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Avalanches in Switzerland visualized with the Mapboxgl-Jupyter Python Library
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Avalanches in Switzerland with the Mapboxgl-Jupyter Python Library\n", | |
"\n", | |
"Inspired and based on the [USGS Earthquakes](https://github.com/mapbox/mapboxgl-jupyter/blob/master/examples/usgs-earthquakes.ipynb) example from the [Mapbox GL Jupyter library](https://github.com/mapbox/mapboxgl-jupyter), this notebook visualizes data on accidents by snow avalanches causing at least one fatality in Switzerland. See [Why the Swiss are experts at predicting avalanches](https://www.swissinfo.ch/eng/unesco-cultural-heritage_why-the-swiss-are-experts-at-predicting-avalanches/43755460) (swissinfo) for some interesting background on the subject.\n", | |
"\n", | |
"The data used here is sourced from the following open dataset provided by the [Swiss Federal Institute for Forest, Snow and Landscape Research WSL](https://www.wsl.ch/en/about-wsl.html), downloadable at [envidat.ch](https://www.envidat.ch/dataset/fatal-avalanche-accidents-switzerland-1995). Citation:\n", | |
"\n", | |
"> SLF (2017): Fatal avalanche accidents in Switzerland since 1995-1996; WSL Institute for Snow and Avalanche Research SLF; doi:10.16904/13.\n", | |
"\n", | |
"The CSV file needs to be downloaded and converted to UTF-8, then placed in the same folder as this script under the filename `avalancheaccidentsswitzerlandsince1995_utf8.csv`\n", | |
"\n", | |
"Additionally, [State of natural hazard mapping (Cantons): Avalanches](https://opendata.swiss/en/dataset/stand-der-naturgefahrenkartierung-in-den-kantonen-lawinen) (opendata.swiss) gives an overview of the StorMe dataset, which could be explored on the [national geoportal](https://s.geo.admin.ch/78f57b9e67) in a bit more detail, but is only available on request at the [Federal Office for the Environment BAFU](https://www.bafu.admin.ch/bafu/de/home/themen/naturgefahren/fachinformationen/naturgefahrensituation-und-raumnutzung/gefahrengrundlagen/naturereigniskataster-storme.html), the [Institute for Snow and Avalanche Research SLF](https://www.slf.ch/en/services-and-products/data-and-monitoring/extracts-from-the-destructive-avalanche-database.html), or cantonal offices e.g. for the canton of Bern via the [Geodata portal](https://www.geo.apps.be.ch/de/geodaten/geoprodukte-zum-download-1.html?view=sheet&guid=ab092c12-a88c-0584-5187-86448cc02960&catalog=dlgeoproducts&type=complete&preview=search_list) - [Ereigniskataster](https://www.naturgefahren.sites.be.ch/naturgefahren_sites/de/index/gefahren_risiken/gefahren_risiken/ereigniskataster.html). To give an impression of this statistical data, we include a map of it below." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Installation\n", | |
"\n", | |
"Make sure that `aiohttp`, `pandas` and `pysal` are installed in your environment in addition to the new `mapboxgl` library." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import asyncio\n", | |
"from aiohttp import ClientSession\n", | |
"import json, geojson, os, time\n", | |
"import pandas as pd\n", | |
"from datetime import datetime, timedelta\n", | |
"from mapboxgl.viz import *\n", | |
"from mapboxgl.utils import *\n", | |
"import pysal.esda.mapclassify as mapclassify" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Mapbox settings\n", | |
"Set a `MAPBOX_ACCESS_TOKEN` environment variable, or copy your token to use this notebook.\n", | |
"\n", | |
"- If you do not have a Mapbox access token, sign up for an account at https://www.mapbox.com/\n", | |
"- If you already have an account, you can grab your token at https://www.mapbox.com/account/" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"token = os.getenv('MAPBOX_ACCESS_TOKEN')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The following conversion function for Swiss coordinates (CH1903) to World geodetic system (WGS1984) was adapted from a [script by Valentin Minder](https://github.com/ValentinMinder/Swisstopo-WGS84-LV03/blob/master/scripts/py/wgs84_ch1903.py)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(46.419983053690665, 7.117350584670833)" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"def CHtoWGSlat(y, x):\n", | |
" # Axiliary values (% Bern)\n", | |
" y_aux = (y - 600000) / 1000000\n", | |
" x_aux = (x - 200000) / 1000000\n", | |
" lat = (16.9023892 + (3.238272 * x_aux)) + \\\n", | |
" - (0.270978 * pow(y_aux, 2)) + \\\n", | |
" - (0.002528 * pow(x_aux, 2)) + \\\n", | |
" - (0.0447 * pow(y_aux, 2) * x_aux) + \\\n", | |
" - (0.0140 * pow(x_aux, 3))\n", | |
" # Unit 10000\" to 1\" and convert seconds to degrees (dec)\n", | |
" lat = (lat * 100) / 36\n", | |
" lng = (2.6779094 + (4.728982 * y_aux) + \\\n", | |
" + (0.791484 * y_aux * x_aux) + \\\n", | |
" + (0.1306 * y_aux * pow(x_aux, 2))) + \\\n", | |
" - (0.0436 * pow(y_aux, 3))\n", | |
" # Unit 10000\" to 1\" and convert seconds to degrees (dec)\n", | |
" lng = (lng * 100) / 36\n", | |
" return (lat, lng)\n", | |
"\n", | |
"# Quick test: result should approx. (46.42, 7.12)\n", | |
"CHtoWGSlat(575300,141010)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Here we access the CSV file obtained from envidat.ch, and converted to UTF-8 using LibreOffice:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>avalanche.id</th>\n", | |
" <th>date</th>\n", | |
" <th>date.quality</th>\n", | |
" <th>hydrological.year</th>\n", | |
" <th>canton</th>\n", | |
" <th>local.name</th>\n", | |
" <th>start.zone.coordinates.x</th>\n", | |
" <th>start.zone.coordinates.y</th>\n", | |
" <th>coordinates.quality</th>\n", | |
" <th>start.zone.elevation</th>\n", | |
" <th>start.zone.slope.aspect</th>\n", | |
" <th>start.zone.inclination</th>\n", | |
" <th>forecasted.dangerlevel</th>\n", | |
" <th>number.dead</th>\n", | |
" <th>number.caught</th>\n", | |
" <th>number.fully.buried</th>\n", | |
" <th>activity</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>13007</td>\n", | |
" <td>1995-12-25</td>\n", | |
" <td>0</td>\n", | |
" <td>1995/96</td>\n", | |
" <td>VS</td>\n", | |
" <td>Chetseron / Vallon de l`Ertentse</td>\n", | |
" <td>602380</td>\n", | |
" <td>131230</td>\n", | |
" <td>25</td>\n", | |
" <td>2060</td>\n", | |
" <td>NW</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2</td>\n", | |
" <td>2</td>\n", | |
" <td>0</td>\n", | |
" <td>offpiste</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>13014</td>\n", | |
" <td>1995-12-28</td>\n", | |
" <td>0</td>\n", | |
" <td>1995/96</td>\n", | |
" <td>VS</td>\n", | |
" <td>Verbier / Les Ruinettes</td>\n", | |
