzZo1S8HBwb6OAsBHqANA+0YNANo3agDQvlEDgPbNmzWAO20BAAAAAAAAwI9wpy0AAAAAAAAA+BGatgAAAAAAAADgR2jaAgAAAAAAAIAfoWkLAAAAAAAAAH6Epi0AAAAAAAAA+BGath5QV1en9PR0TZ061ddRAHhRZWWlhg4dqkGDBqlfv35asGCBryMB8KKCggJdcskl6tOnjwYMGKDFixf7OhIAL7v22msVExOjG264wddRAPjIJ598op49e6pHjx565ZVXfB0HgI+dzrWByTAMwwOZ2rUZM2bowIEDSk1N1bx583wdB4CXOBwONTQ0KCwsTLW1terXr582bdqkuLg4X0cD4AWHDx9WSUmJBg0apOLiYg0ZMkQ//PCDwsPDfR0NgJesXLlS1dXVeuONN/Tee+/5Og4AL2tqalKfPn309ddfKyoqSkOGDNHatWv5/wDQjp3OtQF32rrZ/v37tXfvXo0ePdrXUQB4mcViUVhYmCSpoaFBhmGIn4sB7UenTp00aNAgSVJSUpLi4+NVXl7u21AAvOqSSy5RRESEr2MA8JENGzaob9++Sk5OVocOHTR69GgtW7bM17EA+NDpXBvQtP2Zb775RmPGjFHnzp1lMpm0ZMmSk4554YUX1KVLF4WEhOicc87Rhg0bmu2fOnWq5syZ46XEANzJHTWgsrJSAwcOVEpKiqZNm6b4+HgvpQdwutxRA07YvHmzHA6HUlNTPZwagLu4swYACEynWweKioqUnJzsep2cnKzCwkJvRAfQBv7+bz9N25+pra3VwIED9cILL/zi/nfffVdTpkzRrFmztGXLFg0cOFAjR45UaWmpJOmjjz5SZmamMjMzvRkbgJucbg2QpOjoaG3btk2HDh3SO++8o5KSEm/FB3Ca3FEDJKm8vFwTJkzQ3//+d2/EBuAm7qoBAAIXdQBoX9zxmT/xTJt//yoqKjr9gAZ+kSTjww8/bLZt2LBhxl133eV67XA4jM6dOxtz5swxDMMwpk+fbqSkpBjp6elGXFycERkZaTz++OPejA3ATdpSA/7d5MmTjcWLF3syJgAPaWsNqK+vNy688ELjzTff9FZUAB5wOtcBX3/9tXH99dd7IyYAD2pLHVizZo1xzTXXuPbfd999xttvv+2VvABOjzt6AL+mrdcG3GnbQo2Njdq8ebOysrJc28xms7KysrRu3TpJ0pw5c1RQUKDc3FzNmzdPkyZN0mOPPearyADcqCU1oKSkRNXV1ZKkqqoqffPNN+rZs6dP8gJwr5bUAMMwlJ2drUsvvVS33HKLr6IC8ICW1AAAZ7aW1IFhw4Zp586dKiwsVE1NjT7//HONHDnSV5EBnAZ/+Lc/yCuznAHKysrkcDiUmJjYbHtiYqL27t3ro1QAvKUlNSAvL0933HGH6wFk99xzj/r37++LuADcrCU1YM2aNXr33Xc1YMAA13pYb731FnUAOAO09P8CWVlZ2rZtm2pra5WSkqLFixdr+PDh3o4LwANaUgeCgoL0zDPPaMSIEXI6nXrooYcUFxfni7gATpO7+oCnc21A09ZDsrOzfR0BgJcNGzZMW7du9XUMAD5ywQUXyOl0+joGAB/68ssvfR0BgI9dffXVuvrqq30dA4CfOJ1rA5ZHaKH4+HhZLJaTHipUUlKipKQkH6UC4C3UAKB9owYA7Rs1AAB1AGhf/OEzT9O2hWw2m4YMGaIVK1a4tjmdTq1YsYJfeQLaAWoA0L5RA4D2jRoAgDoAtC/+8JlneYSfqamp0YEDB1yvDx06pK1btyo2NlZpaWmaMmWKJk6cqKFDh2rYsGF69tlnVVtbqz/84Q8+TA3AXagBQPtGDQDaN2oAAOoA0L74/WfegMvXX39tSDrpa+LEia5jnn/+eSMtLc2w2WzGsGHDjPXr1/suMAC3ogYA7Rs1AGjfqAEAqANA++Lvn3mTYRiGN5rDAAAAAAAAAIBTY01bAAAAAAAAAPAjNG0BAAAAAAAAwI/QtAUAAAAAAAAAP0LTFgAAAAAAAAD8CE1bAAAAAAAAAPAjNG0BAAAAAAAAwI/QtAUAAAAAAAAAP0LTFgAAAAAAAAD8CE1bAAAAAAAAAPAjNG0BAAAASdnZ2brmmmtOa4yVK1fKZDKpsrLyN49bsWKFevfuLYfDccoxly5dqkGDBsnpdJ5WNgAAAAQOmrYAAAAIKNnZ2TKZTDKZTLLZbOrevbv+9Kc/qamp6bTGfe655/T666+7J+QpPPTQQ5o5c6YsFsspjx01apSsVqvefvttLyQDAACAP6BpCwAAgIAzatQoHT58WPv379eDDz6o2bNn6+mnn27TWA6HQ06nU1FRUYqOjnZv0F+wevVq5eTk6Prrr2/xOdnZ2frb3/7mwVQAAADwJzRtAQAAEHCCg4OVlJSk9PR0TZ48WVlZWfr4448lSQ0NDZo6daqSk5MVHh6uc845RytXrnSd+/rrrys6Oloff/yx+vTpo+DgYOXn55+0PEJDQ4PuvfdeJSQkKCQkRBdccIE2btzYLMdnn32mzMxMhYaGasSIEcrNzT1l9kWLFunyyy9XSEiIa9u2bds0YsQIRUREKDIyUkOGDNGmTZtc+8eMGaNNmzYpJyenbd8wAAAABBSatgAAAAh4oaGhamxslCTdfffdWrdunRYtWqTt27dr7NixGjVqlPbv3+86vq6uTnPnztUrr7yiXbt2KSEh4aQxH3roIb3//vt64403tGXLFnXv3l0jR45UeXm5JKmgoEDXXXedxowZo61bt+r222/X9OnTT5n122+/1dChQ5ttGz9+vFJSUrRx40Zt3rxZ06dPl9Vqde1PS0tTYmKivv322zZ9fwAAABBYgnwdAAAAAGgrwzC0YsUKffHFF7rnnnuUn5+vhQsXKj8/X507d5YkTZ06VUuXLtXChQv11FNPSZLsdrtefPFFDRw48BfHra2t1fz58/X6669r9OjRkqQFCxZo+fLlevXVVzVt2jTNnz9fGRkZeuaZZyRJPXv21I4dOzR37tzfzJyXl+fKdkJ+fr6mTZumXr16SZJ69Ohx0nmdO3dWXl5eK747AAAACFQ0bQEAABBwPvnkE3Xo0EF2u11Op1Pjxo3T7NmztXLlSjkcDmVmZjY7vqGhQXFxca7XNptNAwYM+NXxc3JyZLfbdf7557u2Wa1WDRs2THv27JEk7dmzR+ecc06z84YPH37K7MePH2+2NIIkTZkyRbfffrveeustZWVlaezYscrIyGh2TGhoqOrq6k45PgAAAAIfTVsAAAAEnBEjRmj+/Pmy2Wzq3LmzgoJ+uqytqamRxWLR5s2bZbFYmp3ToUMH199DQ0NlMpm8mvmE+Ph4VVRUNNs2e/ZsjRs3Tp9++qk+//xzzZo1S4sWLdK1117rOqa8vFwdO3b0dlwAAAD4AGvaAgAAIOCEh4ere/fuSktLczVsJWnw4MFyOBwqLS1V9+7dm30lJSW1ePyMjAzZbDatWbPGtc1ut2vjxo3q06ePJKl3797asGFDs/PWr19/yrEHDx6s3bt3n7Q9MzNTDzzwgJYtW6brrrtOCxcudO2rr69XTk6OBg8e3OL3AAAAgMBF0xYAAABnjMzMTI0fP14TJkzQBx98oEOHDmnDhg2aM2eOPv300xaPEx4ersmTJ2vatGlaunSpdu/erUmTJqmurk633XabJOnOO+/U/v37NW3aNO3bt0/vvPOOXn/99VOOPXLkSK1evdr1+vjx47r77ru1cuVK5eXlac2aNdq4caN69+7tOmb9+vUKDg5u0fILAAAACHw0bQEAAHBGWbhwoSZMmKAHH3xQPXv21DXXXKONGzcqLS2tVeP893//t66//nrdcsstOuuss3TgwAF98cUXiomJkSSlpaXp/fff15IlSzRw4EC99NJLrged/Zbx48dr165d2rdvnyTJYrHo6NGjmjBhgjIzM3XjjTdq9OjRevzxx13n/POf/9T48eMVFhbWqvcAAACAwGQyDMPwdQgAAACgPZk2bZqOHTuml19++ZTHlpWVqWfPntq0aZO6du3qhXQAAADwNe60BQAAALxsxowZSk9Pl9PpPOWxubm5evHFF2nYAgAAtCPcaQsAAAAAAAAAfoQ7bQEAAAAAAADAj9C0BQAAAAAAAAA/QtMWAAAAAAAAAPwITVsAAAAAAAAA8CM0bQEAAAAAAADAj9C0BQAAAAAAAAA/QtMWAAAAAAAAAPwITVsAAAAAAAAA8CM0bQEAAAAAAADAj/x/9ytp7zTk24wAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hx.channel_response.plot_response(np.logspace(-4, 1, 50))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "e0555ea5-6c17-487d-9e43-89a3367661f7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "calibrated_hx = hx.remove_instrument_response(plot=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "0f2379ef-df3a-4400-b3ff-e89fe92f8461", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"magnetic\": {\n", + " \"channel_number\": 0,\n", + " \"comments\": \"run_ids: [g,f,e,d,c,b,a]\",\n", + " \"component\": \"hx\",\n", + " \"data_quality.rating.value\": 0,\n", + " \"filter.applied\": [\n", + " false,\n", + " false,\n", + " true\n", + " ],\n", + " \"filter.name\": [\n", + " \"magnetic_butterworth_low_pass\",\n", + " \"magnetic_analog_to_digital\",\n", + " \"hx_time_offset\"\n", + " ],\n", + " \"hdf5_reference\": \"\",\n", + " \"location.elevation\": 493.1,\n", + " \"location.latitude\": 34.803785,\n", + " \"location.longitude\": -86.182793,\n", + " \"measurement_azimuth\": 357.1,\n", + " \"measurement_tilt\": 0.0,\n", + " \"mth5_type\": \"Magnetic\",\n", + " \"sample_rate\": 1.0,\n", + " \"sensor.id\": \"2612-01\",\n", + " \"sensor.manufacturer\": \"Barry Narod\",\n", + " \"sensor.model\": \"fluxgate NIMS\",\n", + " \"sensor.name\": \"NIMS\",\n", + " \"sensor.type\": \"Magnetometer\",\n", + " \"time_period.end\": \"2015-06-28T18:51:24+00:00\",\n", + " \"time_period.start\": \"2015-06-17T19:01:16+00:00\",\n", + " \"type\": \"magnetic\",\n", + " \"units\": \"nanotesla\"\n", + " }\n", + "}" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "calibrated_hx.channel_metadata" + ] + }, + { + "cell_type": "markdown", + "id": "f364fcec-34f7-42ef-a53b-01a62b601817", + "metadata": {}, + "source": [ + "Note that the channel metadata for calibrated_hx is subtly different that for hx. The units were previously digital counts, but are now nanotesla, and the filter.applied booleans have flipped for the first two filters. The third filter in this example is a sub-second time delay, and this is not applied by default.\n", + "\n", + "The data associated with the calibrated ChannelTS can be accessed as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "733ddd4c-d1e4-4701-bc30-c9769cbc5f83", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.DataArray 'hx' (time: 949809)>\n",
+       "array([-2496.29303964,   564.60031706,   295.59494239, ...,\n",
+       "         -11.17248495,   -14.78140548,   -21.48556597])\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 2015-06-17T19:01:16 ... 2015-06-28T18:51:24\n",
+       "Attributes: (12/25)\n",
+       "    channel_number:             0\n",
+       "    comments:                   run_ids: [g,f,e,d,c,b,a]\n",
+       "    component:                  hx\n",
+       "    data_quality.rating.value:  0\n",
+       "    filter.applied:             [False, False, True]\n",
+       "    filter.name:                ['magnetic_butterworth_low_pass', 'magnetic_a...\n",
+       "    ...                         ...\n",
+       "    time_period.end:            2015-06-28T18:51:24+00:00\n",
+       "    time_period.start:          2015-06-17T19:01:16+00:00\n",
+       "    type:                       magnetic\n",
+       "    units:                      nanotesla\n",
+       "    station.id:                 ALW49\n",
+       "    run.id:                     e
" + ], + "text/plain": [ + "\n", + "array([-2496.29303964, 564.60031706, 295.59494239, ...,\n", + " -11.17248495, -14.78140548, -21.48556597])\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2015-06-17T19:01:16 ... 2015-06-28T18:51:24\n", + "Attributes: (12/25)\n", + " channel_number: 0\n", + " comments: run_ids: [g,f,e,d,c,b,a]\n", + " component: hx\n", + " data_quality.rating.value: 0\n", + " filter.applied: [False, False, True]\n", + " filter.name: ['magnetic_butterworth_low_pass', 'magnetic_a...\n", + " ... ...\n", + " time_period.end: 2015-06-28T18:51:24+00:00\n", + " time_period.start: 2015-06-17T19:01:16+00:00\n", + " type: magnetic\n", + " units: nanotesla\n", + " station.id: ALW49\n", + " run.id: e" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hx_xrts = calibrated_hx.to_xarray()\n", + "hx_xrts" + ] + }, + { + "cell_type": "markdown", + "id": "b94ce463-4925-4bdf-8a79-dca3c4477dd0", + "metadata": {}, + "source": [ + "Following the example above we can apply the same calibration to Hy and Hz" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "d805b78b-7da9-4dc3-8d73-8fec1928b1f2", + "metadata": {}, + "outputs": [], + "source": [ + "hy = m.from_reference(channel_summary_df.iloc[hy_index].hdf5_reference).to_channel_ts()\n", + "hz = m.from_reference(channel_summary_df.iloc[hz_index].hdf5_reference).to_channel_ts()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "5d50bf03-a626-44f4-add9-08e516635697", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "calibrated_hy = hy.remove_instrument_response(plot=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "07b0a932-5316-43fe-98e1-aa35bc0eb26c", + "metadata": {}, + "outputs": [], + "source": [ + "# We can suppress the calibrated plot by setting the keyword argument plot=False\n", + "calibrated_hz = hz.remove_instrument_response(plot=False)" + ] + }, + { + "cell_type": "markdown", + "id": "d4e1cb0b-8153-4319-8f30-00e56f56c161", + "metadata": {}, + "source": [ + "Note that the mean values are subtracted prior to calibration. Many magnetometers for magnetotelluric applications are not sensitive to the static \"DC\" magnetic field, but only sense changes in the field. However if the magnetometer were a \"Fluxgate\", as can be seen above under sensor.type, then the DC value is meaningful, and can be added back in.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "f9a43c7b-987d-4a74-8919-112ac7d52576", + "metadata": {}, + "outputs": [], + "source": [ + "hy_xrts = calibrated_hy.to_xarray()\n", + "hz_xrts = calibrated_hz.to_xarray()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "9f560015-1fa4-428d-9531-0f1afe37c261", + "metadata": {}, + "outputs": [], + "source": [ + "#cond1 = hy_xrts.time >= pd.Timestamp(2015, 6, 22, 1, 45)\n", + "#cond2 = hy_xrts.time < pd.Timestamp(2015, 6, 22,2,20)\n", + "cond1 = hy_xrts.time >= pd.Timestamp(time_interval_of_interest_start)\n", + "cond2 = hy_xrts.time < pd.Timestamp(time_interval_of_interest_end)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "f321384c-da21-4a50-ad59-1b79eef8e0c4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array([-0.14047066, -0.14633148, -0.16373498, ..., 0.40849415,\n", + " 0.37968784, 0.38936805])\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2015-06-22T01:45:00 ... 2015-06-22T02:19:59\n", + "Attributes: (12/25)\n", + " channel_number: 0\n", + " comments: run_ids: [g,f,e,d,c,b,a]\n", + " component: hy\n", + " data_quality.rating.value: 0\n", + " filter.applied: [False, False, True]\n", + " filter.name: ['magnetic_butterworth_low_pass', 'magnetic_a...\n", + " ... ...\n", + " time_period.end: 2015-06-28T18:51:24+00:00\n", + " time_period.start: 2015-06-17T19:01:16+00:00\n", + " type: magnetic\n", + " units: nanotesla\n", + " station.id: ALW49\n", + " run.id: e\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hy_day = hy_xrts.where(cond1 & cond2, drop=True)\n", + "print(hy_day)\n", + "hy_day.plot(color='g')" + ] + }, + { + "attachments": { + "791bc1ea-4e87-4f9d-8d2f-2b778dfc7eea.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "aa8c9246-def3-4184-afa5-79386e1ff1a4", + "metadata": {}, + "source": [ + "![image_compare_published.png](attachment:791bc1ea-4e87-4f9d-8d2f-2b778dfc7eea.png)" + ] + }, + { + "cell_type": "markdown", + "id": "d49b43ef-7baf-4690-850f-b863884f1e4c", + "metadata": {}, + "source": [ + "We can see from the above plots that the images are highly similar, but with some differences. The similarity can be attributed to the fact that the \"event\" is a large scale geomagnetic phenomena, known to be coherent over 100's of km, whereas the differences can be attributed to instrument variation, spatial variability (the stations are ~1000km apart, and the spatial coherencey at such distance may degrade somewhat). " + ] + }, + { + "cell_type": "markdown", + "id": "d7602f34-700c-4cd8-9ae9-11ba8ba2c13a", + "metadata": {}, + "source": [ + "## Bandpass Filtering the data\n", + "\n", + "It is often the case the only certain frequency bands of data are desired, for example to remove high frequency spikes, or to suppress long term drift. The calibration command supports the application of Butterworth band pass filters. The user must define the \"corners\" of the band to admit as shown in the following example:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "f7b0055c-a262-4eed-99e2-0571f3ea8e66", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hy = m.from_reference(channel_summary_df.iloc[hy_index].hdf5_reference).to_channel_ts()\n", + "calibrated_hy = hy.remove_instrument_response(plot=True, bandpass={\"low\":0.002, \"high\":0.05, \"order\":5})" + ] + }, + { + "cell_type": "markdown", + "id": "c0b4c3bd-5f5c-44c0-a6f5-80312a7fa01c", + "metadata": {}, + "source": [ + "# 7. Comparison of time series\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "eb7359d4-e44e-426f-87cf-073291a7996e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array([-0.14047066, -0.14633148, -0.16373498, ..., 0.40849415,\n", + " 0.37968784, 0.38936805])\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2015-06-22T01:45:00 ... 2015-06-22T02:19:59\n", + "Attributes: (12/25)\n", + " channel_number: 0\n", + " comments: run_ids: [g,f,e,d,c,b,a]\n", + " component: hy\n", + " data_quality.rating.value: 0\n", + " filter.applied: [False, False, True]\n", + " filter.name: ['magnetic_butterworth_low_pass', 'magnetic_a...\n", + " ... ...\n", + " time_period.end: 2015-06-28T18:51:24+00:00\n", + " time_period.start: 2015-06-17T19:01:16+00:00\n", + " type: magnetic\n", + " units: nanotesla\n", + " station.id: ALW49\n", + " run.id: e\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hy_day = hy_xrts.where(cond1 & cond2, drop=True)\n", + "print(hy_day)\n", + "hy_day.plot(color='g')" + ] + }, + { + "cell_type": "markdown", + "id": "64b3c331-e8ce-4561-ae7d-d945202ea076", + "metadata": {}, + "source": [ + "# TODO: 9. Access USGS data directly" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "7036a208-27e9-4656-bb55-6a0a1007058d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m \u001b[0mmaker\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_usgs_geomag\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest_df\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mDocstring:\u001b[0m\n", + "Download geomagnetic observatory data from USGS webservices into an\n", + "MTH5 using a request dataframe or csv file.\n", + "\n", + "- **observatory**: Geogmangetic observatory ID\n", + "- **type**: type of data to get 'adjusted'\n", + "- **start**: start date time to request UTC\n", + "- **end**: end date time to request UTC\n", + "- **elements**: components to get\n", + "- **sampling_period**: samples between measurements in seconds\n", + "\n", + ":param request_df: DataFrame with columns\n", + "\n", + " - 'observatory' --> Observatory code\n", + " - 'type' --> data type [ 'variation' | 'adjusted' | 'quasi-definitive' | 'definitive' ]\n", + " - 'elements' --> Elements to get [D, DIST, DST, E, E-E, E-N, F, G, H, SQ, SV, UK1, UK2, UK3, UK4, X, Y, Z]\n", + " - 'sampling_period' --> sample period [ 1 | 60 | 3600 ]\n", + " - 'start' --> Start time YYYY-MM-DDThh:mm:ss\n", + " - 'end' --> End time YYYY-MM-DDThh:mm:ss\n", + "\n", + ":type request_df: :class:`pandas.DataFrame`, str or Path if csv file\n", + "\n", + "\n", + ":return: if interact is True an MTH5 object is returned otherwise the\n", + " path to the file is returned\n", + ":rtype: Path or :class:`mth5.mth5.MTH5`\n", + "\n", + ".. seealso:: https://www.usgs.gov/tools/web-service-geomagnetism-data\n", + "\u001b[0;31mFile:\u001b[0m ~/software/irismt/mth5/mth5/clients/make_mth5.py\n", + "\u001b[0;31mType:\u001b[0m method" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = time_interval_of_interest_start\n", + "end = time_interval_of_interest_end\n", + "#start = \"2015-06-22T01:45:00\"\n", + "#end = \"2015-06-22T02:20:00\"\n", + "usgs_request = {\"observatory\":\"FRD\", \"type\":\"adjusted\", \"elements\":[\"Y\",], \"sampling_period\":1, \"start\":start,\"end\":end}\n", + "usgs_request_df = pd.DataFrame(data=usgs_request)\n", + "usgs_request_df\n", + "# maker = MakeMTH5()\n", + "maker.from_usgs_geomag?" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "5747c0db-6160-4293-9f0d-89d0e330da3c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m2024-02-18T09:58:55.763634-0800 | INFO | mth5.mth5 | _initialize_file | Initialized MTH5 0.2.0 file /home/kkappler/software/irismt/aurora/docs/examples/usgs_geomag_FRD_Y.h5 in mode a\u001b[0m\n", + "\u001b[1m2024-02-18T09:58:56.990103-0800 | INFO | mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/usgs_geomag_FRD_Y.h5\u001b[0m\n", + "\u001b[33m\u001b[1m2024-02-18T09:58:56.990711-0800 | WARNING | mth5.mth5 | filename | MTH5 file is not open or has not been created yet. Returning default name\u001b[0m\n" + ] + } + ], + "source": [ + "maker = MakeMTH5()\n", + "usgs_h5 = maker.from_usgs_geomag(usgs_request_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "86d4d7ea-0370-44ad-afa2-6373cd8c0508", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PosixPath('/home/kkappler/software/irismt/aurora/docs/examples/usgs_geomag_FRD_Y.h5')" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "usgs_h5" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "e4f370f2-db69-4d82-a25c-80eccbcf1b9d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "/:\n", + "====================\n", + " |- Group: Experiment\n", + " --------------------\n", + " |- Group: Reports\n", + " -----------------\n", + " |- Group: Standards\n", + " -------------------\n", + " --> Dataset: summary\n", + " ......................\n", + " |- Group: Surveys\n", + " -----------------\n", + " |- Group: USGS-GEOMAG\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: Fredericksburg\n", + " ------------------------\n", + " |- Group: Fourier_Coefficients\n", + " ------------------------------\n", + " |- Group: Transfer_Functions\n", + " ----------------------------\n", + " |- Group: sp1_001\n", + " -----------------\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: channel_summary\n", + " ..............................\n", + " --> Dataset: tf_summary\n", + " ........................." + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = MTH5()\n", + "m.open_mth5(usgs_h5)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "4736298f-5a93-4d8c-8c27-1e5f740069e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " survey station run latitude longitude elevation \\\n", + "0 USGS-GEOMAG Fredericksburg sp1_001 38.205 -77.373 69.0 \n", + "\n", + " component start end n_samples \\\n", + "0 hy 2015-06-22 01:45:00+00:00 2015-06-22 02:20:00+00:00 2101 \n", + "\n", + " sample_rate measurement_type azimuth tilt units \\\n", + "0 1.0 magnetic 90.0 0.0 nanotesla \n", + "\n", + " hdf5_reference run_hdf5_reference station_hdf5_reference \n", + "0 " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m.channel_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "c745a5b1-386d-433d-8d18-3b9ba44894f6", + "metadata": {}, + "outputs": [], + "source": [ + "hy_frd = m.get_channel(\"Fredericksburg\", \"sp1_001\", \"hy\", survey=\"USGS-GEOMAG\")" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "efe22212-ec93-494b-8f76-c456aa7d4fd4", + "metadata": {}, + "outputs": [], + "source": [ + "hy_frd_ts = hy_frd.to_channel_ts()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "f0f4ae77-82d6-4dc8-9594-018a4cb99b76", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.DataArray 'hy' (time: 2101)>\n",
+       "array([nan, nan, nan, ..., nan, nan, nan])\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 2015-06-22T01:45:00 ... 2015-06-22T02:20:00\n",
+       "Attributes: (12/22)\n",
+       "    channel_number:             0\n",
+       "    component:                  hy\n",
+       "    data_quality.rating.value:  0\n",
+       "    filter.applied:             [True]\n",
+       "    filter.name:                []\n",
+       "    hdf5_reference:             <HDF5 object reference>\n",
+       "    ...                         ...\n",
+       "    time_period.end:            2015-06-22T02:20:00+00:00\n",
+       "    time_period.start:          2015-06-22T01:45:00+00:00\n",
+       "    type:                       magnetic\n",
+       "    units:                      nanotesla\n",
+       "    station.id:                 Fredericksburg\n",
+       "    run.id:                     sp1_001
" + ], + "text/plain": [ + "\n", + "array([nan, nan, nan, ..., nan, nan, nan])\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2015-06-22T01:45:00 ... 2015-06-22T02:20:00\n", + "Attributes: (12/22)\n", + " channel_number: 0\n", + " component: hy\n", + " data_quality.rating.value: 0\n", + " filter.applied: [True]\n", + " filter.name: []\n", + " hdf5_reference: \n", + " ... ...\n", + " time_period.end: 2015-06-22T02:20:00+00:00\n", + " time_period.start: 2015-06-22T01:45:00+00:00\n", + " type: magnetic\n", + " units: nanotesla\n", + " station.id: Fredericksburg\n", + " run.id: sp1_001" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hy_frd_ts.data_array" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "8dd465ad-95af-4cb2-9dcb-d3847d13f12b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m2024-02-18T09:58:57.173948-0800 | INFO | mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/usgs_geomag_FRD_Y.h5\u001b[0m\n" + ] + } + ], + "source": [ + "m.close_mth5()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "053c9b4e-9663-4d3b-bf82-29546bdd923a", + "metadata": {}, + "outputs": [], + "source": [ + "!rm usgs_geomag_FRD_Y.h5" + ] + }, + { + "cell_type": "markdown", + "id": "6cdec21a-4b56-40d4-af4b-206c05945c81", + "metadata": {}, + "source": [ + "This is being debugged in issue 188: https://github.com/kujaku11/mth5/issues/188\n", + "\n", + "For now, you can download the data manually here:\n", + "\n", + "https://imag-data.bgs.ac.uk/GIN_V1/GINForms2?observatoryIagaCode=FRD&publicationState=Best+available&dataStartDate=2015-06-22&dataDuration=1&submitValue=View+%2F+Download&request=DataView&samplesPerDay=second\n", + "\n", + "Click the \"IAGA-2002\" link \n", + "\n", + "https://imag-data.bgs.ac.uk/GIN_V1/GINServices?Request=GetData&format=Iaga2002&testObsys=0&observatoryIagaCode=FRD&samplesPerDay=second&publicationState=Best%20available&dataStartDate=2015-06-22&dataDuration=1&orientation=native\n", + "\n", + "and you should get a file called \"frd20150622vsec.sec\"\n", + "\n", + "And then read it in as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "db2c0f74-1128-4caa-be3c-0595a0f9e6e2", + "metadata": {}, + "outputs": [], + "source": [ + "iaga_file = pathlib.Path(\"frd20150622vsec.sec\")\n", + "if not iaga_file.exists:\n", + " msg = \"You need to download the data -- see link in cell above\"\n", + " raise FileExistsError(msg)\n", + "iaga_df = pd.read_csv(iaga_file, skiprows=21, sep='\\s+', parse_dates=[[\"DATE\",\"TIME\"]],)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "426eb677-2d3f-4e14-99d0-78a2a1d94f6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DATE_TIMEDOYFRDHFRDDFRDZFRDF|
02015-06-22 00:00:0017321500.581.8445925.0551315.91NaN
12015-06-22 00:00:0117321500.601.8445925.0651315.93NaN
22015-06-22 00:00:0217321500.611.8545925.0651315.93NaN
32015-06-22 00:00:0317321500.601.8545925.0751315.93NaN
42015-06-22 00:00:0417321500.611.8545925.0751315.96NaN
........................
