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@transientlunatic
Last active December 15, 2021 12:42
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Mountain images

Mountain summit images

Images of the summits of mountains

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import gpxpy\n",
"import gpxpy.gpx\n",
"\n",
"# Parsing an existing file:\n",
"# -------------------------\n",
"\n",
"with open('/home/daniel/Downloads/glas-maol.gpx', 'r') as gpx_file:\n",
"\n",
" gpx = gpxpy.parse(gpx_file)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from cycler import cycler\n",
"\n",
"style = {\n",
" \"xtick.labelsize\":10,\n",
" \"xtick.major.size\": 5,\n",
" \"xtick.minor.visible\": True,\n",
" \"xtick.color\": \"k\",\n",
" \"ytick.labelsize\":10,\n",
" \"ytick.major.size\": 5,\n",
" \"ytick.minor.visible\": True,\n",
" # Lines\n",
" \"lines.linewidth\": 2,\n",
" \"axes.prop_cycle\": cycler(\"color\", ['#8dd3c7', '#ffffb3', '#bebada',\n",
" '#fb8072', '#80b1d3', '#fdb462',\n",
" '#b3de69', '#fccde5', '#d9d9d9',\n",
" '#bc80bd', '#ccebc5', '#ffed6f']),\n",
" # Fonts\n",
" \"font.monospace\": [\"Source Code Pro\"],\n",
" \"font.sans-serif\": [\"Source Sans Pro\"],\n",
" \"font.family\": \"monospace\",\n",
" # Grid\n",
" \"grid.color\": \"#4298bd\",\n",
" \"grid.alpha\": 0.5,\n",
" # Display\n",
" \"figure.dpi\": 300,\n",
" # Face colors\n",
" \"axes.facecolor\": \"#ecf5f8\",\n",
" \"figure.facecolor\": \"#FFFFFFFF\"\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use(style)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"distances = []\n",
"true_distances = [] \n",
"elevations = []\n",
"lats, lons = [], []\n",
"for i in range(len(gpx.routes[0].points)-1):\n",
" distances.append(gpx.routes[0].points[i].distance_2d(gpx.routes[0].points[i+1]))\n",
" true_distances.append(gpx.routes[0].points[i].distance_3d(gpx.routes[0].points[i+1]))\n",
" elevations.append(gpx.routes[0].points[i].elevation)\n",
" lats.append(gpx.routes[0].points[i].latitude)\n",
" lons.append(gpx.routes[0].points[i].longitude)\n",
"elevations = np.array(elevations)\n",
"lats = np.array(lats)\n",
"lons = np.array(lons)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def condition_runs(condition):\n",
" # Create an array that is 1 where a is 0, and pad each end with an extra 0.\n",
" changes = np.concatenate([[condition[0]], np.diff(condition)])\n",
" \n",
" ranges = np.where(changes==True)[0]\n",
" if len(ranges)%2!=0:\n",
" ranges = np.concatenate([ranges, [len(ranges)]])\n",
" ranges = ranges.reshape(-1,2)\n",
" \n",
" return ranges"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"gradients = np.rad2deg(np.sin(np.diff(elevations)/distances[1:]/0.90))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.cm as cm\n",
"cmap = cm.get_cmap(\"RdBu\", 10)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.ticker as ticker"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1, dpi=300, figsize=(6, 2))\n",
"gradients = np.rad2deg(np.arctan(np.concatenate([[0], np.diff(elevations)])/distances))/0.9\n",
"\n",
"#np.rad2deg(np.tan(np.concatenate([[0], np.diff(elevations)])/distances/0.90))\n",
"#ax.plot(np.cumsum(distances)[1:], gradients)\n",
"\n",
"conditions = np.vstack([\n",
" np.concatenate([np.arange(-100,0,10), np.arange(0,100,10)]),\n",