" <td>586070</td>\n", | |
" <td>104160</td>\n", | |
" <td>25</td>\n", | |
" <td>2340</td>\n", | |
" <td>NNE</td>\n", | |
" <td>39.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>offpiste</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>13028</td>\n", | |
" <td>1996-01-14</td>\n", | |
" <td>0</td>\n", | |
" <td>1995/96</td>\n", | |
" <td>GR</td>\n", | |
" <td>Chilchalphorn</td>\n", | |
" <td>731720</td>\n", | |
" <td>155110</td>\n", | |
" <td>25</td>\n", | |
" <td>2960</td>\n", | |
" <td>E</td>\n", | |
" <td>35.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1</td>\n", | |
" <td>4</td>\n", | |
" <td>2</td>\n", | |
" <td>tour</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>13038</td>\n", | |
" <td>1996-02-14</td>\n", | |
" <td>0</td>\n", | |
" <td>1995/96</td>\n", | |
" <td>VD</td>\n", | |
" <td>La Lécherette</td>\n", | |
" <td>575300</td>\n", | |
" <td>141010</td>\n", | |
" <td>25</td>\n", | |
" <td>1580</td>\n", | |
" <td>NNW</td>\n", | |
" <td>42.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1</td>\n", | |
" <td>2</td>\n", | |
" <td>1</td>\n", | |
" <td>offpiste</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>13040</td>\n", | |
" <td>1996-02-15</td>\n", | |
" <td>0</td>\n", | |
" <td>1995/96</td>\n", | |
" <td>OW</td>\n", | |
" <td>Pilatus / Matthorn / Ruessiflue</td>\n", | |
" <td>661640</td>\n", | |
" <td>202180</td>\n", | |
" <td>25</td>\n", | |
" <td>1860</td>\n", | |
" <td>NW</td>\n", | |
" <td>40.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>1</td>\n", | |
" <td>4</td>\n", | |
" <td>3</td>\n", | |
" <td>tour</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" avalanche.id date date.quality hydrological.year canton \\\n", | |
"0 13007 1995-12-25 0 1995/96 VS \n", | |
"1 13014 1995-12-28 0 1995/96 VS \n", | |
"2 13028 1996-01-14 0 1995/96 GR \n", | |
"3 13038 1996-02-14 0 1995/96 VD \n", | |
"4 13040 1996-02-15 0 1995/96 OW \n", | |
"\n", | |
" local.name start.zone.coordinates.x \\\n", | |
"0 Chetseron / Vallon de l`Ertentse 602380 \n", | |
"1 Verbier / Les Ruinettes 586070 \n", | |
"2 Chilchalphorn 731720 \n", | |
"3 La Lécherette 575300 \n", | |
"4 Pilatus / Matthorn / Ruessiflue 661640 \n", | |
"\n", | |
" start.zone.coordinates.y coordinates.quality start.zone.elevation \\\n", | |
"0 131230 25 2060 \n", | |
"1 104160 25 2340 \n", | |
"2 155110 25 2960 \n", | |
"3 141010 25 1580 \n", | |
"4 202180 25 1860 \n", | |
"\n", | |
" start.zone.slope.aspect start.zone.inclination forecasted.dangerlevel \\\n", | |
"0 NW NaN NaN \n", | |
"1 NNE 39.0 NaN \n", | |
"2 E 35.0 NaN \n", | |
"3 NNW 42.0 NaN \n", | |
"4 NW 40.0 NaN \n", | |
"\n", | |
" number.dead number.caught number.fully.buried activity \n", | |
"0 2 2 0 offpiste \n", | |
"1 1 1 1 offpiste \n", | |
"2 1 4 2 tour \n", | |
"3 1 2 1 offpiste \n", | |
"4 1 4 3 tour " | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df = pd.read_csv('avalancheaccidentsswitzerlandsince1995_utf8.csv')\n", | |
"df.head(5)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We create a `toll` column by adding the counts of people affected by the avalance, as well as an `elevation` and geoposition columns using our conversion function." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(381, 5)\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>date</th>\n", | |
" <th>toll</th>\n", | |
" <th>elevation</th>\n", | |
" <th>latitude</th>\n", | |
" <th>longitude</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>1995-12-25</td>\n", | |
" <td>4</td>\n", | |
" <td>2060</td>\n", | |
" <td>46.332456</td>\n", | |
" <td>7.469545</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1995-12-28</td>\n", | |
" <td>3</td>\n", | |
" <td>2340</td>\n", | |
" <td>46.088807</td>\n", | |
" <td>7.258541</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>1996-01-14</td>\n", | |
" <td>7</td>\n", | |
" <td>2960</td>\n", | |
" <td>46.534313</td>\n", | |
" <td>9.155739</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" date toll elevation latitude longitude\n", | |
"0 1995-12-25 4 2060 46.332456 7.469545\n", | |
"1 1995-12-28 3 2340 46.088807 7.258541\n", | |
"2 1996-01-14 7 2960 46.534313 9.155739" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df['toll'] = df['number.dead'] + df['number.caught'] + df['number.fully.buried'] \n", | |
"df['elevation'] = df['start.zone.elevation']\n", | |
"\n", | |
"for i in df.index:\n", | |
" x = df.at[i, 'start.zone.coordinates.x']\n", | |
" y = df.at[i, 'start.zone.coordinates.y']\n", | |
" lat, lon = CHtoWGSlat(x, y)\n", | |
" df.at[i, 'latitude'] = lat\n", | |
" df.at[i, 'longitude'] = lon\n", | |
"\n", | |
"\n", | |
"dfc = df[['date', 'toll', 'elevation', 'latitude', 'longitude']]\n", | |
"print(dfc.shape)\n", | |
"dfc.head(3)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(725, 4000)" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"min(df['elevation']), max(df['elevation'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(2, 31)" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"min(df['toll']), max(df['toll'])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Map visualisation\n", | |
"\n", | |
"Now a GeoJSON file is generated from the DataFrame using a Mapbox utility." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'feature_count': 381, 'filename': 'points.geojson', 'type': 'file'}" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_to_geojson(df, filename='points.geojson', precision=4, \n", | |
" lon='longitude', lat='latitude',\n", | |
" properties=['toll','elevation','date'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<iframe id=\"map\", srcdoc=\"<!DOCTYPE html>\n", | |
"<html>\n", | |
"<head>\n", | |
"<title>mapboxgl-jupyter viz</title>\n", | |
"<meta charset='UTF-8' />\n", | |
"<meta name='viewport'\n", | |
" content='initial-scale=1,maximum-scale=1,user-scalable=no' />\n", | |
"<script type='text/javascript'\n", | |
" src='https://api.tiles.mapbox.com/mapbox-gl-js/v0.44.1/mapbox-gl.js'></script>\n", | |
"<link type='text/css'\n", | |
" href='https://api.tiles.mapbox.com/mapbox-gl-js/v0.44.1/mapbox-gl.css' rel='stylesheet' />\n", | |
"<style type='text/css'>\n", | |
" body { margin:0; padding:0; }\n", | |
" .map { position:absolute; top:0; bottom:0; width:100%; }\n", | |
" .legend {\n", | |
" background-color: white;\n", | |
" color: black;\n", | |
" border-radius: 3px;\n", | |
" bottom: 50px;\n", | |
" width: 100px;\n", | |
" box-shadow: 0 1px 2px rgba(0, 0, 0, 0.10);\n", | |
" font: 12px/20px 'Helvetica Neue', Arial, Helvetica, sans-serif;\n", | |
" padding: 12px;\n", | |
" position: absolute;\n", | |
