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@pr0nstar
Created September 9, 2022 12:52
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "700d942f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/psi/.local/lib/python3.10/site-packages/geopandas/_compat.py:111: UserWarning: The Shapely GEOS version (3.10.2-CAPI-1.16.0) is incompatible with the GEOS version PyGEOS was compiled with (3.10.1-CAPI-1.16.0). Conversions between both will be slow.\n",
" warnings.warn(\n"
]
}
],
"source": [
"import os\n",
"import tqdm\n",
"import json\n",
"import glob\n",
"import struct\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import xarray as xr\n",
"import geopandas as gpd\n",
"\n",
"import h3pandas\n",
"import rioxarray\n",
"import xrspatial\n",
"import datashader as ds\n",
"import cartopy.crs as ccrs\n",
"import cupy\n",
"\n",
"from matplotlib import pyplot, colors\n",
"\n",
"import warnings\n",
"warnings.simplefilter('ignore', UserWarning)"
]
},
{
"cell_type": "markdown",
"id": "d953ffe4",
"metadata": {},
"source": [
"### load data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e488f33f",
"metadata": {},
"outputs": [],
"source": [
"bdf = gpd.read_file('../../../data/bolivia/municipio_geo.geojson')\n",
"bdf = bdf.dissolve('DEPARTAMEN')\n",
"\n",
"bbdf = bdf.dissolve()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "a316482f",
"metadata": {},
"outputs": [],
"source": [
"fire_data_df = gpd.read_file(\n",
" '../../../data/bolivia/deforestacion-bolivia/data/firms/firms.complete.geojson'\n",
")\n",
"\n",
"fire_data_df['acq_date_'] = pd.to_datetime(fire_data_df['acq_date_'])\n",
"fire_data_df['acq_date__'] = fire_data_df['acq_date_'].dt.strftime('%Y%m%d').astype(int)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9a2afd94",
"metadata": {},
"outputs": [],
"source": [
"elevation_ds = rioxarray.open_rasterio(\n",
" '../../../data/bolivia/bol.elevation.zoom.8.tif'\n",
")\n",
"\n",
"elevation_ds = elevation_ds.load()\n",
"elevation_ds = elevation_ds[0]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b9236aac",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1133.86x283.465 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fire_data_df_ = fire_data_df.groupby('confidence').apply(\n",
" lambda _: _['bright_ti4'].reset_index(drop=True)\n",
").unstack(level=0)[['l', 'n', 'h']]\n",
"\n",
"axs = fire_data_df_.plot.hist(\n",
" bins=50, subplots=True,\n",
" layout=(1, 3),\n",
" figsize=(40/2.54, 10/2.54),\n",
" sharex=True\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c60fe61b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 566.929x566.929 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = fire_data_df.plot.scatter('bright_ti5', 'bright_ti4', figsize=(20/2.54, 20/2.54))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "11324beb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1133.86x283.465 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fire_data_df_ = fire_data_df.groupby('confidence').apply(\n",
" lambda _: _['bright_ti5'].reset_index(drop=True)\n",
").unstack(level=0)[['l', 'n', 'h']]\n",
"\n",
"axs = fire_data_df_.plot.hist(\n",
" bins=50, subplots=True,\n",
" layout=(1, 3),\n",
" figsize=(40/2.54, 10/2.54),\n",
" sharex=True\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "616e8338",
"metadata": {},
"outputs": [],
"source": [
"fire_data_df = fire_data_df[fire_data_df['confidence'] != 'l']\n",
"\n",
"fire_data_df = fire_data_df.h3.geo_to_h3(9)\n",
"fire_data_df = fire_data_df.h3.h3_to_geo_boundary()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "6f785db5",
"metadata": {},
"outputs": [],
"source": [
"fire_data_df_ = fire_data_df.groupby(\n",
" pd.Grouper(key='acq_date_', freq='W')\n",