863952015-06-22 23:59:5517321457.32-5.2845958.9851328.53NaN
863962015-06-22 23:59:5617321457.31-5.2845958.9851328.53NaN
863972015-06-22 23:59:5717321457.25-5.2645958.9951328.48NaN
863982015-06-22 23:59:5817321457.15-5.2545959.0351328.45NaN
863992015-06-22 23:59:5917321457.10-5.2445959.0051328.43NaN
\n", + "

86400 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " DATE_TIME DOY FRDH FRDD FRDZ FRDF |\n", + "0 2015-06-22 00:00:00 173 21500.58 1.84 45925.05 51315.91 NaN\n", + "1 2015-06-22 00:00:01 173 21500.60 1.84 45925.06 51315.93 NaN\n", + "2 2015-06-22 00:00:02 173 21500.61 1.85 45925.06 51315.93 NaN\n", + "3 2015-06-22 00:00:03 173 21500.60 1.85 45925.07 51315.93 NaN\n", + "4 2015-06-22 00:00:04 173 21500.61 1.85 45925.07 51315.96 NaN\n", + "... ... ... ... ... ... ... ..\n", + "86395 2015-06-22 23:59:55 173 21457.32 -5.28 45958.98 51328.53 NaN\n", + "86396 2015-06-22 23:59:56 173 21457.31 -5.28 45958.98 51328.53 NaN\n", + "86397 2015-06-22 23:59:57 173 21457.25 -5.26 45958.99 51328.48 NaN\n", + "86398 2015-06-22 23:59:58 173 21457.15 -5.25 45959.03 51328.45 NaN\n", + "86399 2015-06-22 23:59:59 173 21457.10 -5.24 45959.00 51328.43 NaN\n", + "\n", + "[86400 rows x 7 columns]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iaga_df" + ] + }, + { + "cell_type": "markdown", + "id": "94d65420-a864-499e-82d7-7445d0efb3bf", + "metadata": {}, + "source": [ + "These data are in HDZ coordinates, but we want XYZ for the comparison.\n", + "\n", + "Y = H*sin(D)\n", + "\n", + "You can read more here: https://wdc.kugi.kyoto-u.ac.jp/element/eleexp.html\n", + "\n", + "Note that the reported D seems to be in minutes _from_ geomagnetic north.\n", + "\n", + "To get geographic coordinates, we would need to know the baseline declination, which\n", + "is reported as DEC_BAS in a comment in the IAGA file. I could not find any clear documentation on how to unpack this number, but instead looked up the declination at Fredricksburg VA online\n", + "[https://www.magnetic-declination.com/USA/FREDERICKSBURG/2859148.html] and see it is -10.25 degrees.\n", + "\n", + "Of course to be very precise one should correct the declination for time, as these observations were from 2015 when a different World Magnetic Model was active.\n", + "\n", + "The bezpy package works in geomagnetic coordinates: https://github.com/greglucas/bezpy/tree/main" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "b092b257-e797-4b97-a592-0d1b97c109ae", + "metadata": {}, + "outputs": [], + "source": [ + "#+12.78° (13°46')\n", + "Y = iaga_df.FRDD\n", + "DECLINATION_DEG = -10.25\n", + "DECLINATION_RAD = np.deg2rad(DECLINATION_DEG)\n", + "\n", + "MIN_ARC_to_RAD = 0.000290888 #(deg2rad(1/60))\n", + "D_to_RAD = MIN_ARC_to_RAD" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "db627f0e-ae1b-40fa-ad0f-a0f7f3ab594c", + "metadata": {}, + "outputs": [], + "source": [ + "#Here is what Bezpy does -- which corresponds to a magnetic coordinate system\n", + "iaga_df[\"X_bezpy\"] = np.cos(np.deg2rad(iaga_df.FRDD/60.)) * iaga_df.FRDH\n", + "iaga_df[\"Y_bezpy\"] = np.sin(np.deg2rad(iaga_df.FRDD/60.)) * iaga_df.FRDH\n", + "\n", + "# While this corresponds to a geographic coordinate system\n", + "iaga_df[\"X\"] = np.cos(DECLINATION_RAD + iaga_df.FRDD*D_to_RAD) * iaga_df.FRDH\n", + "iaga_df[\"Y\"] = np.sin(DECLINATION_RAD + iaga_df.FRDD*D_to_RAD) * iaga_df.FRDH" + ] + }, + { + "cell_type": "markdown", + "id": "1d1fc8ef-0663-4720-9bf4-d9548d808848", + "metadata": {}, + "source": [ + "These are very similar in variation, but quite different in mean value:" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "958d02c7-cc90-41cf-a269-040b9ae5d00a", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import scipy.signal as ssig" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "f532dd8c-1e8a-4869-8643-977bf34d32b6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(2,1)\n", + "ax[0].plot(iaga_df.DATE_TIME, iaga_df.Y_bezpy, label=\"FRD Y geomag csys\")\n", + "ax[0].plot(iaga_df.DATE_TIME, iaga_df.Y, label=\"FRD Y geographic csys\")\n", + "ax[0].legend()\n", + "ax[1].plot(iaga_df.DATE_TIME, ssig.detrend(iaga_df.Y_bezpy,type=\"constant\"), label=\"FRD Y geomag csys\")\n", + "ax[1].plot(iaga_df.DATE_TIME, ssig.detrend(iaga_df.Y,type=\"constant\"), label=\"FRD Y geographic csys\")\n", + "ax[1].legend()\n", + "ax[0].set_title(\"Absolute Field Values for Y component\")\n", + "ax[1].set_title(\"Mean subtracted Field Values for Y component\")\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "e211e399-bb34-49d4-a42f-c5863304770a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2100\n" + ] + } + ], + "source": [ + "cond1 = iaga_df.DATE_TIME >= time_interval_of_interest_start\n", + "cond2 = iaga_df.DATE_TIME < time_interval_of_interest_end\n", + "sub_df = iaga_df[cond1&cond2]\n", + "print(len(sub_df))" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "a5f074c2-1e42-40d8-a323-22eb99a185ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'nanoTesla')" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1)\n", + "ax.plot(sub_df.DATE_TIME, ssig.detrend(sub_df.Y), label=\"FRD iaga\")\n", + "ax.plot(sub_df.DATE_TIME, hy_day.data, label=\"ALW49 mth5\")\n", + "ax.legend()\n", + "ax.set_xlabel(\"UTC Time of day, 22 June, 2015\")\n", + "ax.set_title(\"Earthscope station ALW49 vs IAGA FRD (mean subtracted)\")\n", + "ax.set_ylabel(\"nanoTesla\")" + ] + }, + { + "cell_type": "markdown", + "id": "161bdfe7-902a-4ad4-bdc2-1c4bc1a28cd3", + "metadata": {}, + "source": [ + "In the above plot we can see that the data are highly similar but not identical. Understanding the differences in the observed fields at the different stations and relating them to a model is a topic of ongoing investigation." + ] + }, + { + "cell_type": "markdown", + "id": "572ce14b-477e-4d8e-9a57-313246715b60", + "metadata": {}, + "source": [ + "**Future Work** \n", + "\n", + "[ ] 1. Add an automated check warning the user when unknown filter units are encountered.\n", + "- Added some text around cell 33 warning the user about this.\n", + "- If filters are unknown is there a contact at EarthScope to request the info?\n", + "- The \"enrich_dataframe\" method from aurora (used in widescale tests) could be added to MTH5 for this" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b71f91bc-373d-4565-b7d9-15e24ff0ccfd", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aurora", + "language": "python", + "name": "aurora" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/aurora/2024/operate_aurora.ipynb b/notebooks/aurora/2024/operate_aurora.ipynb new file mode 100644 index 0000000..69d58bb --- /dev/null +++ b/notebooks/aurora/2024/operate_aurora.ipynb @@ -0,0 +1,3182 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build an MTH5 and Operate the Aurora Pipeline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook pulls MT miniSEED data from the IRIS Dataselect web service and produces MTH5 out of it. It outlines the process of making an MTH5 file, generating a processing config, and running the Aurora processor.\n", + "\n", + "It assumes that aurora, mth5, and mt_metadata have all been installed.\n", + "\n", + "In this \"new\" version, the workflow has changed somewhat. \n", + "\n", + "1. The process_mth5 call works with a dataset dataframe, rather than a single run_id\n", + "2. The config object is now based on the mt_metadata.base Base class\n", + "3. Remote reference processing is supported (at least in theory)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 0. Flow of this notebook\n", + "\n", + "Section 1: Here we do imports and construct a table of the data that we will access to build the mth5. Note that there is no explanation here as to the table source -- a future update can show how to create such a table from IRIS data_availability tools\n", + "\n", + "Seciton 2: the metadata and the data are accessed, and the mth5 is created and stored.\n", + "\n", + "Section 3: Aurora is used to process the data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# # Uncomment while developing\n", + "# %load_ext autoreload\n", + "# %autoreload 2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Required imports for the program. \n", + "from pathlib import Path\n", + "import pandas as pd\n", + "import warnings\n", + "\n", + "from mth5 import mth5, timeseries\n", + "from mth5.clients.fdsn import FDSN\n", + "from mth5.clients.make_mth5 import MakeMTH5\n", + "from mth5.utils.helpers import initialize_mth5\n", + "from mt_metadata.utils.mttime import get_now_utc, MTime\n", + "from aurora.config import BANDS_DEFAULT_FILE\n", + "from aurora.config.config_creator import ConfigCreator\n", + "from aurora.pipelines.process_mth5 import process_mth5\n", + "from mtpy.processing import RunSummary, KernelDataset\n", + "\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Build an MTH5 file from information extracted by IRIS\n", + "\n", + "- If you have already built an MTH5 you can skip this section \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Set path so MTH5 file builds to current working directory. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PosixPath('/home/kkappler/software/irismt/aurora/docs/examples')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "default_path = Path().cwd()\n", + "default_path" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Select mth5 file version" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# mth5_version = '0.1.0'\n", + "mth5_version = '0.2.0'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize the Make MTH5 code. \n", + "maker = MakeMTH5(mth5_version=mth5_version)\n", + "maker.client = \"IRIS\"\n", + "maker.interact = True\n", + "\n", + "# Initalize an FDSN object to access column names for request df\n", + "fdsn_obj = FDSN()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1A: Specify the data to access from IRIS\n", + "\n", + "Note that here we explicitly prescribe the data, but this dataframe could be built from IRIS data availability tools in a programatic way" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate data frame of FDSN Network, Station, Location, Channel, Startime, Endtime codes of interest\n", + "\n", + "CAS04LQE = ['8P', 'CAS04', '', 'LQE', '2020-06-02T19:00:00', '2020-07-13T19:00:00']\n", + "CAS04LQN = ['8P', 'CAS04', '', 'LQN', '2020-06-02T19:00:00', '2020-07-13T19:00:00']\n", + "CAS04BFE = ['8P', 'CAS04', '', 'LFE', '2020-06-02T19:00:00', '2020-07-13T19:00:00']\n", + "CAS04BFN = ['8P', 'CAS04', '', 'LFN', '2020-06-02T19:00:00', '2020-07-13T19:00:00']\n", + "CAS04BFZ = ['8P', 'CAS04', '', 'LFZ', '2020-06-02T19:00:00', '2020-07-13T19:00:00']\n", + "\n", + "request_list = [CAS04LQE, CAS04LQN, CAS04BFE, CAS04BFN, CAS04BFZ]\n", + "\n", + "# Turn list into dataframe\n", + "request_df = pd.DataFrame(request_list, columns=fdsn_obj.request_columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
networkstationlocationchannelstartend
08PCAS04LQE2020-06-02T19:00:002020-07-13T19:00:00
18PCAS04LQN2020-06-02T19:00:002020-07-13T19:00:00
28PCAS04LFE2020-06-02T19:00:002020-07-13T19:00:00
38PCAS04LFN2020-06-02T19:00:002020-07-13T19:00:00
48PCAS04LFZ2020-06-02T19:00:002020-07-13T19:00:00
\n", + "
" + ], + "text/plain": [ + " network station location channel start end\n", + "0 8P CAS04 LQE 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "1 8P CAS04 LQN 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "2 8P CAS04 LFE 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "3 8P CAS04 LFN 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "4 8P CAS04 LFZ 2020-06-02T19:00:00 2020-07-13T19:00:00" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Inspect the dataframe\n", + "request_df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Request the inventory information from IRIS\n", + "inventory = fdsn_obj.get_inventory_from_df(request_df, data=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Inventory created at 2024-08-28T22:58:43.177868Z\n", + "\tCreated by: ObsPy 1.4.0\n", + "\t\t https://www.obspy.org\n", + "\tSending institution: MTH5\n", + "\tContains:\n", + "\t\tNetworks (1):\n", + "\t\t\t8P\n", + "\t\tStations (1):\n", + "\t\t\t8P.CAS04 (Corral Hollow, CA, USA)\n", + "\t\tChannels (8):\n", + "\t\t\t8P.CAS04..LFZ, 8P.CAS04..LFN, 8P.CAS04..LFE, 8P.CAS04..LQN (2x), \n", + "\t\t\t8P.CAS04..LQE (3x),\n", + " 0 Trace(s) in Stream:\n", + ")" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Inspect the inventory\n", + "inventory" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Builds an MTH5 file from the user defined database. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the mth5 object set, we are ready to actually request the data from the fdsn client (IRIS) and save it to an MTH5 file. This process builds an MTH5 file and can take some time depending on how much data is requested. \n", + "\n", + "Note: `interact` keeps the MTH5 open after it is done building\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33m\u001b[1m24:08:28T15:58:43 | WARNING | line:611 |mth5.mth5 | open_mth5 | 8P_CAS04.h5 will be overwritten in 'w' mode\u001b[0m\n", + "\u001b[1m24:08:28T15:58:44 | INFO | line:679 |mth5.mth5 | _initialize_file | Initialized MTH5 0.2.0 file /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5 in mode w\u001b[0m\n", + "\u001b[1m24:08:28T15:58:51 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:51 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:51 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:51 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:51 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:51 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:52 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:52 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:52 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:52 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:08:28T15:58:53 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup a already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:54 | WARNING | line:645 |mth5.timeseries.run_ts | validate_metadata | start time of dataset 2020-06-02T19:00:00+00:00 does not match metadata start 2020-06-02T18:41:43+00:00 updating metatdata value to 2020-06-02T19:00:00+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:54 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:54 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:54 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:55 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:55 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[1m24:08:28T15:58:55 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup b already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:56 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:56 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:56 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:57 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:57 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[1m24:08:28T15:58:57 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup c already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:58 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:58 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:59 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:58:59 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:59:00 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[1m24:08:28T15:59:00 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup d already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:59:00 | WARNING | line:658 |mth5.timeseries.run_ts | validate_metadata | end time of dataset 2020-07-13T19:00:00+00:00 does not match metadata end 2020-07-13T21:46:12+00:00 updating metatdata value to 2020-07-13T19:00:00+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:59:01 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:59:01 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:59:01 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:59:01 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:59:02 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[1m24:08:28T15:59:02 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T15:59:02 | WARNING | line:328 |mth5.mth5 | filename | MTH5 file is not open or has not been created yet. Returning default name\u001b[0m\n" + ] + } + ], + "source": [ + "mth5_object = maker.from_fdsn_client(request_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1B: Examine and Update the MTH5 object\n", + "\n", + "With the open MTH5 Object, we can start to examine what is in it. For example, retrieve the filename and file_version. You can additionally do things such as getting the station information and edit it by setting a new value, in this case the declination model. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "/:\n", + "====================\n", + " |- Group: Experiment\n", + " --------------------\n", + " |- Group: Reports\n", + " -----------------\n", + " |- Group: Standards\n", + " -------------------\n", + " --> Dataset: summary\n", + " ......................\n", + " |- Group: Surveys\n", + " -----------------\n", + " |- Group: CONUS_South\n", + " ---------------------\n", + " |- Group: Filters\n", + " -----------------\n", + " |- Group: coefficient\n", + " ---------------------\n", + " |- Group: electric_analog_to_digital\n", + " ------------------------------------\n", + " |- Group: electric_dipole_92.000\n", + " --------------------------------\n", + " |- Group: electric_si_units\n", + " ---------------------------\n", + " |- Group: magnetic_analog_to_digital\n", + " ------------------------------------\n", + " |- Group: fap\n", + " -------------\n", + " |- Group: fir\n", + " -------------\n", + " |- Group: time_delay\n", + " --------------------\n", + " |- Group: electric_time_offset\n", + " ------------------------------\n", + " |- Group: hx_time_offset\n", + " ------------------------\n", + " |- Group: hy_time_offset\n", + " ------------------------\n", + " |- Group: hz_time_offset\n", + " ------------------------\n", + " |- Group: zpk\n", + " -------------\n", + " |- Group: electric_butterworth_high_pass_30000\n", + " ----------------------------------------------\n", + " --> Dataset: poles\n", + " ....................\n", + " --> Dataset: zeros\n", + " ....................\n", + " |- Group: electric_butterworth_low_pass\n", + " ---------------------------------------\n", + " --> Dataset: poles\n", + " ....................\n", + " --> Dataset: zeros\n", + " ....................\n", + " |- Group: magnetic_butterworth_low_pass\n", + " ---------------------------------------\n", + " --> Dataset: poles\n", + " ....................\n", + " --> Dataset: zeros\n", + " ....................\n", + " |- Group: Reports\n", + " -----------------\n", + " |- Group: Standards\n", + " -------------------\n", + " --> Dataset: summary\n", + " ......................\n", + " |- Group: Stations\n", + " ------------------\n", + " |- Group: CAS04\n", + " ---------------\n", + " |- Group: Fourier_Coefficients\n", + " ------------------------------\n", + " |- Group: Transfer_Functions\n", + " ----------------------------\n", + " |- Group: a\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: b\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: c\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: d\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " --> Dataset: channel_summary\n", + " ..............................\n", + " --> Dataset: tf_summary\n", + " ........................." + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mth5_object" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "mth5_path = mth5_object.filename" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.2.0'" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mth5_object.file_version\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:02 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\u001b[0m\n" + ] + } + ], + "source": [ + "mth5_object.close_mth5()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "mth5_object = initialize_mth5(mth5_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1C: Optionally Update Metdata:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "IGRF-13\n", + "IGRF\n" + ] + } + ], + "source": [ + "# Edit and update the MTH5 metadata \n", + "s = mth5_object.get_station(\"CAS04\", survey=\"CONUS_South\")\n", + "print(s.metadata.location.declination.model)\n", + "s.metadata.location.declination.model = 'IGRF'\n", + "print(s.metadata.location.declination.model)\n", + "s.write_metadata() # writes to file mth5_filename" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Filename: /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5 \n", + " Version: 0.2.0\n" + ] + } + ], + "source": [ + "# Print some info about the mth5 \n", + "mth5_filename = mth5_object.filename\n", + "version = mth5_object.file_version\n", + "print(f\" Filename: {mth5_filename} \\n Version: {version}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Get the available stations and runs from the MTH5 object\n", + "mth5_object.channel_summary.summarize()\n", + "ch_summary = mth5_object.channel_summary.to_dataframe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2: Process Data\n", + "If MTH5 file already exists you can start here if you dont want to execute the previous code to get data again." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "interact = False\n", + "if interact:\n", + " pass\n", + "else:\n", + " h5_path = default_path.joinpath(\"8P_CAS04.h5\")\n", + " mth5_object = initialize_mth5(h5_path, mode=\"a\", file_version=mth5_version)\n", + " ch_summary = mth5_object.channel_summary.to_dataframe()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generate an Aurora Configuration file using MTH5 as an input\n", + "\n", + "Up to this point, we have used mth5 and mt_metadata, but haven't yet used aurora. So we will use the MTH5 that we just created (and examined and updated) as input into Aurora.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Channel Summary\n", + "\n", + "This is a very useful datastructure inside the mth5. It acts basically like an index of available data at the channel-run level, i.e. there is one row for every contiguous chunk of time-series recorded by an electric dipole or magnetometer" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunlatitudelongitudeelevationcomponentstartendn_samplessample_ratemeasurement_typeazimuthtiltunitshas_datahdf5_referencerun_hdf5_referencestation_hdf5_reference
0CONUS SouthCAS04a37.633351-121.468382335.261765ex2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0electric13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
1CONUS SouthCAS04a37.633351-121.468382335.261765ey2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0electric103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
2CONUS SouthCAS04a37.633351-121.468382335.261765hx2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0magnetic13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
3CONUS SouthCAS04a37.633351-121.468382335.261765hy2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0magnetic103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
4CONUS SouthCAS04a37.633351-121.468382335.261765hz2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
5CONUS SouthCAS04b37.633351-121.468382335.261765ex2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0electric13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
6CONUS SouthCAS04b37.633351-121.468382335.261765ey2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0electric103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
7CONUS SouthCAS04b37.633351-121.468382335.261765hx2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0magnetic13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
8CONUS SouthCAS04b37.633351-121.468382335.261765hy2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0magnetic103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
9CONUS SouthCAS04b37.633351-121.468382335.261765hz2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
10CONUS SouthCAS04c37.633351-121.468382335.261765ex2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0electric13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
11CONUS SouthCAS04c37.633351-121.468382335.261765ey2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0electric103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
12CONUS SouthCAS04c37.633351-121.468382335.261765hx2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0magnetic13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
13CONUS SouthCAS04c37.633351-121.468382335.261765hy2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0magnetic103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
14CONUS SouthCAS04c37.633351-121.468382335.261765hz2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
15CONUS SouthCAS04d37.633351-121.468382335.261765ex2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0electric13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
16CONUS SouthCAS04d37.633351-121.468382335.261765ey2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0electric103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
17CONUS SouthCAS04d37.633351-121.468382335.261765hx2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0magnetic13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
18CONUS SouthCAS04d37.633351-121.468382335.261765hy2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0magnetic103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
19CONUS SouthCAS04d37.633351-121.468382335.261765hz2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " survey station run latitude longitude elevation component \\\n", + "0 CONUS South CAS04 a 37.633351 -121.468382 335.261765 ex \n", + "1 CONUS South CAS04 a 37.633351 -121.468382 335.261765 ey \n", + "2 CONUS South CAS04 a 37.633351 -121.468382 335.261765 hx \n", + "3 CONUS South CAS04 a 37.633351 -121.468382 335.261765 hy \n", + "4 CONUS South CAS04 a 37.633351 -121.468382 335.261765 hz \n", + "5 CONUS South CAS04 b 37.633351 -121.468382 335.261765 ex \n", + "6 CONUS South CAS04 b 37.633351 -121.468382 335.261765 ey \n", + "7 CONUS South CAS04 b 37.633351 -121.468382 335.261765 hx \n", + "8 CONUS South CAS04 b 37.633351 -121.468382 335.261765 hy \n", + "9 CONUS South CAS04 b 37.633351 -121.468382 335.261765 hz \n", + "10 CONUS South CAS04 c 37.633351 -121.468382 335.261765 ex \n", + "11 CONUS South CAS04 c 37.633351 -121.468382 335.261765 ey \n", + "12 CONUS South CAS04 c 37.633351 -121.468382 335.261765 hx \n", + "13 CONUS South CAS04 c 37.633351 -121.468382 335.261765 hy \n", + "14 CONUS South CAS04 c 37.633351 -121.468382 335.261765 hz \n", + "15 CONUS South CAS04 d 37.633351 -121.468382 335.261765 ex \n", + "16 CONUS South CAS04 d 37.633351 -121.468382 335.261765 ey \n", + "17 CONUS South CAS04 d 37.633351 -121.468382 335.261765 hx \n", + "18 CONUS South CAS04 d 37.633351 -121.468382 335.261765 hy \n", + "19 CONUS South CAS04 d 37.633351 -121.468382 335.261765 hz \n", + "\n", + " start end n_samples \\\n", + "0 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "1 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "2 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "3 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "4 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "5 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "6 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "7 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "8 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "9 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "10 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "11 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "12 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "13 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "14 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "15 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "16 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "17 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "18 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "19 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "\n", + " sample_rate measurement_type azimuth tilt units has_data \\\n", + "0 1.0 electric 13.2 0.0 digital counts True \n", + "1 1.0 electric 103.2 0.0 digital counts True \n", + "2 1.0 magnetic 13.2 0.0 digital counts True \n", + "3 1.0 magnetic 103.2 0.0 digital counts True \n", + "4 1.0 magnetic 0.0 90.0 digital counts True \n", + "5 1.0 electric 13.2 0.0 digital counts True \n", + "6 1.0 electric 103.2 0.0 digital counts True \n", + "7 1.0 magnetic 13.2 0.0 digital counts True \n", + "8 1.0 magnetic 103.2 0.0 digital counts True \n", + "9 1.0 magnetic 0.0 90.0 digital counts True \n", + "10 1.0 electric 13.2 0.0 digital counts True \n", + "11 1.0 electric 103.2 0.0 digital counts True \n", + "12 1.0 magnetic 13.2 0.0 digital counts True \n", + "13 1.0 magnetic 103.2 0.0 digital counts True \n", + "14 1.0 magnetic 0.0 90.0 digital counts True \n", + "15 1.0 electric 13.2 0.0 digital counts True \n", + "16 1.0 electric 103.2 0.0 digital counts True \n", + "17 1.0 magnetic 13.2 0.0 digital counts True \n", + "18 1.0 magnetic 103.2 0.0 digital counts True \n", + "19 1.0 magnetic 0.0 90.0 digital counts True \n", + "\n", + " hdf5_reference run_hdf5_reference station_hdf5_reference \n", + "0 \n", + "1 \n", + "2 \n", + "3 \n", + "4 \n", + "5 \n", + "6 \n", + "7 \n", + "8 \n", + "9 \n", + "10 \n", + "11 \n", + "12 \n", + "13 \n", + "14 \n", + "15 \n", + "16 \n", + "17 \n", + "18 \n", + "19 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ch_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Channel summary has a lot of uses, below we use it to check if the data have mixed sample rates, and to get a list of available stations" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Available stations: ['CAS04']\n" + ] + } + ], + "source": [ + "available_runs = ch_summary.run.unique()\n", + "sr = ch_summary.sample_rate.unique()\n", + "if len(sr) != 1:\n", + " print('Only one sample rate per run is available')\n", + " \n", + "available_stations = ch_summary.station.unique()\n", + "print(f\"Available stations: {available_stations}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "### Run Summary\n", + "\n", + "A cousin of the channel summary is the Run Summary.\n", + "This is a condensed version of the channel summary, with one row per continuous acquistion run at a station.\n", + "\n", + "The run summary can be accessed from an open mth5 object, or from an iterable of h5 paths as in the example below\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:03 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
channel_scale_factorsdurationendhas_datainput_channelsmth5_pathn_samplesoutput_channelsrunsample_ratestartstationsurveyrun_hdf5_referencestation_hdf5_reference
0{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...11266.02020-06-02 22:07:46+00:00True[hx, hy]/home/kkappler/software/irismt/aurora/docs/exa...11267[ex, ey, hz]a1.02020-06-02 19:00:00+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
1{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...847648.02020-06-12 17:52:23+00:00True[hx, hy]/home/kkappler/software/irismt/aurora/docs/exa...847649[ex, ey, hz]b1.02020-06-02 22:24:55+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
2{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...1638042.02020-07-01 17:32:59+00:00True[hx, hy]/home/kkappler/software/irismt/aurora/docs/exa...1638043[ex, ey, hz]c1.02020-06-12 18:32:17+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
3{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...1034585.02020-07-13 19:00:00+00:00True[hx, hy]/home/kkappler/software/irismt/aurora/docs/exa...1034586[ex, ey, hz]d1.02020-07-01 19:36:55+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " channel_scale_factors duration \\\n", + "0 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 11266.0 \n", + "1 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 847648.0 \n", + "2 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 1638042.0 \n", + "3 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 1034585.0 \n", + "\n", + " end has_data input_channels \\\n", + "0 2020-06-02 22:07:46+00:00 True [hx, hy] \n", + "1 2020-06-12 17:52:23+00:00 True [hx, hy] \n", + "2 2020-07-01 17:32:59+00:00 True [hx, hy] \n", + "3 2020-07-13 19:00:00+00:00 True [hx, hy] \n", + "\n", + " mth5_path n_samples \\\n", + "0 /home/kkappler/software/irismt/aurora/docs/exa... 11267 \n", + "1 /home/kkappler/software/irismt/aurora/docs/exa... 847649 \n", + "2 /home/kkappler/software/irismt/aurora/docs/exa... 1638043 \n", + "3 /home/kkappler/software/irismt/aurora/docs/exa... 1034586 \n", + "\n", + " output_channels run sample_rate start station \\\n", + "0 [ex, ey, hz] a 1.0 2020-06-02 19:00:00+00:00 CAS04 \n", + "1 [ex, ey, hz] b 1.0 2020-06-02 22:24:55+00:00 CAS04 \n", + "2 [ex, ey, hz] c 1.0 2020-06-12 18:32:17+00:00 CAS04 \n", + "3 [ex, ey, hz] d 1.0 2020-07-01 19:36:55+00:00 CAS04 \n", + "\n", + " survey run_hdf5_reference station_hdf5_reference \n", + "0 CONUS South \n", + "1 CONUS South \n", + "2 CONUS South \n", + "3 CONUS South " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mth5_run_summary = RunSummary()\n", + "h5_path = default_path.joinpath(\"8P_CAS04.h5\")\n", + "mth5_run_summary.from_mth5s([h5_path,])\n", + "run_summary = mth5_run_summary.clone()\n", + "run_summary.df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we have a dataframe of the available runs to process from the MTH5 \n", + "\n", + "Sometimes we just want to look at the survey, station, run, and time intervals\n", + "we can for that we can call mini_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartendduration
0CONUS SouthCAS04a2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:0011266.0
1CONUS SouthCAS04b2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00847648.0
2CONUS SouthCAS04c2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:001638042.0
3CONUS SouthCAS04d2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:001034585.0
\n", + "
" + ], + "text/plain": [ + " survey station run start \\\n", + "0 CONUS South CAS04 a 2020-06-02 19:00:00+00:00 \n", + "1 CONUS South CAS04 b 2020-06-02 22:24:55+00:00 \n", + "2 CONUS South CAS04 c 2020-06-12 18:32:17+00:00 \n", + "3 CONUS South CAS04 d 2020-07-01 19:36:55+00:00 \n", + "\n", + " end duration \n", + "0 2020-06-02 22:07:46+00:00 11266.0 \n", + "1 2020-06-12 17:52:23+00:00 847648.0 \n", + "2 2020-07-01 17:32:59+00:00 1638042.0 \n", + "3 2020-07-13 19:00:00+00:00 1034585.0 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "run_summary.mini_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But here are the columns in the run summary" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['channel_scale_factors', 'duration', 'end', 'has_data',\n", + " 'input_channels', 'mth5_path', 'n_samples', 'output_channels', 'run',\n", + " 'sample_rate', 'start', 'station', 'survey', 'run_hdf5_reference',\n", + " 'station_hdf5_reference'],\n", + " dtype='object')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "run_summary.df.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Make your own mini summary by choosing columns" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartend
0CONUS SouthCAS04a2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00
1CONUS SouthCAS04b2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
2CONUS SouthCAS04c2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:00
3CONUS SouthCAS04d2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:00
\n", + "
" + ], + "text/plain": [ + " survey station run start end\n", + "0 CONUS South CAS04 a 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00\n", + "1 CONUS South CAS04 b 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00\n", + "2 CONUS South CAS04 c 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00\n", + "3 CONUS South CAS04 d 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coverage_short_list_columns = [\"survey\", 'station', 'run', 'start', 'end', ]\n", + "run_summary.df[coverage_short_list_columns]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "### Kernel Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is like a run summary, but for a single station or a pair of stations.\n", + "It is used to specify the inputs to aurora processing.\n", + "\n", + "It takes a run_summary and a station name, and optionally, a remote reference station name\n", + "\n", + "It is made _based on the available data_ in the MTH5 archive.\n", + "\n", + "Syntax:\n", + "kernel_dataset.from_run_summary(run_summary, local_station_id, reference_station_id)\n", + "\n", + "By Default, all runs will be processed\n", + "\n", + "To restrict to processing a single run, or a list of runs, we can either tell KernelDataset to keep or drop a station_run dictionary. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartendduration
0CONUS SouthCAS04a2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:0011266.0
1CONUS SouthCAS04b2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00847648.0
2CONUS SouthCAS04c2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:001638042.0
3CONUS SouthCAS04d2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:001034585.0
\n", + "
" + ], + "text/plain": [ + " survey station run start \\\n", + "0 CONUS South CAS04 a 2020-06-02 19:00:00+00:00 \n", + "1 CONUS South CAS04 b 2020-06-02 22:24:55+00:00 \n", + "2 CONUS South CAS04 c 2020-06-12 18:32:17+00:00 \n", + "3 CONUS South CAS04 d 2020-07-01 19:36:55+00:00 \n", + "\n", + " end duration \n", + "0 2020-06-02 22:07:46+00:00 11266.0 \n", + "1 2020-06-12 17:52:23+00:00 847648.0 \n", + "2 2020-07-01 17:32:59+00:00 1638042.0 \n", + "3 2020-07-13 19:00:00+00:00 1034585.0 " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"CAS04\")\n", + "kernel_dataset.mini_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Here is one way to select a single run:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " survey station run start end\n", + "0 CONUS South CAS04 a 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00\n" + ] + } + ], + "source": [ + "station_runs_dict = {}\n", + "station_runs_dict[\"CAS04\"] = [\"a\", ]\n", + "keep_or_drop = \"keep\"\n", + "\n", + "kernel_dataset.select_station_runs(station_runs_dict, keep_or_drop)\n", + "print(kernel_dataset.df[coverage_short_list_columns])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## To discard runs that are not very long" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:03 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartend
0CONUS SouthCAS04b2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
1CONUS SouthCAS04c2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:00
2CONUS SouthCAS04d2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:00
\n", + "
" + ], + "text/plain": [ + " survey station run start end\n", + "0 CONUS South CAS04 b 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00\n", + "1 CONUS South CAS04 c 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00\n", + "2 CONUS South CAS04 d 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"CAS04\")\n", + "cutoff_duration_in_seconds = 15000\n", + "kernel_dataset.drop_runs_shorter_than(cutoff_duration_in_seconds)\n", + "kernel_dataset.df[coverage_short_list_columns]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Select only runs \"b\" & \"d\"" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartend
0CONUS SouthCAS04b2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
1CONUS SouthCAS04d2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:00
\n", + "
" + ], + "text/plain": [ + " survey station run start end\n", + "0 CONUS South CAS04 b 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00\n", + "1 CONUS South CAS04 d 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"CAS04\")\n", + "station_runs_dict = {}\n", + "station_runs_dict[\"CAS04\"] = [\"b\",\"d\"]\n", + "keep_or_drop = \"keep\"\n", + "kernel_dataset.select_station_runs(station_runs_dict, keep_or_drop)\n", + "kernel_dataset.df[coverage_short_list_columns]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The same result can be obtained by _excluding_ runs a & c" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartend
0CONUS SouthCAS04b2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
1CONUS SouthCAS04d2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:00
\n", + "