" right: 10px;\n", | |
" z-index: 1;\n", | |
" }\n", | |
" .legend h4 { margin: 0 0 10px; }\n", | |
" .legend-title {\n", | |
" margin: 6px;\n", | |
" padding: 6px:\n", | |
" font-weight: bold;\n", | |
" font-size: 14px;\n", | |
" font: 12px/20px 'Helvetica Neue', Arial, Helvetica, sans-serif;\n", | |
" }\n", | |
" .legend div span {\n", | |
" border-radius: 50%;\n", | |
" display: inline-block;\n", | |
" height: 10px;\n", | |
" margin-right: 5px;\n", | |
" width: 10px;\n", | |
" }\n", | |
"</style>\n", | |
"</head>\n", | |
"<body>\n", | |
"\n", | |
"<div id='map' class='map'></div>\n", | |
"<div id='legend' class='legend'></div>\n", | |
"\n", | |
"<script type='text/javascript'>\n", | |
"function calcCircleColorLegend(myColorStops, title) {\n", | |
" //Calculate a legend element on a Mapbox GL Style Spec property function stops array\n", | |
" var mytitle = document.createElement('div');\n", | |
" mytitle.textContent = title;\n", | |
" mytitle.className = 'legend-title'\n", | |
" var legend = document.getElementById('legend');\n", | |
" legend.appendChild(mytitle);\n", | |
"\n", | |
" for (p = 0; p < myColorStops.length; p++) {\n", | |
" if (!!document.getElementById('legend-points-value-' + p)) {\n", | |
" //update the legend if it already exists\n", | |
" document.getElementById('legend-points-value-' + p).textContent = myColorStops[p][0];\n", | |
" document.getElementById('legend-points-id-' + p).style.backgroundColor = myColorStops[p][1];\n", | |
" } else {\n", | |
" //create the legend if it doesn't yet exist\n", | |
" var item = document.createElement('div');\n", | |
" var key = document.createElement('span');\n", | |
" key.className = 'legend-key';\n", | |
" var value = document.createElement('span');\n", | |
"\n", | |
" key.id = 'legend-points-id-' + p;\n", | |
" key.style.backgroundColor = myColorStops[p][1];\n", | |
" value.id = 'legend-points-value-' + p;\n", | |
"\n", | |
" item.appendChild(key);\n", | |
" item.appendChild(value);\n", | |
" legend.appendChild(item);\n", | |
" \n", | |
" data = document.getElementById('legend-points-value-' + p)\n", | |
" data.textContent = myColorStops[p][0];\n", | |
" }\n", | |
" }\n", | |
"}\n", | |
"\n", | |
"function generateInterpolateExpression(propertyValue, stops) {\n", | |
" var expression;\n", | |
" if (propertyValue == 'zoom') {\n", | |
" expression = ['interpolate', ['linear'], ['zoom']]\n", | |
" }\n", | |
" else if (propertyValue == 'heatmap-density') {\n", | |
" expression = ['interpolate', ['linear'], ['heatmap-density']]\n", | |
" }\n", | |
" else {\n", | |
" expression = ['interpolate', ['linear'], ['get', propertyValue]]\n", | |
" }\n", | |
"\n", | |
" for (var i=0; i<stops.length; i++) {\n", | |
" expression.push(stops[i][0], stops[i][1])\n", | |
" }\n", | |
" return expression\n", | |
"}\n", | |
"\n", | |
"\n", | |
"function generateMatchExpression(propertyValue, stops, defaultValue) {\n", | |
" var expression;\n", | |
" expression = ['match', ['get', propertyValue]]\n", | |
" for (var i=0; i<stops.length; i++) {\n", | |
" expression.push(stops[i][0], stops[i][1])\n", | |
" }\n", | |
" expression.push(defaultValue)\n", | |
" \n", | |
" return expression\n", | |
"}\n", | |
"\n", | |
"\n", | |
"function generatePropertyExpression(expressionType, propertyValue, stops, defaultValue) {\n", | |
" var expression;\n", | |
" if (expressionType == 'match') {\n", | |
" expression = generateMatchExpression(propertyValue, stops, defaultValue)\n", | |
" }\n", | |
" else {\n", | |
" expression = generateInterpolateExpression(propertyValue, stops)\n", | |
" }\n", | |
"\n", | |
" return expression\n", | |
"}\n", | |
"\n", | |
"\n", | |
"</script>\n", | |
"\n", | |
"<!-- main map creation code, extended by mapboxgl/templates/graduated_circle.html -->\n", | |
"<script type='text/javascript'>\n", | |
"\n", | |
"mapboxgl.accessToken = 'pk.eyJ1Ijoic21hcnR1c2UiLCJhIjoiY2pkNGowcGdzMHhpbzMzcWp3eGYydGhmMiJ9.k9QyYo-2pFvyyFDJiz16UA';\n", | |
"\n", | |
"var map = new mapboxgl.Map({\n", | |
" container: 'map',\n", | |
" style: 'mapbox://styles/mapbox/light-v9?optimize=true', \n", | |
" center: [8.4, 46.8],\n", | |
" zoom: 6.5,\n", | |
" transformRequest: (url, resourceType)=> {\n", | |
" if ( url.slice(0,22) == 'https://api.mapbox.com' ) {\n", | |
" //Add Python Plugin identifier for Mapbox API traffic\n", | |
" return {\n", | |
" url: [url.slice(0, url.indexOf('?')+1), 'pluginName=PythonMapboxgl&', url.slice(url.indexOf('?')+1)].join('')\n", | |
" }\n", | |
" }\n", | |
" else {\n", | |
" //Do not transform URL for non Mapbox GET requests\n", | |
" return {url: url}\n", | |
" }\n", | |
" }\n", | |
"});\n", | |
"\n", | |
"map.addControl(new mapboxgl.NavigationControl());\n", | |
" \n", | |
"calcCircleColorLegend([[2.0, 'rgb(255,255,178)'], [3.0, 'rgb(254,217,118)'], [4.0, 'rgb(254,178,76)'], [6.0, 'rgb(253,141,60)'], [11.0, 'rgb(240,59,32)'], [31.0, 'rgb(189,0,38)']], 'toll vs. elevation');\n", | |
"\n", | |
"map.on('style.load', function() {\n", | |
" \n", | |
"\n", | |
" map.addSource('data', {\n", | |
" 'type': 'geojson',\n", | |
" 'data': 'points.geojson', //data from dataframe output to geojson\n", | |
" 'buffer': 0,\n", | |
" 'maxzoom': 14\n", | |
" });\n", | |
"\n", | |
" map.addLayer({\n", | |
" 'id': 'label',\n", | |
" 'source': 'data',\n", | |
" 'type': 'symbol',\n", | |
" 'maxzoom': 24,\n", | |
" 'minzoom': 0,\n", | |
" 'layout': {\n", | |
" \n", | |
" 'text-size' : generatePropertyExpression('interpolate','zoom', [[0,8],[22,16]] ),\n", | |
" 'text-offset': [0,-1]\n", | |
" },\n", | |
" 'paint': {\n", | |
" 'text-halo-color': 'white',\n", | |
" 'text-halo-width': 1\n", | |
" }\n", | |
" }, '' )\n", | |
"\n", | |
" map.addLayer({\n", | |
" 'id': 'circle',\n", | |
" 'source': 'data',\n", | |
" 'type': 'circle',\n", | |
" 'maxzoom': 24,\n", | |
" 'minzoom': 0,\n", | |
" 'paint': {\n", | |
" 'circle-color': generatePropertyExpression('interpolate', 'toll', [[2.0, 'rgb(255,255,178)'], [3.0, 'rgb(254,217,118)'], [4.0, 'rgb(254,178,76)'], [6.0, 'rgb(253,141,60)'], [11.0, 'rgb(240,59,32)'], [31.0, 'rgb(189,0,38)']], 'grey' ),\n", | |
" 'circle-radius' : generatePropertyExpression('interpolate', 'elevation', [[1720.0, 1.0], [2020.0, 1.9], [2170.0, 2.8], [2300.0, 3.7], [2470.0, 4.6], [2650.0, 5.5], [2870.0, 6.4], [3150.0, 7.3], [3500.0, 8.2], [4000.0, 9.1]], 'None' ),\n", | |
" 'circle-stroke-color': 'grey',\n", | |
" 'circle-stroke-width': generatePropertyExpression('interpolate','zoom', [[0,0.01], [18,1]]),\n", | |
" 'circle-opacity' : 0.8\n", | |
" }\n", | |
" }, 'label');\n", | |
" \n", | |
" // Create a popup\n", | |
