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vesuvius.ipynb
{
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"metadata": {
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"authorship_tag": "ABX9TyOx1Yl2Y35DHzwq1Xp5linY",
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"metadata": {
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{
"cell_type": "markdown",
"source": [
"## tidy tuesday"
],
"metadata": {
"id": "ldyK4dzGaDhJ"
}
},
{
"cell_type": "markdown",
"source": [
"Tidy Tuesday my first attempt at it.\n",
"Each week a visualisation challenge is put up at\n",
"https://github.com/rfordatascience/tidytuesday/tree/main\n",
"\n",
"this weeks is Seismic Events at Mount Vesuvius"
],
"metadata": {
"id": "QObWhuJXaGO1"
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{
"cell_type": "code",
"source": [
"!pip install pydytuesday"
],
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"outputId": "1ef08e6b-6c63-4dd7-946f-a09583cbec1a"
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"Requirement already satisfied: pydytuesday in /usr/local/lib/python3.11/dist-packages (0.1.2)\n",
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"Requirement already satisfied: markdown>=3.7 in /usr/local/lib/python3.11/dist-packages (from pydytuesday) (3.8)\n",
"Requirement already satisfied: pandas>=2.2.3 in /usr/local/lib/python3.11/dist-packages (from pydytuesday) (2.2.3)\n",
"Requirement already satisfied: pytz>=2025.1 in /usr/local/lib/python3.11/dist-packages (from pydytuesday) (2025.2)\n",
"Requirement already satisfied: requests>=2.32.3 in /usr/local/lib/python3.11/dist-packages (from pydytuesday) (2.32.3)\n",
"Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4>=4.13.3->pydytuesday) (2.7)\n",
"Requirement already satisfied: typing-extensions>=4.0.0 in /usr/local/lib/python3.11/dist-packages (from beautifulsoup4>=4.13.3->pydytuesday) (4.13.2)\n",
"Requirement already satisfied: numpy>=1.23.2 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.3->pydytuesday) (2.0.2)\n",
"Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.3->pydytuesday) (2.9.0.post0)\n",
"Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=2.2.3->pydytuesday) (2025.2)\n",
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"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests>=2.32.3->pydytuesday) (3.10)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests>=2.32.3->pydytuesday) (2.4.0)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests>=2.32.3->pydytuesday) (2025.4.26)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas>=2.2.3->pydytuesday) (1.17.0)\n"
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"cell_type": "code",
"source": [
"# Using Python\n",
"# Option 1: pydytuesday python library\n",
"## pip install pydytuesday\n",
"import pandas\n",
"import pydytuesday\n",
"\n",
"# Download files from the week, which you can then read in locally\n",
"pydytuesday.get_date('2025-05-13')\n",
"\n",
"# Option 2: Read directly from GitHub and assign to an object\n",
"\n",
"vesuvius = pandas.read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/main/data/2025/2025-05-13/vesuvius.csv')"
],
"metadata": {
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"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Trying to fetch README from: https://raw.githubusercontent.com/rfordatascience/tidytuesday/refs/heads/main/data/2025/2025-05-13/readme.md\n",
"Successfully fetched README from: https://raw.githubusercontent.com/rfordatascience/tidytuesday/refs/heads/main/data/2025/2025-05-13/readme.md\n",
"Downloading meta.yaml...\n",
"Successfully saved meta.yaml to /content/meta.yaml\n",
"Downloading vesuvius.csv...\n",
"Successfully saved vesuvius.csv to /content/vesuvius.csv\n",
"Downloading vesuvius_map_2024.png...\n",
"Successfully saved vesuvius_map_2024.png to /content/vesuvius_map_2024.png\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"vesuvius.head()"