" + ], + "text/plain": [ + " survey station run start end\n", + "0 CONUS South CAS04 b 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00\n", + "1 CONUS South CAS04 d 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"CAS04\")\n", + "station_runs_dict = {}\n", + "station_runs_dict[\"CAS04\"] = [\"a\",\"c\"]\n", + "keep_or_drop = \"drop\"\n", + "kernel_dataset.select_station_runs(station_runs_dict, keep_or_drop)\n", + "kernel_dataset.df[coverage_short_list_columns]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## To process only a segment of data\n", + "\n", + "Say that you have weeks of data available, but you want to restrict the data processed to a subset. If it is one contiguous subset block, you can just modify the run_summary table as below. You should also update the duration column by calling kernel_dataset._add_duration_column() afterwards:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "# kernel_dataset.df[\"start\"].iloc[0] += pd.Timedelta(days=5)\n", + "# kernel_dataset.df[\"start\"].iloc[1] += pd.Timedelta(days=7)\n", + "# kernel_dataset._add_duration_column()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## Exercise: \n", + "- Print the kernel_dataset dataframe by calling `kernel_dataset.df`\n", + "- Modify the start and end times, call _add_duration_column() and print it again.\n", + "- You can also process the data with and without this change\n", + "- Are the TFs different?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Make an aurora configuration file (and then save that json file.)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "cc = ConfigCreator()\n", + "config = cc.create_from_kernel_dataset(kernel_dataset, \n", + " emtf_band_file=BANDS_DEFAULT_FILE,)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "for decimation in config.decimations:\n", + " # decimation.output_channels = [\"ex\", \"ey\"]\n", + " decimation.estimator.engine = \"RME\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Take a look at the config:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "scrolled": true, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"processing\": {\n", + " \"band_setup_file\": \"/home/kkappler/software/irismt/aurora/aurora/config/emtf_band_setup/bs_test.cfg\",\n", + " \"band_specification_style\": \"EMTF\",\n", + " \"channel_nomenclature.ex\": \"ex\",\n", + " \"channel_nomenclature.ey\": \"ey\",\n", + " \"channel_nomenclature.hx\": \"hx\",\n", + " \"channel_nomenclature.hy\": \"hy\",\n", + " \"channel_nomenclature.hz\": \"hz\",\n", + " \"decimations\": [\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.23828125,\n", + " \"frequency_min\": 0.19140625,\n", + " \"index_max\": 30,\n", + " \"index_min\": 25\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.19140625,\n", + " \"frequency_min\": 0.15234375,\n", + " \"index_max\": 24,\n", + " \"index_min\": 20\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.15234375,\n", + " \"frequency_min\": 0.12109375,\n", + " \"index_max\": 19,\n", + " \"index_min\": 16\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.12109375,\n", + " \"frequency_min\": 0.09765625,\n", + " \"index_max\": 15,\n", + " \"index_min\": 13\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.09765625,\n", + " \"frequency_min\": 0.07421875,\n", + " \"index_max\": 12,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.07421875,\n", + " \"frequency_min\": 0.05859375,\n", + " \"index_max\": 9,\n", + " \"index_min\": 8\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.05859375,\n", + " \"frequency_min\": 0.04296875,\n", + " \"index_max\": 7,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.04296875,\n", + " \"frequency_min\": 0.03515625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 1.0,\n", + " \"decimation.level\": 0,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 1.0,\n", + " \"estimator.engine\": \"RME\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0341796875,\n", + " \"frequency_min\": 0.0263671875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0263671875,\n", + " \"frequency_min\": 0.0205078125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0205078125,\n", + " \"frequency_min\": 0.0166015625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0166015625,\n", + " \"frequency_min\": 0.0126953125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0126953125,\n", + " \"frequency_min\": 0.0107421875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0107421875,\n", + " \"frequency_min\": 0.0087890625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 1,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.25,\n", + " \"estimator.engine\": \"RME\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.008544921875,\n", + " \"frequency_min\": 0.006591796875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.006591796875,\n", + " \"frequency_min\": 0.005126953125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.005126953125,\n", + " \"frequency_min\": 0.004150390625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.004150390625,\n", + " \"frequency_min\": 0.003173828125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.003173828125,\n", + " \"frequency_min\": 0.002685546875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.002685546875,\n", + " \"frequency_min\": 0.002197265625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 2,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.0625,\n", + " \"estimator.engine\": \"RME\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00274658203125,\n", + " \"frequency_min\": 0.00213623046875,\n", + " \"index_max\": 22,\n", + " \"index_min\": 18\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00213623046875,\n", + " \"frequency_min\": 0.00164794921875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00164794921875,\n", + " \"frequency_min\": 0.00115966796875,\n", + " \"index_max\": 13,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00115966796875,\n", + " \"frequency_min\": 0.00079345703125,\n", + " \"index_max\": 9,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00079345703125,\n", + " \"frequency_min\": 0.00054931640625,\n", + " \"index_max\": 6,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 3,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.015625,\n", + " \"estimator.engine\": \"RME\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " }\n", + " ],\n", + " \"id\": \"CAS04_sr1\",\n", + " \"stations.local.id\": \"CAS04\",\n", + " \"stations.local.mth5_path\": \"/home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\",\n", + " \"stations.local.remote\": false,\n", + " \"stations.local.runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"b\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-06-12T17:52:23+00:00\",\n", + " \"start\": \"2020-06-02T22:24:55+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"d\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-07-13T19:00:00+00:00\",\n", + " \"start\": \"2020-07-01T19:36:55+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ],\n", + " \"stations.remote\": []\n", + " }\n", + "}" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "config" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What if I have unconventional channel names? \n", + "\n", + "Aurora uses \"ex\", \"ey\", \"hx\", \"hy\", \"hz\" as default names, but not all MTH5 files will use this nomenclauture.\n", + "For example, files generated from some Phoenix system call channels \"e1\", \"e2\", \"h1\", \"h2\", \"h3\"\n", + "\n", + "A complete list of supported channel mappings is in mt_metadata/transfer_functions/processing/aurora/standards/channel_nomenclatures.json\n", + "\n", + "Here is an exmaple of how update the config in this case:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# config.channel_nomenclature.keyword = \"phoenix123\"\n", + "# config.set_default_input_output_channels()\n", + "# config.set_default_reference_channels()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise:\n", + "\n", + "- Print the processing config by calling config\n", + "- Modify the nomenclature using the above code, and print it again.\n", + "- Confirm that the two configs are different. Can you spot the differences?\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run the Aurora Pipeline using the input MTh5 and Confiugration File" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:04 | INFO | line:276 |aurora.pipelines.transfer_function_kernel | show_processing_summary | Processing Summary Dataframe:\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:277 |aurora.pipelines.transfer_function_kernel | show_processing_summary | \n", + " duration has_data n_samples run station survey run_hdf5_reference station_hdf5_reference fc remote stft mth5_obj dec_level dec_factor sample_rate window_duration num_samples_window num_samples num_stft_windows\n", + "0 847648.0 True 847649 b CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 847648.0 8829.0\n", + "1 847648.0 True 847649 b CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 211912.0 2207.0\n", + "2 847648.0 True 847649 b CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 52978.0 551.0\n", + "3 847648.0 True 847649 b CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 13244.0 137.0\n", + "4 1034585.0 True 1034586 d CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 1034585.0 10776.0\n", + "5 1034585.0 True 1034586 d CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 258646.0 2693.0\n", + "6 1034585.0 True 1034586 d CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 64661.0 673.0\n", + "7 1034585.0 True 1034586 d CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 16165.0 168.0\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:674 |aurora.pipelines.transfer_function_kernel | memory_warning | Total memory: 62.74 GB\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:678 |aurora.pipelines.transfer_function_kernel | memory_warning | Total Bytes of Raw Data: 0.014 GB\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:683 |aurora.pipelines.transfer_function_kernel | memory_warning | Raw Data will use: 0.022 % of memory\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:517 |aurora.pipelines.process_mth5 | process_mth5_legacy | Processing config indicates 4 decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T15:59:04 | INFO | line:456 |aurora.pipelines.transfer_function_kernel | valid_decimations | After validation there are 4 valid decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T15:59:05 | INFO | line:889 |mtpy.processing.kernel_dataset | initialize_dataframe_for_processing | Dataset dataframe initialized successfully\u001b[0m\n", + "\u001b[1m24:08:28T15:59:05 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 0 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T15:59:07 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T15:59:08 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T15:59:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 25.728968s (0.038867Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 19.929573s (0.050177Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:09 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 15.164131s (0.065945Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:09 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 11.746086s (0.085135Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 9.195791s (0.108745Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:11 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 7.362526s (0.135823Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:11 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 5.856115s (0.170762Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:12 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 4.682492s (0.213562Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:14 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 1\u001b[0m\n", + "\u001b[1m24:08:28T15:59:14 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 1 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T15:59:15 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T15:59:16 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T15:59:16 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 102.915872s (0.009717Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:16 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 85.631182s (0.011678Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:16 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 68.881694s (0.014518Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:16 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 54.195827s (0.018452Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:16 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 43.003958s (0.023254Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:17 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 33.310722s (0.030020Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:18 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 2\u001b[0m\n", + "\u001b[1m24:08:28T15:59:18 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 2 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T15:59:19 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T15:59:19 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T15:59:19 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 411.663489s (0.002429Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:19 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 342.524727s (0.002919Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 275.526776s (0.003629Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 216.783308s (0.004613Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 172.015831s (0.005813Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 133.242890s (0.007505Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:21 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 3\u001b[0m\n", + "\u001b[1m24:08:28T15:59:21 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 3 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T15:59:22 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T15:59:22 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T15:59:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1514.701336s (0.000660Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1042.488956s (0.000959Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 723.371271s (0.001382Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 532.971560s (0.001876Hz)\u001b[0m\n", + "\u001b[1m24:08:28T15:59:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 412.837995s (0.002422Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:23 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\u001b[0m\n" + ] + } + ], + "source": [ + "show_plot = True\n", + "tf_cls = process_mth5(config,\n", + " kernel_dataset,\n", + " units=\"MT\",\n", + " show_plot=show_plot,\n", + " z_file_path=None,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "mt_metadata.transfer_functions.core.TF" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "type(tf_cls)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Write the transfer functions generated by the Aurora pipeline" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "EMTFXML(station='CAS04', latitude=37.63, longitude=-121.47, elevation=335.26)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " tf_cls.write(fn=\"emtfxml_test.xml\", file_type=\"emtfxml\")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Station: CAS04\n", + "--------------------------------------------------\n", + "\tSurvey: CONUS South\n", + "\tProject: USMTArray\n", + "\tAcquired by: None\n", + "\tAcquired date: 2020-06-02\n", + "\tLatitude: 37.633\n", + "\tLongitude: -121.468\n", + "\tElevation: 335.262\n", + "\tImpedance: True\n", + "\tTipper: True\n", + "\tNumber of periods: 25\n", + "\t\tPeriod Range: 4.68249E+00 -- 1.51470E+03 s\n", + "\t\tFrequency Range 6.60196E-04 -- 2.13561E-01 s" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf_cls.write(fn=\"emtfxml_test.edi\", file_type=\"edi\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MT( station='CAS04', latitude=37.63, longitude=-121.47, elevation=335.26 )" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " tf_cls.write(fn=\"emtfxml_test.zss\", file_type=\"zmm\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aurora-test", + "language": "python", + "name": "aurora-test" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/aurora/2024/process_cas04_multiple_station.ipynb b/notebooks/aurora/2024/process_cas04_multiple_station.ipynb new file mode 100644 index 0000000..0f5fc9b --- /dev/null +++ b/notebooks/aurora/2024/process_cas04_multiple_station.ipynb @@ -0,0 +1,5921 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4831226b-6033-4b15-a120-d2ef9b81f686", + "metadata": { + "tags": [] + }, + "source": [ + "# Process CAS04 with Remote Reference\n", + "\n", + "\n", + "This notebook is a companion to the 2024 JOSS manuscript.\n", + "\n", + "This notebook is shows the workflow for getting data from Earthscope for a few example stations and generating transfer functions using aurora. The data download step is based on condensed version of a tutorial in the mth5 documentation which can be found at: https://github.com/kujaku11/mth5/tree/master/docs/examples/notebooks. \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "31595e4a-9a71-451a-a811-91e1126cdc99", + "metadata": {}, + "outputs": [], + "source": [ + "# %matplotlib notebook \n", + "# %matplotlib widget\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "95ae061a-dc05-471b-a88c-4aaaef4ddc50", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/kkappler/software/irismt/mtpy-v2/mtpy/modeling/simpeg/recipes/inversion_2d.py:39: UserWarning: Pardiso not installed see https://github.com/simpeg/pydiso/blob/main/README.md.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "#Imports\n", + "\n", + "import pandas as pd\n", + "import pathlib\n", + "import os\n", + "#from aurora.sandbox.mth5_channel_summary_helpers import channel_summary_to_make_mth5\n", + "#from aurora.config import BANDS_DEFAULT_FILE\n", + "from aurora.config.config_creator import ConfigCreator\n", + "from aurora.pipelines.process_mth5 import process_mth5\n", + "from mth5.mth5 import MTH5\n", + "from mth5.clients.make_mth5 import FDSN\n", + "from mth5.utils.helpers import initialize_mth5\n", + "from mtpy.processing import RunSummary, KernelDataset\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d5c3fc25-fb66-4d80-8e76-c9a23f2054c2", + "metadata": {}, + "outputs": [], + "source": [ + "import logging, sys\n", + "logging.disable(sys.maxsize)\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "id": "33e2b452-94f7-4f9e-9cf5-36765541fc2e", + "metadata": {}, + "source": [ + "# Make MTH5 from IRIS Data Managment Center v0.2.0 \n", + "\n", + "This example demonstrates how to build an MTH5 from data archived at IRIS, it could work with any MT data stored at an FDSN data center (probably).\n", + "\n", + "We will use the `mth5.clients.FDSN` class to build the file. There is also second way using the more generic `mth5.clients.MakeMTH5` class, which will be highlighted below. \n", + "\n", + "**Note:** this example assumes that data availability (Network, Station, Channel, Start, End) are all previously known. If you do not know the data that you want to download use [IRIS tools](https://ds.iris.edu/ds/nodes/dmc/tools/##) to get data availability. " + ] + }, + { + "cell_type": "markdown", + "id": "c3177306-86bc-43ae-aec3-11a71f75325d", + "metadata": {}, + "source": [ + "## Initialize a MakeMTH5 object\n", + "\n", + "Here, we are setting the MTH5 file version to 0.2.0 so that we can have multiple surveys in a single file. Also, setting the client to \"IRIS\". Here, we are using `obspy.clients` tools for the request. Here are the available [FDSN clients](https://docs.obspy.org/packages/obspy.clients.fdsn.html). \n", + "\n", + "**Note:** Only the \"IRIS\" client has been tested." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "46655a42-0bcf-4c86-a972-cb58f0d77158", + "metadata": {}, + "outputs": [], + "source": [ + "fdsn_object = FDSN(mth5_version='0.2.0')\n", + "fdsn_object.client = \"IRIS\"" + ] + }, + { + "cell_type": "markdown", + "id": "3b1c9eb9-b60a-409e-98e7-003bc76c2f77", + "metadata": {}, + "source": [ + "## Make the data inquiry as a DataFrame\n", + "\n", + "There are a few ways to make the inquiry to request data. \n", + "\n", + "1. Make a DataFrame by hand. Here we will make a list of entries and then create a DataFrame with the proper column names\n", + "2. You can create a CSV file with a row for each entry. There are some formatting that you need to be aware of. That is the column names and making sure that date-times are YYYY-MM-DDThh:mm:ss\n", + "\n", + "\n", + "| Column Name | Description |\n", + "| ------------------- | --------------------------------------------------------------------------------------------------------------|\n", + "| **network** | [FDSN Network code (2 letters)](http://www.fdsn.org/networks/) |\n", + "| **station** | [FDSN Station code (usually 5 characters)](https://ds.iris.edu/ds/nodes/dmc/data/formats/seed-channel-naming/)|\n", + "| **location** | [FDSN Location code (typically not used for MT)](http://docs.fdsn.org/projects/source-identifiers/en/v1.0/location-codes.html) |\n", + "| **channel** | [FDSN Channel code (3 characters)](http://docs.fdsn.org/projects/source-identifiers/en/v1.0/channel-codes.html)|\n", + "| **start** | Start time (YYYY-MM-DDThh:mm:ss) UTC |\n", + "| **end** | End time (YYYY-MM-DDThh:mm:ss) UTC |\n", + "\n", + "In the example below, the stage is set to use two stations: CAS04 and NVR08. Commented out is an example of how to add a third station, REV06" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1888e0a6-ddf2-428b-a851-b1a9b0f5a0da", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
networkstationlocationchannelstartend
08PCAS04LFE2020-06-02T19:00:002020-07-13T19:00:00
18PCAS04LFN2020-06-02T19:00:002020-07-13T19:00:00
28PCAS04LFZ2020-06-02T19:00:002020-07-13T19:00:00
38PCAS04LQE2020-06-02T19:00:002020-07-13T19:00:00
48PCAS04LQN2020-06-02T19:00:002020-07-13T19:00:00
58PNVR08LFE2020-06-02T19:00:002020-07-13T19:00:00
68PNVR08LFN2020-06-02T19:00:002020-07-13T19:00:00
78PNVR08LFZ2020-06-02T19:00:002020-07-13T19:00:00
88PNVR08LQE2020-06-02T19:00:002020-07-13T19:00:00
98PNVR08LQN2020-06-02T19:00:002020-07-13T19:00:00
\n", + "
" + ], + "text/plain": [ + " network station location channel start end\n", + "0 8P CAS04 LFE 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "1 8P CAS04 LFN 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "2 8P CAS04 LFZ 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "3 8P CAS04 LQE 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "4 8P CAS04 LQN 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "5 8P NVR08 LFE 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "6 8P NVR08 LFN 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "7 8P NVR08 LFZ 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "8 8P NVR08 LQE 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "9 8P NVR08 LQN 2020-06-02T19:00:00 2020-07-13T19:00:00" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "channels = [\"LFE\", \"LFN\", \"LFZ\", \"LQE\", \"LQN\"]\n", + "CAS04 = [\"8P\", \"CAS04\", '2020-06-02T19:00:00', '2020-07-13T19:00:00'] \n", + "NVR08 = [\"8P\", \"NVR08\", '2020-06-02T19:00:00', '2020-07-13T19:00:00']\n", + "# REV06 = [\"8P\", \"REV06\", '2020-06-02T19:00:00', '2020-07-13T19:00:00']\n", + "\n", + "stations = [CAS04, NVR08,]\n", + "# stations.append(REV06)\n", + "\n", + "request_list = []\n", + "for entry in stations:\n", + " for channel in channels:\n", + " request_list.append(\n", + " [entry[0], entry[1], \"\", channel, entry[2], entry[3]]\n", + " )\n", + "\n", + "# Turn list into dataframe\n", + "request_df = pd.DataFrame(request_list, columns=fdsn_object.request_columns) \n", + "request_df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "496678c6-18b2-41cb-a0b5-5ebf51bab0eb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:08:45 | INFO | line:679 |mth5.mth5 | _initialize_file | Initialized MTH5 0.2.0 file /home/kkappler/software/irismt/aurora/docs/tutorials/8P_CAS04_NVR08.h5 in mode w\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_94.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:03 | INFO | line:133 |mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_94.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m24:09:03T20:09:05 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup a already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:05 | WARNING | line:645 |mth5.timeseries.run_ts | validate_metadata | start time of dataset 2020-06-02T19:00:00+00:00 does not match metadata start 2020-06-02T18:41:43+00:00 updating metatdata value to 2020-06-02T19:00:00+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:06 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:06 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:06 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:06 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:06 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[1m24:09:03T20:09:06 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup b already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:07 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:07 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:08 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:08 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:08 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[1m24:09:03T20:09:08 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup c already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:09 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:09 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:10 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:10 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:10 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[1m24:09:03T20:09:10 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup d already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:11 | WARNING | line:658 |mth5.timeseries.run_ts | validate_metadata | end time of dataset 2020-07-13T19:00:00+00:00 does not match metadata end 2020-07-13T21:46:12+00:00 updating metatdata value to 2020-07-13T19:00:00+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:11 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:11 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:11 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:12 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:12 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[1m24:09:03T20:09:12 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup a already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:12 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:12 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:13 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:13 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:13 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[1m24:09:03T20:09:13 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup b already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:14 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:14 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:14 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:14 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:15 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[1m24:09:03T20:09:15 | INFO | line:331 |mth5.groups.base | _add_group | RunGroup c already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:15 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:16 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:16 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:16 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:16 | WARNING | line:677 |mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[1m24:09:03T20:09:16 | INFO | line:771 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/tutorials/8P_CAS04_NVR08.h5\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:16 | WARNING | line:330 |mth5.mth5 | filename | MTH5 file is not open or has not been created yet. Returning default name\u001b[0m\n", + "Created /home/kkappler/software/irismt/aurora/docs/tutorials/8P_CAS04_NVR08.h5\n", + "CPU times: user 14.5 s, sys: 349 ms, total: 14.8 s\n", + "Wall time: 31.9 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "mth5_filename = fdsn_object.make_mth5_from_fdsn_client(request_df, interact=False)\n", + "\n", + "print(f\"Created {mth5_filename}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7c69ae65-db2c-4fd8-ab2b-2a44ff9085a0", + "metadata": {}, + "outputs": [], + "source": [ + "mth5_path = pathlib.Path(\"8P_CAS04_NVR08.h5\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8c07f52e-7e2b-4589-9632-9213d8d7050b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunlatitudelongitudeelevationcomponentstartendn_samplessample_ratemeasurement_typeazimuthtiltunitshas_datahdf5_referencerun_hdf5_referencestation_hdf5_reference
0CONUS SouthCAS04a37.633351-121.468382335.261765ex2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0electric13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
1CONUS SouthCAS04a37.633351-121.468382335.261765ey2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0electric103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
2CONUS SouthCAS04a37.633351-121.468382335.261765hx2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0magnetic13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
3CONUS SouthCAS04a37.633351-121.468382335.261765hy2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0magnetic103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
4CONUS SouthCAS04a37.633351-121.468382335.261765hz2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00112671.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
5CONUS SouthCAS04b37.633351-121.468382335.261765ex2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0electric13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
6CONUS SouthCAS04b37.633351-121.468382335.261765ey2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0electric103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
7CONUS SouthCAS04b37.633351-121.468382335.261765hx2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0magnetic13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
8CONUS SouthCAS04b37.633351-121.468382335.261765hy2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0magnetic103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
9CONUS SouthCAS04b37.633351-121.468382335.261765hz2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476491.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
10CONUS SouthCAS04c37.633351-121.468382335.261765ex2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0electric13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
11CONUS SouthCAS04c37.633351-121.468382335.261765ey2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0electric103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
12CONUS SouthCAS04c37.633351-121.468382335.261765hx2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0magnetic13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
13CONUS SouthCAS04c37.633351-121.468382335.261765hy2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0magnetic103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
14CONUS SouthCAS04c37.633351-121.468382335.261765hz2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380431.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
15CONUS SouthCAS04d37.633351-121.468382335.261765ex2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0electric13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
16CONUS SouthCAS04d37.633351-121.468382335.261765ey2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0electric103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
17CONUS SouthCAS04d37.633351-121.468382335.261765hx2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0magnetic13.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
18CONUS SouthCAS04d37.633351-121.468382335.261765hy2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0magnetic103.20.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
19CONUS SouthCAS04d37.633351-121.468382335.261765hz2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:0010345861.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
20CONUS SouthNVR08a38.326630-118.0823821377.902271ex2020-06-03 19:10:11+00:002020-06-03 19:57:51+00:0028611.0electric12.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
21CONUS SouthNVR08a38.326630-118.0823821377.902271ey2020-06-03 19:10:11+00:002020-06-03 19:57:51+00:0028611.0electric102.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
22CONUS SouthNVR08a38.326630-118.0823821377.902271hx2020-06-03 19:10:11+00:002020-06-03 19:57:51+00:0028611.0magnetic12.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
23CONUS SouthNVR08a38.326630-118.0823821377.902271hy2020-06-03 19:10:11+00:002020-06-03 19:57:51+00:0028611.0magnetic102.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
24CONUS SouthNVR08a38.326630-118.0823821377.902271hz2020-06-03 19:10:11+00:002020-06-03 19:57:51+00:0028611.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
25CONUS SouthNVR08b38.326630-118.0823821377.902271ex2020-06-03 20:14:13+00:002020-06-14 16:56:02+00:009385101.0electric12.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
26CONUS SouthNVR08b38.326630-118.0823821377.902271ey2020-06-03 20:14:13+00:002020-06-14 16:56:02+00:009385101.0electric102.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
27CONUS SouthNVR08b38.326630-118.0823821377.902271hx2020-06-03 20:14:13+00:002020-06-14 16:56:02+00:009385101.0magnetic12.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
28CONUS SouthNVR08b38.326630-118.0823821377.902271hy2020-06-03 20:14:13+00:002020-06-14 16:56:02+00:009385101.0magnetic102.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
29CONUS SouthNVR08b38.326630-118.0823821377.902271hz2020-06-03 20:14:13+00:002020-06-14 16:56:02+00:009385101.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
30CONUS SouthNVR08c38.326630-118.0823821377.902271ex2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:008565031.0electric12.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
31CONUS SouthNVR08c38.326630-118.0823821377.902271ey2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:008565031.0electric102.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
32CONUS SouthNVR08c38.326630-118.0823821377.902271hx2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:008565031.0magnetic12.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
33CONUS SouthNVR08c38.326630-118.0823821377.902271hy2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:008565031.0magnetic102.60.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
34CONUS SouthNVR08c38.326630-118.0823821377.902271hz2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:008565031.0magnetic0.090.0digital countsTrue<HDF5 object reference><HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " survey station run latitude longitude elevation component \\\n", + "0 CONUS South CAS04 a 37.633351 -121.468382 335.261765 ex \n", + "1 CONUS South CAS04 a 37.633351 -121.468382 335.261765 ey \n", + "2 CONUS South CAS04 a 37.633351 -121.468382 335.261765 hx \n", + "3 CONUS South CAS04 a 37.633351 -121.468382 335.261765 hy \n", + "4 CONUS South CAS04 a 37.633351 -121.468382 335.261765 hz \n", + "5 CONUS South CAS04 b 37.633351 -121.468382 335.261765 ex \n", + "6 CONUS South CAS04 b 37.633351 -121.468382 335.261765 ey \n", + "7 CONUS South CAS04 b 37.633351 -121.468382 335.261765 hx \n", + "8 CONUS South CAS04 b 37.633351 -121.468382 335.261765 hy \n", + "9 CONUS South CAS04 b 37.633351 -121.468382 335.261765 hz \n", + "10 CONUS South CAS04 c 37.633351 -121.468382 335.261765 ex \n", + "11 CONUS South CAS04 c 37.633351 -121.468382 335.261765 ey \n", + "12 CONUS South CAS04 c 37.633351 -121.468382 335.261765 hx \n", + "13 CONUS South CAS04 c 37.633351 -121.468382 335.261765 hy \n", + "14 CONUS South CAS04 c 37.633351 -121.468382 335.261765 hz \n", + "15 CONUS South CAS04 d 37.633351 -121.468382 335.261765 ex \n", + "16 CONUS South CAS04 d 37.633351 -121.468382 335.261765 ey \n", + "17 CONUS South CAS04 d 37.633351 -121.468382 335.261765 hx \n", + "18 CONUS South CAS04 d 37.633351 -121.468382 335.261765 hy \n", + "19 CONUS South CAS04 d 37.633351 -121.468382 335.261765 hz \n", + "20 CONUS South NVR08 a 38.326630 -118.082382 1377.902271 ex \n", + "21 CONUS South NVR08 a 38.326630 -118.082382 1377.902271 ey \n", + "22 CONUS South NVR08 a 38.326630 -118.082382 1377.902271 hx \n", + "23 CONUS South NVR08 a 38.326630 -118.082382 1377.902271 hy \n", + "24 CONUS South NVR08 a 38.326630 -118.082382 1377.902271 hz \n", + "25 CONUS South NVR08 b 38.326630 -118.082382 1377.902271 ex \n", + "26 CONUS South NVR08 b 38.326630 -118.082382 1377.902271 ey \n", + "27 CONUS South NVR08 b 38.326630 -118.082382 1377.902271 hx \n", + "28 CONUS South NVR08 b 38.326630 -118.082382 1377.902271 hy \n", + "29 CONUS South NVR08 b 38.326630 -118.082382 1377.902271 hz \n", + "30 CONUS South NVR08 c 38.326630 -118.082382 1377.902271 ex \n", + "31 CONUS South NVR08 c 38.326630 -118.082382 1377.902271 ey \n", + "32 CONUS South NVR08 c 38.326630 -118.082382 1377.902271 hx \n", + "33 CONUS South NVR08 c 38.326630 -118.082382 1377.902271 hy \n", + "34 CONUS South NVR08 c 38.326630 -118.082382 1377.902271 hz \n", + "\n", + " start end n_samples \\\n", + "0 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "1 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "2 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "3 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "4 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00 11267 \n", + "5 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "6 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "7 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "8 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "9 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847649 \n", + "10 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "11 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "12 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "13 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "14 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638043 \n", + "15 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "16 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "17 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "18 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "19 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00 1034586 \n", + "20 2020-06-03 19:10:11+00:00 2020-06-03 19:57:51+00:00 2861 \n", + "21 2020-06-03 19:10:11+00:00 2020-06-03 19:57:51+00:00 2861 \n", + "22 2020-06-03 19:10:11+00:00 2020-06-03 19:57:51+00:00 2861 \n", + "23 2020-06-03 19:10:11+00:00 2020-06-03 19:57:51+00:00 2861 \n", + "24 2020-06-03 19:10:11+00:00 2020-06-03 19:57:51+00:00 2861 \n", + "25 2020-06-03 20:14:13+00:00 2020-06-14 16:56:02+00:00 938510 \n", + "26 2020-06-03 20:14:13+00:00 2020-06-14 16:56:02+00:00 938510 \n", + "27 2020-06-03 20:14:13+00:00 2020-06-14 16:56:02+00:00 938510 \n", + "28 2020-06-03 20:14:13+00:00 2020-06-14 16:56:02+00:00 938510 \n", + "29 2020-06-03 20:14:13+00:00 2020-06-14 16:56:02+00:00 938510 \n", + "30 2020-06-14 18:00:44+00:00 2020-06-24 15:55:46+00:00 856503 \n", + "31 2020-06-14 18:00:44+00:00 2020-06-24 15:55:46+00:00 856503 \n", + "32 2020-06-14 18:00:44+00:00 2020-06-24 15:55:46+00:00 856503 \n", + "33 2020-06-14 18:00:44+00:00 2020-06-24 15:55:46+00:00 856503 \n", + "34 2020-06-14 18:00:44+00:00 2020-06-24 15:55:46+00:00 856503 \n", + "\n", + " sample_rate measurement_type azimuth tilt units has_data \\\n", + "0 1.0 electric 13.2 0.0 digital counts True \n", + "1 1.0 electric 103.2 0.0 digital counts True \n", + "2 1.0 magnetic 13.2 0.0 digital counts True \n", + "3 1.0 magnetic 103.2 0.0 digital counts True \n", + "4 1.0 magnetic 0.0 90.0 digital counts True \n", + "5 1.0 electric 13.2 0.0 digital counts True \n", + "6 1.0 electric 103.2 0.0 digital counts True \n", + "7 1.0 magnetic 13.2 0.0 digital counts True \n", + "8 1.0 magnetic 103.2 0.0 digital counts True \n", + "9 1.0 magnetic 0.0 90.0 digital counts True \n", + "10 1.0 electric 13.2 0.0 digital counts True \n", + "11 1.0 electric 103.2 0.0 digital counts True \n", + "12 1.0 magnetic 13.2 0.0 digital counts True \n", + "13 1.0 magnetic 103.2 0.0 digital counts True \n", + "14 1.0 magnetic 0.0 90.0 digital counts True \n", + "15 1.0 electric 13.2 0.0 digital counts True \n", + "16 1.0 electric 103.2 0.0 digital counts True \n", + "17 1.0 magnetic 13.2 0.0 digital counts True \n", + "18 1.0 magnetic 103.2 0.0 digital counts True \n", + "19 1.0 magnetic 0.0 90.0 digital counts True \n", + "20 1.0 electric 12.6 0.0 digital counts True \n", + "21 1.0 electric 102.6 0.0 digital counts True \n", + "22 1.0 magnetic 12.6 0.0 digital counts True \n", + "23 1.0 magnetic 102.6 0.0 digital counts True \n", + "24 1.0 magnetic 0.0 90.0 digital counts True \n", + "25 1.0 electric 12.6 0.0 digital counts True \n", + "26 1.0 electric 102.6 0.0 digital counts True \n", + "27 1.0 magnetic 12.6 0.0 digital counts True \n", + "28 1.0 magnetic 102.6 0.0 digital counts True \n", + "29 1.0 magnetic 0.0 90.0 digital counts True \n", + "30 1.0 electric 12.6 0.0 digital counts True \n", + "31 1.0 electric 102.6 0.0 digital counts True \n", + "32 1.0 magnetic 12.6 0.0 digital counts True \n", + "33 1.0 magnetic 102.6 0.0 digital counts True \n", + "34 1.0 magnetic 0.0 90.0 digital counts True \n", + "\n", + " hdf5_reference run_hdf5_reference station_hdf5_reference \n", + "0 \n", + "1 \n", + "2 \n", + "3 \n", + "4 \n", + "5 \n", + "6 \n", + "7 \n", + "8 \n", + "9 \n", + "10 \n", + "11 \n", + "12 \n", + "13 \n", + "14 \n", + "15 \n", + "16 \n", + "17 \n", + "18 \n", + "19 \n", + "20 \n", + "21 \n", + "22 \n", + "23 \n", + "24 \n", + "25 \n", + "26 \n", + "27 \n", + "28 \n", + "29 \n", + "30 \n", + "31 \n", + "32 \n", + "33 \n", + "34 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = initialize_mth5(mth5_path)\n", + "m.channel_summary.summarize()\n", + "df = m.channel_summary.to_dataframe()\n", + "df" + ] + }, + { + "cell_type": "markdown", + "id": "33ced6db-834d-4be1-9858-42fe12fd86fe", + "metadata": {}, + "source": [ + "## Fix Survey Name\n", + "\n", + "- The survey name is extracted from the metadata provided by Earthscope\n", + "- The value of the survey name was changed from \"CONUS South\" to \"CONUS SoCal\", and the notebook was updated to reflect this, however, as of June 30, 2024, the name seems to have changed back to \"CONUS South\".\n", + "- To avoid problems wiht these change of nomencalature we extract the survey name as a variable" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "757817bc-9c4b-4208-adfd-af8e8ffb3439", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'CONUS South'" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "survey_id = df[\"survey\"].unique()[0]\n", + "survey_id" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c859de21-1c56-4393-b971-c732d2cb7735", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['CAS04', 'NVR08'], dtype=object)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.station.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8a6c8a47-b91d-41e1-ae8d-a5f98d8aeb7b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:17 | INFO | line:771 |mth5.mth5 | close_mth5 | Flushing and closing 8P_CAS04_NVR08.h5\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
channel_scale_factorsdurationendhas_datainput_channelsmth5_pathn_samplesoutput_channelsrunsample_ratestartstationsurveyrun_hdf5_referencestation_hdf5_reference
0{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...11266.02020-06-02 22:07:46+00:00True[hx, hy]8P_CAS04_NVR08.h511267[ex, ey, hz]a1.02020-06-02 19:00:00+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
1{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...847648.02020-06-12 17:52:23+00:00True[hx, hy]8P_CAS04_NVR08.h5847649[ex, ey, hz]b1.02020-06-02 22:24:55+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
2{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...1638042.02020-07-01 17:32:59+00:00True[hx, hy]8P_CAS04_NVR08.h51638043[ex, ey, hz]c1.02020-06-12 18:32:17+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
3{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...1034585.02020-07-13 19:00:00+00:00True[hx, hy]8P_CAS04_NVR08.h51034586[ex, ey, hz]d1.02020-07-01 19:36:55+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
4{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...2860.02020-06-03 19:57:51+00:00True[hx, hy]8P_CAS04_NVR08.h52861[ex, ey, hz]a1.02020-06-03 19:10:11+00:00NVR08CONUS South<HDF5 object reference><HDF5 object reference>
5{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...938509.02020-06-14 16:56:02+00:00True[hx, hy]8P_CAS04_NVR08.h5938510[ex, ey, hz]b1.02020-06-03 20:14:13+00:00NVR08CONUS South<HDF5 object reference><HDF5 object reference>
6{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...856502.02020-06-24 15:55:46+00:00True[hx, hy]8P_CAS04_NVR08.h5856503[ex, ey, hz]c1.02020-06-14 18:00:44+00:00NVR08CONUS South<HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " channel_scale_factors duration \\\n", + "0 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 11266.0 \n", + "1 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 847648.0 \n", + "2 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 1638042.0 \n", + "3 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 1034585.0 \n", + "4 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 2860.0 \n", + "5 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 938509.0 \n", + "6 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 856502.0 \n", + "\n", + " end has_data input_channels mth5_path \\\n", + "0 2020-06-02 22:07:46+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "1 2020-06-12 17:52:23+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "2 2020-07-01 17:32:59+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "3 2020-07-13 19:00:00+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "4 2020-06-03 19:57:51+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "5 2020-06-14 16:56:02+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "6 2020-06-24 15:55:46+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "\n", + " n_samples output_channels run sample_rate start \\\n", + "0 11267 [ex, ey, hz] a 1.0 2020-06-02 19:00:00+00:00 \n", + "1 847649 [ex, ey, hz] b 1.0 2020-06-02 22:24:55+00:00 \n", + "2 1638043 [ex, ey, hz] c 1.0 2020-06-12 18:32:17+00:00 \n", + "3 1034586 [ex, ey, hz] d 1.0 2020-07-01 19:36:55+00:00 \n", + "4 2861 [ex, ey, hz] a 1.0 2020-06-03 19:10:11+00:00 \n", + "5 938510 [ex, ey, hz] b 1.0 2020-06-03 20:14:13+00:00 \n", + "6 856503 [ex, ey, hz] c 1.0 2020-06-14 18:00:44+00:00 \n", + "\n", + " station survey run_hdf5_reference station_hdf5_reference \n", + "0 CAS04 CONUS South \n", + "1 CAS04 CONUS South \n", + "2 CAS04 CONUS South \n", + "3 CAS04 CONUS South \n", + "4 NVR08 CONUS South \n", + "5 NVR08 CONUS South \n", + "6 NVR08 CONUS South " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mth5_run_summary = RunSummary()\n", + "mth5_run_summary.from_mth5s([mth5_path,])\n", + "run_summary = mth5_run_summary.clone()\n", + "run_summary.df" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "774d7973-267f-4fc8-a440-a36b7e92fe4c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartend
0CONUS SouthCAS04a2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:00
1CONUS SouthCAS04b2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
2CONUS SouthCAS04c2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:00
3CONUS SouthCAS04d2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:00
4CONUS SouthNVR08a2020-06-03 19:10:11+00:002020-06-03 19:57:51+00:00
5CONUS SouthNVR08b2020-06-03 20:14:13+00:002020-06-14 16:56:02+00:00
6CONUS SouthNVR08c2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:00
\n", + "
" + ], + "text/plain": [ + " survey station run start end\n", + "0 CONUS South CAS04 a 2020-06-02 19:00:00+00:00 2020-06-02 22:07:46+00:00\n", + "1 CONUS South CAS04 b 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00\n", + "2 CONUS South CAS04 c 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00\n", + "3 CONUS South CAS04 d 2020-07-01 19:36:55+00:00 2020-07-13 19:00:00+00:00\n", + "4 CONUS South NVR08 a 2020-06-03 19:10:11+00:00 2020-06-03 19:57:51+00:00\n", + "5 CONUS South NVR08 b 2020-06-03 20:14:13+00:00 2020-06-14 16:56:02+00:00\n", + "6 CONUS South NVR08 c 2020-06-14 18:00:44+00:00 2020-06-24 15:55:46+00:00" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coverage_short_list_columns = [\"survey\", 'station', 'run', 'start', 'end', ]\n", + "run_summary.df[coverage_short_list_columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "03b8add3-46d5-4f71-a527-3dfb3a284fec", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartendduration
0CONUS SouthCAS04b2020-06-03 19:10:11+00:002020-06-03 19:57:51+00:002860.0
1CONUS SouthNVR08a2020-06-03 19:10:11+00:002020-06-03 19:57:51+00:002860.0
2CONUS SouthCAS04b2020-06-03 20:14:13+00:002020-06-12 17:52:23+00:00769090.0
3CONUS SouthNVR08b2020-06-03 20:14:13+00:002020-06-12 17:52:23+00:00769090.0
4CONUS SouthCAS04c2020-06-12 18:32:17+00:002020-06-14 16:56:02+00:00167025.0
5CONUS SouthNVR08b2020-06-12 18:32:17+00:002020-06-14 16:56:02+00:00167025.0
6CONUS SouthCAS04c2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:00856502.0
7CONUS SouthNVR08c2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:00856502.0
\n", + "
" + ], + "text/plain": [ + " survey station run start \\\n", + "0 CONUS South CAS04 b 2020-06-03 19:10:11+00:00 \n", + "1 CONUS South NVR08 a 2020-06-03 19:10:11+00:00 \n", + "2 CONUS South CAS04 b 2020-06-03 20:14:13+00:00 \n", + "3 CONUS South NVR08 b 2020-06-03 20:14:13+00:00 \n", + "4 CONUS South CAS04 c 2020-06-12 18:32:17+00:00 \n", + "5 CONUS South NVR08 b 2020-06-12 18:32:17+00:00 \n", + "6 CONUS South CAS04 c 2020-06-14 18:00:44+00:00 \n", + "7 CONUS South NVR08 c 2020-06-14 18:00:44+00:00 \n", + "\n", + " end duration \n", + "0 2020-06-03 19:57:51+00:00 2860.0 \n", + "1 2020-06-03 19:57:51+00:00 2860.0 \n", + "2 2020-06-12 17:52:23+00:00 769090.0 \n", + "3 2020-06-12 17:52:23+00:00 769090.0 \n", + "4 2020-06-14 16:56:02+00:00 167025.0 \n", + "5 2020-06-14 16:56:02+00:00 167025.0 \n", + "6 2020-06-24 15:55:46+00:00 856502.0 \n", + "7 2020-06-24 15:55:46+00:00 856502.0 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset = KernelDataset()\n", + "station_id = \"CAS04\"\n", + "remote_reference_id = \"NVR08\"\n", + "kernel_dataset.from_run_summary(run_summary, station_id, remote_reference_id)\n", + "kernel_dataset.mini_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c2e4c7a9-94a8-4a23-948b-35d78b65b629", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartend
0CONUS SouthCAS04b2020-06-03 20:14:13+00:002020-06-12 17:52:23+00:00