" var popup = new mapboxgl.Popup({\n", | |
" closeButton: false,\n", | |
" closeOnClick: false\n", | |
" });\n", | |
" \n", | |
" // Show the popup on mouseover\n", | |
" map.on('mousemove', 'circle', function(e) {\n", | |
" map.getCanvas().style.cursor = 'pointer';\n", | |
" let f = e.features[0];\n", | |
" let popup_html = '<div><li><b>Location</b>: ' + f.geometry.coordinates[0].toPrecision(6) + \n", | |
" ', ' + f.geometry.coordinates[1].toPrecision(6) + '</li>';\n", | |
"\n", | |
" for (key in f.properties) {\n", | |
" popup_html += '<li><b> ' + key + '</b>: ' + f.properties[key] + ' </li>'\n", | |
" }\n", | |
"\n", | |
" popup_html += '</div>'\n", | |
"\n", | |
" popup.setLngLat(e.features[0].geometry.coordinates)\n", | |
" .setHTML(popup_html)\n", | |
" .addTo(map);\n", | |
" });\n", | |
"\n", | |
" map.on('mouseleave', 'circle', function() {\n", | |
" map.getCanvas().style.cursor = '';\n", | |
" popup.remove();\n", | |
" });\n", | |
" \n", | |
" // Fly to on click\n", | |
" map.on('click', 'circle', function(e) {\n", | |
" map.easeTo({\n", | |
" center: e.features[0].geometry.coordinates,\n", | |
" zoom: map.getZoom() + 1\n", | |
" });\n", | |
" });\n", | |
"});\n", | |
"\n", | |
"\n", | |
"</script>\n", | |
"\n", | |
"</body>\n", | |
"</html>\" style=\"width: 100%; height: 500px;\"></iframe>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Calculate gradients and sizes\n", | |
"color_breaks = mapclassify.Natural_Breaks(df['toll'], k=6, initial=0).bins\n", | |
"color_stops = create_color_stops(color_breaks, colors='YlOrRd')\n", | |
"radius_breaks = mapclassify.Natural_Breaks(df['elevation'], k=10, initial=0).bins\n", | |
"#radius_breaks = flip(radius_breaks, 0) # causes a MapBox error (strictly ascending order)\n", | |
"radius_stops = create_radius_stops(radius_breaks, 1, 10)\n", | |
"\n", | |
"# Create the visualization\n", | |
"viz = GraduatedCircleViz('points.geojson',\n", | |
" color_property = 'toll',\n", | |
" color_stops = color_stops,\n", | |
" radius_property = 'elevation',\n", | |
" radius_stops = radius_stops,\n", | |
" opacity=0.8,\n", | |
" zoom=6.5,\n", | |
" center= [8.4, 46.8],\n", | |
" access_token=token)\n", | |
"viz.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"For comparison, here is the abovementioned national dataset of avalanche risks, displayed on the Swiss geoportal ([direct link](https://s.geo.admin.ch/78f58015a9)):" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <iframe\n", | |
" width=\"100%\"\n", | |
" height=\"500\"\n", | |
" src=\"https://map.geo.admin.ch/embed.html?lang=en&topic=ech&bgLayer=ch.swisstopo.pixelkarte-farbe&layers=ch.swisstopo.zeitreihen,ch.bfs.gebaeude_wohnungs_register,ch.bav.haltestellen-oev,ch.swisstopo.swisstlm3d-wanderwege,ch.bafu.showme-gemeinden_sturzprozesse&layers_visibility=false,false,false,false,true&layers_timestamp=18641231,,,,&E=2663226.61&N=1193507.44&zoom=1&layers_opacity=1,1,1,1,0.75\"\n", | |
" frameborder=\"0\"\n", | |
" allowfullscreen\n", | |
" ></iframe>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.lib.display.IFrame at 0x7feca4ee62b0>" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import IFrame\n", | |
"IFrame(\"https://map.geo.admin.ch/embed.html?lang=en&topic=ech&bgLayer=ch.swisstopo.pixelkarte-farbe&layers=ch.swisstopo.zeitreihen,ch.bfs.gebaeude_wohnungs_register,ch.bav.haltestellen-oev,ch.swisstopo.swisstlm3d-wanderwege,ch.bafu.showme-gemeinden_sturzprozesse&layers_visibility=false,false,false,false,true&layers_timestamp=18641231,,,,&E=2663226.61&N=1193507.44&zoom=1&layers_opacity=1,1,1,1,0.75\", \n", | |
" width='100%', height=500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"<a rel=\"license\" href=\"http://creativecommons.org/licenses/by/4.0/\"><img alt=\"Creative Commons License\" style=\"border-width:0\" src=\"https://i.creativecommons.org/l/by/4.0/88x31.png\" /></a><br />© [Oleg Lavrovsky](https://datalets.ch), February 2018. This notebook is licensed under a <a rel=\"license\" href=\"http://creativecommons.org/licenses/by/4.0/\">Creative Commons Attribution 4.0 International License</a>.\n" | |
] | |
} | |
], | |
"metadata": { | |
"anaconda-cloud": {}, | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.6.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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avalanche.id | date | date.quality | hydrological.year | canton | local.name | start.zone.coordinates.x | start.zone.coordinates.y | coordinates.quality | start.zone.elevation | start.zone.slope.aspect | start.zone.inclination | forecasted.dangerlevel | number.dead | number.caught | number.fully.buried | activity | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
13007 | 1995-12-25 | 0 | 1995/96 | VS | Chetseron / Vallon de l`Ertentse | 602380 | 131230 | 25 | 2060 | NW | NA | NA | 2 | 2 | 0 | offpiste | |
13014 | 1995-12-28 | 0 | 1995/96 | VS | Verbier / Les Ruinettes | 586070 | 104160 | 25 | 2340 | NNE | 39 | NA | 1 | 1 | 1 | offpiste | |
13028 | 1996-01-14 | 0 | 1995/96 | GR | Chilchalphorn | 731720 | 155110 | 25 | 2960 | E | 35 | NA | 1 | 4 | 2 | tour | |
13038 | 1996-02-14 | 0 | 1995/96 | VD | La Lécherette | 575300 | 141010 | 25 | 1580 | NNW | 42 | NA | 1 | 2 | 1 | offpiste | |
13040 | 1996-02-15 | 0 | 1995/96 | OW | Pilatus / Matthorn / Ruessiflue | 661640 | 202180 | 25 | 1860 | NW | 40 | NA | 1 | 4 | 3 | tour | |
13049 | 1996-02-18 | 0 | 1995/96 | GR | Alp Trida / Greitspitz | 820490 | 206020 | 25 | 2760 | SE | 38 | NA | 1 | 1 | 1 | offpiste | |
13050 | 1996-02-18 | 0 | 1995/96 | VS | Val de Nendaz / La Meina | 592225 | 111825 | 25 | 2160 | N | 48 | NA | 1 | 1 | 0 | offpiste | |
13051 | 1996-02-19 | 0 | 1995/96 | GR | Parsenngebiet / Salezer Tobel | 782600 | 188740 | 25 | 2170 | E | 37 | NA | 1 | 1 | 1 | offpiste | |
13052 | 1996-02-19 | 0 | 1995/96 | VS | Hungerberg | 671800 | 154770 | 25 | 2000 | W | 50 | NA | 1 | 2 | 0 | offpiste | |
13054 | 1996-02-19 | 0 | 1995/96 | GR | Drostobel | 782960 | 193160 | 25 | 2020 | E | 40 | NA | 1 | 1 | 1 | offpiste | |
13058 | 1996-02-21 | 0 | 1995/96 | VS | Monts Rouges / Arolla | 599630 | 96640 | 25 | 3000 | SE | 40 | NA | 2 | 3 | 2 | tour | |
13061 | 1996-02-23 | 0 | 1995/96 | OW | Titlis / Laubersgrat | 674340 | 182740 | 25 | 2100 | NW | 45 | NA | 1 | 1 | 1 | offpiste | |
13069 | 1996-02-29 | 0 | 1995/96 | VS | Strahlchnubel | 633500 | 95280 | 25 | 3300 | SW | 36 | NA | 2 | 3 | 2 | tour | |
13085 | 1996-04-08 | 0 | 1995/96 | GR | Ofenpass / Piz Daint | 818155 | 167250 | 25 | 2760 | NNW | 41 | NA | 1 | 1 | 1 | tour | |