],
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"outputId": "dce7eb94-18e3-4050-dcd7-ba83fde3daf9"
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"outputs": [
{
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" event_id time latitude longitude depth_km \\\n",
"0 4251 2011-04-20T00:27:24Z 40.818000 14.430000 0.42 \n",
"1 4252 2012-06-19T21:29:48Z 40.808833 14.427167 1.31 \n",
"2 22547 2013-01-01T07:34:46Z 40.822170 14.428000 0.06 \n",
"3 22546 2013-01-03T16:06:48Z NaN NaN NaN \n",
"4 22545 2013-01-03T16:07:37Z NaN NaN NaN \n",
"\n",
" duration_magnitude_md md_error area type review_level \\\n",
"0 1.2 0.3 Mount Vesuvius earthquake revised \n",
"1 0.7 0.3 Mount Vesuvius earthquake revised \n",
"2 2.2 0.3 Mount Vesuvius earthquake preliminary \n",
"3 0.2 0.3 Mount Vesuvius earthquake preliminary \n",
"4 0.2 0.3 Mount Vesuvius earthquake preliminary \n",
"\n",
" year \n",
"0 2011 \n",
"1 2012 \n",
"2 2013 \n",
"3 2013 \n",
"4 2013 "
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"# Optional: extract parts of the date/time for plotting\n",
"vesuvius['year'] = vesuvius['time'].dt.year\n",
"vesuvius['month'] = vesuvius['time'].dt.month\n",
"vesuvius['day'] = vesuvius['time'].dt.day\n",
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"type": "dataframe",
"variable_name": "vesuvius",
"summary": "{\n \"name\": \"vesuvius\",\n \"rows\": 12027,\n \"fields\": [\n {\n \"column\": \"event_id\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 11014,\n \"min\": 102,\n \"max\": 40802,\n \"num_unique_values\": 12027,\n \"samples\": [\n 189,\n 1968,\n 294\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"time\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2011-04-20 00:27:24+00:00\",\n \"max\": \"2024-12-31 17:02:32+00:00\",\n \"num_unique_values\": 11953,\n \"samples\": [\n \"2022-01-13 19:54:20+00:00\",\n \"2021-12-07 22:50:18+00:00\",\n \"2017-10-29 19:41:28+00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"latitude\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.003280187064909236,\n \"min\": 40.798828,\n \"max\": 40.8605,\n \"num_unique_values\": 343,\n \"samples\": [\n 40.821333,\n 40.806671,\n 40.823502\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"longitude\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.004524849472445391,\n \"min\": 14.349167,\n \"max\": 14.47533,\n \"num_unique_values\": 390,\n \"samples\": [\n 14.42317,\n 14.42917,\n 14.42783\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"depth_km\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.4977691570231223,\n \"min\": 0.01,\n \"max\": 9.35,\n \"num_unique_values\": 290,\n \"samples\": [\n 1.36,\n 2.8,\n 0.21\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"duration_magnitude_md\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5563183743132804,\n \"min\": -2.0,\n \"max\": 3.1,\n \"num_unique_values\": 116,\n \"samples\": [\n 1.38,\n 0.0,\n -0.21\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"md_error\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 5.629072788247271e-14,\n \"min\": 0.3,\n \"max\": 0.3,\n \"num_unique_values\": 1,\n \"samples\": [\n 0.3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"area\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"Mount Vesuvius\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"earthquake\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"review_level\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"preliminary\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"year\",\n \"properties\": {\n \"dtype\": \"int32\",\n \"num_unique_values\": 14,\n \"samples\": [\n 2020\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"month\",\n \"properties\": {\n \"dtype\": \"int32\",\n \"num_unique_values\": 12,\n \"samples\": [\n 11\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"day\",\n \"properties\": {\n \"dtype\": \"int32\",\n \"num_unique_values\": 31,\n \"samples\": [\n 13\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"hour\",\n \"properties\": {\n \"dtype\": \"int32\",\n \"num_unique_values\": 24,\n \"samples\": [\n 19\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"weekday\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"Wednesday\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"sns.countplot(data=vesuvius, x=\"year\", order=sorted(vesuvius[\"year\"].unique()))\n",