1CONUS SouthNVR08b2020-06-03 20:14:13+00:002020-06-12 17:52:23+00:00
2CONUS SouthCAS04c2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:00
3CONUS SouthNVR08c2020-06-14 18:00:44+00:002020-06-24 15:55:46+00:00
\n", + "
" + ], + "text/plain": [ + " survey station run start end\n", + "0 CONUS South CAS04 b 2020-06-03 20:14:13+00:00 2020-06-12 17:52:23+00:00\n", + "1 CONUS South NVR08 b 2020-06-03 20:14:13+00:00 2020-06-12 17:52:23+00:00\n", + "2 CONUS South CAS04 c 2020-06-14 18:00:44+00:00 2020-06-24 15:55:46+00:00\n", + "3 CONUS South NVR08 c 2020-06-14 18:00:44+00:00 2020-06-24 15:55:46+00:00" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, station_id, remote_reference_id)\n", + "cutoff_duration_in_seconds = 180000\n", + "kernel_dataset.drop_runs_shorter_than(cutoff_duration_in_seconds)\n", + "kernel_dataset.df[coverage_short_list_columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "10a169bf-41c1-4146-bfd1-e5b1b842ddd5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:17 | INFO | line:108 |aurora.config.config_creator | determine_band_specification_style | Bands not defined; setting to EMTF BANDS_DEFAULT_FILE\u001b[0m\n" + ] + } + ], + "source": [ + "cc = ConfigCreator()\n", + "config = cc.create_from_kernel_dataset(kernel_dataset,) \n", + "# emtf_band_file=BANDS_DEFAULT_FILE,)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "ec03e63c-ec46-4f7c-8f38-e627eed884ff", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"processing\": {\n", + " \"band_setup_file\": \"/home/kkappler/software/irismt/aurora/aurora/config/emtf_band_setup/bs_test.cfg\",\n", + " \"band_specification_style\": \"EMTF\",\n", + " \"channel_nomenclature.ex\": \"ex\",\n", + " \"channel_nomenclature.ey\": \"ey\",\n", + " \"channel_nomenclature.hx\": \"hx\",\n", + " \"channel_nomenclature.hy\": \"hy\",\n", + " \"channel_nomenclature.hz\": \"hz\",\n", + " \"decimations\": [\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.23828125,\n", + " \"frequency_min\": 0.19140625,\n", + " \"index_max\": 30,\n", + " \"index_min\": 25\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.19140625,\n", + " \"frequency_min\": 0.15234375,\n", + " \"index_max\": 24,\n", + " \"index_min\": 20\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.15234375,\n", + " \"frequency_min\": 0.12109375,\n", + " \"index_max\": 19,\n", + " \"index_min\": 16\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.12109375,\n", + " \"frequency_min\": 0.09765625,\n", + " \"index_max\": 15,\n", + " \"index_min\": 13\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.09765625,\n", + " \"frequency_min\": 0.07421875,\n", + " \"index_max\": 12,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.07421875,\n", + " \"frequency_min\": 0.05859375,\n", + " \"index_max\": 9,\n", + " \"index_min\": 8\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.05859375,\n", + " \"frequency_min\": 0.04296875,\n", + " \"index_max\": 7,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.04296875,\n", + " \"frequency_min\": 0.03515625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 1.0,\n", + " \"decimation.level\": 0,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 1.0,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0341796875,\n", + " \"frequency_min\": 0.0263671875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0263671875,\n", + " \"frequency_min\": 0.0205078125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0205078125,\n", + " \"frequency_min\": 0.0166015625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0166015625,\n", + " \"frequency_min\": 0.0126953125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0126953125,\n", + " \"frequency_min\": 0.0107421875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0107421875,\n", + " \"frequency_min\": 0.0087890625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 1,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.25,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.008544921875,\n", + " \"frequency_min\": 0.006591796875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.006591796875,\n", + " \"frequency_min\": 0.005126953125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.005126953125,\n", + " \"frequency_min\": 0.004150390625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.004150390625,\n", + " \"frequency_min\": 0.003173828125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.003173828125,\n", + " \"frequency_min\": 0.002685546875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.002685546875,\n", + " \"frequency_min\": 0.002197265625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 2,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.0625,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00274658203125,\n", + " \"frequency_min\": 0.00213623046875,\n", + " \"index_max\": 22,\n", + " \"index_min\": 18\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00213623046875,\n", + " \"frequency_min\": 0.00164794921875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00164794921875,\n", + " \"frequency_min\": 0.00115966796875,\n", + " \"index_max\": 13,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00115966796875,\n", + " \"frequency_min\": 0.00079345703125,\n", + " \"index_max\": 9,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00079345703125,\n", + " \"frequency_min\": 0.00054931640625,\n", + " \"index_max\": 6,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 3,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.015625,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " }\n", + " ],\n", + " \"id\": \"CAS04-rr_NVR08_sr1\",\n", + " \"stations.local.id\": \"CAS04\",\n", + " \"stations.local.mth5_path\": \"8P_CAS04_NVR08.h5\",\n", + " \"stations.local.remote\": false,\n", + " \"stations.local.runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"b\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-06-12T17:52:23+00:00\",\n", + " \"start\": \"2020-06-03T20:14:13+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"c\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-06-24T15:55:46+00:00\",\n", + " \"start\": \"2020-06-14T18:00:44+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ],\n", + " \"stations.remote\": [\n", + " {\n", + " \"station\": {\n", + " \"id\": \"NVR08\",\n", + " \"mth5_path\": \"8P_CAS04_NVR08.h5\",\n", + " \"remote\": true,\n", + " \"runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"b\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-06-12T17:52:23+00:00\",\n", + " \"start\": \"2020-06-03T20:14:13+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"c\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-06-24T15:55:46+00:00\",\n", + " \"start\": \"2020-06-14T18:00:44+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ]\n", + " }\n", + "}" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "config" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "31276eea-60b1-4c11-b6f0-92fd1198c63d", + "metadata": {}, + "outputs": [], + "source": [ + "for dec_level in config.decimations:\n", + " dec_level.window.type = \"hamming\"" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "586d7a82-da55-47b6-ad81-93f13e7fa4c9", + "metadata": {}, + "outputs": [], + "source": [ + "tf_file_base = f\"{station_id}_RR{remote_reference_id}\"" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "3ba3daaa-5338-4f5f-ac1f-c1c23bfb8422", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:17 | INFO | line:277 |aurora.pipelines.transfer_function_kernel | show_processing_summary | Processing Summary Dataframe:\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:278 |aurora.pipelines.transfer_function_kernel | show_processing_summary | \n", + " duration has_data n_samples run station survey run_hdf5_reference station_hdf5_reference fc remote stft mth5_obj dec_level dec_factor sample_rate window_duration num_samples_window num_samples num_stft_windows\n", + "0 769090.0 True 847649 b CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 769090.0 8011.0\n", + "1 769090.0 True 847649 b CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 192272.0 2002.0\n", + "2 769090.0 True 847649 b CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 48068.0 500.0\n", + "3 769090.0 True 847649 b CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 12017.0 124.0\n", + "4 856502.0 True 1638043 c CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 856502.0 8921.0\n", + "5 856502.0 True 1638043 c CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 214125.0 2230.0\n", + "6 856502.0 True 1638043 c CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 53531.0 557.0\n", + "7 856502.0 True 1638043 c CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 13382.0 139.0\n", + "8 769090.0 True 938510 b NVR08 CONUS South False True None None 0 1.0 1.000000 128.0 128 769090.0 8011.0\n", + "9 769090.0 True 938510 b NVR08 CONUS South False True None None 1 4.0 0.250000 512.0 128 192272.0 2002.0\n", + "10 769090.0 True 938510 b NVR08 CONUS South False True None None 2 4.0 0.062500 2048.0 128 48068.0 500.0\n", + "11 769090.0 True 938510 b NVR08 CONUS South False True None None 3 4.0 0.015625 8192.0 128 12017.0 124.0\n", + "12 856502.0 True 856503 c NVR08 CONUS South False True None None 0 1.0 1.000000 128.0 128 856502.0 8921.0\n", + "13 856502.0 True 856503 c NVR08 CONUS South False True None None 1 4.0 0.250000 512.0 128 214125.0 2230.0\n", + "14 856502.0 True 856503 c NVR08 CONUS South False True None None 2 4.0 0.062500 2048.0 128 53531.0 557.0\n", + "15 856502.0 True 856503 c NVR08 CONUS South False True None None 3 4.0 0.015625 8192.0 128 13382.0 139.0\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:654 |aurora.pipelines.transfer_function_kernel | memory_check | Total memory: 62.74 GB\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:658 |aurora.pipelines.transfer_function_kernel | memory_check | Total Bytes of Raw Data: 0.024 GB\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:661 |aurora.pipelines.transfer_function_kernel | memory_check | Raw Data will use: 0.039 % of memory\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:517 |aurora.pipelines.process_mth5 | process_mth5_legacy | Processing config indicates 4 decimation levels\u001b[0m\n", + "\u001b[1m24:09:03T20:09:17 | INFO | line:445 |aurora.pipelines.transfer_function_kernel | valid_decimations | After validation there are 4 valid decimation levels\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:18 | WARNING | line:645 |mth5.timeseries.run_ts | validate_metadata | start time of dataset 2020-06-03T20:14:13+00:00 does not match metadata start 2020-06-02T22:24:55+00:00 updating metatdata value to 2020-06-03T20:14:13+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:19 | WARNING | line:658 |mth5.timeseries.run_ts | validate_metadata | end time of dataset 2020-06-12T17:52:23+00:00 does not match metadata end 2020-06-14T16:56:02+00:00 updating metatdata value to 2020-06-12T17:52:23+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:20 | WARNING | line:645 |mth5.timeseries.run_ts | validate_metadata | start time of dataset 2020-06-14T18:00:44+00:00 does not match metadata start 2020-06-12T18:32:17+00:00 updating metatdata value to 2020-06-14T18:00:44+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:09:20 | WARNING | line:658 |mth5.timeseries.run_ts | validate_metadata | end time of dataset 2020-06-24T15:55:46+00:00 does not match metadata end 2020-07-01T17:32:59+00:00 updating metatdata value to 2020-06-24T15:55:46+00:00\u001b[0m\n", + "\u001b[1m24:09:03T20:09:22 | INFO | line:889 |mtpy.processing.kernel_dataset | initialize_dataframe_for_processing | Dataset dataframe initialized successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:09:22 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 0 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:09:23 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:24 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:26 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:27 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:27 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 25.728968s (0.038867Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:27 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 19.929573s (0.050177Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:27 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 15.164131s (0.065945Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:28 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 11.746086s (0.085135Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:28 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 9.195791s (0.108745Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:29 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 7.362526s (0.135823Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:29 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 5.856115s (0.170762Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:29 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 4.682492s (0.213562Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:31 | INFO | line:124 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 1\u001b[0m\n", + "\u001b[1m24:09:03T20:09:31 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 1 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:09:32 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:32 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:33 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:33 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:33 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 102.915872s (0.009717Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:33 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 85.631182s (0.011678Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:34 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 68.881694s (0.014518Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:34 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 54.195827s (0.018452Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:34 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 43.003958s (0.023254Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:34 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 33.310722s (0.030020Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:35 | INFO | line:124 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 2\u001b[0m\n", + "\u001b[1m24:09:03T20:09:35 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 2 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:09:35 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:36 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:36 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:37 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:37 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 411.663489s (0.002429Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:37 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 342.524727s (0.002919Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:37 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 275.526776s (0.003629Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:37 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 216.783308s (0.004613Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:37 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 172.015831s (0.005813Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:37 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 133.242890s (0.007505Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:38 | INFO | line:124 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 3\u001b[0m\n", + "\u001b[1m24:09:03T20:09:38 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 3 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:09:38 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:38 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:39 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:39 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:09:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1514.701336s (0.000660Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1042.488956s (0.000959Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 723.371271s (0.001382Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 532.971560s (0.001876Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 412.837995s (0.002422Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:40 | INFO | line:771 |mth5.mth5 | close_mth5 | Flushing and closing 8P_CAS04_NVR08.h5\u001b[0m\n", + "\u001b[1m24:09:03T20:09:40 | INFO | line:771 |mth5.mth5 | close_mth5 | Flushing and closing 8P_CAS04_NVR08.h5\u001b[0m\n" + ] + } + ], + "source": [ + "show_plot = True\n", + "z_file_path = pathlib.Path(f\"{tf_file_base}.zrr\")\n", + "tf_cls = process_mth5(config,\n", + " kernel_dataset,\n", + " units=\"MT\",\n", + " show_plot=show_plot,\n", + " z_file_path=z_file_path,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2ee6e117-c7e1-40ba-9981-5f2a189e404a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MT( station='CAS04', latitude=37.63, longitude=-121.47, elevation=335.26 )" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf_cls.write(fn=f\"{tf_file_base}.xml\", file_type=\"emtfxml\")\n", + "tf_cls.write(fn=f\"{tf_file_base}.edi\", file_type=\"edi\")\n", + "tf_cls.write(fn=f\"{tf_file_base}.zrr\", file_type=\"zrr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "763704e0-ceed-43be-ad70-82e7709d7758", + "metadata": {}, + "outputs": [], + "source": [ + "archived_z_file = pathlib.Path(f\"CAS04bcd_REV06.zrr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "e711cde6-6e35-4335-a1ef-e022f6af7839", + "metadata": {}, + "outputs": [], + "source": [ + "from aurora.transfer_function.plot.comparison_plots import compare_two_z_files\n", + "z_file_path = \"CAS04_RRNVR08.zrr\"" + ] + }, + { + "cell_type": "markdown", + "id": "500c63da-86c7-42bc-948f-561473982c2f", + "metadata": {}, + "source": [ + "# To compare with the archived file, we need to set the coordinate system to geographic\n", + "\n", + "The TF will be output with a header like this:\n", + "\n", + "```\n", + "TRANSFER FUNCTIONS IN MEASUREMENT COORDINATES\n", + "********* WITH FULL ERROR COVARIANCE ********\n", + "Aurora Robust Remote Reference\n", + "station: CAS04\n", + "coordinate 37.633 -121.468 declination 13.17\n", + "number of channels 5 number of frequencies 25\n", + " orientations and tilts of each channel\n", + " 1 13.20 0.00 CAS04 Hx\n", + " 2 103.20 0.00 CAS04 Hy\n", + " 3 0.00 90.00 CAS04 Hz\n", + " 4 13.20 0.00 CAS04 Ex\n", + " 5 103.20 0.00 CAS04 Ey\n", + "```\n", + "\n", + "To remove the rotation, we can use a variety of tools, but another way is just to overwrite the orientations:\n", + "\n", + "```\n", + "TRANSFER FUNCTIONS IN MEASUREMENT COORDINATES\n", + "********* WITH FULL ERROR COVARIANCE ********\n", + " Aurora Robust Remote Reference\n", + "station: CAS04\n", + "coordinate 37.633 -121.468 declination 13.17\n", + "number of channels 5 number of frequencies 25\n", + " orientations and tilts of each channel\n", + " 1 0.00 0.00 CAS04 Hx\n", + " 2 90.00 0.00 CAS04 Hy\n", + " 3 0.00 90.00 CAS04 Hz\n", + " 4 0.00 0.00 CAS04 Ex\n", + " 5 90.00 0.00 CAS04 Ey\n", + "```\n", + "\n", + "This is why we set angle1=13.2 degrees in the comparison plotter." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "f5901d39-cacc-4c3f-9a1b-fd2fb33458e9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CAS04_RRNVR08.zrr\n", + "CAS04bcd_REV06.zrr\n", + "CAS04_RRNVR08\n" + ] + } + ], + "source": [ + "print(z_file_path)\n", + "print(archived_z_file)\n", + "print(tf_file_base)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "e3a85530-c001-45b3-a550-1f57548deb1d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:41 | INFO | line:86 |aurora.transfer_function.plot.comparison_plots | compare_two_z_files | Sacling TF scale_factor1: 1\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_two_z_files(\n", + " z_file_path,\n", + " archived_z_file,\n", + " angle1=+13.2,\n", + " label1=\"aurora\",\n", + " label2=\"emtf\",\n", + " scale_factor1=1,\n", + " out_file=f\"{tf_file_base}compare.png\",\n", + " markersize=3,\n", + " rho_ylims=[1e0, 1e3],\n", + " xlims=[0.99, 2000],\n", + " rho_ax_label_size=12,\n", + " phi_ax_label_size=12\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dca59e0a-69cf-453c-8c8b-461750c25deb", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "5fe72445-8acd-4fb0-8df6-6cce87b068f5", + "metadata": {}, + "source": [ + "# Part II: Logic to save FCs\n", + "\n", + "Storage of FCs was intended to be an option to provide to users on the fly, by setting the decimation_level\n", + "part of the processing config to `dec_level.save_fcs = True` and `dec_level.save_fcs_type = \"h5\"`.\n", + "\n", + "This works in some cases but not in general. Details are in aurora issue #319 https://github.com/simpeg/aurora/issues/319. \n", + "\n", + "The proposed solution is to generate FCs per station by processing as a single station.\n", + "\n", + "We start with the Run Summary table:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "729d27e8-61c3-4946-817b-fbee4217eb0d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:42 | INFO | line:771 |mth5.mth5 | close_mth5 | Flushing and closing 8P_CAS04_NVR08.h5\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
channel_scale_factorsdurationendhas_datainput_channelsmth5_pathn_samplesoutput_channelsrunsample_ratestartstationsurveyrun_hdf5_referencestation_hdf5_reference
0{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...11266.02020-06-02 22:07:46+00:00True[hx, hy]8P_CAS04_NVR08.h511267[ex, ey, hz]a1.02020-06-02 19:00:00+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
1{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...847648.02020-06-12 17:52:23+00:00True[hx, hy]8P_CAS04_NVR08.h5847649[ex, ey, hz]b1.02020-06-02 22:24:55+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
2{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...1638042.02020-07-01 17:32:59+00:00True[hx, hy]8P_CAS04_NVR08.h51638043[ex, ey, hz]c1.02020-06-12 18:32:17+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
3{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...1034585.02020-07-13 19:00:00+00:00True[hx, hy]8P_CAS04_NVR08.h51034586[ex, ey, hz]d1.02020-07-01 19:36:55+00:00CAS04CONUS South<HDF5 object reference><HDF5 object reference>
4{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...2860.02020-06-03 19:57:51+00:00True[hx, hy]8P_CAS04_NVR08.h52861[ex, ey, hz]a1.02020-06-03 19:10:11+00:00NVR08CONUS South<HDF5 object reference><HDF5 object reference>
5{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...938509.02020-06-14 16:56:02+00:00True[hx, hy]8P_CAS04_NVR08.h5938510[ex, ey, hz]b1.02020-06-03 20:14:13+00:00NVR08CONUS South<HDF5 object reference><HDF5 object reference>
6{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...856502.02020-06-24 15:55:46+00:00True[hx, hy]8P_CAS04_NVR08.h5856503[ex, ey, hz]c1.02020-06-14 18:00:44+00:00NVR08CONUS South<HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " channel_scale_factors duration \\\n", + "0 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 11266.0 \n", + "1 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 847648.0 \n", + "2 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 1638042.0 \n", + "3 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 1034585.0 \n", + "4 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 2860.0 \n", + "5 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 938509.0 \n", + "6 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 856502.0 \n", + "\n", + " end has_data input_channels mth5_path \\\n", + "0 2020-06-02 22:07:46+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "1 2020-06-12 17:52:23+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "2 2020-07-01 17:32:59+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "3 2020-07-13 19:00:00+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "4 2020-06-03 19:57:51+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "5 2020-06-14 16:56:02+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "6 2020-06-24 15:55:46+00:00 True [hx, hy] 8P_CAS04_NVR08.h5 \n", + "\n", + " n_samples output_channels run sample_rate start \\\n", + "0 11267 [ex, ey, hz] a 1.0 2020-06-02 19:00:00+00:00 \n", + "1 847649 [ex, ey, hz] b 1.0 2020-06-02 22:24:55+00:00 \n", + "2 1638043 [ex, ey, hz] c 1.0 2020-06-12 18:32:17+00:00 \n", + "3 1034586 [ex, ey, hz] d 1.0 2020-07-01 19:36:55+00:00 \n", + "4 2861 [ex, ey, hz] a 1.0 2020-06-03 19:10:11+00:00 \n", + "5 938510 [ex, ey, hz] b 1.0 2020-06-03 20:14:13+00:00 \n", + "6 856503 [ex, ey, hz] c 1.0 2020-06-14 18:00:44+00:00 \n", + "\n", + " station survey run_hdf5_reference station_hdf5_reference \n", + "0 CAS04 CONUS South \n", + "1 CAS04 CONUS South \n", + "2 CAS04 CONUS South \n", + "3 CAS04 CONUS South \n", + "4 NVR08 CONUS South \n", + "5 NVR08 CONUS South \n", + "6 NVR08 CONUS South " + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mth5_run_summary = RunSummary()\n", + "mth5_run_summary.from_mth5s([mth5_path,])\n", + "run_summary = mth5_run_summary.clone()\n", + "run_summary.df" + ] + }, + { + "cell_type": "markdown", + "id": "2f4d6ad0-e6a4-428f-a4c4-840ac448ac72", + "metadata": {}, + "source": [ + "### But this time, process stations individually (e.g. CAS04 as below)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "dae34d63-e84a-4825-9535-a5e8eac48392", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:42 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartendduration
0CONUS SouthCAS04a2020-06-02 19:00:00+00:002020-06-02 22:07:46+00:0011266.0
1CONUS SouthCAS04b2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00847648.0
2CONUS SouthCAS04c2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:001638042.0
3CONUS SouthCAS04d2020-07-01 19:36:55+00:002020-07-13 19:00:00+00:001034585.0
\n", + "
" + ], + "text/plain": [ + " survey station run start \\\n", + "0 CONUS South CAS04 a 2020-06-02 19:00:00+00:00 \n", + "1 CONUS South CAS04 b 2020-06-02 22:24:55+00:00 \n", + "2 CONUS South CAS04 c 2020-06-12 18:32:17+00:00 \n", + "3 CONUS South CAS04 d 2020-07-01 19:36:55+00:00 \n", + "\n", + " end duration \n", + "0 2020-06-02 22:07:46+00:00 11266.0 \n", + "1 2020-06-12 17:52:23+00:00 847648.0 \n", + "2 2020-07-01 17:32:59+00:00 1638042.0 \n", + "3 2020-07-13 19:00:00+00:00 1034585.0 " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset = KernelDataset()\n", + "station_id = \"CAS04\"\n", + "remote_reference_id = None\n", + "kernel_dataset.from_run_summary(run_summary, station_id, remote_reference_id)\n", + "kernel_dataset.mini_summary" + ] + }, + { + "cell_type": "markdown", + "id": "f9c5c2fc-04d7-4a35-916d-3532b51249b2", + "metadata": {}, + "source": [ + "Before adding the FCs, take a look at the file stats:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "4ab4bbd5-ec58-4f69-8eff-1e10918f7098", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file_info: \n", + " os.stat_result(st_mode=33204, st_ino=89922093, st_dev=66306, st_nlink=1, st_uid=1001, st_gid=1001, st_size=107289751, st_atime=1725419382, st_mtime=1725419382, st_ctime=1725419382)\n", + "file_size_before_fc_addition 107289751\n" + ] + } + ], + "source": [ + "file_info = os.stat(mth5_path)\n", + "print(f\"file_info: \\n {file_info}\")\n", + "\n", + "file_size_before_fc_addition = file_info.st_size\n", + "print(f\"file_size_before_fc_addition {file_size_before_fc_addition}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "499693a7-e57b-4244-9e13-5da2f7fed74c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:42 | INFO | line:108 |aurora.config.config_creator | determine_band_specification_style | Bands not defined; setting to EMTF BANDS_DEFAULT_FILE\u001b[0m\n" + ] + } + ], + "source": [ + "cc = ConfigCreator()\n", + "config = cc.create_from_kernel_dataset(kernel_dataset,) \n", + "for dec_level in config.decimations:\n", + " dec_level.window.type = \"hamming\"\n", + "# dec_level.window.overlap = int(dec_level.window.num_samples/4)\n", + " dec_level.save_fcs = True\n", + " dec_level.save_fcs_type = \"h5\"" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "74c00db4-68b7-4964-9395-48fe508d079f", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"processing\": {\n", + " \"band_setup_file\": \"/home/kkappler/software/irismt/aurora/aurora/config/emtf_band_setup/bs_test.cfg\",\n", + " \"band_specification_style\": \"EMTF\",\n", + " \"channel_nomenclature.ex\": \"ex\",\n", + " \"channel_nomenclature.ey\": \"ey\",\n", + " \"channel_nomenclature.hx\": \"hx\",\n", + " \"channel_nomenclature.hy\": \"hy\",\n", + " \"channel_nomenclature.hz\": \"hz\",\n", + " \"decimations\": [\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.23828125,\n", + " \"frequency_min\": 0.19140625,\n", + " \"index_max\": 30,\n", + " \"index_min\": 25\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.19140625,\n", + " \"frequency_min\": 0.15234375,\n", + " \"index_max\": 24,\n", + " \"index_min\": 20\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.15234375,\n", + " \"frequency_min\": 0.12109375,\n", + " \"index_max\": 19,\n", + " \"index_min\": 16\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.12109375,\n", + " \"frequency_min\": 0.09765625,\n", + " \"index_max\": 15,\n", + " \"index_min\": 13\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.09765625,\n", + " \"frequency_min\": 0.07421875,\n", + " \"index_max\": 12,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.07421875,\n", + " \"frequency_min\": 0.05859375,\n", + " \"index_max\": 9,\n", + " \"index_min\": 8\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.05859375,\n", + " \"frequency_min\": 0.04296875,\n", + " \"index_max\": 7,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.04296875,\n", + " \"frequency_min\": 0.03515625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 1.0,\n", + " \"decimation.level\": 0,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 1.0,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": true,\n", + " \"save_fcs_type\": \"h5\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"hamming\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0341796875,\n", + " \"frequency_min\": 0.0263671875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0263671875,\n", + " \"frequency_min\": 0.0205078125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0205078125,\n", + " \"frequency_min\": 0.0166015625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0166015625,\n", + " \"frequency_min\": 0.0126953125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0126953125,\n", + " \"frequency_min\": 0.0107421875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0107421875,\n", + " \"frequency_min\": 0.0087890625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 1,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.25,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": true,\n", + " \"save_fcs_type\": \"h5\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"hamming\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.008544921875,\n", + " \"frequency_min\": 0.006591796875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.006591796875,\n", + " \"frequency_min\": 0.005126953125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.005126953125,\n", + " \"frequency_min\": 0.004150390625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.004150390625,\n", + " \"frequency_min\": 0.003173828125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.003173828125,\n", + " \"frequency_min\": 0.002685546875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.002685546875,\n", + " \"frequency_min\": 0.002197265625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 2,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.0625,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": true,\n", + " \"save_fcs_type\": \"h5\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"hamming\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00274658203125,\n", + " \"frequency_min\": 0.00213623046875,\n", + " \"index_max\": 22,\n", + " \"index_min\": 18\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00213623046875,\n", + " \"frequency_min\": 0.00164794921875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00164794921875,\n", + " \"frequency_min\": 0.00115966796875,\n", + " \"index_max\": 13,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00115966796875,\n", + " \"frequency_min\": 0.00079345703125,\n", + " \"index_max\": 9,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00079345703125,\n", + " \"frequency_min\": 0.00054931640625,\n", + " \"index_max\": 6,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 3,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.015625,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": true,\n", + " \"save_fcs_type\": \"h5\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"hamming\"\n", + " }\n", + " }\n", + " ],\n", + " \"id\": \"CAS04_sr1\",\n", + " \"stations.local.id\": \"CAS04\",\n", + " \"stations.local.mth5_path\": \"8P_CAS04_NVR08.h5\",\n", + " \"stations.local.remote\": false,\n", + " \"stations.local.runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"a\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-06-02T22:07:46+00:00\",\n", + " \"start\": \"2020-06-02T19:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"b\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-06-12T17:52:23+00:00\",\n", + " \"start\": \"2020-06-02T22:24:55+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"c\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-07-01T17:32:59+00:00\",\n", + " \"start\": \"2020-06-12T18:32:17+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " },\n", + " {\n", + " \"run\": {\n", + " \"id\": \"d\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"2020-07-13T19:00:00+00:00\",\n", + " \"start\": \"2020-07-01T19:36:55+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ],\n", + " \"stations.remote\": []\n", + " }\n", + "}" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "config" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "117661a7-9918-4dca-9cc5-b142fa906417", + "metadata": {}, + "outputs": [], + "source": [ + "tf_file_base = f\"{station_id}_SS\"" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "ef23917a-6db4-4c11-896d-2457f36c0b24", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:42 | INFO | line:277 |aurora.pipelines.transfer_function_kernel | show_processing_summary | Processing Summary Dataframe:\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:278 |aurora.pipelines.transfer_function_kernel | show_processing_summary | \n", + " duration has_data n_samples run station survey run_hdf5_reference station_hdf5_reference fc remote stft mth5_obj dec_level dec_factor sample_rate window_duration num_samples_window num_samples num_stft_windows\n", + "0 11266.0 True 11267 a CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 11266.0 117.0\n", + "1 11266.0 True 11267 a CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 2816.0 29.0\n", + "2 11266.0 True 11267 a CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 704.0 7.0\n", + "3 11266.0 True 11267 a CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 176.0 1.0\n", + "4 847648.0 True 847649 b CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 847648.0 8829.0\n", + "5 847648.0 True 847649 b CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 211912.0 2207.0\n", + "6 847648.0 True 847649 b CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 52978.0 551.0\n", + "7 847648.0 True 847649 b CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 13244.0 137.0\n", + "8 1638042.0 True 1638043 c CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 1638042.0 17062.0\n", + "9 1638042.0 True 1638043 c CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 409510.0 4265.0\n", + "10 1638042.0 True 1638043 c CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 102377.0 1066.0\n", + "11 1638042.0 True 1638043 c CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 25594.0 266.0\n", + "12 1034585.0 True 1034586 d CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 1034585.0 10776.0\n", + "13 1034585.0 True 1034586 d CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 258646.0 2693.0\n", + "14 1034585.0 True 1034586 d CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 64661.0 673.0\n", + "15 1034585.0 True 1034586 d CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 16165.0 168.0\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:411 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:411 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:411 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:411 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:654 |aurora.pipelines.transfer_function_kernel | memory_check | Total memory: 62.74 GB\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:658 |aurora.pipelines.transfer_function_kernel | memory_check | Total Bytes of Raw Data: 0.026 GB\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:661 |aurora.pipelines.transfer_function_kernel | memory_check | Raw Data will use: 0.042 % of memory\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:517 |aurora.pipelines.process_mth5 | process_mth5_legacy | Processing config indicates 4 decimation levels\u001b[0m\n", + "\u001b[1m24:09:03T20:09:42 | INFO | line:445 |aurora.pipelines.transfer_function_kernel | valid_decimations | After validation there are 4 valid decimation levels\u001b[0m\n", + "\u001b[1m24:09:03T20:09:48 | INFO | line:889 |mtpy.processing.kernel_dataset | initialize_dataframe_for_processing | Dataset dataframe initialized successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:09:48 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 0 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:09:48 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:09:50 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:09:51 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:09:53 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:09:53 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 25.728968s (0.038867Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:53 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 19.929573s (0.050177Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:54 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 15.164131s (0.065945Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:54 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 11.746086s (0.085135Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:55 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 9.195791s (0.108745Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:55 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 7.362526s (0.135823Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:56 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 5.856115s (0.170762Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:09:58 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 4.682492s (0.213562Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:09:59 | INFO | line:124 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 1\u001b[0m\n", + "\u001b[1m24:09:03T20:10:00 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 1 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:10:00 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:01 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:02 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:03 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:03 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 102.915872s (0.009717Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:03 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 85.631182s (0.011678Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:04 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 68.881694s (0.014518Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:04 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 54.195827s (0.018452Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:04 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 43.003958s (0.023254Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:04 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 33.310722s (0.030020Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:10:05 | INFO | line:124 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 2\u001b[0m\n", + "\u001b[1m24:09:03T20:10:05 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 2 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:10:05 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:06 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:06 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:07 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:07 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 411.663489s (0.002429Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:07 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 342.524727s (0.002919Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:07 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 275.526776s (0.003629Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:07 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 216.783308s (0.004613Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 172.015831s (0.005813Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 133.242890s (0.007505Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:10:08 | INFO | line:124 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 3\u001b[0m\n", + "\u001b[1m24:09:03T20:10:08 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 3 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:10:09 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:09 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:10 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:09:03T20:10:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1514.701336s (0.000660Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1042.488956s (0.000959Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 723.371271s (0.001382Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 532.971560s (0.001876Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 412.837995s (0.002422Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:10:11 | INFO | line:771 |mth5.mth5 | close_mth5 | Flushing and closing 8P_CAS04_NVR08.h5\u001b[0m\n" + ] + } + ], + "source": [ + "show_plot = True\n", + "z_file_path = pathlib.Path(f\"{tf_file_base}.zrr\")\n", + "tf_cls = process_mth5(config,\n", + " kernel_dataset,\n", + " units=\"MT\",\n", + " show_plot=show_plot,\n", + " z_file_path=z_file_path,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "1850608a-c590-4830-96ef-8aca2b6af74e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file_info: \n", + " os.stat_result(st_mode=33204, st_ino=89922093, st_dev=66306, st_nlink=1, st_uid=1001, st_gid=1001, st_size=358591655, st_atime=1725419411, st_mtime=1725419411, st_ctime=1725419411)\n", + "file_size_before_fc_addition 107289751\n", + "file_size_after_fc_addition 358591655\n" + ] + } + ], + "source": [ + "file_info = os.stat(mth5_path)\n", + "print(f\"file_info: \\n {file_info}\")\n", + "\n", + "file_size_after_fc_addition = file_info.st_size\n", + "print(f\"file_size_before_fc_addition {file_size_before_fc_addition}\")\n", + "print(f\"file_size_after_fc_addition {file_size_after_fc_addition}\")" + ] + }, + { + "cell_type": "markdown", + "id": "4ef36ce2-af8e-4b08-8aa8-6f846b6e20c1", + "metadata": {}, + "source": [ + "# Now that the FCs are saved we can access them:|\n", + "- These plats are intended to be put in spectrogram class" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "f1724874-6cea-4e57-b0da-efe5c06f7822", + "metadata": {}, + "outputs": [], + "source": [ + "# Choose what specific FCs we want:\n", + "# survey_id = \"CONUS SoCal\" # declared directly from dataframe to avoid spurious name changes in archived metadata\n", + "station_id = \"CAS04\"\n", + "run_id = \"b\"\n", + "decimation_level_id = \"0\"" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "1d55fe89-8e04-44a2-981f-0dbec4fb018d", + "metadata": {}, + "outputs": [], + "source": [ + "m = initialize_mth5(mth5_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "92d4609f-36dc-485a-bd42-323b1090c5c2", + "metadata": {}, + "outputs": [], + "source": [ + "survey_group = m.get_survey(survey_id)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "b73e4690-382c-4f47-bdc7-79233a49a5b1", + "metadata": {}, + "outputs": [], + "source": [ + "station_obj = survey_group.stations_group.get_station(station_id)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "5a945256-e717-4727-af7f-c0c852533af7", + "metadata": {}, + "outputs": [], + "source": [ + "fc_group = station_obj.fourier_coefficients_group.get_fc_group(run_id)\n", + "fc_decimation_level = fc_group.get_decimation_level(decimation_level_id)\n", + "stft_obj = fc_decimation_level.to_xarray()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "aa2f4b06-2d10-4d78-adc7-27cbaf282e3f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 45MB\n",
+       "Dimensions:    (time: 8829, frequency: 64)\n",
+       "Coordinates:\n",
+       "  * time       (time) datetime64[ns] 71kB 2020-06-02T22:24:55 ... 2020-06-12T...\n",
+       "  * frequency  (frequency) float64 512B 0.0 0.007812 0.01562 ... 0.4844 0.4922\n",
+       "Data variables:\n",
+       "    ex         (time, frequency) complex128 9MB (nan+nanj) ... (6.43984651804...\n",
+       "    ey         (time, frequency) complex128 9MB (nan+nanj) ... (1.14205368827...\n",
+       "    hx         (time, frequency) complex128 9MB 0j ... (-7.255455721291723e-1...\n",
+       "    hy         (time, frequency) complex128 9MB 0j ... (-2.6411456422455584e-...\n",
+       "    hz         (time, frequency) complex128 9MB 0j ... (2.8711476749705306e-1...