13129 | 1996-12-31 | 0 | 1996/97 | GR | Munt da Brail / Val Paistel / Brail | 797300 | 171450 | 25 | 2480 | ESE | 45 | NA | 1 | 1 | 1 | tour | |
13134 | 1997-01-02 | 0 | 1996/97 | VS | Champex / Piste Rouge de l `Arpette | 572425 | 95775 | 25 | 2560 | NNW | 40 | NA | 1 | 2 | 1 | transportation.corridor | |
13138 | 1997-01-04 | 0 | 1996/97 | GR | Piz Gendusas | 702800 | 174730 | 25 | 2650 | ESE | 39 | NA | 1 | 5 | 5 | offpiste | |
13142 | 1997-01-11 | 0 | 1996/97 | VS | Mont Blanc de Cheilon | 598240 | 93380 | 25 | 3800 | NW | 49 | NA | 2 | 2 | 0 | tour | |
13152 | 1997-02-15 | 0 | 1996/97 | GR | Parsenn / Stützalp | 783080 | 190820 | 25 | 2020 | NNE | 40 | NA | 1 | 1 | 0 | offpiste | |
13153 | 1997-02-16 | 0 | 1996/97 | GR | Oberalppass / Pazolastock | 694200 | 167380 | 25 | 2320 | NE | 35 | NA | 1 | 3 | 1 | tour | |
13154 | 1997-02-16 | 0 | 1996/97 | VS | Cleuson | 591330 | 106470 | 25 | 2240 | W | 36 | NA | 1 | 2 | 2 | tour | |
13159 | 1997-02-16 | 0 | 1996/97 | VD | La Videmanette | 581800 | 144920 | 25 | 2130 | NW | 42 | NA | 1 | 2 | 1 | offpiste | |
13161 | 1997-02-16 | 0 | 1996/97 | VS | Greppon Blanc | 593520 | 110200 | 25 | 2680 | E | 41 | NA | 1 | 2 | 2 | offpiste | |
13163 | 1997-02-16 | 0 | 1996/97 | VS | Le Métailler / Plan di Arjes | 591270 | 108160 | 25 | 2150 | NW | 43 | NA | 1 | 1 | 0 | tour | |
13166 | 1997-02-16 | 0 | 1996/97 | VS | Champex / La Breya / Couloir de Planzin | 574110 | 96810 | 25 | 2120 | NNE | 37 | NA | 1 | 1 | 1 | offpiste | |
13172 | 1997-02-21 | 0 | 1996/97 | BE | Wildstrubel / Schneehorn | 608760 | 137560 | 25 | 3100 | SW | 37 | NA | 2 | 2 | 2 | tour | |
13173 | 1997-02-21 | 0 | 1996/97 | GR | Gotschnagrat / Gotschnawang | 784160 | 192220 | 25 | 2180 | NE | 45 | NA | 1 | 2 | 1 | offpiste | |
13179 | 1997-02-23 | 0 | 1996/97 | NW | Haldigrat / Chäserstad | 676330 | 195310 | 25 | 1870 | NE | 40 | NA | 1 | 1 | 1 | tour | |
13180 | 1997-02-23 | 0 | 1996/97 | VS | Greppon Blanc | 595090 | 109960 | 25 | 2200 | E | 36 | NA | 1 | 1 | 1 | tour | |
13183 | 1997-02-28 | 0 | 1996/97 | BE | Steintälli / Jochpass / Engstlenalp | 672520 | 180385 | 25 | 2380 | NNW | 38 | NA | 3 | 6 | 4 | offpiste | |
13218 | 1997-05-04 | 0 | 1996/97 | GR | Piz Boval | 789450 | 143440 | 25 | 3220 | E | NA | NA | 1 | 1 | 0 | tour | |
13221 | 1997-07-21 | 0 | 1996/97 | UR | Tiefengletscher / Galenstock | 675000 | 162600 | 25 | 3540 | E | NA | NA | 3 | 3 | 2 | tour | |
20001 | 1997-10-26 | 0 | 1997/98 | BE | Doldenhornsattel / Doldenhorn | 622300 | 146540 | 25 | 3420 | N | NA | NA | 2 | 2 | 1 | tour | |
20006 | 1997-12-19 | 0 | 1997/98 | GR | Camanna Suvretta / Piz Nair | 779150 | 152850 | 25 | 2560 | SW | 30 | 3 | 1 | 2 | 1 | offpiste | |
20007 | 1997-12-21 | 0 | 1997/98 | UR | Gemsstock | 689950 | 161950 | 25 | 2940 | NW | NA | 4 | 1 | 2 | 1 | transportation.corridor | |
20015 | 1997-12-29 | 0 | 1997/98 | VS | Tête de la Payanne / Bruson | 581500 | 98085 | 25 | 2435 | NE | 35 | 3 | 1 | 2 | 2 | tour | |
20024 | 1998-01-04 | 0 | 1997/98 | UR | Geissgrat - Gemsplangge / Gemsstock | 690250 | 163550 | 25 | 2400 | N | 50 | 3 | 1 | 2 | 1 | offpiste | |
20031 | 1998-01-20 | 0 | 1997/98 | GR | Margunin / Alp Muntatsch | 784730 | 157670 | 25 | 2435 | SE | 28 | 3 | 1 | 1 | 1 | tour | |
20039 | 1998-01-21 | 0 | 1997/98 | FR | Laubspitz - Litefret / Vallée-de-la-Mort / Jaunpass | 583500 | 162100 | 100 | 1620 | WNW | 40 | 4 | 1 | 1 | 1 | transportation.corridor | |
20045 | 1998-01-25 | 0 | 1997/98 | VS | Glacier de Tsena Réfien / Pigne dArolla | 600000 | 94380 | 25 | 3300 | NNW | 35 | 2 | 1 | 6 | 3 | tour | |
20046 | 1998-01-26 | 0 | 1997/98 | GR | Pizza Naira / Parpaner Rothorn | 766060 | 177480 | 25 | 2800 | WNW | 45 | 2 | 1 | 1 | 1 | offpiste | |
20058 | 1998-03-18 | 0 | 1997/98 | GR | Piz Platta | 763050 | 150440 | 25 | 3300 | S | NA | 2 | 2 | 4 | 0 | tour | |
20063 | 1998-03-30 | 0 | 1997/98 | SZ | Schwarzstock | 704550 | 210630 | 25 | 1450 | SW | 47 | 2 | 1 | 1 | 1 | tour | |
20070 | 1998-04-20 | 0 | 1997/98 | GR | Il Chapütschin | 783400 | 139750 | 25 | 2950 | ENE | 45 | 2 | 1 | 1 | 1 | tour | |
20102 | 1998-10-04 | 0 | 1998/99 | BE | Morgenhorn - Gamchigletscher | 627150 | 149420 | 25 | 3600 | N | 55 | NA | 2 | 2 | 1 | tour | |
20111 | 1998-12-10 | 0 | 1998/99 | VS | Col de Riedmatten / Monts Rouges / Arolla | 599540 | 96500 | 100 | 2980 | ESE | 42 | 2 | 1 | 1 | 1 | tour | |
20114 | 1998-12-12 | 0 | 1998/99 | VS | Meiggergrabe / Meiggertal / Mittaghorn | 639070 | 103500 | 25 | 2680 | SE | NA | 2 | 1 | 2 | 0 | tour | |
20115 | 1998-12-12 | 0 | 1998/99 | VS | Sur Gde Conche / Cuboré / Brochaux / Pte de Mossette | 551770 | 115000 | 25 | 2100 | WNW | 40 | 2 | 1 | 1 | 1 | offpiste | |
20117 | 1998-12-13 | 0 | 1998/99 | SZ | Summerlaui / Jochli / Stooswald | 692300 | 203950 | 25 | 1380 | N | 38 | 3 | 1 | 1 | 0 | offpiste | |
20119 | 1998-12-27 | 0 | 1998/99 | VS | LArolette / Croix de Fer | 563900 | 98225 | 25 | 2240 | N | 36 | 2 | 1 | 1 | 1 | offpiste | |
20123 | 1999-01-01 | 0 | 1998/99 | VS | Combe des Morts / Col du Gd St Bernard | 579830 | 80030 | 25 | 2400 | NE | NA | 3 | 1 | 4 | 1 | tour | |
20125 | 1999-01-01 | 0 | 1998/99 | TI | Pécian / Sulle Coste | 700750 | 153050 | 25 | 2540 | WSW | 50 | 3 | 1 | 1 | 1 | tour | |
20130 | 1999-01-06 | 0 | 1998/99 | BE | Inberg / Lauberhorn / Tschuggen / Kleine Scheidegg | 639620 | 160150 | 25 | 2200 | NE | 45 | 2 | 1 | 1 | 1 | tour | |
20143 | 1999-02-01 | 0 | 1998/99 | VS | Les Lués Rares / Col de la Mouche / Tortin / Skigebiet Mont Fort | 588800 | 105580 | 250 | 2560 | NE | 43 | 3 | 1 | 6 | 3 | offpiste | |
20149 | 1999-02-07 | 0 | 1998/99 | GR | Laviner da Gonda / Gonda-Lawine / Piz Chapisun - Inn | 804650 | 186025 | 250 | 2840 | SSE | 42 | 4 | 1 | 4 | 4 | transportation.corridor | |
20150 | 1999-02-08 | 0 | 1998/99 | BE | Chläbischopflouena / Chläbischopflaui (Tschuggen / Schwarzes Band - In Gassen) / Wengen | 638850 | 161300 | 100 | 2150 | W | 52 | 4 | 2 | 2 | 2 | building | |
20155 | 1999-02-11 | 0 | 1998/99 | GR | Leidbachmeder / Leidbach / Nüllisch Grat / Rinerhorn / Glaris | 780760 | 178330 | 25 | 2280 | WNW | 38 | 4 | 1 | 2 | 2 | offpiste | |
20157 | 1999-02-13 | 0 | 1998/99 | VS | Grand Combe / Les Fontanets / Les Ruinettes / Verbier | 585800 | 103750 | 25 | 2150 | W | 43 | 3 | 1 | 1 | 1 | offpiste | |
20163 | 1999-02-21 | 0 | 1998/99 | VS | Avalanche du Bréquet / Le Bréquet / Pte du Prélet - La Confraric | 608000 | 107400 | 100 | 2900 | WSW | NA | 4 | 9 | 9 | 9 | other, mixed or unknown | |
20164 | 1999-02-21 | 0 | 1998/99 | VS | Avalanche des Maures / Torrent des Maures / Col de Torrent - Prés de Villa - Cretta Reinar | 607300 | 108550 | 100 | 2900 | WSW | NA | 4 | 3 | 4 | 3 | transportation.corridor | |
