fire/analysis.ipynb
Benjamin Gudehus f4383dfc63 fix
2025-01-10 10:52:00 +01:00

370 lines
324 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "8aa84168-aa52-4e63-b801-8c9b105c2ef0",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import datetime\n",
"from IPython.display import display, clear_output\n",
"import os.path"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "be741f3b-5de5-4330-a591-f3b9606214ad",
"metadata": {},
"outputs": [],
"source": [
"products = [\n",
" \"G18-ABI-CONUS-BAND07\", # GOES-16 East\n",
" \"G16-ABI-FD-BAND07\", # GOES-18 West\n",
"]\n",
"km2_per_pixel = 1.0\n",
"mi2_per_km2 = 0.386102\n",
"time_start = datetime.datetime(2025, 1, 7, 18, 16, 0, 0) # UTC time\n",
"time_end = datetime.datetime(2025, 1, 10, 7, 1, 0, 0)\n",
"time_step = datetime.timedelta(minutes=5) # GOES update rate\n",
"PST_offset = datetime.timedelta(hours=-8)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "eb94a560-8600-46bc-b14e-a769126dc24a",
"metadata": {},
"outputs": [],
"source": [
"# pixel and physical coordinates\n",
"dx = 0.2\n",
"r = 64 # km\n",
"\n",
"x_raw = np.arange(-r, r, 1)\n",
"X_raw, Y_raw = np.meshgrid(x_raw, x_raw)\n",
"\n",
"x = np.arange(-r, r, dx)\n",
"X, Y = np.meshgrid(x, x)\n",
"extent = -r, r, -r, r"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "c3c39560-c2f3-4f25-bd87-ad17e65c5e16",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1078fd490>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# overlay from Google Maps\n",
"reference = plt.imread(\"reference.png\")\n",
"plt.imshow(reference, extent=extent)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "85fbdbf2-5a99-4c65-bd8b-ead4e301ffb1",
"metadata": {},
"outputs": [],
"source": [
"# templates\n",
"shape = (128, 128)\n",
"ones = np.ones(shape)\n",
"zeros = np.zeros(shape)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "43b3243c-8442-4951-9c70-ec552be72b0e",
"metadata": {},
"outputs": [],
"source": [
"fires = {\n",
" \"Palisades\": {\n",
" \"offset\": (-17, -8),\n",
" \"r\": 16,\n",
" \"color\": \"black\",\n",
" \"area\": [],\n",
" },\n",
" \"Eaton\": {\n",
" \"offset\": (28, 13),\n",
" \"r\": 15,\n",
" \"color\": \"purple\",\n",
" \"area\": [],\n",
" },\n",
" \"Hurst\": {\n",
" \"offset\": (-7, 27),\n",
" \"r\": 7,\n",
" \"color\": \"red\",\n",
" \"area\": [],\n",
" },\n",
" \"Lidia\": {\n",
" \"offset\": (15, 40),\n",
" \"r\": 10,\n",
" \"color\": \"blue\",\n",
" \"area\": [],\n",
" },\n",
" \"Sunset\": {\n",
" \"offset\": (3, 2),\n",
" \"r\": 7,\n",
" \"color\": \"orange\",\n",
" \"area\": [],\n",
" },\n",
" \"Kenneth\": {\n",
" \"offset\": (-27, 10),\n",
" \"r\": 7,\n",
" \"color\": \"maroon\",\n",
" \"area\": [],\n",
" },\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "dfc4a62d-4b7d-497a-8e90-d6f05c1100ae",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/jk/wr84hv2x1yx8s3zxkfh5zxtr0000gn/T/ipykernel_53846/1697385181.py:54: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
" plt.legend(loc='upper left')\n"
]
}
],
"source": [
"time = time_start\n",
"times = []\n",
"data_history = [ zeros ]*12*12 # take the max of 12 hours\n",
"while time < time_end:\n",
" fig = plt.figure(figsize=(8,8), dpi=100)\n",
"\n",
" time_string = time.isoformat().replace(\"T\",\"+\")\n",
" \n",
" images = []\n",
" for product in products:\n",
" path = f\"raw/{product}/{time}.png\"\n",
" if os.path.isfile(path) and os.path.getsize(path) > 1000:\n",
" img = plt.imread(path)[:,:,0]\n",
" img = np.where(img > 0.9, zeros, img) # fix overflowing issue\n",
" else: #ignore corrupt / empty files\n",
" img = ones\n",
" images.append(img)\n",
" \n",
" new_data = np.clip(1 - 2 * (images[0] * images[1]) ** 0.5, 0, 1) # remap to highlight fires\n",
" \n",
" data_history.pop(0)\n",
" data_history.append(new_data)\n",
" max_data = np.max(np.array(data_history), axis=0)\n",
" \n",
" mix_data = (max_data + new_data)/2\n",
"\n",
" alpha = max_data ** 0.2 # mask to draw over street map\n",