" + ], + "text/plain": [ + " Size: 45MB\n", + "Dimensions: (time: 8829, frequency: 64)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 71kB 2020-06-02T22:24:55 ... 2020-06-12T...\n", + " * frequency (frequency) float64 512B 0.0 0.007812 0.01562 ... 0.4844 0.4922\n", + "Data variables:\n", + " ex (time, frequency) complex128 9MB (nan+nanj) ... (6.43984651804...\n", + " ey (time, frequency) complex128 9MB (nan+nanj) ... (1.14205368827...\n", + " hx (time, frequency) complex128 9MB 0j ... (-7.255455721291723e-1...\n", + " hy (time, frequency) complex128 9MB 0j ... (-2.6411456422455584e-...\n", + " hz (time, frequency) complex128 9MB 0j ... (2.8711476749705306e-1..." + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stft_obj" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "ff5edafc-18c9-4ac6-8a73-d3478aac7f53", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "a2d79ebb-3f30-4cb7-93a8-3cadd953ea62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.DataArray 'ex' (time: 8829, frequency: 63)> Size: 9MB\n",
+       "array([[-2.78081633e-10-1.02555611e-09j,  2.31781444e-10+1.03764950e-09j,\n",
+       "        -1.41550822e-10-5.30183803e-10j, ...,\n",
+       "        -2.33846288e-13+3.78092145e-13j, -2.47517622e-13+2.97032949e-13j,\n",
+       "        -1.74394227e-13+5.33374852e-14j],\n",
+       "       [-8.61482145e-10+8.01328799e-10j,  7.58095286e-10-6.14537638e-10j,\n",
+       "        -4.36876512e-10+4.48085068e-10j, ...,\n",
+       "        -1.02114148e-13+1.87080731e-13j, -1.65973397e-13+1.33987254e-13j,\n",
+       "        -5.96086160e-14+4.73218577e-14j],\n",
+       "       [-6.04310100e-10+2.78710599e-10j,  2.87240419e-10-4.11793024e-10j,\n",
+       "         1.95180812e-10+5.92839940e-10j, ...,\n",
+       "        -7.23711253e-13+1.98678662e-13j, -2.22044210e-14-3.39406903e-14j,\n",
+       "         7.41191439e-14+2.94245970e-13j],\n",
+       "       ...,\n",
+       "       [-4.13217703e-11+1.09955015e-10j, -6.43407588e-11+3.08625349e-10j,\n",
+       "         7.63238077e-11-1.46336863e-10j, ...,\n",
+       "         1.15193186e-14-1.81437181e-13j, -1.21823774e-13+1.25575543e-13j,\n",
+       "         2.68503600e-14+6.82965584e-15j],\n",
+       "       [-4.32857850e-10-3.61859337e-10j,  4.70934913e-10-1.20136627e-10j,\n",
+       "        -1.31343395e-11+1.25999723e-10j, ...,\n",
+       "        -3.00292308e-13-2.17749579e-13j,  1.64397728e-13-4.27592123e-14j,\n",
+       "        -2.80084815e-14+1.08537469e-13j],\n",
+       "       [ 8.24399932e-11-4.68078003e-10j, -1.81195763e-10-8.34900678e-11j,\n",
+       "         1.11277791e-10-5.20690939e-11j, ...,\n",
+       "         2.01639036e-13+5.84642545e-14j, -1.51389614e-13+4.86360942e-14j,\n",
+       "         6.43984652e-14-3.82770840e-14j]])\n",
+       "Coordinates:\n",
+       "  * time       (time) datetime64[ns] 71kB 2020-06-02T22:24:55 ... 2020-06-12T...\n",
+       "  * frequency  (frequency) float64 504B 0.007812 0.01562 ... 0.4844 0.4922\n",
+       "Attributes:\n",
+       "    component:                     ex\n",
+       "    frequency_max:                 0.4921875\n",
+       "    frequency_min:                 0.0\n",
+       "    hdf5_reference:                <HDF5 object reference>\n",
+       "    mth5_type:                     FCChannel\n",
+       "    sample_rate_decimation_level:  1.0\n",
+       "    sample_rate_window_step:       96.0\n",
+       "    time_period.end:               2020-06-12T17:49:43+00:00\n",
+       "    time_period.start:             2020-06-02T22:24:55+00:00\n",
+       "    units:                         counts
" + ], + "text/plain": [ + " Size: 9MB\n", + "array([[-2.78081633e-10-1.02555611e-09j, 2.31781444e-10+1.03764950e-09j,\n", + " -1.41550822e-10-5.30183803e-10j, ...,\n", + " -2.33846288e-13+3.78092145e-13j, -2.47517622e-13+2.97032949e-13j,\n", + " -1.74394227e-13+5.33374852e-14j],\n", + " [-8.61482145e-10+8.01328799e-10j, 7.58095286e-10-6.14537638e-10j,\n", + " -4.36876512e-10+4.48085068e-10j, ...,\n", + " -1.02114148e-13+1.87080731e-13j, -1.65973397e-13+1.33987254e-13j,\n", + " -5.96086160e-14+4.73218577e-14j],\n", + " [-6.04310100e-10+2.78710599e-10j, 2.87240419e-10-4.11793024e-10j,\n", + " 1.95180812e-10+5.92839940e-10j, ...,\n", + " -7.23711253e-13+1.98678662e-13j, -2.22044210e-14-3.39406903e-14j,\n", + " 7.41191439e-14+2.94245970e-13j],\n", + " ...,\n", + " [-4.13217703e-11+1.09955015e-10j, -6.43407588e-11+3.08625349e-10j,\n", + " 7.63238077e-11-1.46336863e-10j, ...,\n", + " 1.15193186e-14-1.81437181e-13j, -1.21823774e-13+1.25575543e-13j,\n", + " 2.68503600e-14+6.82965584e-15j],\n", + " [-4.32857850e-10-3.61859337e-10j, 4.70934913e-10-1.20136627e-10j,\n", + " -1.31343395e-11+1.25999723e-10j, ...,\n", + " -3.00292308e-13-2.17749579e-13j, 1.64397728e-13-4.27592123e-14j,\n", + " -2.80084815e-14+1.08537469e-13j],\n", + " [ 8.24399932e-11-4.68078003e-10j, -1.81195763e-10-8.34900678e-11j,\n", + " 1.11277791e-10-5.20690939e-11j, ...,\n", + " 2.01639036e-13+5.84642545e-14j, -1.51389614e-13+4.86360942e-14j,\n", + " 6.43984652e-14-3.82770840e-14j]])\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 71kB 2020-06-02T22:24:55 ... 2020-06-12T...\n", + " * frequency (frequency) float64 504B 0.007812 0.01562 ... 0.4844 0.4922\n", + "Attributes:\n", + " component: ex\n", + " frequency_max: 0.4921875\n", + " frequency_min: 0.0\n", + " hdf5_reference: \n", + " mth5_type: FCChannel\n", + " sample_rate_decimation_level: 1.0\n", + " sample_rate_window_step: 96.0\n", + " time_period.end: 2020-06-12T17:49:43+00:00\n", + " time_period.start: 2020-06-02T22:24:55+00:00\n", + " units: counts" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ex = stft_obj.ex\n", + "ex = ex.dropna(dim=\"frequency\")\n", + "ex" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "90473a26-579b-4ea9-98b1-c89a3994b05f", + "metadata": {}, + "outputs": [], + "source": [ + "ex = np.abs(ex)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "a2fb4c9e-1f74-40b0-9778-5f35e304010b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['2020-06-02T22:24:55.000000000', '2020-06-02T22:26:31.000000000',\n", + " '2020-06-02T22:28:07.000000000', ...,\n", + " '2020-06-12T17:46:31.000000000', '2020-06-12T17:48:07.000000000',\n", + " '2020-06-12T17:49:43.000000000'], dtype='datetime64[ns]')" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ex.time.data" + ] + }, + { + "cell_type": "markdown", + "id": "28798f8d-38df-43b7-a424-44127042b3c6", + "metadata": {}, + "source": [ + "Plotting spectrograms with dates:\n", + "\n", + "The cell below was adapted from:\n", + "\n", + "https://stackoverflow.com/questions/23139595/dates-in-the-xaxis-for-a-matplotlib-plot-with-imshow" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "8a699e1a-0880-4f5e-85b3-5672eed2c2e9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import matplotlib.dates as mdates\n", + "\n", + "import datetime as dt\n", + "\n", + "x_lims = [ex.time.data[0], ex.time.data[-1]]\n", + "\n", + "# You can then convert these datetime.datetime objects to the correct\n", + "# format for matplotlib to work with.\n", + "x_lims = mdates.date2num(x_lims)\n", + "\n", + "# Set y-limits.\n", + "y_lims = [ex.frequency.data[0], ex.frequency.data[-1]]\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Using ax.imshow we set two keyword arguments. The first is extent.\n", + "# We give extent the values from x_lims and y_lims above.\n", + "# We also set the aspect to \"auto\" which should set the plot up nicely.\n", + "ax.imshow(np.log10(ex.T), extent = [x_lims[0], x_lims[1], y_lims[0], y_lims[1]], \n", + " aspect='auto', origin='lower' )\n", + "\n", + "# # We tell Matplotlib that the x-axis is filled with datetime data, \n", + "# # this converts it from a float (which is the output of date2num) \n", + "# # into a nice datetime string.\n", + "ax.xaxis_date()\n", + "\n", + "# # We can use a DateFormatter to choose how this datetime string will look.\n", + "# # I have chosen HH:MM:SS though you could add DD/MM/YY if you had data\n", + "# # over different days.\n", + "date_format = mdates.DateFormatter('%Y-%m-%d')# %H:%M:%S')\n", + "\n", + "ax.xaxis.set_major_formatter(date_format)\n", + "\n", + "# # This simply sets the x-axis data to diagonal so it fits better.\n", + "fig.autofmt_xdate()\n", + "ax.set_ylabel(\"Frequency (Hz)\")\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_title(f\"log_{10} Amplitude Spectrogram for {station_id}, run {run_id}\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "eedbbc32-b08b-4be0-a26c-18efdd72f475", + "metadata": {}, + "source": [ + "# Absolute Minimal Example\n", + "\n", + "- This is the code from Figure 3 in the JOSS manuscript intended to show that the processing can be run in 8 lines including saving results to `edi` file format." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "52f879f8-3743-4966-8452-3369c942d703", + "metadata": {}, + "outputs": [], + "source": [ + "from aurora.config.config_creator import ConfigCreator\n", + "from aurora.pipelines.process_mth5 import process_mth5\n", + "from mtpy.processing import KernelDataset, RunSummary" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "7aaf67a8-2bd3-4637-8f3b-fc58d3254a97", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:09:03T20:10:12 | INFO | line:771 |mth5.mth5 | close_mth5 | Flushing and closing 8P_CAS04_NVR08.h5\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:108 |aurora.config.config_creator | determine_band_specification_style | Bands not defined; setting to EMTF BANDS_DEFAULT_FILE\u001b[0m\n", + "\u001b[31m\u001b[1m24:09:03T20:10:12 | ERROR | line:50 |aurora.time_series.window_helpers | available_number_of_windows_in_array | Window is longer than the time series -- no complete windows can be returned\u001b[0m\n", + "\u001b[31m\u001b[1m24:09:03T20:10:12 | ERROR | line:50 |aurora.time_series.window_helpers | available_number_of_windows_in_array | Window is longer than the time series -- no complete windows can be returned\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:277 |aurora.pipelines.transfer_function_kernel | show_processing_summary | Processing Summary Dataframe:\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:278 |aurora.pipelines.transfer_function_kernel | show_processing_summary | \n", + " duration has_data n_samples run station survey run_hdf5_reference station_hdf5_reference fc remote stft mth5_obj dec_level dec_factor sample_rate window_duration num_samples_window num_samples num_stft_windows\n", + "0 2860.0 True 847649 b CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 2860.0 29.0\n", + "1 2860.0 True 847649 b CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 715.0 7.0\n", + "2 2860.0 True 847649 b CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 178.0 1.0\n", + "3 2860.0 True 847649 b CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 44.0 0.0\n", + "4 769090.0 True 847649 b CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 769090.0 8011.0\n", + "5 769090.0 True 847649 b CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 192272.0 2002.0\n", + "6 769090.0 True 847649 b CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 48068.0 500.0\n", + "7 769090.0 True 847649 b CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 12017.0 124.0\n", + "8 167025.0 True 1638043 c CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 167025.0 1739.0\n", + "9 167025.0 True 1638043 c CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 41756.0 434.0\n", + "10 167025.0 True 1638043 c CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 10439.0 108.0\n", + "11 167025.0 True 1638043 c CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 2609.0 26.0\n", + "12 856502.0 True 1638043 c CAS04 CONUS South False False None None 0 1.0 1.000000 128.0 128 856502.0 8921.0\n", + "13 856502.0 True 1638043 c CAS04 CONUS South False False None None 1 4.0 0.250000 512.0 128 214125.0 2230.0\n", + "14 856502.0 True 1638043 c CAS04 CONUS South False False None None 2 4.0 0.062500 2048.0 128 53531.0 557.0\n", + "15 856502.0 True 1638043 c CAS04 CONUS South False False None None 3 4.0 0.015625 8192.0 128 13382.0 139.0\n", + "16 2860.0 True 2861 a NVR08 CONUS South False True None None 0 1.0 1.000000 128.0 128 2860.0 29.0\n", + "17 2860.0 True 2861 a NVR08 CONUS South False True None None 1 4.0 0.250000 512.0 128 715.0 7.0\n", + "18 2860.0 True 2861 a NVR08 CONUS South False True None None 2 4.0 0.062500 2048.0 128 178.0 1.0\n", + "19 2860.0 True 2861 a NVR08 CONUS South False True None None 3 4.0 0.015625 8192.0 128 44.0 0.0\n", + "20 769090.0 True 938510 b NVR08 CONUS South False True None None 0 1.0 1.000000 128.0 128 769090.0 8011.0\n", + "21 769090.0 True 938510 b NVR08 CONUS South False True None None 1 4.0 0.250000 512.0 128 192272.0 2002.0\n", + "22 769090.0 True 938510 b NVR08 CONUS South False True None None 2 4.0 0.062500 2048.0 128 48068.0 500.0\n", + "23 769090.0 True 938510 b NVR08 CONUS South False True None None 3 4.0 0.015625 8192.0 128 12017.0 124.0\n", + "24 167025.0 True 938510 b NVR08 CONUS South False True None None 0 1.0 1.000000 128.0 128 167025.0 1739.0\n", + "25 167025.0 True 938510 b NVR08 CONUS South False True None None 1 4.0 0.250000 512.0 128 41756.0 434.0\n", + "26 167025.0 True 938510 b NVR08 CONUS South False True None None 2 4.0 0.062500 2048.0 128 10439.0 108.0\n", + "27 167025.0 True 938510 b NVR08 CONUS South False True None None 3 4.0 0.015625 8192.0 128 2609.0 26.0\n", + "28 856502.0 True 856503 c NVR08 CONUS South False True None None 0 1.0 1.000000 128.0 128 856502.0 8921.0\n", + "29 856502.0 True 856503 c NVR08 CONUS South False True None None 1 4.0 0.250000 512.0 128 214125.0 2230.0\n", + "30 856502.0 True 856503 c NVR08 CONUS South False True None None 2 4.0 0.062500 2048.0 128 53531.0 557.0\n", + "31 856502.0 True 856503 c NVR08 CONUS South False True None None 3 4.0 0.015625 8192.0 128 13382.0 139.0\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:654 |aurora.pipelines.transfer_function_kernel | memory_check | Total memory: 62.74 GB\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:658 |aurora.pipelines.transfer_function_kernel | memory_check | Total Bytes of Raw Data: 0.027 GB\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:661 |aurora.pipelines.transfer_function_kernel | memory_check | Raw Data will use: 0.043 % of memory\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:517 |aurora.pipelines.process_mth5 | process_mth5_legacy | Processing config indicates 4 decimation levels\u001b[0m\n", + "\u001b[1m24:09:03T20:10:12 | INFO | line:445 |aurora.pipelines.transfer_function_kernel | valid_decimations | After validation there are 4 valid decimation levels\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:10:13 | WARNING | line:645 |mth5.timeseries.run_ts | validate_metadata | start time of dataset 2020-06-03T19:10:11+00:00 does not match metadata start 2020-06-02T22:24:55+00:00 updating metatdata value to 2020-06-03T19:10:11+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:10:13 | WARNING | line:658 |mth5.timeseries.run_ts | validate_metadata | end time of dataset 2020-06-03T19:57:51+00:00 does not match metadata end 2020-06-12T17:52:23+00:00 updating metatdata value to 2020-06-03T19:57:51+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:10:14 | WARNING | line:645 |mth5.timeseries.run_ts | validate_metadata | start time of dataset 2020-06-03T20:14:13+00:00 does not match metadata start 2020-06-02T22:24:55+00:00 updating metatdata value to 2020-06-03T20:14:13+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:10:16 | WARNING | line:658 |mth5.timeseries.run_ts | validate_metadata | end time of dataset 2020-06-12T17:52:23+00:00 does not match metadata end 2020-06-14T16:56:02+00:00 updating metatdata value to 2020-06-12T17:52:23+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:10:16 | WARNING | line:658 |mth5.timeseries.run_ts | validate_metadata | end time of dataset 2020-06-14T16:56:02+00:00 does not match metadata end 2020-07-01T17:32:59+00:00 updating metatdata value to 2020-06-14T16:56:02+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:10:17 | WARNING | line:645 |mth5.timeseries.run_ts | validate_metadata | start time of dataset 2020-06-12T18:32:17+00:00 does not match metadata start 2020-06-03T20:14:13+00:00 updating metatdata value to 2020-06-12T18:32:17+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:10:18 | WARNING | line:645 |mth5.timeseries.run_ts | validate_metadata | start time of dataset 2020-06-14T18:00:44+00:00 does not match metadata start 2020-06-12T18:32:17+00:00 updating metatdata value to 2020-06-14T18:00:44+00:00\u001b[0m\n", + "\u001b[33m\u001b[1m24:09:03T20:10:18 | WARNING | line:658 |mth5.timeseries.run_ts | validate_metadata | end time of dataset 2020-06-24T15:55:46+00:00 does not match metadata end 2020-07-01T17:32:59+00:00 updating metatdata value to 2020-06-24T15:55:46+00:00\u001b[0m\n", + "\u001b[1m24:09:03T20:10:20 | INFO | line:889 |mtpy.processing.kernel_dataset | initialize_dataframe_for_processing | Dataset dataframe initialized successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:10:20 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 0 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:10:20 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:20 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:21 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:23 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:23 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:24 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:25 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:26 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:26 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 25.728968s (0.038867Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:26 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 19.929573s (0.050177Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:27 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 15.164131s (0.065945Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:27 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 11.746086s (0.085135Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:28 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 9.195791s (0.108745Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:28 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 7.362526s (0.135823Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:29 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 5.856115s (0.170762Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:29 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 4.682492s (0.213562Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:30 | INFO | line:124 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 1\u001b[0m\n", + "\u001b[1m24:09:03T20:10:31 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 1 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:10:31 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:31 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:32 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:32 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:33 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:33 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:34 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:34 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:34 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 102.915872s (0.009717Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:34 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 85.631182s (0.011678Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:35 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 68.881694s (0.014518Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:35 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 54.195827s (0.018452Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:35 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 43.003958s (0.023254Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:35 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 33.310722s (0.030020Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:35 | INFO | line:124 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 2\u001b[0m\n", + "\u001b[1m24:09:03T20:10:36 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 2 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:10:36 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:36 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:37 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:37 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:37 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:38 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 411.663489s (0.002429Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 342.524727s (0.002919Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 275.526776s (0.003629Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 216.783308s (0.004613Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 172.015831s (0.005813Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 133.242890s (0.007505Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:38 | INFO | line:124 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 3\u001b[0m\n", + "\u001b[1m24:09:03T20:10:39 | INFO | line:143 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 3 Successfully\u001b[0m\n", + "\u001b[1m24:09:03T20:10:39 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:39 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:39 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:40 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:40 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:40 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:09:03T20:10:40 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1514.701336s (0.000660Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:40 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1042.488956s (0.000959Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:40 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 723.371271s (0.001382Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:41 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 532.971560s (0.001876Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:41 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 412.837995s (0.002422Hz)\u001b[0m\n", + "\u001b[1m24:09:03T20:10:41 | INFO | line:771 |mth5.mth5 | close_mth5 | Flushing and closing 8P_CAS04_NVR08.h5\u001b[0m\n", + "\u001b[1m24:09:03T20:10:41 | INFO | line:771 |mth5.mth5 | close_mth5 | Flushing and closing 8P_CAS04_NVR08.h5\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "Station: CAS04\n", + "--------------------------------------------------\n", + "\tSurvey: CONUS South\n", + "\tProject: USMTArray\n", + "\tAcquired by: None\n", + "\tAcquired date: 2020-06-02\n", + "\tLatitude: 37.633\n", + "\tLongitude: -121.468\n", + "\tElevation: 335.262\n", + "\tImpedance: True\n", + "\tTipper: True\n", + "\tNumber of periods: 25\n", + "\t\tPeriod Range: 4.68249E+00 -- 1.51470E+03 s\n", + "\t\tFrequency Range 6.60196E-04 -- 2.13561E-01 s" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "run_summary = RunSummary()\n", + "run_summary.from_mth5s([\"8P_CAS04_NVR08.h5\",])\n", + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"CAS04\", \"NVR08\")\n", + "cc = ConfigCreator()\n", + "config = cc.create_from_kernel_dataset(kernel_dataset) \n", + "tf = process_mth5(config, kernel_dataset)\n", + "tf.write(fn=\"CAS04_rrNVR08.edi\", file_type=\"edi\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aurora-test", + "language": "python", + "name": "aurora-test" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/aurora/2024/process_cas04_single_station.ipynb b/notebooks/aurora/2024/process_cas04_single_station.ipynb new file mode 100644 index 0000000..88fdf1a --- /dev/null +++ b/notebooks/aurora/2024/process_cas04_single_station.ipynb @@ -0,0 +1,1316 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4831226b-6033-4b15-a120-d2ef9b81f686", + "metadata": {}, + "source": [ + "# Make CAS04 -- Single Station\n", + "\n", + "Here is a notebook that builds a single-station mth5 file. Multistation archives are very similar and will be addressed in another ipynb.\n", + "\n", + "Here station \"CAS04\" is used and an example station. The data are archived at EarthScope which is an FDSN compliant data source, so we can use the FDSN class in mth5.clients to do this. \n", + "The FDSN class is demonstrated for extracting metadata about the station.\n", + "\n", + "A more general method MakeMTH5, which calls the FDSN class is used to generate the final product MTH5 file. The flow for accessing FDSN data is to use a \"request dataframe\" which is a tabular strucutre with one row per contiguous channel of data. \n", + "\n", + "\n", + "Footnote: This notebook was based on aurora/tests/cas04/01_make_cas04_mth5.py" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "95ae061a-dc05-471b-a88c-4aaaef4ddc50", + "metadata": {}, + "outputs": [], + "source": [ + "#Imports\n", + "import pandas as pd\n", + "from aurora.sandbox.mth5_channel_summary_helpers import channel_summary_to_make_mth5\n", + "from mth5.clients import FDSN\n", + "from mth5.clients.make_mth5 import MakeMTH5\n", + "from mth5.utils.helpers import initialize_mth5\n", + "from mth5.utils.helpers import read_back_data\n", + "from mt_metadata.timeseries.stationxml import XMLInventoryMTExperiment" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d5c3fc25-fb66-4d80-8e76-c9a23f2054c2", + "metadata": {}, + "outputs": [], + "source": [ + "import logging, sys\n", + "logging.disable(sys.maxsize)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3da372cc-bc63-4c7d-8494-8f92cc86f6d9", + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d35609fa-a0e4-4341-8ae6-dc405b7ac55d", + "metadata": {}, + "outputs": [], + "source": [ + "#placeholder for controlling which acquistions runs to request\n", + "#Leave it empty to get all of them\n", + "active_runs = []\n", + "#active_runs = [\"a\",]\n", + "#active_runs = [\"b\", \"c\", \"d\"]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5c3c301e-6c0e-4ebd-82d8-0f07de8871f3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Request df has columns ['network', 'station', 'location', 'channel', 'start', 'end']\n" + ] + } + ], + "source": [ + "# Access an FDSN object to get a list of the columns for the request dataframe\n", + "fdsn = FDSN()\n", + "print(f\" Request df has columns {fdsn.request_columns}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "41836d26-7e7d-4963-867e-af00a791d5c8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Request List \n", + " [['8P', 'CAS04', '', 'LQE', '2020-06-02T19:00:00', '2020-07-13T19:00:00'], ['8P', 'CAS04', '', 'LQN', '2020-06-02T19:00:00', '2020-07-13T19:00:00'], ['8P', 'CAS04', '', 'LFE', '2020-06-02T19:00:00', '2020-07-13T19:00:00'], ['8P', 'CAS04', '', 'LFN', '2020-06-02T19:00:00', '2020-07-13T19:00:00'], ['8P', 'CAS04', '', 'LFZ', '2020-06-02T19:00:00', '2020-07-13T19:00:00']]\n", + "\n", + "\n", + " metadata_request_df \n", + " \n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
networkstationlocationchannelstartend
08PCAS04LQE2020-06-02T19:00:002020-07-13T19:00:00
18PCAS04LQN2020-06-02T19:00:002020-07-13T19:00:00
28PCAS04LFE2020-06-02T19:00:002020-07-13T19:00:00
38PCAS04LFN2020-06-02T19:00:002020-07-13T19:00:00
48PCAS04LFZ2020-06-02T19:00:002020-07-13T19:00:00
\n", + "
" + ], + "text/plain": [ + " network station location channel start end\n", + "0 8P CAS04 LQE 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "1 8P CAS04 LQN 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "2 8P CAS04 LFE 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "3 8P CAS04 LFN 2020-06-02T19:00:00 2020-07-13T19:00:00\n", + "4 8P CAS04 LFZ 2020-06-02T19:00:00 2020-07-13T19:00:00" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Generate data frame telling FDSN data provided \n", + "# Network, Station, Location, Channel, Startime, Endtime codes of interest\n", + "network = \"8P\"\n", + "station = \"CAS04\"\n", + "channels = [\"LQE\", \"LQN\", \"LFE\", \"LFN\", \"LFZ\", ]\n", + "start = \"2020-06-02T19:00:00\"\n", + "end = \"2020-07-13T19:00:00\"\n", + "\n", + "request_list = []\n", + "for channel in channels:\n", + " request = [network, station, \"\", channel, start, end]\n", + " request_list.append(request)\n", + "\n", + "print(f\"Request List \\n {request_list}\")\n", + "\n", + "# Turn list into dataframe\n", + "metadata_request_df = pd.DataFrame(request_list, columns=fdsn.request_columns)\n", + "print(f\"\\n\\n metadata_request_df \\n \")\n", + "metadata_request_df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1b773d4f-4891-4571-b753-b28d2a8eb9c8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m2023-09-27T10:25:22.784578-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:22.794197-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:22.839649-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:22.853525-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:22.911610-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:22.926181-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:22.979616-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:22.987650-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:23.033683-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:23.042436-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n" + ] + } + ], + "source": [ + "# Request the inventory information from IRIS\n", + "inventory, traces = fdsn.get_inventory_from_df(metadata_request_df, data=False)\n", + "translator = XMLInventoryMTExperiment()\n", + "experiment = translator.xml_to_mt(inventory_object=inventory)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "cb9abc4e-099b-4e72-8bc7-03a899938b8b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m2023-09-27T10:25:23.459291-0700 | INFO | mth5.groups.base | _add_group | StationGroup CAS04 already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:23.461325-0700 | INFO | mth5.groups.base | _add_group | RunGroup a already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:23.518234-0700 | INFO | mth5.groups.base | _add_group | RunGroup b already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:23.584353-0700 | INFO | mth5.groups.base | _add_group | RunGroup c already exists, returning existing group.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:23.640654-0700 | INFO | mth5.groups.base | _add_group | RunGroup d already exists, returning existing group.\u001b[0m\n" + ] + } + ], + "source": [ + "# Initialize an mth5 container, packing the metadata contained in \"experiment\" variable\n", + "h5_path = \"tmp.h5\"\n", + "mth5_obj = initialize_mth5(h5_path) # mode=\"a\")\n", + "mth5_obj.from_experiment(experiment)\n", + "mth5_obj.channel_summary.summarize()\n", + "\n", + "summary_df = mth5_obj.channel_summary.to_dataframe()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "32cb9d4f-c2af-47e3-ac32-0b148a3b6eec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunlatitudelongitudeelevationcomponentstartendn_samplessample_ratemeasurement_typeazimuthtiltunitshdf5_referencerun_hdf5_referencestation_hdf5_reference
0CONUS SouthCAS04a37.633351-121.468382329.3875ex2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00123631.0electric13.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
1CONUS SouthCAS04a37.633351-121.468382329.3875ey2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00123631.0electric103.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
2CONUS SouthCAS04a37.633351-121.468382329.3875hx2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00123631.0magnetic13.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
3CONUS SouthCAS04a37.633351-121.468382329.3875hy2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00123631.0magnetic103.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
4CONUS SouthCAS04a37.633351-121.468382329.3875hz2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00123631.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
5CONUS SouthCAS04b37.633351-121.468382329.3875ex2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476481.0electric13.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
6CONUS SouthCAS04b37.633351-121.468382329.3875ey2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476481.0electric103.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
7CONUS SouthCAS04b37.633351-121.468382329.3875hx2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476481.0magnetic13.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
8CONUS SouthCAS04b37.633351-121.468382329.3875hy2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476481.0magnetic103.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
9CONUS SouthCAS04b37.633351-121.468382329.3875hz2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:008476481.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
10CONUS SouthCAS04c37.633351-121.468382329.3875ex2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380421.0electric13.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
11CONUS SouthCAS04c37.633351-121.468382329.3875ey2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380421.0electric103.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
12CONUS SouthCAS04c37.633351-121.468382329.3875hx2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380421.0magnetic13.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
13CONUS SouthCAS04c37.633351-121.468382329.3875hy2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380421.0magnetic103.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
14CONUS SouthCAS04c37.633351-121.468382329.3875hz2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:0016380421.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
15CONUS SouthCAS04d37.633351-121.468382329.3875ex2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:0010445571.0electric13.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
16CONUS SouthCAS04d37.633351-121.468382329.3875ey2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:0010445571.0electric103.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
17CONUS SouthCAS04d37.633351-121.468382329.3875hx2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:0010445571.0magnetic13.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
18CONUS SouthCAS04d37.633351-121.468382329.3875hy2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:0010445571.0magnetic103.20.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