20167 | 1999-02-23 | 0 | 1998/99 | UR | Geisslaui / Widderlaui (Chli Wingällen - Egg - Maderanertal) / Golzern / Bristen | 697540 | 183240 | 100 | 2750 | S | NA | 5 | 1 | 1 | 1 | building | |
20169 | 1999-02-23 | 0 | 1998/99 | VS | Trützilawine / Trützi / Trützital / Geschinerbach | 662300 | 152000 | 1000 | 2600 | E | NA | 5 | 1 | 1 | 1 | building | |
20172 | 1999-03-09 | 0 | 1998/99 | GR | Diavolezza | 794200 | 143400 | 25 | 2900 | NNE | 42 | 2 | 1 | 1 | 1 | offpiste | |
20182 | 1999-04-14 | 0 | 1998/99 | GR | Piz Radönt / Flüelapass | 792610 | 177690 | 25 | 3020 | ENE | NA | 2 | 1 | 3 | 0 | tour | |
20186 | 1999-04-20 | 0 | 1998/99 | GR | Mot dal Gajer / Val Stipa / S-charl | 821160 | 175620 | 100 | 2750 | NW | 45 | 2 | 1 | 2 | 1 | tour | |
20189 | 1999-06-28 | 0 | 1998/99 | UR | Clariden Nordwand / Urner Boden | 709000 | 189060 | 25 | 3080 | N | 55 | NA | 2 | 2 | 2 | tour | |
20190 | 1999-07-03 | 0 | 1998/99 | BE | Lauteraarhorn / Südwand-Couloir | 653080 | 159200 | 25 | 3880 | S | 50 | NA | 1 | 1 | 0 | tour | |
20202 | 1999-11-07 | 0 | 1999/00 | TI | Pizzo Rotondo | 678750 | 152090 | 100 | 2930 | S | 42 | NA | 2 | 2 | 2 | tour | |
20207 | 1999-12-27 | 0 | 1999/00 | GR | Jakobihang / Skigebiet Gürgaletsch | 763875 | 185365 | 25 | 2300 | NE | 43 | 3 | 1 | 1 | 1 | transportation.corridor | |
20213 | 1999-12-30 | 0 | 1999/00 | VS | LHospitalet / Skigebiet Super Saint-Bernard | 580785 | 81806 | 25 | 2200 | WNW | 41 | 3 | 1 | 17 | 2 | other, mixed or unknown | |
20218 | 1999-12-31 | 0 | 1999/00 | GR | Murtera dArdez | 808675 | 186365 | 25 | 2280 | SE | 33 | 3 | 1 | 2 | 2 | tour | |
20239 | 2000-01-30 | 0 | 1999/00 | BE | Gilbachegge / Sillerenbühl | 606425 | 146940 | 25 | 1930 | ESE | NA | 4 | 1 | 3 | 1 | offpiste | |
20258 | 2000-02-05 | 0 | 1999/00 | VS | Six Jeur / Châtelard | 561650 | 101900 | 25 | 1940 | E | 37 | 2 | 2 | 3 | 2 | tour | |
20268 | 2000-02-13 | 0 | 1999/00 | SG | Alp Plisen / Chäserrugg | 743050 | 225450 | 25 | 1800 | N | 40 | 2 | 1 | 1 | 1 | offpiste | |
20276 | 2000-02-21 | 0 | 1999/00 | GR | Mittelgrat / Meierhofertälli / Skigebiet Parsenn | 780970 | 189450 | 25 | 2615 | NE | NA | 3 | 3 | 6 | 4 | offpiste | |
20293 | 2000-02-26 | 0 | 1999/00 | BE | Elsighorn / Achsetberg | 615170 | 153500 | 25 | 2190 | NW | 50 | 2 | 1 | 2 | 1 | offpiste | |
20298 | 2000-03-01 | 0 | 1999/00 | GR | Pischahorn | 791410 | 187800 | 25 | 2970 | W | 38 | 2 | 1 | 1 | 1 | tour | |
20313 | 2000-04-18 | 0 | 1999/00 | VS | Plattjen / Mittaghorn | 638360 | 104270 | 25 | 2580 | NNW | 38 | 3 | 1 | 6 | 1 | transportation.corridor | |
20319 | 2000-04-24 | 0 | 1999/00 | VS | Cabane du Velan | 585250 | 85425 | 25 | 2415 | NNW | 35 | 3 | 1 | 3 | 2 | tour | |
20326 | 2000-09-10 | 0 | 1999/00 | VS | Nesthorn | 637490 | 140340 | 25 | 3800 | NE | 47 | NA | 2 | 2 | 0 | tour | |
20401 | 2000-11-11 | 0 | 2000/01 | UR | Gemsstock | 689630 | 162030 | 25 | 2840 | WNW | 43 | 3 | 1 | 3 | 1 | offpiste | |
20403 | 2000-11-12 | 0 | 2000/01 | VS | Pte des Grands / Glacier des Berons | 565265 | 95050 | 25 | 2920 | N | 42 | 3 | 1 | 2 | 1 | offpiste | |
20431 | 2001-01-13 | 0 | 2000/01 | GR | Piz Padella / Samedan | 783650 | 156080 | 25 | 2800 | S | 39 | 2 | 1 | 1 | 1 | tour | |
20432 | 2001-01-13 | 0 | 2000/01 | VS | Arête des Ombrintses / Bella Tola | 614100 | 121230 | 25 | 2560 | WNW | 41 | 2 | 1 | 1 | 1 | offpiste | |
20439 | 2001-01-16 | 0 | 2000/01 | VS | Täschehorn / Setzehorn | 655530 | 146940 | 25 | 2990 | SE | 42 | 2 | 1 | 1 | 1 | tour | |
20446 | 2001-01-28 | 0 | 2000/01 | BE | Stierenberg | 587540 | 134950 | 25 | 2000 | N | 36 | 3 | 1 | 3 | 1 | tour | |
20454 | 2001-02-03 | 0 | 2000/01 | VS | Eisfälle Plat de la Lé / Zinal | 613920 | 106840 | 250 | 2500 | NE | NA | 2 | 1 | 5 | 1 | tour | |
20455 | 2001-02-03 | 0 | 2000/01 | VS | Plat de la Lé / Zinal | 613170 | 106750 | 250 | 3000 | E | NA | 2 | 2 | 8 | 3 | tour | |
20459 | 2001-02-04 | 0 | 2000/01 | GR | Clis da Ravaisch | 822530 | 204160 | 25 | 2060 | SSE | NA | 3 | 1 | 1 | 1 | transportation.corridor | |
20463 | 2001-02-04 | 0 | 2000/01 | SZ | Forstberg | 705430 | 206700 | 25 | 1980 | N | 39 | 4 | 1 | 1 | 1 | tour | |
20464 | 2001-02-04 | 0 | 2000/01 | VS | Rindersattel / Rinderhorn | 615930 | 141350 | 25 | 2800 | SW | 37 | 3 | 1 | 2 | 2 | tour | |
20470 | 2001-02-06 | 0 | 2000/01 | VS | Tête de Balme | 563230 | 98215 | 25 | 2180 | N | 43 | 3 | 3 | 5 | 4 | offpiste | |
20482 | 2001-02-11 | 0 | 2000/01 | TI | Alpe Nuova / Pizzo Rotondo | 679225 | 151115 | 25 | 2540 | SSE | 40 | 2 | 3 | 3 | 3 | tour | |
20490 | 2001-02-22 | 0 | 2000/01 | GR | Salinas / Alp Sadra | 822680 | 165090 | 100 | 2300 | NE | 33 | 2 | 2 | 7 | 3 | tour | |
20492 | 2001-02-23 | 0 | 2000/01 | VS | Ernergalen / Lowigraben | 657630 | 139535 | 25 | 2220 | NNW | 43 | 3 | 1 | 2 | 0 | offpiste | |
20494 | 2001-02-24 | 0 | 2000/01 | SZ | Hoch Ybrig / Laucherenstöckli / Mördergruebli | 700715 | 207810 | 25 | 1660 | N | 38 | 4 | 1 | 2 | 1 | offpiste | |
20500 | 2001-02-27 | 0 | 2000/01 | GR | Erzböden / Erzhorn / Parpaner Rothorn | 767380 | 179800 | 25 | 2380 | N | 42 | 3 | 1 | 2 | 1 | offpiste | |
20501 | 2001-02-27 | 0 | 2000/01 | NW | Schwalmis | 680450 | 196930 | 25 | 2140 | N | 39 | 3 | 1 | 2 | 2 | tour | |
20505 | 2001-03-05 | 0 | 2000/01 | GR | Surettalückli | 747380 | 154290 | 25 | 2660 | N | 40 | 3 | 1 | 3 | 2 | tour | |
20508 | 2001-03-13 | 0 | 2000/01 | VS | Hübschhorn | 646720 | 120110 | 25 | 2500 | SW | 40 | 3 | 1 | 1 | 1 | tour | |
20519 | 2001-03-29 | 0 | 2000/01 | GR | Piz Valdraus / Glatscher da Lavaz | 714960 | 165200 | 25 | 2540 | NNW | 35 | 2 | 1 | 4 | 3 | tour | |
20526 | 2001-05-19 | 0 | 2000/01 | GR | Piz Palü | 794140 | 139530 | 25 | 3800 | N | 42 | NA | 2 | 2 | 1 | tour | |
20527 | 2001-05-24 | 0 | 2000/01 | BE | Guggihütte / Mönch | 641150 | 157050 | 25 | 2740 | NW | NA | NA | 1 | 2 | 1 | tour | |
20528 | 2001-06-23 | 0 | 2000/01 | BE | Mittellegihütte | 644670 | 159240 | 25 | 3340 | SSE | NA | NA | 2 | 2 | 1 | tour | |
20605 | 2001-12-28 | 0 | 2001/02 | SG | Zieger / Flumserberg | 737590 | 214575 | 100 | 2060 | SSE | 35 | 3 | 1 | 1 | 1 | offpiste | |
20618 | 2001-12-31 | 0 | 2001/02 | VS | Col de Chassoure / Mont Gelé / Tortin | 588100 | 105750 | 25 | 2700 | NNE | 38 | 3 | 1 | 4 | 1 | offpiste | |
20624 | 2002-01-02 | 0 | 2001/02 | BE | Galmschibe / Oberes Chirgeli / Diemtigtal | 606860 | 155025 | 100 | 2360 | NNW | 40 | 3 | 1 | 1 | 1 | tour | |
20628 | 2002-01-03 | 0 | 2001/02 | GR | Parsenn / Casanna / Rude Dudehang | 781200 | 192100 | 25 | 2400 | W | 45 | 3 | 1 | 1 | 1 | offpiste | |