"plt.title(\"Earthquakes near Vesuvius per Year\")\n",
"plt.ylabel(\"Count\")\n",
"plt.xticks(rotation=45)\n",
"plt.tight_layout()\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 507
},
"id": "a_ZJoXXobWAB",
"outputId": "d84d1818-83bc-4d2e-c0e6-87de1911011d"
},
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(10, 5))\n",
"sns.countplot(data=vesuvius, x=\"hour\")\n",
"plt.title(\"Earthquakes near Vesuvius by Hour of Day\")\n",
"plt.xlabel(\"Hour\")\n",
"plt.ylabel(\"Count\")\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"id": "cP8lhlcJbafj",
"outputId": "41224089-7c7d-461d-e959-fb29f90ea28f"
},
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(12, 6))\n",
"sns.scatterplot(data=vesuvius, x=\"time\", y=\"duration_magnitude_md\", hue=\"review_level\")\n",
"plt.title(\"Magnitude of Earthquakes over Time\")\n",
"plt.ylabel(\"Duration Magnitude (Md)\")\n",
"plt.xlabel(\"Time\")\n",
"plt.legend(title=\"Review Level\")\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 564
},
"id": "nau-KtW4bdOB",
"outputId": "ba5724c2-5eeb-4da6-91a5-7aa1c00838fc"
},
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(data=vesuvius, x=\"depth_km\", y=\"duration_magnitude_md\", alpha=0.6)\n",
"plt.title(\"Earthquake Depth vs. Magnitude\")\n",
"plt.xlabel(\"Depth (km)\")\n",
"plt.ylabel(\"Duration Magnitude (Md)\")\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 564
},
"id": "B0BmyuPpbjwN",
"outputId": "6c6d84f2-344e-45cb-8161-2b04406c60d0"
},
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Filter earthquakes with magnitude over 2.5\n",
"high_mag = vesuvius[vesuvius[\"duration_magnitude_md\"] < 1.0]\n",
"\n",
"# Show the date and magnitude\n",
"high_mag[[\"time\", \"duration_magnitude_md\"]]"
],
"metadata": {
"colab": {
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" time duration_magnitude_md\n",
"1 2012-06-19 21:29:48+00:00 0.7\n",
"3 2013-01-03 16:06:48+00:00 0.2\n",
"4 2013-01-03 16:07:37+00:00 0.2\n",
"5 2013-01-04 06:42:50+00:00 0.0\n",
"6 2013-01-04 18:37:31+00:00 0.8\n",
"... ... ...\n",
"12022 2024-12-29 23:56:51+00:00 -0.1\n",
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"12026 2024-12-31 17:02:32+00:00 0.0\n",
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"type": "dataframe",
"summary": "{\n \"name\": \"high_mag[[\\\"time\\\", \\\"duration_magnitude_md\\\"]]\",\n \"rows\": 10568,\n \"fields\": [\n {\n \"column\": \"time\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2012-06-19 21:29:48+00:00\",\n \"max\": \"2024-12-31 17:02:32+00:00\",\n \"num_unique_values\": 10543,\n \"samples\": [\n \"2020-07-24 01:59:01+00:00\",\n \"2024-04-28 04:06:53+00:00\",\n \"2016-11-03 20:31:40+00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"duration_magnitude_md\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.410967878495497,\n \"min\": -2.0,\n \"max\": 0.96,\n \"num_unique_values\": 54,\n \"samples\": [\n -1.5,\n 0.89,\n 0.62\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "markdown",
"source": [
"## try an animation"
],
"metadata": {
"id": "n16bwtgJoSjE"
}
},
{
"cell_type": "markdown",
"source": [
"ok lets make a map that might show trends in earthquakes over time"
],
"metadata": {
"id": "ndnClIJBoVbM"
}
},
{
"cell_type": "code",
"source": [
"import plotly.express as px\n",
"import pandas as pd\n",
"\n",