19CONUS SouthCAS04d37.633351-121.468382329.3875hz2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:0010445571.0magnetic0.090.0digital counts<HDF5 object reference><HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " survey station run latitude longitude elevation component \\\n", + "0 CONUS South CAS04 a 37.633351 -121.468382 329.3875 ex \n", + "1 CONUS South CAS04 a 37.633351 -121.468382 329.3875 ey \n", + "2 CONUS South CAS04 a 37.633351 -121.468382 329.3875 hx \n", + "3 CONUS South CAS04 a 37.633351 -121.468382 329.3875 hy \n", + "4 CONUS South CAS04 a 37.633351 -121.468382 329.3875 hz \n", + "5 CONUS South CAS04 b 37.633351 -121.468382 329.3875 ex \n", + "6 CONUS South CAS04 b 37.633351 -121.468382 329.3875 ey \n", + "7 CONUS South CAS04 b 37.633351 -121.468382 329.3875 hx \n", + "8 CONUS South CAS04 b 37.633351 -121.468382 329.3875 hy \n", + "9 CONUS South CAS04 b 37.633351 -121.468382 329.3875 hz \n", + "10 CONUS South CAS04 c 37.633351 -121.468382 329.3875 ex \n", + "11 CONUS South CAS04 c 37.633351 -121.468382 329.3875 ey \n", + "12 CONUS South CAS04 c 37.633351 -121.468382 329.3875 hx \n", + "13 CONUS South CAS04 c 37.633351 -121.468382 329.3875 hy \n", + "14 CONUS South CAS04 c 37.633351 -121.468382 329.3875 hz \n", + "15 CONUS South CAS04 d 37.633351 -121.468382 329.3875 ex \n", + "16 CONUS South CAS04 d 37.633351 -121.468382 329.3875 ey \n", + "17 CONUS South CAS04 d 37.633351 -121.468382 329.3875 hx \n", + "18 CONUS South CAS04 d 37.633351 -121.468382 329.3875 hy \n", + "19 CONUS South CAS04 d 37.633351 -121.468382 329.3875 hz \n", + "\n", + " start end n_samples \\\n", + "0 2020-06-02 18:41:43+00:00 2020-06-02 22:07:46+00:00 12363 \n", + "1 2020-06-02 18:41:43+00:00 2020-06-02 22:07:46+00:00 12363 \n", + "2 2020-06-02 18:41:43+00:00 2020-06-02 22:07:46+00:00 12363 \n", + "3 2020-06-02 18:41:43+00:00 2020-06-02 22:07:46+00:00 12363 \n", + "4 2020-06-02 18:41:43+00:00 2020-06-02 22:07:46+00:00 12363 \n", + "5 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847648 \n", + "6 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847648 \n", + "7 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847648 \n", + "8 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847648 \n", + "9 2020-06-02 22:24:55+00:00 2020-06-12 17:52:23+00:00 847648 \n", + "10 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638042 \n", + "11 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638042 \n", + "12 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638042 \n", + "13 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638042 \n", + "14 2020-06-12 18:32:17+00:00 2020-07-01 17:32:59+00:00 1638042 \n", + "15 2020-07-01 19:36:55+00:00 2020-07-13 21:46:12+00:00 1044557 \n", + "16 2020-07-01 19:36:55+00:00 2020-07-13 21:46:12+00:00 1044557 \n", + "17 2020-07-01 19:36:55+00:00 2020-07-13 21:46:12+00:00 1044557 \n", + "18 2020-07-01 19:36:55+00:00 2020-07-13 21:46:12+00:00 1044557 \n", + "19 2020-07-01 19:36:55+00:00 2020-07-13 21:46:12+00:00 1044557 \n", + "\n", + " sample_rate measurement_type azimuth tilt units \\\n", + "0 1.0 electric 13.2 0.0 digital counts \n", + "1 1.0 electric 103.2 0.0 digital counts \n", + "2 1.0 magnetic 13.2 0.0 digital counts \n", + "3 1.0 magnetic 103.2 0.0 digital counts \n", + "4 1.0 magnetic 0.0 90.0 digital counts \n", + "5 1.0 electric 13.2 0.0 digital counts \n", + "6 1.0 electric 103.2 0.0 digital counts \n", + "7 1.0 magnetic 13.2 0.0 digital counts \n", + "8 1.0 magnetic 103.2 0.0 digital counts \n", + "9 1.0 magnetic 0.0 90.0 digital counts \n", + "10 1.0 electric 13.2 0.0 digital counts \n", + "11 1.0 electric 103.2 0.0 digital counts \n", + "12 1.0 magnetic 13.2 0.0 digital counts \n", + "13 1.0 magnetic 103.2 0.0 digital counts \n", + "14 1.0 magnetic 0.0 90.0 digital counts \n", + "15 1.0 electric 13.2 0.0 digital counts \n", + "16 1.0 electric 103.2 0.0 digital counts \n", + "17 1.0 magnetic 13.2 0.0 digital counts \n", + "18 1.0 magnetic 103.2 0.0 digital counts \n", + "19 1.0 magnetic 0.0 90.0 digital counts \n", + "\n", + " hdf5_reference run_hdf5_reference station_hdf5_reference \n", + "0 \n", + "1 \n", + "2 \n", + "3 \n", + "4 \n", + "5 \n", + "6 \n", + "7 \n", + "8 \n", + "9 \n", + "10 \n", + "11 \n", + "12 \n", + "13 \n", + "14 \n", + "15 \n", + "16 \n", + "17 \n", + "18 \n", + "19 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Take a look at the channel_summary, this is an index of the available channels, one row per \"channel-run\"\n", + "summary_df" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7d0807d6-c41f-4cd2-9513-81e4e434ab7c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('CAS04', 'a'), from 2020-06-02 18:41:43+00:00, to 2020-06-02 22:07:46+00:00\n", + "('CAS04', 'b'), from 2020-06-02 22:24:55+00:00, to 2020-06-12 17:52:23+00:00\n", + "('CAS04', 'c'), from 2020-06-12 18:32:17+00:00, to 2020-07-01 17:32:59+00:00\n", + "('CAS04', 'd'), from 2020-07-01 19:36:55+00:00, to 2020-07-13 21:46:12+00:00\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
networkstationlocationchannelstartend
08PCAS04LQN2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00
18PCAS04LQE2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00
28PCAS04LFN2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00
38PCAS04LFE2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00
48PCAS04LFZ2020-06-02 18:41:43+00:002020-06-02 22:07:46+00:00
58PCAS04LQN2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
68PCAS04LQE2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
78PCAS04LFN2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
88PCAS04LFE2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
98PCAS04LFZ2020-06-02 22:24:55+00:002020-06-12 17:52:23+00:00
108PCAS04LQN2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:00
118PCAS04LQE2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:00
128PCAS04LFN2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:00
138PCAS04LFE2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:00
148PCAS04LFZ2020-06-12 18:32:17+00:002020-07-01 17:32:59+00:00
158PCAS04LQN2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:00
168PCAS04LQE2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:00
178PCAS04LFN2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:00
188PCAS04LFE2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:00
198PCAS04LFZ2020-07-01 19:36:55+00:002020-07-13 21:46:12+00:00
\n", + "
" + ], + "text/plain": [ + " network station location channel start \\\n", + "0 8P CAS04 LQN 2020-06-02 18:41:43+00:00 \n", + "1 8P CAS04 LQE 2020-06-02 18:41:43+00:00 \n", + "2 8P CAS04 LFN 2020-06-02 18:41:43+00:00 \n", + "3 8P CAS04 LFE 2020-06-02 18:41:43+00:00 \n", + "4 8P CAS04 LFZ 2020-06-02 18:41:43+00:00 \n", + "5 8P CAS04 LQN 2020-06-02 22:24:55+00:00 \n", + "6 8P CAS04 LQE 2020-06-02 22:24:55+00:00 \n", + "7 8P CAS04 LFN 2020-06-02 22:24:55+00:00 \n", + "8 8P CAS04 LFE 2020-06-02 22:24:55+00:00 \n", + "9 8P CAS04 LFZ 2020-06-02 22:24:55+00:00 \n", + "10 8P CAS04 LQN 2020-06-12 18:32:17+00:00 \n", + "11 8P CAS04 LQE 2020-06-12 18:32:17+00:00 \n", + "12 8P CAS04 LFN 2020-06-12 18:32:17+00:00 \n", + "13 8P CAS04 LFE 2020-06-12 18:32:17+00:00 \n", + "14 8P CAS04 LFZ 2020-06-12 18:32:17+00:00 \n", + "15 8P CAS04 LQN 2020-07-01 19:36:55+00:00 \n", + "16 8P CAS04 LQE 2020-07-01 19:36:55+00:00 \n", + "17 8P CAS04 LFN 2020-07-01 19:36:55+00:00 \n", + "18 8P CAS04 LFE 2020-07-01 19:36:55+00:00 \n", + "19 8P CAS04 LFZ 2020-07-01 19:36:55+00:00 \n", + "\n", + " end \n", + "0 2020-06-02 22:07:46+00:00 \n", + "1 2020-06-02 22:07:46+00:00 \n", + "2 2020-06-02 22:07:46+00:00 \n", + "3 2020-06-02 22:07:46+00:00 \n", + "4 2020-06-02 22:07:46+00:00 \n", + "5 2020-06-12 17:52:23+00:00 \n", + "6 2020-06-12 17:52:23+00:00 \n", + "7 2020-06-12 17:52:23+00:00 \n", + "8 2020-06-12 17:52:23+00:00 \n", + "9 2020-06-12 17:52:23+00:00 \n", + "10 2020-07-01 17:32:59+00:00 \n", + "11 2020-07-01 17:32:59+00:00 \n", + "12 2020-07-01 17:32:59+00:00 \n", + "13 2020-07-01 17:32:59+00:00 \n", + "14 2020-07-01 17:32:59+00:00 \n", + "15 2020-07-13 21:46:12+00:00 \n", + "16 2020-07-13 21:46:12+00:00 \n", + "17 2020-07-13 21:46:12+00:00 \n", + "18 2020-07-13 21:46:12+00:00 \n", + "19 2020-07-13 21:46:12+00:00 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# A channel summary can be transformed into a request dataframe for the specific runs of interest\n", + "if active_runs:\n", + " summary_df = summary_df[summary_df[\"run\"].isin(active_runs)] # summary_df[0:5]\n", + "data_request_df = channel_summary_to_make_mth5(summary_df, network=network, verbose=True)\n", + "data_request_df" + ] + }, + { + "cell_type": "markdown", + "id": "70ffac44-734d-40fa-b6b5-f069caef0636", + "metadata": {}, + "source": [ + "### Build MTH5\n", + "- Set mth5 version\n", + "- Initialize an mth5 Maker and set some params\n", + " - client IRIS is for EarthScope data\n", + " - mth5 verison supports \"0.1.0\" and \"0.2.0\"\n", + " - if interact is True and mth5.mth5.MTH5 object will be returned, if False, the path to the h5 will be returned" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0428cad1-6f8f-4b1e-8893-7b8a775a4087", + "metadata": {}, + "outputs": [], + "source": [ + "client = \"IRIS\"\n", + "mth5_version = \"0.1.0\" \n", + "# mth5_version = \"0.2.0\"\n", + "interact = False\n", + "\n", + "maker = MakeMTH5(mth5_version=mth5_version, client=client)\n", + "maker.client = client" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "176ba85d-36a8-4ee1-8225-0e95e472060c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33m\u001b[1m2023-09-27T10:25:23.918440-0700 | WARNING | mth5.mth5 | open_mth5 | 8P_CAS04.h5 will be overwritten in 'w' mode\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:24.220680-0700 | INFO | mth5.mth5 | _initialize_file | Initialized MTH5 0.1.0 file /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5 in mode w\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:43.681187-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:43.690041-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:43.735354-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:43.743114-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:43.932708-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:43.940801-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:43.985171-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:43.993826-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:44.146943-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:44.154994-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:44.199981-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:44.208429-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:44.361575-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:44.370530-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:44.412357-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_si_units to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:44.421627-0700 | INFO | mt_metadata.timeseries.filters.obspy_stages | create_filter_from_stage | Converting PoleZerosResponseStage electric_dipole_92.000 to a CoefficientFilter.\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:44.959444-0700 | INFO | mth5.groups.base | _add_group | RunGroup a already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:44.989004-0700 | WARNING | mth5.timeseries.run_ts | from_obspy_stream | could not find ex\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:45.001495-0700 | WARNING | mth5.timeseries.run_ts | from_obspy_stream | could not find ey\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:45.179620-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:45.319597-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:45.495851-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:45.685565-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:45.864385-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id a. Setting to ch.run_metadata.id to a\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:45.928358-0700 | INFO | mth5.groups.base | _add_group | RunGroup b already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:45.981959-0700 | WARNING | mth5.timeseries.run_ts | from_obspy_stream | could not find ex\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:46.014432-0700 | WARNING | mth5.timeseries.run_ts | from_obspy_stream | could not find ey\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:46.271903-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:46.432808-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:46.636061-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:46.838753-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:47.061371-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id b. Setting to ch.run_metadata.id to b\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:47.190567-0700 | INFO | mth5.groups.base | _add_group | RunGroup c already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:47.270001-0700 | WARNING | mth5.timeseries.run_ts | from_obspy_stream | could not find ex\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:47.321742-0700 | WARNING | mth5.timeseries.run_ts | from_obspy_stream | could not find ey\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:47.687037-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:47.882003-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:48.118571-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:48.348699-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:48.679247-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id c. Setting to ch.run_metadata.id to c\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:48.823813-0700 | INFO | mth5.groups.base | _add_group | RunGroup d already exists, returning existing group.\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:49.262400-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:49.548071-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:49.816112-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:50.019601-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:50.232088-0700 | WARNING | mth5.groups.run | from_runts | Channel run.id sr1_001 != group run.id d. Setting to ch.run_metadata.id to d\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:50.415537-0700 | INFO | mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\u001b[0m\n", + "\u001b[33m\u001b[1m2023-09-27T10:25:50.433807-0700 | WARNING | mth5.mth5 | filename | MTH5 file is not open or has not been created yet. Returning default name\u001b[0m\n", + "Made MTH5 at /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\n" + ] + } + ], + "source": [ + "# print(\"FAILED FOR 0.2.0 with some other error\")\n", + "# inventory, streams = maker.get_inventory_from_df(request_df, data=False, client=\"IRIS\") # inventory==inventory0??\n", + "mth5_obj = maker.from_fdsn_client(data_request_df, path=\"\", interact=interact)\n", + "if interact:\n", + " mth5_path = mth5_obj.filename\n", + "else:\n", + " mth5_path = mth5_obj\n", + "print(f\"Made MTH5 at {mth5_path}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "07f8a5ac-99c0-4b6a-828f-8fc110b1d7f4", + "metadata": {}, + "outputs": [], + "source": [ + "if interact:\n", + " mth5_obj.close_mth5()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3229c619-23ba-4d8e-aef2-432a90efcea3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m2023-09-27T10:25:51.904412-0700 | INFO | mth5.utils.helpers | read_back_data | data shape = (5, 12364)\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:51.904923-0700 | INFO | mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:53.487777-0700 | INFO | mth5.utils.helpers | read_back_data | data shape = (5, 847649)\u001b[0m\n", + "\u001b[1m2023-09-27T10:25:53.488332-0700 | INFO | mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\u001b[0m\n", + "\u001b[1m2023-09-27T10:26:13.489546-0700 | INFO | mth5.utils.helpers | read_back_data | data shape = (5, 1638043)\u001b[0m\n", + "\u001b[1m2023-09-27T10:26:13.490313-0700 | INFO | mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\u001b[0m\n", + "\u001b[1m2023-09-27T10:26:15.383433-0700 | INFO | mth5.utils.helpers | read_back_data | data shape = (5, 1044558)\u001b[0m\n", + "\u001b[1m2023-09-27T10:26:15.383982-0700 | INFO | mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/docs/examples/8P_CAS04.h5\u001b[0m\n" + ] + } + ], + "source": [ + "# Apply a sanity check to make sure that the data are readable\n", + "if not active_runs:\n", + " active_runs = [\"a\", \"b\", \"c\", \"d\"]\n", + "for run_id in active_runs:\n", + " if mth5_version == \"0.1.0\":\n", + " survey = None\n", + " else: \n", + " survey = \"CONUS South\"\n", + " read_back_data(mth5_path, \"CAS04\", run_id, survey)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aurora-test", + "language": "python", + "name": "aurora-test" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/aurora/2024/processing_configuration.ipynb b/notebooks/aurora/2024/processing_configuration.ipynb new file mode 100644 index 0000000..b5318c1 --- /dev/null +++ b/notebooks/aurora/2024/processing_configuration.ipynb @@ -0,0 +1,1433 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8148a4bd-32e9-4551-b4bc-f45e27a51b31", + "metadata": {}, + "source": [ + "## Processing Configuration" + ] + }, + { + "cell_type": "markdown", + "id": "226f7d10-dd15-4061-adc6-c68b448d60c0", + "metadata": {}, + "source": [ + "The processing\\_config (\"config\") together with the kernel dataset represent the key inputs to the processing pipeline. The processing config is based on the `mt_metadata.base.Base` class. This means it is a container that has a JSON or dictionary representation.\n", + "\n", + "It is the purpose of the config to encapsulate all the parameters required for processing. There are many parameters and effort has been given to selecting some \"reasonable\" default values so that users do not need to worry about all of these parameters if they don't want to.\n", + "\n", + "The ProcessingConfig is expected to evolve with aurora as new functionalities become available. This is one reason why such a genreic data srtuctrue was selected \n", + "In this tutorial, we will use the synthetic dataset example to show some of the features of the config object.\n", + "\n", + "Hopefully, it will be fairly easy to add other parameters to the config, such as:\n", + "- coherencey sorting \n", + "- polarization sorting\n", + "- ARMA prewhitening \n", + "- Other tools from the community\n", + "\n", + "\n", + "\n", + "There are two main ways one would normally build the object:\n", + "1. Use the ConfigCreator class\n", + "2. Edit existing config.json files\n", + "\n", + "But one can also initialize a Processing object, which is what is done inside ConfigCreator\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fb9a2cb3-662b-4d5f-86cc-db54e98466f4", + "metadata": {}, + "outputs": [], + "source": [ + "from mt_metadata.transfer_functions.processing.aurora import Processing" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "777182c2-b77f-44b8-a663-1c7afe00796e", + "metadata": {}, + "outputs": [], + "source": [ + "p = Processing()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d9069a6b-b13e-4afb-8f11-12546eb2d035", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"processing\": {\n", + " \"channel_nomenclature.ex\": \"ex\",\n", + " \"channel_nomenclature.ey\": \"ey\",\n", + " \"channel_nomenclature.hx\": \"hx\",\n", + " \"channel_nomenclature.hy\": \"hy\",\n", + " \"channel_nomenclature.hz\": \"hz\",\n", + " \"decimations\": [],\n", + " \"id\": null,\n", + " \"stations.local.id\": null,\n", + " \"stations.local.mth5_path\": null,\n", + " \"stations.local.remote\": false,\n", + " \"stations.local.runs\": [],\n", + " \"stations.remote\": []\n", + " }\n", + "}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p" + ] + }, + { + "cell_type": "markdown", + "id": "54ce7d72-1ed7-4f77-bacd-ccab442440bc", + "metadata": {}, + "source": [ + "### Using ConfigCreator" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "02880258-bac4-44e3-b602-cc8529f66a01", + "metadata": {}, + "outputs": [], + "source": [ + "from aurora.config import BANDS_DEFAULT_FILE\n", + "from aurora.config.config_creator import ConfigCreator\n" + ] + }, + { + "cell_type": "markdown", + "id": "b7ba7136-21f0-4f57-8eb5-d74071e5fdab", + "metadata": {}, + "source": [ + "The config creator does not need any arguments to initialize, but it uses a KernelDataset to generate a processing object with station and run information, and default settings are applied to the processing parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "82dfb0da-fb31-48cb-a951-c8614a8f0ea1", + "metadata": {}, + "outputs": [], + "source": [ + "cc = ConfigCreator()" + ] + }, + { + "cell_type": "markdown", + "id": "6d072d95-c0e4-4c01-9bf2-e1e1d0397b3e", + "metadata": {}, + "source": [ + "The ConfigCreator class generates a processing config with default arguments if it is provided with a KernelDataset" + ] + }, + { + "cell_type": "markdown", + "id": "5d8359f0-6a5d-461f-88d4-bdc3a49e228a", + "metadata": {}, + "source": [ + "## Example of making a KernelDataset from an mth5" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8e3a5ef1-b00d-4263-890a-cfe028a712b9", + "metadata": {}, + "outputs": [], + "source": [ + "from aurora.test_utils.synthetic.paths import SyntheticTestPaths\n", + "from mtpy.processing import RunSummary, KernelDataset\n", + "\n", + "synthetic_test_paths = SyntheticTestPaths()\n", + "MTH5_PATH = synthetic_test_paths.mth5_path" + ] + }, + { + "cell_type": "markdown", + "id": "7c013dff-14bf-402b-90d5-07151eabc075", + "metadata": {}, + "source": [ + "Make an example file to work with" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3c7a4efa-8059-4d12-9421-1c1d905f38a1", + "metadata": {}, + "outputs": [], + "source": [ + "mth5_path = MTH5_PATH.joinpath(\"test12rr.h5\")\n", + "if mth5_path.exists():\n", + " pass\n", + "else:\n", + " synthetic_test_paths.mkdirs()\n", + " from mth5.data.make_mth5_from_asc import create_test12rr_h5\n", + " create_test12rr_h5(target_folder=MTH5_PATH)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3bfaafa2-af89-4d08-ad76-874f18b66c14", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:26 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/aurora/data/synthetic/mth5/test12rr.h5\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
channel_scale_factorsdurationendhas_datainput_channelsmth5_pathn_samplesoutput_channelsrunsample_ratestartstationsurveyrun_hdf5_referencestation_hdf5_reference
0{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...39999.01980-01-01 11:06:39+00:00True[hx, hy]/home/kkappler/software/irismt/aurora/data/syn...40000[ex, ey, hz]0011.01980-01-01 00:00:00+00:00test1EMTF Synthetic<HDF5 object reference><HDF5 object reference>
1{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...39999.01980-01-01 11:06:39+00:00True[hx, hy]/home/kkappler/software/irismt/aurora/data/syn...40000[ex, ey, hz]0011.01980-01-01 00:00:00+00:00test2EMTF Synthetic<HDF5 object reference><HDF5 object reference>
\n", + "
" + ], + "text/plain": [ + " channel_scale_factors duration \\\n", + "0 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 39999.0 \n", + "1 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 39999.0 \n", + "\n", + " end has_data input_channels \\\n", + "0 1980-01-01 11:06:39+00:00 True [hx, hy] \n", + "1 1980-01-01 11:06:39+00:00 True [hx, hy] \n", + "\n", + " mth5_path n_samples \\\n", + "0 /home/kkappler/software/irismt/aurora/data/syn... 40000 \n", + "1 /home/kkappler/software/irismt/aurora/data/syn... 40000 \n", + "\n", + " output_channels run sample_rate start station \\\n", + "0 [ex, ey, hz] 001 1.0 1980-01-01 00:00:00+00:00 test1 \n", + "1 [ex, ey, hz] 001 1.0 1980-01-01 00:00:00+00:00 test2 \n", + "\n", + " survey run_hdf5_reference station_hdf5_reference \n", + "0 EMTF Synthetic \n", + "1 EMTF Synthetic " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "run_summary = RunSummary()\n", + "run_summary.from_mth5s([mth5_path,])\n", + "run_summary.df" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f5ddde68-45a8-4d5c-9df3-ca64f810931d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:26 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:26 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:26 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:26 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T15:59:26 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
channel_scale_factorsdurationendhas_datainput_channelsmth5_pathn_samplesoutput_channelsrunsample_ratestartstationsurveyrun_hdf5_referencestation_hdf5_referencefcremoterun_dataarraystftmth5_obj
0{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...39999.01980-01-01 11:06:39+00:00True[hx, hy]/home/kkappler/software/irismt/aurora/data/syn...40000[ex, ey, hz]0011.01980-01-01 00:00:00+00:00test1EMTF Synthetic<HDF5 object reference><HDF5 object reference>FalseFalseNoneNoneNone
1{'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '...39999.01980-01-01 11:06:39+00:00True[hx, hy]/home/kkappler/software/irismt/aurora/data/syn...40000[ex, ey, hz]0011.01980-01-01 00:00:00+00:00test2EMTF Synthetic<HDF5 object reference><HDF5 object reference>FalseTrueNoneNoneNone
\n", + "
" + ], + "text/plain": [ + " channel_scale_factors duration \\\n", + "0 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 39999.0 \n", + "1 {'ex': 1.0, 'ey': 1.0, 'hx': 1.0, 'hy': 1.0, '... 39999.0 \n", + "\n", + " end has_data input_channels \\\n", + "0 1980-01-01 11:06:39+00:00 True [hx, hy] \n", + "1 1980-01-01 11:06:39+00:00 True [hx, hy] \n", + "\n", + " mth5_path n_samples \\\n", + "0 /home/kkappler/software/irismt/aurora/data/syn... 40000 \n", + "1 /home/kkappler/software/irismt/aurora/data/syn... 40000 \n", + "\n", + " output_channels run sample_rate start station \\\n", + "0 [ex, ey, hz] 001 1.0 1980-01-01 00:00:00+00:00 test1 \n", + "1 [ex, ey, hz] 001 1.0 1980-01-01 00:00:00+00:00 test2 \n", + "\n", + " survey run_hdf5_reference station_hdf5_reference fc \\\n", + "0 EMTF Synthetic False \n", + "1 EMTF Synthetic False \n", + "\n", + " remote run_dataarray stft mth5_obj \n", + "0 False None None None \n", + "1 True None None None " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"test1\", \"test2\")\n", + "kernel_dataset.df" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4c200570-fb3f-46d0-a98c-37dbdbd57a29", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartendduration
0EMTF Synthetictest10011980-01-01 00:00:00+00:001980-01-01 11:06:39+00:0039999.0
1EMTF Synthetictest20011980-01-01 00:00:00+00:001980-01-01 11:06:39+00:0039999.0
\n", + "
" + ], + "text/plain": [ + " survey station run start \\\n", + "0 EMTF Synthetic test1 001 1980-01-01 00:00:00+00:00 \n", + "1 EMTF Synthetic test2 001 1980-01-01 00:00:00+00:00 \n", + "\n", + " end duration \n", + "0 1980-01-01 11:06:39+00:00 39999.0 \n", + "1 1980-01-01 11:06:39+00:00 39999.0 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset.mini_summary" + ] + }, + { + "cell_type": "markdown", + "id": "18b9e827-38d1-4af7-905a-26babfac8cd5", + "metadata": {}, + "source": [ + "### Create Config from KernelDataset" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4e543c6f-13ff-41c6-8d65-069961af57e0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T15:59:26 | INFO | line:108 |aurora.config.config_creator | determine_band_specification_style | Bands not defined; setting to EMTF BANDS_DEFAULT_FILE\u001b[0m\n" + ] + } + ], + "source": [ + "config = cc.create_from_kernel_dataset(kernel_dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8fe824ac-455b-43b6-a18b-6b147f1ac6fa", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"processing\": {\n", + " \"band_setup_file\": \"/home/kkappler/software/irismt/aurora/aurora/config/emtf_band_setup/bs_test.cfg\",\n", + " \"band_specification_style\": \"EMTF\",\n", + " \"channel_nomenclature.ex\": \"ex\",\n", + " \"channel_nomenclature.ey\": \"ey\",\n", + " \"channel_nomenclature.hx\": \"hx\",\n", + " \"channel_nomenclature.hy\": \"hy\",\n", + " \"channel_nomenclature.hz\": \"hz\",\n", + " \"decimations\": [\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.23828125,\n", + " \"frequency_min\": 0.19140625,\n", + " \"index_max\": 30,\n", + " \"index_min\": 25\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.19140625,\n", + " \"frequency_min\": 0.15234375,\n", + " \"index_max\": 24,\n", + " \"index_min\": 20\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.15234375,\n", + " \"frequency_min\": 0.12109375,\n", + " \"index_max\": 19,\n", + " \"index_min\": 16\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.12109375,\n", + " \"frequency_min\": 0.09765625,\n", + " \"index_max\": 15,\n", + " \"index_min\": 13\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.09765625,\n", + " \"frequency_min\": 0.07421875,\n", + " \"index_max\": 12,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.07421875,\n", + " \"frequency_min\": 0.05859375,\n", + " \"index_max\": 9,\n", + " \"index_min\": 8\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.05859375,\n", + " \"frequency_min\": 0.04296875,\n", + " \"index_max\": 7,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.04296875,\n", + " \"frequency_min\": 0.03515625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 1.0,\n", + " \"decimation.level\": 0,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 1.0,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0341796875,\n", + " \"frequency_min\": 0.0263671875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0263671875,\n", + " \"frequency_min\": 0.0205078125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0205078125,\n", + " \"frequency_min\": 0.0166015625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0166015625,\n", + " \"frequency_min\": 0.0126953125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0126953125,\n", + " \"frequency_min\": 0.0107421875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0107421875,\n", + " \"frequency_min\": 0.0087890625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 1,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.25,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.008544921875,\n", + " \"frequency_min\": 0.006591796875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.006591796875,\n", + " \"frequency_min\": 0.005126953125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.005126953125,\n", + " \"frequency_min\": 0.004150390625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.004150390625,\n", + " \"frequency_min\": 0.003173828125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.003173828125,\n", + " \"frequency_min\": 0.002685546875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.002685546875,\n", + " \"frequency_min\": 0.002197265625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 2,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.0625,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00274658203125,\n", + " \"frequency_min\": 0.00213623046875,\n", + " \"index_max\": 22,\n", + " \"index_min\": 18\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00213623046875,\n", + " \"frequency_min\": 0.00164794921875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00164794921875,\n", + " \"frequency_min\": 0.00115966796875,\n", + " \"index_max\": 13,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00115966796875,\n", + " \"frequency_min\": 0.00079345703125,\n", + " \"index_max\": 9,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00079345703125,\n", + " \"frequency_min\": 0.00054931640625,\n", + " \"index_max\": 6,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 3,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.015625,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " }\n", + " ],\n", + " \"id\": \"test1-rr_test2_sr1\",\n", + " \"stations.local.id\": \"test1\",\n", + " \"stations.local.mth5_path\": \"/home/kkappler/software/irismt/aurora/data/synthetic/mth5/test12rr.h5\",\n", + " \"stations.local.remote\": false,\n", + " \"stations.local.runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"001\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"1980-01-01T11:06:39+00:00\",\n", + " \"start\": \"1980-01-01T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ],\n", + " \"stations.remote\": [\n", + " {\n", + " \"station\": {\n", + " \"id\": \"test2\",\n", + " \"mth5_path\": \"/home/kkappler/software/irismt/aurora/data/synthetic/mth5/test12rr.h5\",\n", + " \"remote\": true,\n", + " \"runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"001\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"1980-01-01T11:06:39+00:00\",\n", + " \"start\": \"1980-01-01T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ]\n", + " }\n", + "}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "config" + ] + }, + { + "cell_type": "markdown", + "id": "9c820da4-1d30-4807-9cba-0f640f22ae40", + "metadata": {}, + "source": [ + "You can see the entire config by executing the cell below, or you can cut and paste the json code into a json editor (e.g. https://jsoneditoronline.org) and then you can look at it heirarchically." + ] + }, + { + "cell_type": "markdown", + "id": "1a2f65cb-fe61-43b9-bbc6-fce025869ec2", + "metadata": {}, + "source": [ + "![CONFIG_0](figures/config_0.png)" + ] + }, + { + "cell_type": "markdown", + "id": "bbe450e6-7031-44e2-b6d1-7ddd81577f61", + "metadata": {}, + "source": [ + "You can also transform the processing object to a json string" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "580e77cb-94d1-4d5c-bcf8-516a5557ce6c", + "metadata": {}, + "outputs": [], + "source": [ + "json_string = config.to_json()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e50cc515-a135-49a2-851e-03807358b109", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'{\\n \"processing\": {\\n \"band_setup_file\": \"/home/kkappler/software/irismt/aurora/aurora/config/emtf_band_setup/bs_test.cfg\",\\n \"band_specification_style\": \"EMTF\",\\n \"channel_nomenclature.ex\": \"ex\",\\n \"channel_nomenclature.ey\": \"ey\",\\n \"channel_nomenclature.hx\": \"hx\",\\n \"channel_nomenclature.hy\": \"hy\",\\n \"channel_nomenclature.hz\": \"hz\",\\n \"decimations\": [\\n {\\n \"decimation_level\": {\\n \"anti_alias_filter\": \"default\",\\n \"bands\": [\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 0,\\n \"frequency_max\": 0.23828125,\\n \"frequency_min\": 0.19140625,\\n \"index_max\": 30,\\n \"index_min\": 25\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 0,\\n \"frequency_max\": 0.19140625,\\n \"frequency_min\": 0.15234375,\\n \"index_max\": 24,\\n \"index_min\": 20\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 0,\\n \"frequency_max\": 0.15234375,\\n \"frequency_min\": 0.12109375,\\n \"index_max\": 19,\\n \"index_min\": 16\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 0,\\n \"frequency_max\": 0.12109375,\\n \"frequency_min\": 0.09765625,\\n \"index_max\": 15,\\n \"index_min\": 13\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 0,\\n \"frequency_max\": 0.09765625,\\n \"frequency_min\": 0.07421875,\\n \"index_max\": 12,\\n \"index_min\": 10\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 0,\\n \"frequency_max\": 0.07421875,\\n \"frequency_min\": 0.05859375,\\n \"index_max\": 9,\\n \"index_min\": 8\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 0,\\n \"frequency_max\": 0.05859375,\\n \"frequency_min\": 0.04296875,\\n \"index_max\": 7,\\n \"index_min\": 6\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 0,\\n \"frequency_max\": 0.04296875,\\n \"frequency_min\": 0.03515625,\\n \"index_max\": 5,\\n \"index_min\": 5\\n }\\n }\\n ],\\n \"decimation.factor\": 1.0,\\n \"decimation.level\": 0,\\n \"decimation.method\": \"default\",\\n \"decimation.sample_rate\": 1.0,\\n \"estimator.engine\": \"RME_RR\",\\n \"estimator.estimate_per_channel\": true,\\n \"extra_pre_fft_detrend_type\": \"linear\",\\n \"input_channels\": [\\n \"hx\",\\n \"hy\"\\n ],\\n \"method\": \"fft\",\\n \"min_num_stft_windows\": 2,\\n \"output_channels\": [\\n \"ex\",\\n \"ey\",\\n \"hz\"\\n ],\\n \"pre_fft_detrend_type\": \"linear\",\\n \"prewhitening_type\": \"first difference\",\\n \"recoloring\": true,\\n \"reference_channels\": [\\n \"hx\",\\n \"hy\"\\n ],\\n \"regression.max_iterations\": 10,\\n \"regression.max_redescending_iterations\": 2,\\n \"regression.minimum_cycles\": 10,\\n \"regression.r0\": 1.5,\\n \"regression.tolerance\": 0.005,\\n \"regression.u0\": 2.8,\\n \"regression.verbosity\": 0,\\n \"save_fcs\": false,\\n \"window.clock_zero_type\": \"ignore\",\\n \"window.num_samples\": 128,\\n \"window.overlap\": 32,\\n \"window.type\": \"boxcar\"\\n }\\n },\\n {\\n \"decimation_level\": {\\n \"anti_alias_filter\": \"default\",\\n \"bands\": [\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 1,\\n \"frequency_max\": 0.0341796875,\\n \"frequency_min\": 0.0263671875,\\n \"index_max\": 17,\\n \"index_min\": 14\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 1,\\n \"frequency_max\": 0.0263671875,\\n \"frequency_min\": 0.0205078125,\\n \"index_max\": 13,\\n \"index_min\": 11\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 1,\\n \"frequency_max\": 0.0205078125,\\n \"frequency_min\": 0.0166015625,\\n \"index_max\": 10,\\n \"index_min\": 9\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 1,\\n \"frequency_max\": 0.0166015625,\\n \"frequency_min\": 0.0126953125,\\n \"index_max\": 8,\\n \"index_min\": 7\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 1,\\n \"frequency_max\": 0.0126953125,\\n \"frequency_min\": 0.0107421875,\\n \"index_max\": 6,\\n \"index_min\": 6\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 1,\\n \"frequency_max\": 0.0107421875,\\n \"frequency_min\": 0.0087890625,\\n \"index_max\": 5,\\n \"index_min\": 5\\n }\\n }\\n ],\\n \"decimation.factor\": 4.0,\\n \"decimation.level\": 1,\\n \"decimation.method\": \"default\",\\n \"decimation.sample_rate\": 0.25,\\n \"estimator.engine\": \"RME_RR\",\\n \"estimator.estimate_per_channel\": true,\\n \"extra_pre_fft_detrend_type\": \"linear\",\\n \"input_channels\": [\\n \"hx\",\\n \"hy\"\\n ],\\n \"method\": \"fft\",\\n \"min_num_stft_windows\": 2,\\n \"output_channels\": [\\n \"ex\",\\n \"ey\",\\n \"hz\"\\n ],\\n \"pre_fft_detrend_type\": \"linear\",\\n \"prewhitening_type\": \"first difference\",\\n \"recoloring\": true,\\n \"reference_channels\": [\\n \"hx\",\\n \"hy\"\\n ],\\n \"regression.max_iterations\": 10,\\n \"regression.max_redescending_iterations\": 2,\\n \"regression.minimum_cycles\": 10,\\n \"regression.r0\": 1.5,\\n \"regression.tolerance\": 0.005,\\n \"regression.u0\": 2.8,\\n \"regression.verbosity\": 0,\\n \"save_fcs\": false,\\n \"window.clock_zero_type\": \"ignore\",\\n \"window.num_samples\": 128,\\n \"window.overlap\": 32,\\n \"window.type\": \"boxcar\"\\n }\\n },\\n {\\n \"decimation_level\": {\\n \"anti_alias_filter\": \"default\",\\n \"bands\": [\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 2,\\n \"frequency_max\": 0.008544921875,\\n \"frequency_min\": 0.006591796875,\\n \"index_max\": 17,\\n \"index_min\": 14\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 2,\\n \"frequency_max\": 0.006591796875,\\n \"frequency_min\": 0.005126953125,\\n \"index_max\": 13,\\n \"index_min\": 11\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 2,\\n \"frequency_max\": 0.005126953125,\\n \"frequency_min\": 0.004150390625,\\n \"index_max\": 10,\\n \"index_min\": 9\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 2,\\n \"frequency_max\": 0.004150390625,\\n \"frequency_min\": 0.003173828125,\\n \"index_max\": 8,\\n \"index_min\": 7\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 2,\\n \"frequency_max\": 0.003173828125,\\n \"frequency_min\": 0.002685546875,\\n \"index_max\": 6,\\n \"index_min\": 6\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 2,\\n \"frequency_max\": 0.002685546875,\\n \"frequency_min\": 0.002197265625,\\n \"index_max\": 5,\\n \"index_min\": 5\\n }\\n }\\n ],\\n \"decimation.factor\": 4.0,\\n \"decimation.level\": 2,\\n \"decimation.method\": \"default\",\\n \"decimation.sample_rate\": 0.0625,\\n \"estimator.engine\": \"RME_RR\",\\n \"estimator.estimate_per_channel\": true,\\n \"extra_pre_fft_detrend_type\": \"linear\",\\n \"input_channels\": [\\n \"hx\",\\n \"hy\"\\n ],\\n \"method\": \"fft\",\\n \"min_num_stft_windows\": 2,\\n \"output_channels\": [\\n \"ex\",\\n \"ey\",\\n \"hz\"\\n ],\\n \"pre_fft_detrend_type\": \"linear\",\\n \"prewhitening_type\": \"first difference\",\\n \"recoloring\": true,\\n \"reference_channels\": [\\n \"hx\",\\n \"hy\"\\n ],\\n \"regression.max_iterations\": 10,\\n \"regression.max_redescending_iterations\": 2,\\n \"regression.minimum_cycles\": 10,\\n \"regression.r0\": 1.5,\\n \"regression.tolerance\": 0.005,\\n \"regression.u0\": 2.8,\\n \"regression.verbosity\": 0,\\n \"save_fcs\": false,\\n \"window.clock_zero_type\": \"ignore\",\\n \"window.num_samples\": 128,\\n \"window.overlap\": 32,\\n \"window.type\": \"boxcar\"\\n }\\n },\\n {\\n \"decimation_level\": {\\n \"anti_alias_filter\": \"default\",\\n \"bands\": [\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 3,\\n \"frequency_max\": 0.00274658203125,\\n \"frequency_min\": 0.00213623046875,\\n \"index_max\": 22,\\n \"index_min\": 18\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 3,\\n \"frequency_max\": 0.00213623046875,\\n \"frequency_min\": 0.00164794921875,\\n \"index_max\": 17,\\n \"index_min\": 14\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 3,\\n \"frequency_max\": 0.00164794921875,\\n \"frequency_min\": 0.00115966796875,\\n \"index_max\": 13,\\n \"index_min\": 10\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 3,\\n \"frequency_max\": 0.00115966796875,\\n \"frequency_min\": 0.00079345703125,\\n \"index_max\": 9,\\n \"index_min\": 7\\n }\\n },\\n {\\n \"band\": {\\n \"center_averaging_type\": \"geometric\",\\n \"closed\": \"left\",\\n \"decimation_level\": 3,\\n \"frequency_max\": 0.00079345703125,\\n \"frequency_min\": 0.00054931640625,\\n \"index_max\": 6,\\n \"index_min\": 5\\n }\\n }\\n ],\\n \"decimation.factor\": 4.0,\\n \"decimation.level\": 3,\\n \"decimation.method\": \"default\",\\n \"decimation.sample_rate\": 0.015625,\\n \"estimator.engine\": \"RME_RR\",\\n \"estimator.estimate_per_channel\": true,\\n \"extra_pre_fft_detrend_type\": \"linear\",\\n \"input_channels\": [\\n \"hx\",\\n \"hy\"\\n ],\\n \"method\": \"fft\",\\n \"min_num_stft_windows\": 2,\\n \"output_channels\": [\\n \"ex\",\\n \"ey\",\\n \"hz\"\\n ],\\n \"pre_fft_detrend_type\": \"linear\",\\n \"prewhitening_type\": \"first difference\",\\n \"recoloring\": true,\\n \"reference_channels\": [\\n \"hx\",\\n \"hy\"\\n ],\\n \"regression.max_iterations\": 10,\\n \"regression.max_redescending_iterations\": 2,\\n \"regression.minimum_cycles\": 10,\\n \"regression.r0\": 1.5,\\n \"regression.tolerance\": 0.005,\\n \"regression.u0\": 2.8,\\n \"regression.verbosity\": 0,\\n \"save_fcs\": false,\\n \"window.clock_zero_type\": \"ignore\",\\n \"window.num_samples\": 128,\\n \"window.overlap\": 32,\\n \"window.type\": \"boxcar\"\\n }\\n }\\n ],\\n \"id\": \"test1-rr_test2_sr1\",\\n \"stations.local.id\": \"test1\",\\n \"stations.local.mth5_path\": \"/home/kkappler/software/irismt/aurora/data/synthetic/mth5/test12rr.h5\",\\n \"stations.local.remote\": false,\\n \"stations.local.runs\": [\\n {\\n \"run\": {\\n \"id\": \"001\",\\n \"input_channels\": [\\n {\\n \"channel\": {\\n \"id\": \"hx\",\\n \"scale_factor\": 1.0\\n }\\n },\\n {\\n \"channel\": {\\n \"id\": \"hy\",\\n \"scale_factor\": 1.0\\n }\\n }\\n ],\\n \"output_channels\": [\\n {\\n \"channel\": {\\n \"id\": \"ex\",\\n \"scale_factor\": 1.0\\n }\\n },\\n {\\n \"channel\": {\\n \"id\": \"ey\",\\n \"scale_factor\": 1.0\\n }\\n },\\n {\\n \"channel\": {\\n \"id\": \"hz\",\\n \"scale_factor\": 1.0\\n }\\n }\\n ],\\n \"sample_rate\": 1.0,\\n \"time_periods\": [\\n {\\n \"time_period\": {\\n \"end\": \"1980-01-01T11:06:39+00:00\",\\n \"start\": \"1980-01-01T00:00:00+00:00\"\\n }\\n }\\n ]\\n }\\n }\\n ],\\n \"stations.remote\": [\\n {\\n \"station\": {\\n \"id\": \"test2\",\\n \"mth5_path\": \"/home/kkappler/software/irismt/aurora/data/synthetic/mth5/test12rr.h5\",\\n \"remote\": true,\\n \"runs\": [\\n {\\n \"run\": {\\n \"id\": \"001\",\\n \"input_channels\": [\\n {\\n \"channel\": {\\n \"id\": \"hx\",\\n \"scale_factor\": 1.0\\n }\\n },\\n {\\n \"channel\": {\\n \"id\": \"hy\",\\n \"scale_factor\": 1.0\\n }\\n }\\n ],\\n \"output_channels\": [\\n {\\n \"channel\": {\\n \"id\": \"ex\",\\n \"scale_factor\": 1.0\\n }\\n },\\n {\\n \"channel\": {\\n \"id\": \"ey\",\\n \"scale_factor\": 1.0\\n }\\n },\\n {\\n \"channel\": {\\n \"id\": \"hz\",\\n \"scale_factor\": 1.0\\n }\\n }\\n ],\\n \"sample_rate\": 1.0,\\n \"time_periods\": [\\n {\\n \"time_period\": {\\n \"end\": \"1980-01-01T11:06:39+00:00\",\\n \"start\": \"1980-01-01T00:00:00+00:00\"\\n }\\n }\\n ]\\n }\\n }\\n ]\\n }\\n }\\n ]\\n }\\n}'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "json_string" + ] + }, + { + "cell_type": "markdown", + "id": "0a55ea07-9ad5-4e20-a5ef-9944b5127e6c", + "metadata": {}, + "source": [ + "Which can be saved:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "dbd8c6dd-cd94-43e0-bf64-9a2d26aa0f76", + "metadata": {}, + "outputs": [], + "source": [ + "with open(\"config.json\", \"w\") as fid:\n", + " fid.write(json_string)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "a511491b-1f6e-4b19-866f-c749dcb5435a", + "metadata": {}, + "source": [ + "### Default Parameters\n", + "\n", + "The default config parameters are listed below:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "8292dd7b-08f8-401f-af4e-f3712f4a4d1b", + "metadata": {}, + "outputs": [], + "source": [ + "input_channels = [\"hx\", \"hy\"],\n", + "output_channels = [\"hz\", \"ex\", \"ey\"],\n", + "estimator = None,\n", + "emtf_band_file = BANDS_DEFAULT_FILE," + ] + }, + { + "cell_type": "markdown", + "id": "b0cf2e44-4f42-4988-8eb4-10db0e059de8", + "metadata": { + "tags": [] + }, + "source": [ + "# What can user change with the Config?" + ] + }, + { + "cell_type": "markdown", + "id": "9a7d6eb5-afce-4a04-91a2-4b26e077b6bd", + "metadata": { + "tags": [] + }, + "source": [ + "- Channel Nomenclature\n", + " - for example ex,ey maybe called e1, e2 in the mth5\n", + " - This is handled by passing a channel_nomenclature keyword argument.\n", + " - Examples of systems that might need this are LEMI and Phoenix\n", + "- Windowing Parameters\n", + " - Window shape (family)\n", + " - Window length\n", + " - Sliding window overlap\n", + " - Clock-Zero (optional)\n", + "- Choice of Stations\n", + " - This is currently done via KernelDataset\n", + "- Scale Factors for Individual Channels\n", + " - allows for correcting, or trying to add simple, frequency independent gain corrections\n", + "- Frequency Bands \n", + " - Group the Fourier coefficients into bands to be processed together and averaged for a TF estimate\n", + " - currently via an emtf-style band_setup file\n", + "- Number of Decimation Levels\n", + " - currently via an emtf-style band_setup file\n", + "- Regression Estimator Engine\n", + " - Currently only choices are RME, RME_RR (Regression M-estimate) and Remote reference regresson M-estimate\n", + "- Regression Parameters\n", + " - Maximum number of iterations\n", + " - Maximum number of redecending iterations\n", + " - Minimum number of frequecny cycles\n" + ] + }, + { + "cell_type": "markdown", + "id": "a36eb382-e23c-40d4-aff3-8fbb214e617b", + "metadata": { + "tags": [] + }, + "source": [ + "## EMTF Band Setup File" + ] + }, + { + "cell_type": "markdown", + "id": "9fb3ae51-2d71-41aa-95de-6dc618584d00", + "metadata": { + "tags": [] + }, + "source": [ + "The frequency bands will eventually be setup in a variety of ways, but currently aurora supports only specification of bands either by explicit construction or via EMTF \"band setup\" files. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5f666cfb-4128-494b-bc21-fba2845afd93", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PosixPath('/home/kkappler/software/irismt/aurora/aurora/config/emtf_band_setup/bs_test.cfg')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "BANDS_DEFAULT_FILE" + ] + }, + { + "cell_type": "markdown", + "id": "f45d1579-d3b3-41c7-a4c1-a6fee19ce617", + "metadata": {}, + "source": [ + "Here is the content of a typical EMTF band setup file:" + ] + }, + { + "cell_type": "raw", + "id": "aa41ccd5-c154-45f3-b41f-3174cf5e7093", + "metadata": {}, + "source": [ + "25\n", + "1 25 30\n", + "1 20 24\n", + "1 16 19\n", + "1 13 15\n", + "1 10 12\n", + "1 8 9\n", + "1 6 7\n", + "1 5 5\n", + "2 14 17\n", + "2 11 13\n", + "2 9 10\n", + "2 7 8\n", + "2 6 6\n", + "2 5 5\n", + "3 14 17\n", + "3 11 13\n", + "3 9 10\n", + "3 7 8\n", + "3 6 6\n", + "3 5 5\n", + "4 18 22\n", + "4 14 17\n", + "4 10 13\n", + "4 7 9\n", + "4 5 6" + ] + }, + { + "cell_type": "markdown", + "id": "99ca1338-cbf5-49c8-b5ca-5a1a92d4d22e", + "metadata": {}, + "source": [ + "These legacy files have the following significance;\n", + "The first line, 25 indicates the number of bands, and there are 25 lines following, one line per frequency band.\n", + "\n", + "Each line comprises three numbers:\n", + "\n", + "`decimation_level, first_FC_index, last_FC_index`\n", + "\n", + "where \"FC\" stands for Fourier coefficient" + ] + }, + { + "cell_type": "markdown", + "id": "03f08493-956f-4b3a-81d5-b8739edfbd46", + "metadata": {}, + "source": [ + "The decimation factor applied at each level was controlled in EMTF by a sepearate file, called `decset.cfg`. In the old EMTF codes, this controlled the window length, overlap, the decimation factor, and the corners of the anti-alias filter applied before downsampling.\n", + "\n", + "The decimation factor in EMTF was almost always 4, and the default behaviour of the ConfigCreator is to assume a decimation factor of 4 at each level, but this can be changed manually. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aurora-test", + "language": "python", + "name": "aurora-test" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/aurora/2024/readme b/notebooks/aurora/2024/readme new file mode 100644 index 0000000..1eb2490 --- /dev/null +++ b/notebooks/aurora/2024/readme @@ -0,0 +1,2 @@ +These notebooks are from aurora's recent (>4.0) release +and will be replacing the notebooks in the above folder pending tests diff --git a/notebooks/aurora/2024/synthetic_data_processing.ipynb b/notebooks/aurora/2024/synthetic_data_processing.ipynb new file mode 100644 index 0000000..4c6eb6e --- /dev/null +++ b/notebooks/aurora/2024/synthetic_data_processing.ipynb @@ -0,0 +1,2663 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Synthetic Data Tutorial\n", + "\n", + "This notebook shows how to process MTH5 data from a synthetic dataset.\n", + "\n", + "It also shows how to modify processing so that Fourier coefficients are saved in the mth5. These FCs can be used to perform TF estimation using different regression settings. The same FCs will be used for feature extraction in future (This section is a work in Progress). \n", + "\n", + "## Contents:\n", + "\n", + "1. [Process Synthetic Data with Aurora](#Process-Synthetic-Data-with-Aurora)\n", + "2. [Fourier coefficient storage in MTH5](#Fourier-coefficient-storage-in-MTH5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Process Synthetic Data with Aurora" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is a minimal example of running aurora processing on an mth5 populated with synthetic time series.\n", + "\n", + "\n", + "Steps:\n", + "1. Create the synthetic mth5\n", + "2. Get a Run Summary from the mth5\n", + "3. Select the station to process and optionally the remote reference station\n", + "4. Create a processing config\n", + "5. Generate TFs\n", + "6. Archive the TFs (in emtf_xml or z-file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Here are the modules we will need to import " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pathlib\n", + "import warnings\n", + "\n", + "from aurora.config.config_creator import ConfigCreator\n", + "from aurora.pipelines.process_mth5 import process_mth5\n", + "from mth5.data.make_mth5_from_asc import create_test12rr_h5\n", + "from mth5.data.paths import SyntheticTestPaths\n", + "from mtpy.processing import RunSummary, KernelDataset\n", + "\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define target folder and mth5 path\n", + "\n", + "By default, the synthetic mth5 file is used for testing in `aurora/tests/synthetic/` and probably already exists on your system if you have run the tests. In the code below, we check if the file exists already, and if not we make it.\n", + "\n", + "**NOTE:** If using a read-only HPC installation, you may not be able to write to the directory where aurora is installed. In that case, defining your target path as somewhere you have write permission. In that case, uncommment the READ ONLY INSTALLATION block below." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "synthetic_test_paths = SyntheticTestPaths()\n", + "target_folder = synthetic_test_paths.mth5_path\n", + "\n", + "## READ ONLY INSTALLATION\n", + "# home = pathlib.Path.home()\n", + "# target_folder = home.joinpath(\"aurora_test_folder\")\n", + "# target_folder.mkdir(parents=True, exist_ok=True)\n", + "\n", + "mth5_path = target_folder.joinpath(\"test12rr.h5\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If the mth5 doesn't already exist, or you want to re-make it, call `create_test12rr_h5()`" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Uncomment this to start with a fresh mth5 file\n", + "\n", + "#mth5_path.unlink()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "if not mth5_path.exists():\n", + " create_test12rr_h5(target_folder=target_folder) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "### Get a Run Summary\n", + "\n", + "Note that we didn't need to explicitly open the mth5 to do that, we can pass the path if we want.\n", + "Run summary takes a list of mth5 paths as input argument." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:01:57 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartendduration
0EMTF Synthetictest10011980-01-01 00:00:00+00:001980-01-01 11:06:39+00:0039999.0
1EMTF Synthetictest20011980-01-01 00:00:00+00:001980-01-01 11:06:39+00:0039999.0
\n", + "
" + ], + "text/plain": [ + " survey station run start \\\n", + "0 EMTF Synthetic test1 001 1980-01-01 00:00:00+00:00 \n", + "1 EMTF Synthetic test2 001 1980-01-01 00:00:00+00:00 \n", + "\n", + " end duration \n", + "0 1980-01-01 11:06:39+00:00 39999.0 \n", + "1 1980-01-01 11:06:39+00:00 39999.0 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mth5_run_summary = RunSummary()\n", + "mth5_run_summary.from_mth5s([mth5_path,])\n", + "run_summary = mth5_run_summary.clone()\n", + "run_summary.mini_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define a Kernel Dataset\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:01:57 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartendduration
0EMTF Synthetictest10011980-01-01 00:00:00+00:001980-01-01 11:06:39+00:0039999.0
1EMTF Synthetictest20011980-01-01 00:00:00+00:001980-01-01 11:06:39+00:0039999.0
\n", + "
" + ], + "text/plain": [ + " survey station run start \\\n", + "0 EMTF Synthetic test1 001 1980-01-01 00:00:00+00:00 \n", + "1 EMTF Synthetic test2 001 1980-01-01 00:00:00+00:00 \n", + "\n", + " end duration \n", + "0 1980-01-01 11:06:39+00:00 39999.0 \n", + "1 1980-01-01 11:06:39+00:00 39999.0 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"test1\", \"test2\")\n", + "kernel_dataset.mini_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now define the processing Configuration\n", + "\n", + "The only things we need to provide are our band processing scheme, and the data sample rate to generate a default processing configuration.\n", + "\n", + "The config will get its information about the specific stations to process via the kernel dataset.\n", + "\n", + "**NOTE:** When doing only single station processing you need to specify RME processing (rather than remote reference processing which expects extra time series from another station)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:01:57 | INFO | line:108 |aurora.config.config_creator | determine_band_specification_style | Bands not defined; setting to EMTF BANDS_DEFAULT_FILE\u001b[0m\n" + ] + } + ], + "source": [ + "cc = ConfigCreator()\n", + "config = cc.create_from_kernel_dataset(kernel_dataset)\n", + "\n", + "# you can export the config to a json by uncommenting the following line\n", + "# cfg_json = config.to_json()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Take a look at the processing configuration" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{\n", + " \"processing\": {\n", + " \"band_setup_file\": \"/home/kkappler/software/irismt/aurora/aurora/config/emtf_band_setup/bs_test.cfg\",\n", + " \"band_specification_style\": \"EMTF\",\n", + " \"channel_nomenclature.ex\": \"ex\",\n", + " \"channel_nomenclature.ey\": \"ey\",\n", + " \"channel_nomenclature.hx\": \"hx\",\n", + " \"channel_nomenclature.hy\": \"hy\",\n", + " \"channel_nomenclature.hz\": \"hz\",\n", + " \"decimations\": [\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.23828125,\n", + " \"frequency_min\": 0.19140625,\n", + " \"index_max\": 30,\n", + " \"index_min\": 25\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.19140625,\n", + " \"frequency_min\": 0.15234375,\n", + " \"index_max\": 24,\n", + " \"index_min\": 20\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.15234375,\n", + " \"frequency_min\": 0.12109375,\n", + " \"index_max\": 19,\n", + " \"index_min\": 16\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.12109375,\n", + " \"frequency_min\": 0.09765625,\n", + " \"index_max\": 15,\n", + " \"index_min\": 13\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.09765625,\n", + " \"frequency_min\": 0.07421875,\n", + " \"index_max\": 12,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.07421875,\n", + " \"frequency_min\": 0.05859375,\n", + " \"index_max\": 9,\n", + " \"index_min\": 8\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.05859375,\n", + " \"frequency_min\": 0.04296875,\n", + " \"index_max\": 7,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 0,\n", + " \"frequency_max\": 0.04296875,\n", + " \"frequency_min\": 0.03515625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 1.0,\n", + " \"decimation.level\": 0,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 1.0,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0341796875,\n", + " \"frequency_min\": 0.0263671875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0263671875,\n", + " \"frequency_min\": 0.0205078125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0205078125,\n", + " \"frequency_min\": 0.0166015625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0166015625,\n", + " \"frequency_min\": 0.0126953125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0126953125,\n", + " \"frequency_min\": 0.0107421875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 1,\n", + " \"frequency_max\": 0.0107421875,\n", + " \"frequency_min\": 0.0087890625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 1,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.25,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.008544921875,\n", + " \"frequency_min\": 0.006591796875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.006591796875,\n", + " \"frequency_min\": 0.005126953125,\n", + " \"index_max\": 13,\n", + " \"index_min\": 11\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.005126953125,\n", + " \"frequency_min\": 0.004150390625,\n", + " \"index_max\": 10,\n", + " \"index_min\": 9\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.004150390625,\n", + " \"frequency_min\": 0.003173828125,\n", + " \"index_max\": 8,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.003173828125,\n", + " \"frequency_min\": 0.002685546875,\n", + " \"index_max\": 6,\n", + " \"index_min\": 6\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 2,\n", + " \"frequency_max\": 0.002685546875,\n", + " \"frequency_min\": 0.002197265625,\n", + " \"index_max\": 5,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 2,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.0625,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation_level\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"bands\": [\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00274658203125,\n", + " \"frequency_min\": 0.00213623046875,\n", + " \"index_max\": 22,\n", + " \"index_min\": 18\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00213623046875,\n", + " \"frequency_min\": 0.00164794921875,\n", + " \"index_max\": 17,\n", + " \"index_min\": 14\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00164794921875,\n", + " \"frequency_min\": 0.00115966796875,\n", + " \"index_max\": 13,\n", + " \"index_min\": 10\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00115966796875,\n", + " \"frequency_min\": 0.00079345703125,\n", + " \"index_max\": 9,\n", + " \"index_min\": 7\n", + " }\n", + " },\n", + " {\n", + " \"band\": {\n", + " \"center_averaging_type\": \"geometric\",\n", + " \"closed\": \"left\",\n", + " \"decimation_level\": 3,\n", + " \"frequency_max\": 0.00079345703125,\n", + " \"frequency_min\": 0.00054931640625,\n", + " \"index_max\": 6,\n", + " \"index_min\": 5\n", + " }\n", + " }\n", + " ],\n", + " \"decimation.factor\": 4.0,\n", + " \"decimation.level\": 3,\n", + " \"decimation.method\": \"default\",\n", + " \"decimation.sample_rate\": 0.015625,\n", + " \"estimator.engine\": \"RME_RR\",\n", + " \"estimator.estimate_per_channel\": true,\n", + " \"extra_pre_fft_detrend_type\": \"linear\",\n", + " \"input_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"output_channels\": [\n", + " \"ex\",\n", + " \"ey\",\n", + " \"hz\"\n", + " ],\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"reference_channels\": [\n", + " \"hx\",\n", + " \"hy\"\n", + " ],\n", + " \"regression.max_iterations\": 10,\n", + " \"regression.max_redescending_iterations\": 2,\n", + " \"regression.minimum_cycles\": 10,\n", + " \"regression.r0\": 1.5,\n", + " \"regression.tolerance\": 0.005,\n", + " \"regression.u0\": 2.8,\n", + " \"regression.verbosity\": 0,\n", + " \"save_fcs\": false,\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " }\n", + " ],\n", + " \"id\": \"test1-rr_test2_sr1\",\n", + " \"stations.local.id\": \"test1\",\n", + " \"stations.local.mth5_path\": \"/home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\",\n", + " \"stations.local.remote\": false,\n", + " \"stations.local.runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"001\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"1980-01-01T11:06:39+00:00\",\n", + " \"start\": \"1980-01-01T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ],\n", + " \"stations.remote\": [\n", + " {\n", + " \"station\": {\n", + " \"id\": \"test2\",\n", + " \"mth5_path\": \"/home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\",\n", + " \"remote\": true,\n", + " \"runs\": [\n", + " {\n", + " \"run\": {\n", + " \"id\": \"001\",\n", + " \"input_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hx\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hy\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"output_channels\": [\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ex\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"ey\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " },\n", + " {\n", + " \"channel\": {\n", + " \"id\": \"hz\",\n", + " \"scale_factor\": 1.0\n", + " }\n", + " }\n", + " ],\n", + " \"sample_rate\": 1.0,\n", + " \"time_periods\": [\n", + " {\n", + " \"time_period\": {\n", + " \"end\": \"1980-01-01T11:06:39+00:00\",\n", + " \"start\": \"1980-01-01T00:00:00+00:00\"\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ]\n", + " }\n", + "}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "config" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Call process_mth5" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:01:57 | INFO | line:276 |aurora.pipelines.transfer_function_kernel | show_processing_summary | Processing Summary Dataframe:\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:277 |aurora.pipelines.transfer_function_kernel | show_processing_summary | \n", + " duration has_data n_samples run station survey run_hdf5_reference station_hdf5_reference fc remote stft mth5_obj dec_level dec_factor sample_rate window_duration num_samples_window num_samples num_stft_windows\n", + "0 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 0 1.0 1.000000 128.0 128 39999.0 416.0\n", + "1 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 1 4.0 0.250000 512.0 128 9999.0 103.0\n", + "2 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 2 4.0 0.062500 2048.0 128 2499.0 25.0\n", + "3 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 3 4.0 0.015625 8192.0 128 624.0 6.0\n", + "4 39999.0 True 40000 001 test2 EMTF Synthetic False True None None 0 1.0 1.000000 128.0 128 39999.0 416.0\n", + "5 39999.0 True 40000 001 test2 EMTF Synthetic False True None None 1 4.0 0.250000 512.0 128 9999.0 103.0\n", + "6 39999.0 True 40000 001 test2 EMTF Synthetic False True None None 2 4.0 0.062500 2048.0 128 2499.0 25.0\n", + "7 39999.0 True 40000 001 test2 EMTF Synthetic False True None None 3 4.0 0.015625 8192.0 128 624.0 6.0\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:674 |aurora.pipelines.transfer_function_kernel | memory_warning | Total memory: 62.74 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:678 |aurora.pipelines.transfer_function_kernel | memory_warning | Total Bytes of Raw Data: 0.001 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:683 |aurora.pipelines.transfer_function_kernel | memory_warning | Raw Data will use: 0.001 % of memory\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:517 |aurora.pipelines.process_mth5 | process_mth5_legacy | Processing config indicates 4 decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:01:57 | INFO | line:456 |aurora.pipelines.transfer_function_kernel | valid_decimations | After validation there are 4 valid decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:01:58 | INFO | line:889 |mtpy.processing.kernel_dataset | initialize_dataframe_for_processing | Dataset dataframe initialized successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:01:58 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 0 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:01:59 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:01:59 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:01:59 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 25.728968s (0.038867Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:01:59 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 19.929573s (0.050177Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:01:59 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 15.164131s (0.065945Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:00 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 11.746086s (0.085135Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:00 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 9.195791s (0.108745Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:00 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 7.362526s (0.135823Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:00 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 5.856115s (0.170762Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:00 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 4.682492s (0.213562Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:01 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 1\u001b[0m\n", + "\u001b[1m24:08:28T16:02:01 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 1 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:01 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:02 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:02 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 102.915872s (0.009717Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:02 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 85.631182s (0.011678Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:02 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 68.881694s (0.014518Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:02 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 54.195827s (0.018452Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:02 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 43.003958s (0.023254Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:02 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 33.310722s (0.030020Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:03 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 2\u001b[0m\n", + "\u001b[1m24:08:28T16:02:03 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 2 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:03 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:03 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:03 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 411.663489s (0.002429Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:03 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 342.524727s (0.002919Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:04 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 275.526776s (0.003629Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:04 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 216.783308s (0.004613Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:04 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 172.015831s (0.005813Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:04 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 133.242890s (0.007505Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:05 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 3\u001b[0m\n", + "\u001b[1m24:08:28T16:02:05 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 3 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:05 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:05 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:05 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1514.701336s (0.000660Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:05 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1042.488956s (0.000959Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:05 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 723.371271s (0.001382Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:05 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 532.971560s (0.001876Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:05 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 412.837995s (0.002422Hz)\u001b[0m\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:06 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n", + "\u001b[1m24:08:28T16:02:06 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + } + ], + "source": [ + "show_plot = True\n", + "tf_cls = process_mth5(config,\n", + " kernel_dataset,\n", + " units=\"MT\",\n", + " show_plot=show_plot,\n", + " z_file_path=None,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Export TF to a file " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "EMTFXML(station='test1', latitude=0.00, longitude=0.00, elevation=0.00)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xml_file_base = f\"synthetic_test1.xml\"\n", + "tf_cls.write(fn=xml_file_base, file_type=\"emtfxml\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Station: test1\n", + "--------------------------------------------------\n", + "\tSurvey: EMTF Synthetic\n", + "\tProject: None\n", + "\tAcquired by: None\n", + "\tAcquired date: 1980-01-01\n", + "\tLatitude: 0.000\n", + "\tLongitude: 0.000\n", + "\tElevation: 0.000\n", + "\tImpedance: True\n", + "\tTipper: True\n", + "\tNumber of periods: 25\n", + "\t\tPeriod Range: 4.68249E+00 -- 1.51470E+03 s\n", + "\t\tFrequency Range 6.60196E-04 -- 2.13561E-01 s" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "edi_file_base = f\"synthetic_test1.edi\"\n", + "tf_cls.write(fn=edi_file_base, file_type=\"edi\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
NOTE Fourier coefficient section below here is a work in progress.