")['geometry'].nunique()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "f7e842c9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1133.86x425.197 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = fire_data_df_.replace(0, np.nan).plot(figsize=(40/2.54, 15/2.54))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "680d4d7e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1133.86x425.197 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fire_data_df_ = fire_data_df_.loc[:'2022-07-24']\n",
"ax = fire_data_df_.to_frame().set_index([\n",
" fire_data_df_.index.isocalendar().year,\n",
" fire_data_df_.index.isocalendar().week\n",
"])['geometry'].unstack(level=0).plot(\n",
" figsize=(40/2.54, 15/2.54)\n",
")"
]
},
{
"cell_type": "markdown",
"id": "37467fac",
"metadata": {},
"source": [
"### plot"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "29fe91e3",
"metadata": {},
"outputs": [],
"source": [
"def to_xarray(df, resample=2, align=False):\n",
" df = df.copy()\n",
" df.columns = df.columns.astype(np.float64)\n",
" \n",
" if align:\n",
" df.columns = ((df.columns + 180) % 360) - 180\n",
" df = df.sort_index(axis=1)\n",
" \n",
" new_lon = np.linspace(df.columns[0], df.columns[-1], len(df.columns) * resample)\n",
" new_lat = np.linspace(df.index[0], df.index[-1], len(df.index) * resample)\n",
" \n",
" df = df.stack().astype(np.float64).to_xarray()\n",
" df = df.interp(x=new_lon, y=new_lat)\n",
" \n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e5c1d19a",
"metadata": {},
"outputs": [],
"source": [
"def do_cut_pil(eleve_pil, by_ds, by_df):\n",
" datab = cupy.asnumpy(\n",
" by_ds.rio.clip(by_df.geometry.values, by_df.crs, drop=False)\n",
" )\n",
"\n",
" data_pil = Image.fromarray(datab, 'RGBA')\n",
" data_pil = np.asarray(data_pil)\n",
" data_pil[:, :, -1][data_pil[:, :, -1] == 128] = 0\n",
" data_pil = Image.fromarray(data_pil)\n",
"\n",
" eleve_pil.paste(data_pil, mask=data_pil)\n",
" \n",
" return eleve_pil"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ae690545",
"metadata": {},
"outputs": [],
"source": [
"def do_plot(uwnd, vwnd, proj, fire_data, past_fire_data, date, ax=None):\n",
" if ax is None:\n",
" fig = pyplot.figure(figsize=(100, 100))\n",
" ax = pyplot.axes(projection=proj)\n",
" else:\n",
" fig = ax.figure\n",
" \n",
" bdf.to_crs(proj.to_proj4()).boundary.plot(\n",
" ax=ax, \n",
" color='grey',\n",
" linewidth=.5,\n",
" alpha=.75\n",
" )\n",
" \n",
" eleve_pil_ = eleve_pil.copy()\n",
" if past_fire_data is not None:\n",
" eleve_pil_ = do_cut_pil(eleve_pil_, burn_ds, past_fire_data)\n",
" \n",
" if fire_data is not None:\n",
" eleve_pil_ = do_cut_pil(eleve_pil_, fire_ds, fire_data)\n",
" \n",
" extent = [\n",
" elevation_ds['x'][0],\n",
" elevation_ds['x'][-1],\n",
" elevation_ds['y'][-1],\n",
" elevation_ds['y'][0],\n",
" ]\n",
" ax.imshow(\n",
" eleve_pil_, \n",
" extent=extent, \n",
" transform=ccrs.PlateCarree(),\n",
" )\n",
" \n",
" if uwnd is not None:\n",
" uwnd_ = to_xarray(uwnd, align=True).loc[-9:-23, -70:-57].rename('u')\n",
" vwnd_ = to_xarray(vwnd, align=True).loc[-9:-23, -70:-57].rename('v')\n",
" uvwnd = ((uwnd_ ** 2 + vwnd_ ** 2) ** .5).rename('hue')\n",
"\n",
" uvwnd = xr.merge([\n",
" uwnd_, vwnd_, uvwnd\n",
" ])\n",
" uvwnd.plot.streamplot.__wrapped__.__wrapped__(\n",
" uvwnd,\n",
" x='x', y='y', u='u', v='v', \n",
" density=4,\n",
" transform=ccrs.PlateCarree(),\n",
" ax=ax,\n",
" arrowsize=1.5,\n",
" hue='hue',\n",
" hue_style='continuous',\n",
" cmap_params={\n",
" 'cmap': 'alpha=greys',\n",
" 'norm':colors.Normalize(vmin=0, vmax=75),\n",
" }\n",
"\n",
" )\n",
" \n",
" fig.set_facecolor('#191a1a')\n",
" fig.patch.set_facecolor('#191a1a')\n",
" ax.set_facecolor('#191a1a')\n",
" \n",
" [x.set_linewidth(0) for x in ax.spines.values()]\n",