" alpha = np.where(max_data > 0.1, alpha, zeros)\n",
"\n",
" # display(fig)\n",
" plt.title(f\"{(time + PST_offset).strftime('%d %b %Y, %l:%M %p')} PST\")\n",
" plt.imshow(mix_data, extent=extent, cmap=\"inferno\", vmin=0, vmax=1)\n",
" plt.imshow(reference, extent=extent, alpha=0.5)\n",
" plt.imshow(mix_data, extent=extent, alpha=alpha, cmap=\"inferno\", vmin=0, vmax=1)\n",
" \n",
" for key in fires:\n",
" fire = fires[key]\n",
"\n",
" cx, cy = fire[\"offset\"]\n",
" r = fire[\"r\"]\n",
" # the y coordinate is flipped\n",
" mask = (X_raw - cx)**2 + (Y_raw + cy)**2 < r**2\n",
" \n",
" area = np.sum(max_data[mask] > 0.1) * km2_per_pixel\n",
" fire[\"area\"].append(area)\n",
" if area < 1: continue\n",
" \n",
" patch = plt.Circle(\n",
" (cx, cy), r, color=fire[\"color\"], \n",
" fill=False, label=f\"{key}: {area*mi2_per_km2:.0f} mi$^2$ ({area:.0f} km$^2$)\"\n",
" )\n",
" plt.gca().add_patch(patch)\n",
" \n",
" plt.legend(loc='upper left')\n",
" \n",
" plt.xlabel(\"\"\"kilometers\n",
"Satellite analysis can be inaccurate. Refer to fire.ca.gov for official information.\n",
"Data: Google Maps, NOAA GOES, UW SSEC | Code: github.com/xingyzt/fire\n",
"\"\"\")\n",
" # clear_output(wait=True)\n",
" fig.tight_layout()\n",
" plt.savefig(f\"render/{time_string}.png\")\n",
" # print(time_string, end=\",\")\n",
" # plt.pause(.05)\n",
" plt.close()\n",
"\n",
" time += time_step\n",
" times.append(time)\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "f26476cb-403a-4783-a5ac-60cbb76d628f",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(10, 5), dpi=100)\n",
"ax = plt.subplot()\n",
"\n",
"time_axis = [t + PST_offset for t in times]\n",
"for key in fires:\n",
" fire = fires[key]\n",
" plt.plot(time_axis, np.array(fire[\"area\"]), label=key, c=fire[\"color\"])\n",
"\n",
"plt.title(\"Hotspot areas, max over 12 hours\")\n",
"plt.legend(ncol=len(fires)//2)\n",
"\n",
"plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b%e\\n%a'))\n",
"plt.gca().xaxis.set_minor_formatter(mdates.DateFormatter('%l %p'))\n",
"plt.gca().xaxis.set_major_locator(mdates.DayLocator(interval=1))\n",
"plt.gca().xaxis.set_minor_locator(mdates.HourLocator(interval=6))\n",
"#plt.gcf().autofmt_xdate()\n",
"\n",
"plt.ylim(0, 350)\n",
"plt.ylabel(\"area (km$^2$)\")\n",
"plt.xlabel(\"datetime (PST)\")\n",
"plt.grid(which='major')\n",
"plt.grid(which='minor')\n",
"\n",
"ax2 = ax.twinx()\n",
"plt.ylim(0, 350 * mi2_per_km2)\n",
"plt.ylabel(\"area (mi$^2$)\")\n",
"\n",
"fig.tight_layout()\n",
"plt.savefig(\"area.png\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "befa28a1-3e5b-4d22-b630-d6f65283c0b9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(10, 5), dpi=100)\n",
"ax = plt.subplot()\n",
"\n",
"time_axis = [t + PST_offset for t in times]\n",
"for key in fires:\n",
" fire = fires[key]\n",
" da_dt = np.diff(np.array(fire[\"area\"])) / 5 # 5 minute intervals\n",
" window_size = 3\n",
" da_dt_average = np.convolve(da_dt, np.ones(window_size)/window_size, mode='valid')\n",
" \n",
" plt.plot(time_axis[:-window_size], da_dt_average, label=key, c=fire[\"color\"])\n",
"\n",
"plt.title(\"Growth rate, 15 minute average\")\n",
"plt.legend(ncol=len(fires)//2)\n",
"\n",
"plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b%e\\n%a'))\n",
"plt.gca().xaxis.set_minor_formatter(mdates.DateFormatter('%l %p'))\n",
"plt.gca().xaxis.set_major_locator(mdates.DayLocator(interval=1))\n",
"plt.gca().xaxis.set_minor_locator(mdates.HourLocator(interval=6))\n",
"#plt.gcf().autofmt_xdate()\n",
"\n",
"plt.ylim(0, 4)\n",
"plt.ylabel(\"growth rate (km$^2$/minute)\")\n",
"plt.xlabel(\"datetime (PST)\")\n",
"plt.grid(which='major')\n",
"plt.grid(which='minor')\n",
"\n",
"ax2 = ax.twinx()\n",
"plt.ylim(0, 4 * mi2_per_km2)\n",
"plt.ylabel(\"growth rate (mi$^2$/minute)\")\n",
"\n",
"fig.tight_layout()\n",
"plt.savefig(\"speed.png\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "19e0678e-356b-457e-b9ca-5f141d4b8b57",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}