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fourier coefficient storage in MTH5\n", + "\n", + "The capability to store Fourier coeffficients (FCs) in MTH5 is now available. This will enable some different approaches to processing and data quality control (QC). The data QC tools are a work in progress. The following examples show how to add some FC levels to an MTH5, providing a starting point for processing or feature extraction from these data.\n", + "\n", + "There are two main ways to add FCs to the MTH5.\n", + "\n", + "1. Store on the fly while processing with Aurora\n", + "2. Use a dedicated method to make FCs only." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Storing while processing with Aurora\n", + "\n", + "We can store FCs while processing by changing the processing config's `save_fcs` attribute to True \n", + "\n", + "If we do that with the current processing config however we encouter a warning:\n", + "\n", + "```\n", + "Saving FCs for remote reference processing is not supported \n", + " - To save FCs, process as single station, then you can use the FCs for RR processing \n", + " - See issue #319 for details \n", + " - forcing processing config save_fcs = False \n", + "```\n", + "\n", + "There are two workarounds for this:\n", + "1. Process each station as a single station, and then the FCs (TODO: Add an example of this)\n", + "2. Explicitly call `add_fcs` function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file_size_before_adding_fcs: 1009916\n" + ] + } + ], + "source": [ + "file_size_before_adding_fcs = mth5_path.stat().st_size\n", + "print(f\"file_size_before_adding_fcs: {file_size_before_adding_fcs}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using the \"single-station processing method\" of FC generation" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:07 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:108 |aurora.config.config_creator | determine_band_specification_style | Bands not defined; setting to EMTF BANDS_DEFAULT_FILE\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
surveystationrunstartendduration
0EMTF Synthetictest10011980-01-01 00:00:00+00:001980-01-01 11:06:39+00:0039999.0
\n", + "
" + ], + "text/plain": [ + " survey station run start \\\n", + "0 EMTF Synthetic test1 001 1980-01-01 00:00:00+00:00 \n", + "\n", + " end duration \n", + "0 1980-01-01 11:06:39+00:00 39999.0 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# set kernel_dataset to work on one station only\n", + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"test1\", None) \n", + "\n", + "# Update the processing config\n", + "\n", + "cc = ConfigCreator()\n", + "config = cc.create_from_kernel_dataset(kernel_dataset)\n", + "\n", + "# tell the config to save the FCs\n", + "for dec in config.decimations:\n", + " dec.save_fcs = True\n", + " dec.save_fcs_type = \"h5\"\n", + "\n", + "# you can export the config to a json by uncommenting the following line\n", + "# cfg_json = config.to_json()\n", + "kernel_dataset.mini_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:07 | INFO | line:276 |aurora.pipelines.transfer_function_kernel | show_processing_summary | Processing Summary Dataframe:\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:277 |aurora.pipelines.transfer_function_kernel | show_processing_summary | \n", + " duration has_data n_samples run station survey run_hdf5_reference station_hdf5_reference fc remote stft mth5_obj dec_level dec_factor sample_rate window_duration num_samples_window num_samples num_stft_windows\n", + "0 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 0 1.0 1.000000 128.0 128 39999.0 416.0\n", + "1 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 1 4.0 0.250000 512.0 128 9999.0 103.0\n", + "2 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 2 4.0 0.062500 2048.0 128 2499.0 25.0\n", + "3 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 3 4.0 0.015625 8192.0 128 624.0 6.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:417 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:417 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:417 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:417 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:674 |aurora.pipelines.transfer_function_kernel | memory_warning | Total memory: 62.74 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:678 |aurora.pipelines.transfer_function_kernel | memory_warning | Total Bytes of Raw Data: 0.000 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:683 |aurora.pipelines.transfer_function_kernel | memory_warning | Raw Data will use: 0.000 % of memory\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:517 |aurora.pipelines.process_mth5 | process_mth5_legacy | Processing config indicates 4 decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:456 |aurora.pipelines.transfer_function_kernel | valid_decimations | After validation there are 4 valid decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:889 |mtpy.processing.kernel_dataset | initialize_dataframe_for_processing | Dataset dataframe initialized successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:07 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 0 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:08 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:08:28T16:02:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 25.728968s (0.038867Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 19.929573s (0.050177Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 15.164131s (0.065945Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 11.746086s (0.085135Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 9.195791s (0.108745Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 7.362526s (0.135823Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 5.856115s (0.170762Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:08 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 4.682492s (0.213562Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 1\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 1 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 102.915872s (0.009717Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 85.631182s (0.011678Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 68.881694s (0.014518Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 54.195827s (0.018452Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 43.003958s (0.023254Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 33.310722s (0.030020Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:09 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 2\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 2 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 411.663489s (0.002429Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 342.524727s (0.002919Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 275.526776s (0.003629Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 216.783308s (0.004613Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 172.015831s (0.005813Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 133.242890s (0.007505Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 3\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 3 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:10 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1514.701336s (0.000660Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1042.488956s (0.000959Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 723.371271s (0.001382Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 532.971560s (0.001876Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 412.837995s (0.002422Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + } + ], + "source": [ + "show_plot = False\n", + "tf_cls = process_mth5(config,\n", + " kernel_dataset,\n", + " units=\"MT\",\n", + " show_plot=show_plot,\n", + " z_file_path=None,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file_size_after_adding_fcs: 3722944\n" + ] + } + ], + "source": [ + "file_size_after_adding_fcs = mth5_path.stat().st_size\n", + "print(f\"file_size_after_adding_fcs: {file_size_after_adding_fcs}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:11 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:108 |aurora.config.config_creator | determine_band_specification_style | Bands not defined; setting to EMTF BANDS_DEFAULT_FILE\u001b[0m\n" + ] + } + ], + "source": [ + "# Now the other station\n", + "\n", + "# set kernel_dataset to work on one station only\n", + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"test2\", None) \n", + "\n", + "# Update the processing config\n", + "\n", + "cc = ConfigCreator()\n", + "config = cc.create_from_kernel_dataset(kernel_dataset)\n", + "\n", + "# tell the config to save the FCs\n", + "for dec in config.decimations:\n", + " dec.save_fcs = True\n", + " dec.save_fcs_type = \"h5\"\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:11 | INFO | line:276 |aurora.pipelines.transfer_function_kernel | show_processing_summary | Processing Summary Dataframe:\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:277 |aurora.pipelines.transfer_function_kernel | show_processing_summary | \n", + " duration has_data n_samples run station survey run_hdf5_reference station_hdf5_reference fc remote stft mth5_obj dec_level dec_factor sample_rate window_duration num_samples_window num_samples num_stft_windows\n", + "0 39999.0 True 40000 001 test2 EMTF Synthetic False False None None 0 1.0 1.000000 128.0 128 39999.0 416.0\n", + "1 39999.0 True 40000 001 test2 EMTF Synthetic False False None None 1 4.0 0.250000 512.0 128 9999.0 103.0\n", + "2 39999.0 True 40000 001 test2 EMTF Synthetic False False None None 2 4.0 0.062500 2048.0 128 2499.0 25.0\n", + "3 39999.0 True 40000 001 test2 EMTF Synthetic False False None None 3 4.0 0.015625 8192.0 128 624.0 6.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:417 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:417 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:417 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:417 |aurora.pipelines.transfer_function_kernel | validate_processing | No RR station specified, switching RME_RR to RME\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:674 |aurora.pipelines.transfer_function_kernel | memory_warning | Total memory: 62.74 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:678 |aurora.pipelines.transfer_function_kernel | memory_warning | Total Bytes of Raw Data: 0.000 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:683 |aurora.pipelines.transfer_function_kernel | memory_warning | Raw Data will use: 0.000 % of memory\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:517 |aurora.pipelines.process_mth5 | process_mth5_legacy | Processing config indicates 4 decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:02:11 | INFO | line:456 |aurora.pipelines.transfer_function_kernel | valid_decimations | After validation there are 4 valid decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:02:12 | INFO | line:889 |mtpy.processing.kernel_dataset | initialize_dataframe_for_processing | Dataset dataframe initialized successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:12 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 0 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:12 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:08:28T16:02:12 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 25.728968s (0.038867Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:12 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 19.929573s (0.050177Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:13 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 15.164131s (0.065945Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:13 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 11.746086s (0.085135Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:13 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 9.195791s (0.108745Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:13 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 7.362526s (0.135823Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:13 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 5.856115s (0.170762Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:13 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 4.682492s (0.213562Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:13 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 1\u001b[0m\n", + "\u001b[1m24:08:28T16:02:13 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 1 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 102.915872s (0.009717Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 85.631182s (0.011678Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 68.881694s (0.014518Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 54.195827s (0.018452Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 43.003958s (0.023254Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 33.310722s (0.030020Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 2\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 2 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:14 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 411.663489s (0.002429Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 342.524727s (0.002919Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 275.526776s (0.003629Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 216.783308s (0.004613Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 172.015831s (0.005813Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 133.242890s (0.007505Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 3\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 3 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:364 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Saving FC level\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1514.701336s (0.000660Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:15 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1042.488956s (0.000959Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 723.371271s (0.001382Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 532.971560s (0.001876Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 412.837995s (0.002422Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + } + ], + "source": [ + "show_plot = False\n", + "tf_cls = process_mth5(config,\n", + " kernel_dataset,\n", + " units=\"MT\",\n", + " show_plot=show_plot,\n", + " z_file_path=None,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "Now, the FCs are there (for the specific processing configuration).\n", + "\n", + "If you were to re-process the data, the FCs are already there, " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:16 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column fc, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column remote, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column run_dataarray, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column stft, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:250 |mtpy.processing.kernel_dataset | _add_columns | KernelDataset DataFrame needs column mth5_obj, adding and setting dtype to .\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:108 |aurora.config.config_creator | determine_band_specification_style | Bands not defined; setting to EMTF BANDS_DEFAULT_FILE\u001b[0m\n" + ] + } + ], + "source": [ + "# set kernel_dataset to work on both stations again\n", + "kernel_dataset = KernelDataset()\n", + "kernel_dataset.from_run_summary(run_summary, \"test1\", \"test2\") \n", + "\n", + "# Update the processing config\n", + "\n", + "cc = ConfigCreator()\n", + "config = cc.create_from_kernel_dataset(kernel_dataset)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:16 | INFO | line:276 |aurora.pipelines.transfer_function_kernel | show_processing_summary | Processing Summary Dataframe:\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:277 |aurora.pipelines.transfer_function_kernel | show_processing_summary | \n", + " duration has_data n_samples run station survey run_hdf5_reference station_hdf5_reference fc remote stft mth5_obj dec_level dec_factor sample_rate window_duration num_samples_window num_samples num_stft_windows\n", + "0 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 0 1.0 1.000000 128.0 128 39999.0 416.0\n", + "1 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 1 4.0 0.250000 512.0 128 9999.0 103.0\n", + "2 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 2 4.0 0.062500 2048.0 128 2499.0 25.0\n", + "3 39999.0 True 40000 001 test1 EMTF Synthetic False False None None 3 4.0 0.015625 8192.0 128 624.0 6.0\n", + "4 39999.0 True 40000 001 test2 EMTF Synthetic False True None None 0 1.0 1.000000 128.0 128 39999.0 416.0\n", + "5 39999.0 True 40000 001 test2 EMTF Synthetic False True None None 1 4.0 0.250000 512.0 128 9999.0 103.0\n", + "6 39999.0 True 40000 001 test2 EMTF Synthetic False True None None 2 4.0 0.062500 2048.0 128 2499.0 25.0\n", + "7 39999.0 True 40000 001 test2 EMTF Synthetic False True None None 3 4.0 0.015625 8192.0 128 624.0 6.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:674 |aurora.pipelines.transfer_function_kernel | memory_warning | Total memory: 62.74 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:678 |aurora.pipelines.transfer_function_kernel | memory_warning | Total Bytes of Raw Data: 0.001 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:683 |aurora.pipelines.transfer_function_kernel | memory_warning | Raw Data will use: 0.001 % of memory\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:517 |aurora.pipelines.process_mth5 | process_mth5_legacy | Processing config indicates 4 decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:02:16 | INFO | line:456 |aurora.pipelines.transfer_function_kernel | valid_decimations | After validation there are 4 valid decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:02:17 | INFO | line:889 |mtpy.processing.kernel_dataset | initialize_dataframe_for_processing | Dataset dataframe initialized successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:17 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 0 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:17 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:18 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:18 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 25.728968s (0.038867Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:18 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 19.929573s (0.050177Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:18 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 15.164131s (0.065945Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:18 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 11.746086s (0.085135Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:18 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 9.195791s (0.108745Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:18 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 7.362526s (0.135823Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:18 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 5.856115s (0.170762Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:18 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 4.682492s (0.213562Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:19 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 1\u001b[0m\n", + "\u001b[1m24:08:28T16:02:19 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 1 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:19 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 102.915872s (0.009717Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 85.631182s (0.011678Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 68.881694s (0.014518Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 54.195827s (0.018452Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 43.003958s (0.023254Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 33.310722s (0.030020Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 2\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 2 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:20 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 411.663489s (0.002429Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 342.524727s (0.002919Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 275.526776s (0.003629Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 216.783308s (0.004613Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 172.015831s (0.005813Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 133.242890s (0.007505Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 3\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 3 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:21 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:22 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1514.701336s (0.000660Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1042.488956s (0.000959Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 723.371271s (0.001382Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 532.971560s (0.001876Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:22 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 412.837995s (0.002422Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:22 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n", + "\u001b[1m24:08:28T16:02:22 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + } + ], + "source": [ + "show_plot = False\n", + "tf_cls = process_mth5(config,\n", + " kernel_dataset,\n", + " units=\"MT\",\n", + " show_plot=show_plot,\n", + " z_file_path=None,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using Dedicated FC Generation (`add_fcs` function)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from aurora.pipelines.fourier_coefficients import add_fcs_to_mth5\n", + "from aurora.pipelines.fourier_coefficients import fc_decimations_creator\n", + "from aurora.pipelines.fourier_coefficients import read_back_fcs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Build a fresh copy of the synthetic data file" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:23 | INFO | line:679 |mth5.mth5 | _initialize_file | Initialized MTH5 0.1.0 file /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5 in mode w\u001b[0m\n", + "\u001b[1m24:08:28T16:02:25 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "PosixPath('/home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mth5_path.unlink()\n", + "create_test12rr_h5(target_folder=target_folder)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this case we need to prescribe the decimation configuration.\n", + "\n", + "If we dont want to decimate, we can just pass \n", + "`fc_decimations == \"degenerate\"` to add_fcs\n", + "\n", + "Here is how the decimations can be created" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "sample_rate = 1.0\n", + "fc_decimations = fc_decimations_creator(initial_sample_rate=sample_rate, time_period=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And here is what they look like, ... a list, with each element specifying the\n", + "needed info for decimation and FFT." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{\n", + " \"decimation\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"channels_estimated\": [],\n", + " \"decimation_factor\": 1,\n", + " \"decimation_level\": 0,\n", + " \"harmonic_indices\": [\n", + " -1\n", + " ],\n", + " \"hdf5_reference\": null,\n", + " \"id\": \"0\",\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"mth5_type\": null,\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"sample_rate_decimation\": 1.0,\n", + " \"time_period.end\": \"1980-01-01T00:00:00+00:00\",\n", + " \"time_period.start\": \"1980-01-01T00:00:00+00:00\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"channels_estimated\": [],\n", + " \"decimation_factor\": 4,\n", + " \"decimation_level\": 1,\n", + " \"harmonic_indices\": [\n", + " -1\n", + " ],\n", + " \"hdf5_reference\": null,\n", + " \"id\": \"1\",\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"mth5_type\": null,\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"sample_rate_decimation\": 0.25,\n", + " \"time_period.end\": \"1980-01-01T00:00:00+00:00\",\n", + " \"time_period.start\": \"1980-01-01T00:00:00+00:00\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"channels_estimated\": [],\n", + " \"decimation_factor\": 4,\n", + " \"decimation_level\": 2,\n", + " \"harmonic_indices\": [\n", + " -1\n", + " ],\n", + " \"hdf5_reference\": null,\n", + " \"id\": \"2\",\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"mth5_type\": null,\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"sample_rate_decimation\": 0.0625,\n", + " \"time_period.end\": \"1980-01-01T00:00:00+00:00\",\n", + " \"time_period.start\": \"1980-01-01T00:00:00+00:00\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"channels_estimated\": [],\n", + " \"decimation_factor\": 4,\n", + " \"decimation_level\": 3,\n", + " \"harmonic_indices\": [\n", + " -1\n", + " ],\n", + " \"hdf5_reference\": null,\n", + " \"id\": \"3\",\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"mth5_type\": null,\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"sample_rate_decimation\": 0.015625,\n", + " \"time_period.end\": \"1980-01-01T00:00:00+00:00\",\n", + " \"time_period.start\": \"1980-01-01T00:00:00+00:00\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"channels_estimated\": [],\n", + " \"decimation_factor\": 4,\n", + " \"decimation_level\": 4,\n", + " \"harmonic_indices\": [\n", + " -1\n", + " ],\n", + " \"hdf5_reference\": null,\n", + " \"id\": \"4\",\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"mth5_type\": null,\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"sample_rate_decimation\": 0.00390625,\n", + " \"time_period.end\": \"1980-01-01T00:00:00+00:00\",\n", + " \"time_period.start\": \"1980-01-01T00:00:00+00:00\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " },\n", + " {\n", + " \"decimation\": {\n", + " \"anti_alias_filter\": \"default\",\n", + " \"channels_estimated\": [],\n", + " \"decimation_factor\": 4,\n", + " \"decimation_level\": 5,\n", + " \"harmonic_indices\": [\n", + " -1\n", + " ],\n", + " \"hdf5_reference\": null,\n", + " \"id\": \"5\",\n", + " \"method\": \"fft\",\n", + " \"min_num_stft_windows\": 2,\n", + " \"mth5_type\": null,\n", + " \"pre_fft_detrend_type\": \"linear\",\n", + " \"prewhitening_type\": \"first difference\",\n", + " \"recoloring\": true,\n", + " \"sample_rate_decimation\": 0.0009765625,\n", + " \"time_period.end\": \"1980-01-01T00:00:00+00:00\",\n", + " \"time_period.start\": \"1980-01-01T00:00:00+00:00\",\n", + " \"window.clock_zero_type\": \"ignore\",\n", + " \"window.num_samples\": 128,\n", + " \"window.overlap\": 32,\n", + " \"window.type\": \"boxcar\"\n", + " }\n", + " }]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fc_decimations\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now add the decimation levels:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:25 | INFO | line:190 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | \n", + "\n", + "\n", + "survey: EMTF Synthetic, station: test1, sample_rate 1.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:25 | INFO | line:207 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | survey: EMTF Synthetic, station: test1, sample_rate 1.0, i_run_row 0\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T16:02:27 | WARNING | line:292 |mt_metadata.transfer_functions.processing.fourier_coefficients.decimation | is_valid_for_time_series_length | 157 not enough samples for minimum of 2 stft windows of length 128 and overlap 32\u001b[0m\n", + "\u001b[1m24:08:28T16:02:27 | INFO | line:241 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | Decimation Level 4 invalid, TS of 157 samples too short\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T16:02:27 | WARNING | line:292 |mt_metadata.transfer_functions.processing.fourier_coefficients.decimation | is_valid_for_time_series_length | 40 not enough samples for minimum of 2 stft windows of length 128 and overlap 32\u001b[0m\n", + "\u001b[1m24:08:28T16:02:27 | INFO | line:241 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | Decimation Level 5 invalid, TS of 40 samples too short\u001b[0m\n", + "\u001b[1m24:08:28T16:02:27 | INFO | line:190 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | \n", + "\n", + "\n", + "survey: EMTF Synthetic, station: test2, sample_rate 1.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:27 | INFO | line:207 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | survey: EMTF Synthetic, station: test2, sample_rate 1.0, i_run_row 0\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T16:02:29 | WARNING | line:292 |mt_metadata.transfer_functions.processing.fourier_coefficients.decimation | is_valid_for_time_series_length | 157 not enough samples for minimum of 2 stft windows of length 128 and overlap 32\u001b[0m\n", + "\u001b[1m24:08:28T16:02:29 | INFO | line:241 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | Decimation Level 4 invalid, TS of 157 samples too short\u001b[0m\n", + "\u001b[33m\u001b[1m24:08:28T16:02:29 | WARNING | line:292 |mt_metadata.transfer_functions.processing.fourier_coefficients.decimation | is_valid_for_time_series_length | 40 not enough samples for minimum of 2 stft windows of length 128 and overlap 32\u001b[0m\n", + "\u001b[1m24:08:28T16:02:29 | INFO | line:241 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | Decimation Level 5 invalid, TS of 40 samples too short\u001b[0m\n", + "\u001b[1m24:08:28T16:02:29 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + } + ], + "source": [ + "add_fcs_to_mth5(mth5_path, fc_decimations=fc_decimations)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now take a look at the mth5" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "/:\n", + "====================\n", + " |- Group: Survey\n", + " ----------------\n", + " |- Group: Filters\n", + " -----------------\n", + " |- Group: coefficient\n", + " ---------------------\n", + " |- Group: 0.1\n", + " -------------\n", + " |- Group: 1\n", + " -----------\n", + " |- Group: 10\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: test1\n", + " ---------------\n", + " |- Group: 001\n", + " -------------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: Fourier_Coefficients\n", + " ------------------------------\n", + " |- Group: 001\n", + " -------------\n", + " |- Group: 0\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: 1\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: 2\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: 3\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: Transfer_Functions\n", + " ----------------------------\n", + " |- Group: test2\n", + " ---------------\n", + " |- Group: 001\n", + " -------------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: Fourier_Coefficients\n", + " ------------------------------\n", + " |- Group: 001\n", + " -------------\n", + " |- Group: 0\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: 1\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: 2\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: 3\n", + " -----------\n", + " --> Dataset: ex\n", + " .................\n", + " --> Dataset: ey\n", + " .................\n", + " --> Dataset: hx\n", + " .................\n", + " --> Dataset: hy\n", + " .................\n", + " --> Dataset: hz\n", + " .................\n", + " |- Group: Transfer_Functions\n", + " ----------------------------\n", + " --> Dataset: channel_summary\n", + " ..............................\n", + " --> Dataset: tf_summary\n", + " ........................." + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mth5\n", + "m = mth5.mth5.MTH5(mth5_path)\n", + "m.open_mth5()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:29 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + } + ], + "source": [ + "m.close_mth5()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alternatively, we could have translated the Aurora processing config to an \n", + "mt_metadata FC decimation and gnerated FCs with the same function." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:29 | INFO | line:679 |mth5.mth5 | _initialize_file | Initialized MTH5 0.1.0 file /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5 in mode w\u001b[0m\n", + "\u001b[1m24:08:28T16:02:32 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + }, + { + "data": { + "text/plain": [ + "PosixPath('/home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mth5_path.unlink()\n", + "create_test12rr_h5(target_folder=target_folder)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:32 | INFO | line:190 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | \n", + "\n", + "\n", + "survey: EMTF Synthetic, station: test1, sample_rate 1.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:32 | INFO | line:207 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | survey: EMTF Synthetic, station: test1, sample_rate 1.0, i_run_row 0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:34 | INFO | line:190 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | \n", + "\n", + "\n", + "survey: EMTF Synthetic, station: test2, sample_rate 1.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:34 | INFO | line:207 |aurora.pipelines.fourier_coefficients | add_fcs_to_mth5 | survey: EMTF Synthetic, station: test2, sample_rate 1.0, i_run_row 0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:35 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + } + ], + "source": [ + "# Extract FC decimations from processing config and build the layer\n", + "\n", + "fc_decimations = [\n", + " x.to_fc_decimation() for x in config.decimations\n", + "]\n", + "\n", + "add_fcs_to_mth5(mth5_path, fc_decimations=fc_decimations)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:35 | INFO | line:308 |aurora.pipelines.fourier_coefficients | read_back_fcs | survey: EMTF Synthetic, station: test1, sample_rate 1.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:35 | INFO | line:311 |aurora.pipelines.fourier_coefficients | read_back_fcs | FC Groups: ['001']\u001b[0m\n", + "\u001b[1m24:08:28T16:02:35 | INFO | line:308 |aurora.pipelines.fourier_coefficients | read_back_fcs | survey: EMTF Synthetic, station: test2, sample_rate 1.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:35 | INFO | line:311 |aurora.pipelines.fourier_coefficients | read_back_fcs | FC Groups: ['001']\u001b[0m\n", + "\u001b[1m24:08:28T16:02:36 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + } + ], + "source": [ + "\n", + "read_back_fcs(mth5_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And we can see that when processing, aurora detects that the FC layer is already there, and skips creating it." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24:08:28T16:02:36 | INFO | line:276 |aurora.pipelines.transfer_function_kernel | show_processing_summary | Processing Summary Dataframe:\u001b[0m\n", + "\u001b[1m24:08:28T16:02:36 | INFO | line:277 |aurora.pipelines.transfer_function_kernel | show_processing_summary | \n", + " duration has_data n_samples run station survey run_hdf5_reference station_hdf5_reference fc remote stft mth5_obj dec_level dec_factor sample_rate window_duration num_samples_window num_samples num_stft_windows\n", + "0 39999.0 True 40000 001 test1 EMTF Synthetic False False None HDF5 file is closed and cannot be accessed. 0 1.0 1.000000 128.0 128 39999.0 416.0\n", + "1 39999.0 True 40000 001 test1 EMTF Synthetic False False None HDF5 file is closed and cannot be accessed. 1 4.0 0.250000 512.0 128 9999.0 103.0\n", + "2 39999.0 True 40000 001 test1 EMTF Synthetic False False None HDF5 file is closed and cannot be accessed. 2 4.0 0.062500 2048.0 128 2499.0 25.0\n", + "3 39999.0 True 40000 001 test1 EMTF Synthetic False False None HDF5 file is closed and cannot be accessed. 3 4.0 0.015625 8192.0 128 624.0 6.0\n", + "4 39999.0 True 40000 001 test2 EMTF Synthetic False True None HDF5 file is closed and cannot be accessed. 0 1.0 1.000000 128.0 128 39999.0 416.0\n", + "5 39999.0 True 40000 001 test2 EMTF Synthetic False True None HDF5 file is closed and cannot be accessed. 1 4.0 0.250000 512.0 128 9999.0 103.0\n", + "6 39999.0 True 40000 001 test2 EMTF Synthetic False True None HDF5 file is closed and cannot be accessed. 2 4.0 0.062500 2048.0 128 2499.0 25.0\n", + "7 39999.0 True 40000 001 test2 EMTF Synthetic False True None HDF5 file is closed and cannot be accessed. 3 4.0 0.015625 8192.0 128 624.0 6.0\u001b[0m\n", + "\u001b[1m24:08:28T16:02:36 | INFO | line:674 |aurora.pipelines.transfer_function_kernel | memory_warning | Total memory: 62.74 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:02:36 | INFO | line:678 |aurora.pipelines.transfer_function_kernel | memory_warning | Total Bytes of Raw Data: 0.001 GB\u001b[0m\n", + "\u001b[1m24:08:28T16:02:36 | INFO | line:683 |aurora.pipelines.transfer_function_kernel | memory_warning | Raw Data will use: 0.001 % of memory\u001b[0m\n", + "\u001b[1m24:08:28T16:02:36 | INFO | line:517 |aurora.pipelines.process_mth5 | process_mth5_legacy | Processing config indicates 4 decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:02:36 | INFO | line:456 |aurora.pipelines.transfer_function_kernel | valid_decimations | After validation there are 4 valid decimation levels\u001b[0m\n", + "\u001b[1m24:08:28T16:02:37 | INFO | line:889 |mtpy.processing.kernel_dataset | initialize_dataframe_for_processing | Dataset dataframe initialized successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:37 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 0 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:37 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:37 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:37 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 25.728968s (0.038867Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:37 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 19.929573s (0.050177Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 15.164131s (0.065945Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 11.746086s (0.085135Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 9.195791s (0.108745Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 7.362526s (0.135823Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 5.856115s (0.170762Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:38 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 4.682492s (0.213562Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:38 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 1\u001b[0m\n", + "\u001b[1m24:08:28T16:02:38 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 1 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:39 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:39 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 102.915872s (0.009717Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 85.631182s (0.011678Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 68.881694s (0.014518Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 54.195827s (0.018452Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 43.003958s (0.023254Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:39 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 33.310722s (0.030020Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:40 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 2\u001b[0m\n", + "\u001b[1m24:08:28T16:02:40 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 2 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:40 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:40 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:40 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 411.663489s (0.002429Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:40 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 342.524727s (0.002919Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:40 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 275.526776s (0.003629Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:40 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 216.783308s (0.004613Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:40 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 172.015831s (0.005813Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:41 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 133.242890s (0.007505Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:41 | INFO | line:123 |aurora.pipelines.transfer_function_kernel | update_dataset_df | DECIMATION LEVEL 3\u001b[0m\n", + "\u001b[1m24:08:28T16:02:41 | INFO | line:140 |aurora.pipelines.transfer_function_kernel | update_dataset_df | Dataset Dataframe Updated for decimation level 3 Successfully\u001b[0m\n", + "\u001b[1m24:08:28T16:02:41 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:41 | INFO | line:354 |aurora.pipelines.process_mth5 | save_fourier_coefficients | Skip saving FCs. dec_level_config.save_fc = False\u001b[0m\n", + "\u001b[1m24:08:28T16:02:41 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1514.701336s (0.000660Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:41 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 1042.488956s (0.000959Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:41 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 723.371271s (0.001382Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:41 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 532.971560s (0.001876Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:42 | INFO | line:35 |aurora.time_series.frequency_band_helpers | get_band_for_tf_estimate | Processing band 412.837995s (0.002422Hz)\u001b[0m\n", + "\u001b[1m24:08:28T16:02:42 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n", + "\u001b[1m24:08:28T16:02:42 | INFO | line:761 |mth5.mth5 | close_mth5 | Flushing and closing /home/kkappler/software/irismt/mth5/mth5/data/mth5/test12rr.h5\u001b[0m\n" + ] + } + ], + "source": [ + "show_plot = False\n", + "tf_cls = process_mth5(config,\n", + " kernel_dataset,\n", + " units=\"MT\",\n", + " show_plot=show_plot,\n", + " z_file_path=None,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
NOTE Feature storage section below is a work in progress.
" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "\n", + "# Feature Storage **Experimental work in progress**\n", + "\n", + "### Make an example of a feature embedded in mth5 file from the FCs.\n", + "\n", + "Any spectrogram (FC array at some decimation level) can be passed to a feature extraction method.\n", + "These features can, in turn be stored in the mth5.\n", + "\n", + "This will have the following steps:\n", + "\n", + "0. select the source FC decimation level (Will use \"0\" to start, but also test with \"1\",)\n", + "\n", + "1. Select the frequency bands (probably make these wider than normal so we have plenty of FCs per time window)\n", + "\n", + "- Note these are `feature_extraction_bands`, which are possibly different from TF estimation bands.\n", + "\n", + "To do this we will want to look at the frequencies associated with each FCGroup, and each decimation level.\n", + "- Group Runs on Sample Rate\n", + " - tabulate decimation levels\n", + " - group decimation levels by id (and validate that the decimation_level.metadata.sample_rate_decimations agree)\n", + " - for each decimation level, we should get the frequencies associated -- this can be deduced from the shape of the dataset, and\n", + " the min/max frequecies of the metadata, but for now we can just unpack the xarray and take the frequncey axis)\n", + "\n", + "2. loop over the bands (for each band:)\n", + "\n", + "- 2a. extract the band from the FClayer in the mth5 (shape will be nch x ntime x nharmonics)\n", + "\n", + "3. loop over time window (for each time):\n", + "\n", + "- 3a) extract feature\n", + "\n", + "As a placeholder, we will compute the channel crosspowers, and or channel energy.\n", + "\n", + "- 3b) place the feature into an xarray\n", + "\n", + "4) save teh xarray as \"feature_cross_power\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "# Imports \n", + "\n", + "from mth5.mth5 import MTH5\n", + "\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# # Selection of frequency bands \n", + "\n", + "# active_decimation_level = \"0\"\n", + "\n", + "# m = MTH5(mth5_path)\n", + "# m.open_mth5()\n", + "# run_summary_df = m.run_summary # This fails on current main but works on add_aurora_tools branch.\n", + "# run_summary_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It would be nice if we could get a summary of the fcs available in the mth5. here is a prototype for how that could be done.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# # Prototype for fc_summary\n", + "\n", + "# fc_summary = None\n", + "\n", + "# for i, row in run_summary_df.iterrows():\n", + "# print(row.station, row.run)\n", + "# station_obj = m.get_station(row.station)\n", + "# run_fc_group = station_obj.fourier_coefficients_group.get_fc_group(row.run)\n", + "# if fc_summary is None:\n", + "# fc_summary = run_fc_group.decimation_level_summary\n", + "# fc_summary[\"station\"] = row.station\n", + "# fc_summary[\"run\"] = row.run\n", + "# fc_summary[\"sample_rate_time_series\"] = 0.0\n", + "# fc_summary[\"window_num_samples\"] = 0\n", + "# fc_summary[\"harmonic_indices\"] = None\n", + "# else:\n", + "# tmp = run_fc_group.decimation_level_summary\n", + "# tmp[\"station\"] = row.station\n", + "# tmp[\"run\"] = row.run\n", + "# tmp[\"sample_rate_time_series\"] = 0.0\n", + "# tmp[\"window_num_samples\"] = 0\n", + "# tmp[\"harmonic_indices\"] = None\n", + "# fc_summary = pd.concat([fc_summary, tmp], ignore_index=True)\n", + " \n", + "# #print(run_fc_group)\n", + "# for dec_level_id in run_fc_group.groups_list:\n", + "# dec_level = run_fc_group.get_decimation_level(dec_level_id)\n", + "# cond1 = fc_summary.station==row.station\n", + "# cond2 = fc_summary.run==row.run\n", + "# cond3 = fc_summary.component==dec_level_id\n", + "# fc_summary.loc[cond1 & cond2 & cond3] # this should be a unique row\n", + "# ndx = fc_summary.loc[cond1 & cond2 & cond3].index\n", + "# assert(len(ndx))==1\n", + "# #fc_summary[\"sample_rate_time_series\"].at[ndx] = dec_level.metadata.i\n", + "# fc_summary[\"window_num_samples\"].at[ndx[0]] = dec_level.metadata.window.num_samples\n", + "# fc_summary[\"sample_rate_time_series\"].at[ndx[0]] = dec_level.metadata.sample_rate\n", + "# fc_summary[\"harmonic_indices\"].at[ndx[0]] = dec_level.metadata.harmonic_indices\n", + " \n", + " \n", + "# #print(dec_level_id, dec_level)\n", + "# xr_dec_level = dec_level.to_xarray()\n", + "# print(\"station\", row.station, \"run\", row.run, \"decimation level\", dec_level_id, \"SAMPLE rate\", dec_level.metadata.sample_rate) # xr_dec_level.frequency)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# fc_summary[\"delta_f\"] = fc_summary[\"sample_rate_time_series\"] / fc_summary[\"window_num_samples\"]\n", + "# fc_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above table tells us what we need to know to get frequency axes .. and actually, we can make `_frequencies()` a method of `FC_dec_level`.\n", + "\n", + "Note that when harmonic_indices is [-1,], that means all the (1-sided) FCs are kept.\n", + "- this can be sanity checked by asserting that the dataset size is `window_num_samples`//2\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So now pick a decimation level, ... In this case, the `component` column is telling us the decimation level.\n", + "- It would seem sensible to make sure that the sample rates, (and delta_f) values are same as well.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# cond0 = fc_summary[\"component\"] == active_decimation_level\n", + "# fc_runs_to_featureize_df = fc_summary[cond0]\n", + "# fc_runs_to_featureize_df" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "# frqs = np.fft.fftfreq?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now pick a scheme for defining the feature frequency bands\n", + "- we prefer not to use the lowest few harmonics ... this is like setting the minimum number of cycles per window, say 10\n", + "- we also prefer not to take harmonics very close to the Nyquist frequency as these maybe attenuated by AAF, say we go up to 80% Nyq\n", + "- For TF estimation, bands may be only a few FCs wide,but for feature extraction we make them much wider.\n", + "- lets try with around half an octave\n", + "- how about 2 bands per octave, mean" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# min_cycles = 10\n", + "# nyquist_fraction = 0.8\n", + "# n_feature_bands_per_octave = 2" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "# for i, row in fc_runs_to_featureize_df.iterrows():\n", + "# frequencies = np.fft.rfftfreq(row.window_num_samples, row.sample_rate_time_series)\n", + "# lower_index = int(min_cycles)\n", + "# upper_index = int(nyquist_fraction*(row.window_num_samples//2))\n", + "# print(f\" lower_index={lower_index}, upper_index={upper_index}\")\n", + "# freq_min = frequencies[lower_index]\n", + "# freq_max = frequencies[upper_index]\n", + "# print(f\"Available band: {freq_min:3f} to {freq_max:3f}\")\n", + "# frequency_ratio = freq_max/freq_min\n", + "# available_decades = np.log10(frequency_ratio)\n", + "# available_ocataves = np.log2(frequency_ratio)\n", + "# print(f\"Available decades: {available_decades:3f}\")\n", + "# print(f\"Available octaves: {available_ocataves:3f}\")\n", + "# num_feature_bands = available_ocataves * n_feature_bands_per_octave" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# dec_level.metadata\n", + "# dec_level.to_xarray()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "# cond1 = fc_summary.station==\"test1\"\n", + "# cond2 = fc_summary.run==\"001\"\n", + "# cond3 = fc_summary.component==\"0\"\n", + "# fc_summary.loc[cond1 & cond2 & cond3].index" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "# fc_summary[\"sample_rate_time_series\"].at[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# m.close_mth5()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aurora-test", + "language": "python", + "name": "aurora-test" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}