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385 lines
312 KiB
Plaintext
385 lines
312 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 137,
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"id": "8aa84168-aa52-4e63-b801-8c9b105c2ef0",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import matplotlib.dates as mdates\n",
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"import datetime\n",
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"from IPython.display import display, clear_output\n",
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"import os.path"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 175,
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"id": "be741f3b-5de5-4330-a591-f3b9606214ad",
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"metadata": {},
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"outputs": [],
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"source": [
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"products = [\n",
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" \"G18-ABI-CONUS-BAND07\", # GOES-16 East\n",
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" \"G16-ABI-FD-BAND07\", # GOES-18 West\n",
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"]\n",
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"km2_per_pixel = 1.0\n",
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"mi2_per_km2 = 0.386102\n",
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"time_start = datetime.datetime(2025, 1, 7, 18, 16, 0, 0) # UTC time\n",
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"time_end = datetime.datetime(2025, 1, 9, 6, 26, 0, 0)\n",
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"time_step = datetime.timedelta(minutes=5) # GOES update rate\n",
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"PST_offset = datetime.timedelta(hours=-8)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 78,
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"id": "eb94a560-8600-46bc-b14e-a769126dc24a",
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"metadata": {},
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"outputs": [],
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"source": [
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"# pixel and physical coordinates\n",
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"dx = 0.2\n",
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"r = 64 # km\n",
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"\n",
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"x_raw = np.arange(-r, r, 1)\n",
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"X_raw, Y_raw = np.meshgrid(x_raw, x_raw)\n",
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"\n",
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"x = np.arange(-r, r, dx)\n",
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"X, Y = np.meshgrid(x, x)\n",
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"extent = -r, r, -r, r"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 34,
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"id": "c3c39560-c2f3-4f25-bd87-ad17e65c5e16",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.image.AxesImage at 0x7bf711467100>"
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]
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},
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"execution_count": 34,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"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": 35,
|
|
"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": 180,
|
|
"id": "43b3243c-8442-4951-9c70-ec552be72b0e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"fires = {\n",
|
|
" \"Palisades\": {\n",
|
|
" \"offset\": (-18, -5),\n",
|
|
" \"r\": 18,\n",
|
|
" \"color\": \"black\",\n",
|
|
" \"area\": [],\n",
|
|
" },\n",
|