20633 | 2002-01-13 | 0 | 2001/02 | GR | Amtmanntobel Totalp | 782410 | 190070 | 25 | 2240 | E | 37 | 2 | 1 | 1 | 1 | offpiste | |
20634 | 2002-01-13 | 0 | 2001/02 | BE | Vordere Bütlasse / Kiental | 629110 | 152420 | 25 | 2975 | WNW | 39 | 1 | 2 | 3 | 1 | tour | |
20638 | 2002-01-30 | 0 | 2001/02 | UR | Fellital - Schattig-Wichel / Fuorcla da Giuv | 695470 | 172410 | 25 | 2910 | NNW | 43 | 2 | 1 | 1 | 1 | tour | |
20639 | 2002-02-02 | 0 | 2001/02 | GR | Farurtal / Parpaner Schwarzhorn | 764500 | 182530 | 25 | 2500 | NW | 39 | 2 | 1 | 1 | 1 | offpiste | |
20645 | 2002-02-13 | 0 | 2001/02 | BE | Schilthorn / Birg | 632420 | 156760 | 25 | 2450 | E | 37 | 2 | 1 | 1 | 1 | offpiste | |
20650 | 2002-02-24 | 0 | 2001/02 | VS | Le Seudzay / Tête de la Payanne | 581530 | 98960 | 100 | 2200 | N | 37 | 3 | 1 | 1 | 1 | offpiste | |
20651 | 2002-02-25 | 0 | 2001/02 | VS | Mt. Dolin | 602150 | 97240 | 25 | 2480 | SE | 40 | 3 | 1 | 2 | 1 | offpiste | |
20653 | 2002-02-28 | 0 | 2001/02 | VS | Deischbach - Volli / Bettmeralp | 649990 | 138880 | 25 | 2070 | E | 45 | 3 | 1 | 1 | 1 | offpiste | |
20655 | 2002-03-05 | 0 | 2001/02 | BE | Oldenegg | 584920 | 133250 | 25 | 1900 | NNE | NA | 3 | 1 | 1 | 1 | offpiste | |
20656 | 2002-03-05 | 0 | 2001/02 | GR | Piz Vallatscha | 820305 | 172570 | 25 | 2750 | ESE | 40 | 3 | 3 | 5 | 4 | tour | |
20657 | 2002-03-06 | 0 | 2001/02 | VD | La Para / La Pare | 578060 | 136900 | 100 | 2450 | NE | NA | 2 | 1 | 1 | 1 | tour | |
20665 | 2002-04-21 | 0 | 2001/02 | BE | Doldenhorn | 622480 | 146620 | 100 | 3450 | NW | NA | 2 | 1 | 1 | 1 | tour | |
20667 | 2002-04-27 | 0 | 2001/02 | VS | Mont Velan / Bourg St Bernhard | 584990 | 82500 | 25 | 3600 | SW | 45 | 2 | 2 | 2 | 0 | tour | |
20668 | 2002-04-28 | 0 | 2001/02 | VS | Ritzhörner | 668120 | 144620 | 100 | 3020 | N | 37 | 2 | 1 | 1 | 1 | tour | |
20669 | 2002-04-28 | 0 | 2001/02 | GR | Piz Grialetsch | 792250 | 174500 | 25 | 3050 | N | 45 | 2 | 1 | 1 | 1 | tour | |
20673 | 2002-08-13 | 0 | 2001/02 | BE | Eiger W-Flanke | 642300 | 158500 | 250 | 2900 | W | NA | NA | 1 | 2 | 0 | tour | |
20801 | 2002-11-03 | 0 | 2002/03 | VS | Sphinxstollen / Jungfraujoch | 642025 | 155320 | 25 | 3480 | SE | NA | NA | 1 | 2 | 1 | tour | |
20829 | 2002-12-29 | 0 | 2002/03 | GR | Skigebiet Savognin | 760610 | 158875 | 25 | 2220 | NNE | NA | 3 | 2 | 5 | 2 | offpiste | |
20848 | 2003-01-06 | 0 | 2002/03 | GR | Totalphorn / Skigebiet Parsenn | 782445 | 189945 | 25 | 2245 | E | 33 | 3 | 1 | 1 | 1 | offpiste | |
20849 | 2003-01-06 | 0 | 2002/03 | VS | Pointe de Penne / Combe du Valsorey | 584410 | 88215 | 25 | 2750 | WSW | 40 | 3 | 3 | 3 | 3 | tour | |
20851 | 2003-01-10 | 0 | 2002/03 | GR | Parpaner Rothorn | 765550 | 179000 | 25 | 2810 | SSE | 37 | 2 | 1 | 1 | 1 | offpiste | |
20879 | 2003-02-04 | 0 | 2002/03 | GR | Brämabüel / Jakobshorn | 784010 | 184135 | 25 | 2380 | NE | 50 | 3 | 1 | 1 | 1 | offpiste | |
20883 | 2003-02-05 | 0 | 2002/03 | VS | La Breya / Champex | 573945 | 97175 | 25 | 1950 | NE | 50 | 4 | 4 | 5 | 4 | offpiste | |
21023 | 2003-02-08 | 0 | 2002/03 | VS | Alter Spittel / Magehorn / Simplonpass | 643480 | 120900 | 25 | 2100 | SE | 45 | 3 | 1 | 4 | 2 | tour | |
21024 | 2003-02-09 | 0 | 2002/03 | GR | Piz Utèr / Crasta Burdun / Val Champagna | 791475 | 155990 | 25 | 2960 | SW | 37 | 3 | 1 | 1 | 1 | tour | |
21029 | 2003-02-10 | 0 | 2002/03 | UR | Geissberg / Gemsstock | 689920 | 164260 | 25 | 1980 | NNE | 50 | 3 | 1 | 1 | 1 | offpiste | |
21034 | 2003-02-11 | 0 | 2002/03 | VS | Corne de Sorebois / Val de Moiry | 611100 | 111060 | 25 | 2680 | WSW | 43 | 3 | 1 | 1 | 0 | offpiste | |
21041 | 2003-02-24 | 0 | 2002/03 | GR | Wengahorn | 763750 | 144700 | 25 | 2730 | ENE | 40 | 1 | 1 | 2 | 1 | tour | |
21066 | 2003-04-15 | 0 | 2002/03 | VS | Grand Tavé / Val de Bagnes | 590500 | 93500 | 25 | 2990 | NE | 45 | 2 | 1 | 1 | 0 | offpiste | |
21067 | 2003-04-19 | 0 | 2002/03 | VS | Col de Sorebois / Zinal | 611490 | 110325 | 25 | 2760 | E | 42 | 1 | 1 | 1 | 1 | offpiste | |
21108 | 2003-12-19 | 0 | 2003/04 | GR | Ofenpass / Munt Buffalora | 815580 | 168430 | 25 | 2385 | ESE | 37 | 2 | 1 | 2 | 2 | tour | |
21117 | 2003-12-29 | 0 | 2003/04 | GR | Rinerhorn / Nüllisch Grat | 780788 | 178439 | 25 | 2260 | NW | 43 | 3 | 1 | 11 | 2 | offpiste | |
21124 | 2003-12-30 | 0 | 2003/04 | BE | Tschingellochtighorn / Engstligenalp | 611050 | 143810 | 25 | 2300 | SW | 41 | 3 | 2 | 3 | 2 | tour | |
21132 | 2004-01-04 | 0 | 2003/04 | VS | Einigs Alichji / Niwen / Goppenstein | 621130 | 134450 | 25 | 2730 | SE | 43 | 2 | 1 | 1 | 1 | tour | |
21157 | 2004-01-15 | 0 | 2003/04 | GR | Ofenpass / Munt Buffalora | 815545 | 168400 | 25 | 2400 | ESE | 40 | 3 | 1 | 3 | 2 | tour | |
21165 | 2004-01-17 | 0 | 2003/04 | VS | Mont Rogneux / Skigebiet Verbier | 586450 | 106000 | 25 | 2650 | WSW | 47 | 3 | 1 | 4 | 4 | offpiste | |
21176 | 2004-01-25 | 0 | 2003/04 | VS | Col de la Chaux | 589800 | 102760 | 25 | 2950 | SW | NA | 3 | 1 | 1 | 1 | offpiste | |
21191 | 2004-02-15 | 0 | 2003/04 | GR | Bäbischluocht / Sertig | 783155 | 178495 | 25 | 2120 | NE | 49 | 2 | 1 | 1 | 0 | offpiste | |
21194 | 2004-02-21 | 0 | 2003/04 | VS | Crêta de Vella | 579850 | 90750 | 25 | 2160 | NNW | 41 | 2 | 1 | 2 | 1 | tour | |
21246 | 2004-06-05 | 0 | 2003/04 | TI | Lago di Lucendro / Gotthardpass | 684760 | 157755 | 25 | 2160 | SSE | 39 | NA | 1 | 2 | 0 | tour | |
21306 | 2004-12-22 | 0 | 2004/05 | SZ | Forstberg | 705460 | 206570 | 25 | 2120 | N | 38 | 3 | 1 | 2 | 1 | tour | |
21307 | 2004-12-26 | 0 | 2004/05 | GR | Piz Davos Lais / Fimbertal | 814910 | 196340 | 25 | 2610 | NNE | 43 | 3 | 1 | 1 | 1 | tour | |
21308 | 2004-12-27 | 0 | 2004/05 | VS | Col de Chassoure / Skigebiet Verbier | 587650 | 106025 | 25 | 2700 | N | NA | 3 | 1 | 1 | 1 | offpiste | |
21314 | 2004-12-30 | 0 | 2004/05 | BE | Albristhorn / Färmelberg | 605415 | 150110 | 25 | 2260 | NNW | 38 | 3 | 1 | 1 | 1 | tour | |
21315 | 2004-12-30 | 0 | 2004/05 | VS | Pigne dArolla | 601800 | 92100 | 25 | 3220 | SSE | 40 | 3 | 1 | 2 | 1 | tour | |
21346 | 2005-01-23 | 0 | 2004/05 | VS | Ritzi / Maste 4 / Skigebiet Saas Fee | 637125 | 104335 | 25 | 2325 | NW | 38 | 3 | 1 | 1 | 1 | offpiste | |
21347 | 2005-01-23 | 0 | 2004/05 | VS | Combe de la Chaux / Vallon dErtentse | 602450 | 131200 | 25 | 2120 | NW | 46 | 3 | 2 | 2 | 2 | offpiste | |
21377 | 2005-02-05 | 0 | 2004/05 | GR | Gatschieferspitz | 790070 | 189980 | 25 | 2485 | N | 38 | 3 | 1 | 1 | 1 | tour | |
21379 | 2005-02-05 | 0 | 2004/05 | GR | Leidbachfurgga | 782170 | 176400 | 25 | 2805 | NW | 45 | 3 | 1 | 2 | 2 | tour | |
21383 | 2005-02-06 | 0 | 2004/05 | GR | Muntischè | 789320 | 163100 | 25 | 2470 | ENE | 33 | 3 | 2 | 2 | 2 | tour | |