" ax.set_title(date, fontsize=14)\n",
" fig.savefig('/tmp/{}.jpg'.format(date), bbox_inches='tight')\n",
" \n",
" del(ax)\n",
" fig.clear()\n",
" pyplot.close(fig)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bfba5f85",
"metadata": {},
"outputs": [],
"source": [
"ill_ele = xrspatial.hillshade(elevation_ds, angle_altitude=66, azimuth=225, shadows=True)\n",
"ill_ele = ds.transfer_functions.shade(\n",
" ill_ele, cmap=['black', '#999999'], \n",
" alpha=255, \n",
" how='cbrt'\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8d51a192",
"metadata": {},
"outputs": [],
"source": [
"terrain_ds = ds.transfer_functions.stack(\n",
" ill_ele,\n",
" ds.transfer_functions.shade(\n",
" elevation_ds, cmap=[\n",
" '#111111', '#2f2f2f'\n",
" ], alpha=128, how=\"linear\"\n",
" )\n",
")\n",
"\n",
"data = cupy.asnumpy(\n",
" terrain_ds.rio.clip(bbdf.geometry.values, bbdf.crs, drop=False).data)\n",
"\n",
"eleve_pil = Image.fromarray(data, 'RGBA')\n",
"eleve_pil = np.asarray(eleve_pil)\n",
"\n",
"eleve_pil[:, :, -1][eleve_pil[:, :, -1] == 128] = 0\n",
"eleve_pil = Image.fromarray(eleve_pil)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b637bf7a",
"metadata": {},
"outputs": [],
"source": [
"fire_ds = ds.transfer_functions.stack(\n",
" ill_ele,\n",
" ds.transfer_functions.shade(\n",
" elevation_ds, cmap=[\n",
" 'red', 'darkred'\n",
" ], alpha=128, how=\"linear\"\n",
" )\n",
")\n",
"\n",
"burn_ds = ds.transfer_functions.stack(\n",
" ill_ele,\n",
" ds.transfer_functions.shade(\n",
" elevation_ds, cmap=[\n",
" '#999999', '#cccccc'\n",
" ], alpha=128, how=\"linear\"\n",
" )\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d7aaf3af",
"metadata": {},
"outputs": [],
"source": [
"color_array = pyplot.get_cmap('Greys')(range(100))\n",
"color_array[:, -1] = np.linspace(0, .5, 100) ** 2\n",
"\n",
"cmapt = colors.LinearSegmentedColormap.from_list(colors=color_array, name='alpha=greys')\n",
"pyplot.register_cmap(cmap=cmapt)\n",
"\n",
"cmapt"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bd160813",
"metadata": {},
"outputs": [],
"source": [
"proj = ccrs.PlateCarree()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "78ffedf0",
"metadata": {},
"outputs": [],
"source": [
"pyplot.style.use('dark_background')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fdedfdcb",
"metadata": {},
"outputs": [],
"source": [
"import gc\n",
"burned = None\n",
"\n",
"file_names = glob.glob('../../data/meteorologia/gfs/wind/*.csv')\n",
"file_names = sorted(file_names)\n",
"\n",
"for file_name in tqdm.tqdm(file_names[1:]):\n",
" wind_data_df = pd.read_csv(file_name, index_col=[0, 1], header=[0, 1])\n",
" \n",
" for daten, current_wind_data in wind_data_df.groupby(level=0):\n",
" current_wind_data = current_wind_data.droplevel(0)\n",
" \n",
" try:\n",
" fire_data_df_ = fire_data_df[fire_data_df['acq_date__'] == daten]\n",
" fire_data_df_ = fire_data_df_.h3.h3_to_parent_aggregate(\n",
" 8, operation={'frp': 'max'}\n",
" )\n",
" \n",
" if (\n",
" ((daten % 2000) > 700) or\n",
" ((((daten % 2000) % 100) % 3) == 0)\n",
" ):\n",
"\n",
" with pyplot.ioff():\n",
" do_plot(\n",
" current_wind_data['u'], \n",
" current_wind_data['v'], \n",
" proj,\n",
" fire_data_df_,\n",
" burned,\n",
" str(daten)\n",
" )\n",
" \n",
" except:\n",
" continue\n",
"\n",
" daten = pd.to_datetime(str(daten))\n",
" fire_data_df_['acq_date_'] = daten\n",
"\n",
" burned = pd.concat([burned, fire_data_df_])\n",
" burned = burned[\n",
" burned['acq_date_'] > (daten - pd.Timedelta(days=60))\n",
" ]\n",
" burned = burned[~burned.index.duplicated(keep='last')]\n",
"\n",
" gc.collect()"
]
}
],
"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": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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