|
" \"Eaton\": {\n",
|
|
" \"offset\": (30, 10),\n",
|
|
" \"r\": 15,\n",
|
|
" \"color\": \"purple\",\n",
|
|
" \"area\": [],\n",
|
|
" },\n",
|
|
" \"Hurst\": {\n",
|
|
" \"offset\": (-5, 25),\n",
|
|
" \"r\": 10,\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\": 6,\n",
|
|
" \"color\": \"orange\",\n",
|
|
" \"area\": [],\n",
|
|
" },\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 181,
|
|
"id": "dfc4a62d-4b7d-497a-8e90-d6f05c1100ae",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"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",
|
|
"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"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2025-01-07+18:16:00,"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"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"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2025-01-07+18:21:00,"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"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"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2025-01-07+18:26:00,2025-01-07+18:31:00,2025-01-07+18:36:00,2025-01-07+18:41:00,2025-01-07+18:46:00,2025-01-07+18:51:00,2025-01-07+18:56:00,2025-01-07+19:01:00,2025-01-07+19:06:00,2025-01-07+19:11:00,2025-01-07+19:16:00,2025-01-07+19:21:00,2025-01-07+19:26:00,2025-01-07+19:31:00,2025-01-07+19:36:00,2025-01-07+19:41:00,2025-01-07+19:46:00,2025-01-07+19:51:00,2025-01-07+19:56:00,2025-01-07+20:01:00,2025-01-07+20:06:00,2025-01-07+20:11:00,2025-01-07+20:16:00,2025-01-07+20:21:00,2025-01-07+20:26:00,2025-01-07+20:31:00,2025-01-07+20:36:00,2025-01-07+20:41:00,2025-01-07+20:46:00,2025-01-07+20:51:00,2025-01-07+20:56:00,2025-01-07+21:01:00,2025-01-07+21:06:00,2025-01-07+21:11:00,2025-01-07+21:16:00,2025-01-07+21:21:00,2025-01-07+21:26:00,2025-01-07+21:31:00,2025-01-07+21:36:00,2025-01-07+21:41:00,2025-01-07+21:46:00,2025-01-07+21:51:00,2025-01-07+21:56:00,2025-01-07+22:01:00,2025-01-07+22:06:00,2025-01-07+22:11:00,2025-01-07+22:16:00,2025-01-07+22:21:00,2025-01-07+22:26:00,2025-01-07+22:31:00,2025-01-07+22:36:00,2025-01-07+22:41:00,2025-01-07+22:46:00,2025-01-07+22:51:00,2025-01-07+22:56:00,2025-01-07+23:01:00,2025-01-07+23:06:00,2025-01-07+23:11:00,2025-01-07+23:16:00,2025-01-07+23:21:00,2025-01-07+23:26:00,2025-01-07+23:31:00,2025-01-07+23:36:00,2025-01-07+23:41:00,2025-01-07+23:46:00,2025-01-07+23:51:00,2025-01-07+23:56:00,2025-01-08+00:01:00,2025-01-08+00:06:00,2025-01-08+00:11:00,2025-01-08+00:16:00,2025-01-08+00:21:00,2025-01-08+00:26:00,2025-01-08+00:31:00,2025-01-08+00:36:00,2025-01-08+00:41:00,2025-01-08+00:46:00,2025-01-08+00:51:00,2025-01-08+00:56:00,2025-01-08+01:01:00,2025-01-08+01:06:00,2025-01-08+01:11:00,2025-01-08+01:16:00,2025-01-08+01:21:00,2025-01-08+01:26:00,2025-01-08+01:31:00,2025-01-08+01:36:00,2025-01-08+01:41:00,2025-01-08+01:46:00,2025-01-08+01:51:00,2025-01-08+01:56:00,2025-01-08+02:01:00,2025-01-08+02:06:00,2025-01-08+02:11:00,2025-01-08+02:16:00,2025-01-08+02:21:00,2025-01-08+02:26:00,2025-01-08+02:31:00,2025-01-08+02:36:00,2025-01-08+02:41:00,2025-01-08+02:46:00,2025-01-08+02:51:00,2025-01-08+02:56:00,2025-01-08+03:01:00,2025-01-08+03:06:00,2025-01-08+03:11:00,2025-01-08+03:16:00,2025-01-08+03:21:00,2025-01-08+03:26:00,2025-01-08+03:31:00,2025-01-08+03:36:00,2025-01-08+03:41:00,2025-01-08+03:46:00,2025-01-08+03:51:00,2025-01-08+03:56:00,2025-01-08+04:01:00,2025-01-08+04:06:00,2025-01-08+04:11:00,2025-01-08+04:16:00,2025-01-08+04:21:00,2025-01-08+04:26:00,2025-01-08+04:31:00,2025-01-08+04:36:00,2025-01-08+04:41:00,2025-01-08+04:46:00,2025-01-08+04:51:00,2025-01-08+04:56:00,2025-01-08+05:01:00,2025-01-08+05:06:00,2025-01-08+05:11:00,2025-01-08+05:16:00,2025-01-08+05:21:00,2025-01-08+05:26:00,2025-01-08+05:31:00,2025-01-08+05:36:00,2025-01-08+05:41:00,2025-01-08+05:46:00,2025-01-08+05:51:00,2025-01-08+05:56:00,2025-01-08+06:01:00,2025-01-08+06:06:00,2025-01-08+06:11:00,2025-01-08+06:16:00,2025-