{ "cells": [ { "cell_type": "markdown", "id": "0a9cb373-1909-40ed-94f3-b61bab5c0e43", "metadata": { "tags": [] }, "source": [ "# La Palma 2021 Erruption data gathering and visualization" ] }, { "cell_type": "markdown", "id": "82e5f39c-4497-4aa1-9aca-3b248f80dbd5", "metadata": { "tags": [] }, "source": [ "## Importing libraries" ] }, { "cell_type": "code", "execution_count": 1, "id": "bdc795c2-8fd1-411f-ae10-5995ff8d259a", "metadata": {}, "outputs": [], "source": [ "from datetime import datetime as dt\n", "from datetime import timedelta\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import plotly.graph_objects as go\n", "import plotly.express as px\n", "\n", "\n", "from SeismicPortal.dl_quakes import CANARY_BOX, SeismicPortal\n", "\n", "# sns.set_theme()\n", "# sns.set(style=\"darkgrid\")\n", "# plt.rcParams['figure.figsize'] = [30, 15]" ] }, { "cell_type": "markdown", "id": "20816f2c-212e-43e6-9f75-eebe9b9eb9ea", "metadata": { "tags": [] }, "source": [ "## Downloading latest eartquake data for the Canary Islands" ] }, { "cell_type": "code", "execution_count": 2, "id": "0e635802-b202-4421-ac9f-0fedab3e97ca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1815 earthquakes downloaded.\n" ] } ], "source": [ "sp = SeismicPortal()\n", "# results = sp.download_earthquakes(start_time=dt.now() - timedelta(days=14), **CANARY_BOX)\n", "results = sp.download_earthquakes(start_time=dt.now() - timedelta(days=60), **CANARY_BOX)" ] }, { "cell_type": "code", "execution_count": 3, "id": "22907400-6fe9-4821-a5e2-07c4b0076de4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | lastupdate | \n", "magtype | \n", "evtype | \n", "lon | \n", "auth | \n", "lat | \n", "depth | \n", "unid | \n", "mag | \n", "time | \n", "source_id | \n", "source_catalog | \n", "flynn_region | \n", "date | \n", "mag_range | \n", "mag_mean | \n", "depth_mean | \n", "daily_eq | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "2021-10-09 22:23:00 | \n", "ml | \n", "ke | \n", "-17.85 | \n", "MDD | \n", "28.56 | \n", "11.0 | \n", "20211009_0000339 | \n", "2.8 | \n", "2021-10-09 22:16:04.500 | \n", "1046332 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-10-09 | \n", "(2, 3] | \n", "2.8 | \n", "15.4 | \n", "145 | \n", "
1 | \n", "2021-10-09 22:00:00 | \n", "ml | \n", "ke | \n", "-17.81 | \n", "MDD | \n", "28.55 | \n", "34.0 | \n", "20211009_0000331 | \n", "3.2 | \n", "2021-10-09 21:40:43.800 | \n", "1046322 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-10-09 | \n", "(3, 4] | \n", "2.8 | \n", "15.4 | \n", "145 | \n", "
2 | \n", "2021-10-09 22:09:00 | \n", "ml | \n", "ke | \n", "-17.85 | \n", "MDD | \n", "28.56 | \n", "11.0 | \n", "20211009_0000328 | \n", "3.2 | \n", "2021-10-09 21:32:11.200 | \n", "1046317 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-10-09 | \n", "(3, 4] | \n", "2.8 | \n", "15.4 | \n", "145 | \n", "
3 | \n", "2021-10-09 22:09:00 | \n", "ml | \n", "ke | \n", "-17.82 | \n", "MDD | \n", "28.59 | \n", "8.0 | \n", "20211009_0000337 | \n", "2.6 | \n", "2021-10-09 21:13:28.500 | \n", "1046330 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-10-09 | \n", "(2, 3] | \n", "2.8 | \n", "15.4 | \n", "145 | \n", "
4 | \n", "2021-10-09 21:55:00 | \n", "ml | \n", "ke | \n", "-17.84 | \n", "MDD | \n", "28.57 | \n", "13.0 | \n", "20211009_0000335 | \n", "2.8 | \n", "2021-10-09 21:11:40.600 | \n", "1046328 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-10-09 | \n", "(2, 3] | \n", "2.8 | \n", "15.4 | \n", "145 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
1810 | \n", "2021-08-12 05:41:00 | \n", "ml | \n", "ke | \n", "-16.25 | \n", "MDD | \n", "28.16 | \n", "22.0 | \n", "20210812_0000062 | \n", "1.8 | \n", "2021-08-12 05:18:56.700 | \n", "1022382 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-08-12 | \n", "(0, 2] | \n", "1.6 | \n", "15.0 | \n", "2 | \n", "
1811 | \n", "2021-08-11 17:44:00 | \n", "ml | \n", "ke | \n", "-16.26 | \n", "MDD | \n", "28.13 | \n", "35.0 | \n", "20210811_0000155 | \n", "2.1 | \n", "2021-08-11 17:37:33.100 | \n", "1022199 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-08-11 | \n", "(2, 3] | \n", "1.9 | \n", "21.0 | \n", "4 | \n", "
1812 | \n", "2021-08-11 07:05:00 | \n", "ml | \n", "ke | \n", "-17.85 | \n", "MDD | \n", "29.53 | \n", "10.0 | \n", "20210811_0000060 | \n", "2.6 | \n", "2021-08-11 06:42:25.400 | \n", "1022071 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-08-11 | \n", "(2, 3] | \n", "1.9 | \n", "21.0 | \n", "4 | \n", "
1813 | \n", "2021-08-11 07:13:00 | \n", "ml | \n", "ke | \n", "-16.30 | \n", "MDD | \n", "27.98 | \n", "24.0 | \n", "20210811_0000062 | \n", "1.5 | \n", "2021-08-11 06:25:15.700 | \n", "1022075 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-08-11 | \n", "(0, 2] | \n", "1.9 | \n", "21.0 | \n", "4 | \n", "
1814 | \n", "2021-08-11 02:50:00 | \n", "ml | \n", "ke | \n", "-16.20 | \n", "MDD | \n", "28.15 | \n", "15.0 | \n", "20210811_0000017 | \n", "1.5 | \n", "2021-08-11 02:34:55.400 | \n", "1022018 | \n", "EMSC-RTS | \n", "CANARY ISLANDS, SPAIN REGION | \n", "2021-08-11 | \n", "(0, 2] | \n", "1.9 | \n", "21.0 | \n", "4 | \n", "
1815 rows × 18 columns
\n", "