" np.concatenate([np.arange(-90,0,10), np.arange(0,110,10)],),\n",
"]).T\n",
"cmap = cm.get_cmap(\"PuOr_r\", len(conditions))\n",
"for color, condition in enumerate(conditions):\n",
" for block in condition_runs((gradients>=condition[0]) & (gradients<=condition[1])):\n",
" profile = ax.fill_between(np.cumsum(distances)[block[0]-1:block[1]]/1000, \n",
" elevations[block[0]-1:block[1]], color=cmap(color), alpha=0.8)\n",
"ax.set_xlim(0, np.cumsum(distances).max()/1000)\n",
"ax.set_ylim(0, elevations.max()+25)\n",
"\n",
"ax.plot(np.cumsum(distances)/1000, elevations, lw=1, color='k')\n",
"#ax.axhline([915], lw=0.5, color='#333333')\n",
"\n",
"ax2=ax.twiny()\n",
"ax2.grid(False)\n",
"ax2.plot(np.cumsum(true_distances)/1000, elevations, alpha=0)\n",
"ax2.set_xlim(0, np.cumsum(true_distances).max()/1000)\n",
"ax2.set_xlabel(\"True distance /km\")\n",
"ax2.tick_params(which='major', width=0.5, length=2, labelsize=8)\n",
"\n",
"ax.set_ylabel(\"Elevation / m\")\n",
"ax.set_xlabel(\"Linear distance / km\")\n",
"ax.xaxis.set_major_locator(ticker.MultipleLocator(1.00))\n",
"ax.xaxis.set_minor_locator(ticker.MultipleLocator(0.25))\n",
"ax.yaxis.set_minor_locator(ticker.MultipleLocator(50))\n",
"ax.grid(\"both\")\n",
"ax.tick_params(which='major', width=1.00, length=5, labelsize=8)\n",
"ax.tick_params(which='minor', width=0.75, length=2.5, labelsize=10)\n",
"ax.grid(b=True, which='minor', linestyle='-', lw=0.2)\n",
"#f.colorbar(cm.ScalarMappable(cmap=cmap), ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1, dpi=300, figsize=(6, 2))\n",
"gradients = np.rad2deg(np.arctan(np.concatenate([[0], np.diff(elevations)])/distances))/0.9\n",
"\n",
"#np.rad2deg(np.tan(np.concatenate([[0], np.diff(elevations)])/distances/0.90))\n",
"#ax.plot(np.cumsum(distances)[1:], gradients)\n",
"\n",
"conditions = np.vstack([\n",
" np.concatenate([np.arange(-100,0,10), np.arange(0,100,10)]),\n",
" np.concatenate([np.arange(-90,0,10), np.arange(0,110,10)],),\n",
"]).T\n",
"cmap = cm.get_cmap(\"PuOr_r\", len(conditions))\n",
"for color, condition in enumerate(conditions):\n",
" for block in condition_runs((gradients>=condition[0]) & (gradients<=condition[1])):\n",
" profile = ax.plot(lons[block[0]-1:block[1]], \n",
" lats[block[0]-1:block[1]],\n",
" lw=2,\n",
" color=cmap(color), alpha=1.0)\n",
"\n",
"#ax.set_ylabel(\"Elevation / m\")\n",
"#ax.set_xlabel(\"Linear distance / km\")\n",
"ax.set_aspect(\"equal\")\n",
"ax.xaxis.set_major_locator(ticker.MultipleLocator(0.01))\n",
"ax.xaxis.set_minor_locator(ticker.MultipleLocator(0.0025))\n",
"ax.yaxis.set_major_locator(ticker.MultipleLocator(0.01))\n",
"ax.yaxis.set_minor_locator(ticker.MultipleLocator(0.0025))\n",
"ax.grid(\"both\")\n",
"ax.tick_params(which='major', width=1.00, length=5, labelsize=5)\n",
"ax.tick_params(which='minor', width=0.75, length=2.5, labelsize=10)\n",
"ax.grid(b=True, which='minor', linestyle='-', lw=0.2)\n",
"#f.colorbar(cm.ScalarMappable(cmap=cmap), ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"gpx.routes[0].points[0].extensions"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (sandbox)",
"language": "python",
"name": "venv-sandbox"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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