01-08+06:21:00,2025-01-08+06:26:00,2025-01-08+06:31:00,2025-01-08+06:36:00,2025-01-08+06:41:00,2025-01-08+06:46:00,2025-01-08+06:51:00,2025-01-08+06:56:00,2025-01-08+07:01:00,2025-01-08+07:06:00,2025-01-08+07:11:00,2025-01-08+07:16:00,2025-01-08+07:21:00,2025-01-08+07:26:00,2025-01-08+07:31:00,2025-01-08+07:36:00,2025-01-08+07:41:00,2025-01-08+07:46:00,2025-01-08+07:51:00,2025-01-08+07:56:00,2025-01-08+08:01:00,2025-01-08+08:06:00,2025-01-08+08:11:00,2025-01-08+08:16:00,2025-01-08+08:21:00,2025-01-08+08:26:00,2025-01-08+08:31:00,2025-01-08+08:36:00,2025-01-08+08:41:00,2025-01-08+08:46:00,2025-01-08+08:51:00,2025-01-08+08:56:00,2025-01-08+09:01:00,2025-01-08+09:06:00,2025-01-08+09:11:00,2025-01-08+09:16:00,2025-01-08+09:21:00,2025-01-08+09:26:00,2025-01-08+09:31:00,2025-01-08+09:36:00,2025-01-08+09:41:00,2025-01-08+09:46:00,2025-01-08+09:51:00,2025-01-08+09:56:00,2025-01-08+10:01:00,2025-01-08+10:06:00,2025-01-08+10:11:00,2025-01-08+10:16:00,2025-01-08+10:21:00,2025-01-08+10:26:00,2025-01-08+10:31:00,2025-01-08+10:36:00,2025-01-08+10:41:00,2025-01-08+10:46:00,2025-01-08+10:51:00,2025-01-08+10:56:00,2025-01-08+11:01:00,2025-01-08+11:06:00,2025-01-08+11:11:00,2025-01-08+11:16:00,2025-01-08+11:21:00,2025-01-08+11:26:00,2025-01-08+11:31:00,2025-01-08+11:36:00,2025-01-08+11:41:00,2025-01-08+11:46:00,2025-01-08+11:51:00,2025-01-08+11:56:00,2025-01-08+12:01:00,2025-01-08+12:06:00,2025-01-08+12:11:00,2025-01-08+12:16:00,2025-01-08+12:21:00,2025-01-08+12:26:00,2025-01-08+12:31:00,2025-01-08+12:36:00,2025-01-08+12:41:00,2025-01-08+12:46:00,2025-01-08+12:51:00,2025-01-08+12:56:00,2025-01-08+13:01:00,2025-01-08+13:06:00,2025-01-08+13:11:00,2025-01-08+13:16:00,2025-01-08+13:21:00,2025-01-08+13:26:00,2025-01-08+13:31:00,2025-01-08+13:36:00,2025-01-08+13:41:00,2025-01-08+13:46:00,2025-01-08+13:51:00,2025-01-08+13:56:00,2025-01-08+14:01:00,2025-01-08+14:06:00,2025-01-08+14:11:00,2025-01-08+14:16:00,2025-01-08+14:21:00,2025-01-08+14:26:00,2025-01-08+14:31:00,2025-01-08+14:36:00,2025-01-08+14:41:00,2025-01-08+14:46:00,2025-01-08+14:51:00,2025-01-08+14:56:00,2025-01-08+15:01:00,2025-01-08+15:06:00,2025-01-08+15:11:00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|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"time = time_start\n",
|
|
"times = []\n",
|
|
"data_history = [ zeros ]*12*24 # take the max of 24 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:\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 = (2*max_data + new_data)/3\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)} 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",
|
|
"\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)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 202,
|
|
"id": "f26476cb-403a-4783-a5ac-60cbb76d628f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"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",
|
|
" plt.title(\"Hotspot areas, max over 24 hours\")\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
"plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%h %d %H:%m'))\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()\n",
|
|
"\n",
|
|
"ax2 = ax.twinx()\n",
|
|
"plt.ylim(0, 350 * mi2_per_km2)\n",
|
|
"plt.ylabel(\"area (mi$^2$)\")\n",
|
|
"\n",
|
|
"plt.savefig(\"area.png\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 206,
|
|
"id": "befa28a1-3e5b-4d22-b630-d6f65283c0b9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"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",
|
|
" plt.title(\"Growth rate, 15 minute average\")\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
"plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%h %d %H:%m'))\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()\n",
|
|
"\n",
|
|
"ax2 = ax.twinx()\n",
|
|
"plt.ylim(0, 4 * mi2_per_km2)\n",
|
|
"plt.ylabel(\"growth rate (mi$^2$/minute)\")\n",
|
|
"\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
|
|
}
|