"# Prepare\n",
"vesuvius[\"date\"] = vesuvius[\"time\"].dt.date\n",
"vesuvius = vesuvius.sort_values(\"date\")\n",
"\n",
"vesuvius = vesuvius[vesuvius[\"duration_magnitude_md\"] > 1.0]\n",
"\n",
"# Fade colors (4 levels)\n",
"fade_colors = [\"#333333\", \"#888888\", \"#BBBBBB\", \"#DDDDDD\"]\n",
"\n",
"# Set up frames\n",
"frames = []\n",
"unique_dates = vesuvius[\"date\"].sort_values().unique()\n",
"\n",
"for frame_date in unique_dates:\n",
" past = vesuvius[vesuvius[\"date\"] <= frame_date].copy()\n",
" past[\"frame_date\"] = frame_date\n",
"\n",
" # Calculate age in days\n",
" past[\"days_old\"] = (pd.Timestamp(frame_date) - pd.to_datetime(past[\"date\"])).dt.days\n",
"\n",
" # Assign fade color\n",
" past[\"fade_level\"] = pd.cut(\n",
" past[\"days_old\"],\n",
" bins=[-1, 90, 180, 270, 36500],\n",
" labels=fade_colors\n",
" )\n",
" past[\"color\"] = past[\"fade_level\"].astype(str)\n",
" past[\"type\"] = \"quake\"\n",
"\n",
" # filter for quakes within the past year only. Otherwise average get stuck.\n",
" window_start = pd.Timestamp(frame_date) - pd.Timedelta(days=365)\n",
" rolling_year = vesuvius[(vesuvius[\"date\"] > window_start.date()) & (vesuvius[\"date\"] <= frame_date)]\n",
"\n",
" if not rolling_year.empty:\n",
" lat_avg = rolling_year[\"latitude\"].mean()\n",
" lon_avg = rolling_year[\"longitude\"].mean()\n",
"\n",
" avg_point = pd.DataFrame({\n",
" \"latitude\": [lat_avg],\n",
" \"longitude\": [lon_avg],\n",
" \"duration_magnitude_md\": [0.8], # small average seems easier to follow\n",
" \"color\": [\"red\"],\n",
" \"frame_date\": [frame_date],\n",
" \"type\": [\"avg\"]\n",
" })\n",
"\n",
" past = pd.concat([past, avg_point], ignore_index=True)\n",
"\n",
" frames.append(past)\n",
"\n",
"df_anim = pd.concat(frames)\n",
"\n",
"# Plot\n",
"fig = px.scatter_mapbox(\n",
" df_anim,\n",
" lat=\"latitude\",\n",
" lon=\"longitude\",\n",
" size=\"duration_magnitude_md\",\n",
" color=\"color\",\n",
" animation_frame=\"frame_date\",\n",
" zoom=11,\n",
" center={\"lat\": 40.822, \"lon\": 14.428},\n",
" mapbox_style=\"open-street-map\"\n",
")\n",
"\n",
"\n",
"fig.update_layout(\n",
" width=700,\n",
" height=700,\n",
" title=dict(\n",
" text=\"Mount Vesuvius Earthquakes<br><sup>Red = 1-Year Rolling Epicenter, Faded = Older Quakes</sup>\",\n",
" x=0.5,\n",
" xanchor='center',\n",
" font=dict(size=22)\n",
" ),\n",
" showlegend=False,\n",
" updatemenus=[{\n",
" \"type\": \"buttons\",\n",
" \"buttons\": [{\n",
" \"label\": \"Play\",\n",
" \"method\": \"animate\",\n",
" \"args\": [None, {\n",
" \"frame\": {\"duration\": 50, \"redraw\": True}, # <== 50ms = 20fps\n",
" \"fromcurrent\": True,\n",
" \"transition\": {\"duration\": 0}\n",
" }]\n",
" }, {\n",
" \"label\": \"Pause\",\n",
" \"method\": \"animate\",\n",
" \"args\": [[None], {\n",
" \"frame\": {\"duration\": 0, \"redraw\": False},\n",
" \"mode\": \"immediate\",\n",
" \"transition\": {\"duration\": 0}\n",
" }]\n",
" }]\n",
" }],\n",
" sliders=[{\n",
" \"currentvalue\": {\"prefix\": \"Date: \"},\n",
" \"steps\": [{\n",
" \"label\": str(date),\n",
" \"method\": \"animate\",\n",
" \"args\": [[str(date)], {\n",
" \"frame\": {\"duration\": 0, \"redraw\": True},\n",
" \"mode\": \"immediate\",\n",
" \"transition\": {\"duration\": 0}\n",
" }]\n",
" } for date in df_anim[\"frame_date\"].drop_duplicates()]\n",
" }]\n",
")\n",
"\n",
"fig.show()"
],
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"colab": {
"base_uri": "https://localhost:8080/",
"height": 717
},
"id": "6DSmrESyssP8",
"outputId": "8d21b78b-2447-4ebf-f23c-9b0694c911f4"
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"execution_count": 11,
"outputs": [
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cavedave commented May 14, 2025

frame_039

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cavedave commented May 14, 2025

vesuvius_map_2024

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