21386 | 2005-02-08 | 0 | 2004/05 | GR | Selva Alp / Inder Rossbodma | 734075 | 161490 | 25 | 1940 | NNE | 30 | 2 | 1 | 1 | 1 | tour | |
21406 | 2005-02-20 | 0 | 2004/05 | GR | Churer Joch / Tschiertschen | 762370 | 186190 | 25 | 1930 | WNW | 43 | 3 | 1 | 2 | 1 | offpiste | |
21413 | 2005-02-25 | 0 | 2004/05 | VS | Rochers de la Croix / Vallon de Novel | 550440 | 134450 | 100 | 1460 | WNW | NA | 3 | 2 | 3 | 2 | tour | |
21427 | 2005-03-10 | 0 | 2004/05 | GR | Crap Sais / Val da Siat | 730420 | 189210 | 25 | 2010 | SE | NA | 3 | 1 | 1 | 1 | offpiste | |
21428 | 2005-03-10 | 0 | 2004/05 | VS | Feegletscher / Längfluh | 634360 | 102670 | 25 | 3290 | ENE | 37 | 3 | 1 | 1 | 1 | tour | |
21434 | 2005-03-12 | 0 | 2004/05 | BE | Gemschberg | 649430 | 169310 | 25 | 2380 | SSE | 43 | 2 | 1 | 2 | 1 | tour | |
21440 | 2005-03-13 | 0 | 2004/05 | SG | Neuenalp / Alp Unterstofel | 737700 | 229280 | 25 | 1350 | NW | 36 | 3 | 1 | 1 | 1 | tour | |
21453 | 2005-03-14 | 0 | 2004/05 | GL | Meerenboden / Tugsteinhorn | 731200 | 215420 | 25 | 1780 | NW | 35 | 3 | 3 | 3 | 3 | tour | |
21483 | 2005-04-21 | 0 | 2004/05 | VS | Bec de la Montau | 592950 | 108640 | 25 | 2900 | N | NA | 2 | 2 | 4 | 3 | tour | |
21485 | 2005-04-22 | 0 | 2004/05 | VS | Mont Rogneux | 583880 | 95375 | 25 | 3050 | NNE | NA | 3 | 1 | 3 | 1 | tour | |
21615 | 2005-12-30 | 0 | 2005/06 | GR | Piz Griatschouls / Val dUrezza | 792130 | 166510 | 25 | 2680 | SE | 37 | 2 | 1 | 1 | 1 | tour | |
21626 | 2006-01-03 | 0 | 2005/06 | VS | Bec des Etagnes | 591150 | 104480 | 25 | 2850 | N | NA | 3 | 1 | 1 | 1 | offpiste | |
21638 | 2006-01-08 | 0 | 2005/06 | VD | Le Pacheu | 577720 | 121540 | 25 | 2710 | WSW | NA | 2 | 1 | 2 | 1 | tour | |
21647 | 2006-01-20 | 0 | 2005/06 | OW/LU | Brienzer Rothorn / Tagweid | 647330 | 182660 | 25 | 2020 | NNE | 44 | 3 | 1 | 2 | 1 | offpiste | |
21653 | 2006-01-21 | 0 | 2005/06 | SG | Sächsmoor / Skigebiet Flumserberg | 736289 | 214918 | 25 | 2000 | NNW | 38 | 3 | 1 | 4 | 1 | offpiste | |
21654 | 2006-01-21 | 0 | 2005/06 | BE | Ochsen - Stierenberg (Gantrisch) | 597630 | 172375 | 25 | 1835 | NNW | 47 | 3 | 1 | 1 | 1 | tour | |
21669 | 2006-01-30 | 0 | 2005/06 | GR | Skigebiet Savognin | 760770 | 158800 | 25 | 2170 | NNE | NA | 2 | 1 | 1 | 1 | offpiste | |
21704 | 2006-02-19 | 0 | 2005/06 | VS | Mittelritz / Skigebiet Gornergrat | 627200 | 93900 | 100 | 2820 | NW | 31 | 3 | 1 | 1 | 1 | offpiste | |
21705 | 2006-02-19 | 0 | 2005/06 | GR | Caral / Selva | 798975 | 130000 | 25 | 2140 | NE | 39 | 3 | 1 | 1 | 1 | tour | |
21716 | 2006-02-20 | 0 | 2005/06 | GR | Val Acletta | 704715 | 174299 | 25 | 2110 | N | NA | 3 | 3 | 4 | 3 | offpiste | |
21724 | 2006-02-21 | 0 | 2005/06 | VS | Skigebiet La Fouly | 574895 | 86650 | 25 | 2060 | N | NA | 3 | 1 | 1 | 1 | offpiste | |
21726 | 2006-02-22 | 0 | 2005/06 | VS | Pointe de Bellevue - Combe de Dreveneuse | 557650 | 123135 | 25 | 2000 | NNW | 41 | 2 | 1 | 1 | 1 | tour | |
21730 | 2006-02-23 | 0 | 2005/06 | GR | Vanatsch / Sedrun | 703440 | 167260 | 25 | 2400 | W | 37 | 3 | 1 | 1 | 1 | tour | |
21734 | 2006-02-25 | 0 | 2005/06 | VS | Hohtälli / Gornergrat | 626900 | 93020 | 25 | 2960 | NNE | 39 | 3 | 1 | 1 | 1 | offpiste | |
21744 | 2006-03-04 | 0 | 2005/06 | VD | La Palette (Skigebiet Isenau) | 581500 | 135080 | 25 | 2100 | WNW | 40 | 4 | 1 | 2 | 1 | tour | |
21749 | 2006-03-06 | 0 | 2005/06 | BE | Schilthorn | 630960 | 156220 | 25 | 2720 | ESE | 41 | 3 | 1 | 1 | 0 | offpiste | |
21755 | 2006-03-07 | 0 | 2005/06 | VS | Hohtälli / Gornergrat | 628180 | 93600 | 25 | 3000 | N | 37 | 3 | 1 | 2 | 1 | offpiste | |
21778 | 2006-03-10 | 0 | 2005/06 | BE | Chlusi / Geissbüel | 606080 | 144200 | 25 | 1980 | WNW | 43 | 3 | 1 | 1 | 1 | offpiste | |
21784 | 2006-03-13 | 0 | 2005/06 | GR | Leidbach (Skigebiet Rinerhorn) | 780870 | 178225 | 25 | 2330 | WSW | 37 | 3 | 1 | 2 | 1 | offpiste | |
21785 | 2006-03-14 | 0 | 2005/06 | BE | Winterhalde / Käserstatt | 660250 | 178520 | 25 | 1950 | N | 41 | 3 | 1 | 3 | 3 | offpiste | |
21794 | 2006-03-17 | 0 | 2005/06 | GR | Grialetsch | 792765 | 175870 | 25 | 2635 | NNE | 38 | 3 | 1 | 4 | 1 | tour | |
21799 | 2006-03-19 | 0 | 2005/06 | VS | Gorge de la Menouve (Skigebiet Super Saint-Bernard) | 581390 | 83020 | 25 | 2010 | NNW | NA | 2 | 1 | 2 | 1 | offpiste | |
21907 | 2007-01-01 | 0 | 2006/07 | BE | Lauenensee / Feissenberg / Follhore | 592870 | 136660 | 100 | 2000 | W | 39 | 3 | 1 | 2 | 1 | tour | |
21923 | 2007-01-06 | 0 | 2006/07 | GR | Piz Punt Ota | 796250 | 170725 | 25 | 2090 | ENE | 23 | 3 | 1 | 1 | 1 | tour | |
21929 | 2007-01-08 | 0 | 2006/07 | SG | Wildsee / Pizol | 749130 | 203980 | 25 | 2570 | W | 42 | 3 | 1 | 1 | 1 | tour | |
21943 | 2007-02-13 | 0 | 2006/07 | VD | Berneuse / Joux dAi | 566494 | 134416 | 25 | 2000 | ESE | NA | 3 | 1 | 1 | 1 | offpiste | |
21944 | 2007-02-14 | 0 | 2006/07 | VS | Tête de la Payanne | 581310 | 98660 | 25 | 2300 | NNW | 45 | 3 | 2 | 2 | 2 | offpiste | |
21952 | 2007-02-16 | 0 | 2006/07 | VS | Roc dOrzival / Grimentz | 607830 | 116300 | 25 | 2660 | E | 40 | 3 | 1 | 1 | 1 | offpiste | |
21981 | 2007-03-04 | 0 | 2006/07 | GR | Gmeinböden / Casanna / Parsenn | 781250 | 192370 | 25 | 2440 | NE | 38 | 3 | 1 | 1 | 1 | offpiste | |
21982 | 2007-03-04 | 0 | 2006/07 | VS | Hohtälli / Gornergrat | 628070 | 93100 | 25 | 3220 | W | 36 | 3 | 1 | 1 | 1 | offpiste | |
21985 | 2007-03-04 | 0 | 2006/07 | VD | La Pare / La Tournette / La Para | 578070 | 136850 | 100 | 2400 | NE | NA | 3 | 1 | 2 | 1 | tour | |
22000 | 2007-03-10 | 0 | 2006/07 | VS | Col du Brochet / Geltenlücke | 593500 | 132600 | 100 | 2800 | NNW | NA | 2 | 1 | 3 | 2 | tour | |
22011 | 2007-03-12 | 0 | 2006/07 | VS | Stockhorn / Triftji / verlorenes Tal | 630120 | 94500 | 25 | 2740 | NW | 30 | 2 | 1 | 1 | 1 | tour | |
22020 | 2007-03-24 | 0 | 2006/07 | VS | Mont Bonvin / Plaine Morte / Skigebiet Montana | 606150 | 135090 | 25 | 2460 | E | 35 | 3 | 1 | 4 | 1 | offpiste | |
22021 | 2007-03-25 | 0 | 2006/07 | OW | Galtiberg / Titlis | 675645 | 181984 | 25 | 2500 | NW | NA | 3 | 1 | 1 | 1 | offpiste | |
22023 | 2007-03-25 | 0 | 2006/07 | GR | Chilbiritzenspitz / Grialetschütte | 792475 | 176145 | 25 | 2620 | N | 38 | 2 | 1 | 1 | 1 | tour | |
22043 | 2007-07-12 | 0 | 2006/07 | BE | Jungfrau / Rottalsattel | 640275 | 153890 | 25 | 4000 | SE | NA | NA | 6 | 14 | 0 | tour | |
22214 | 2007-12-04 | 0 | 2007/08 | FR | Tsermon | 577170 | 154560 | 25 | 1970 | N | NA | 3 | 1 | 1 | 1 | tour | |
22219 | 2008-01-03 | 0 | 2007/08 | BE | Ammertentäli / Ammerten Schafberg | 606375 | 141060 | 25 | 2200 | NNE | 40 | 2 | 1 | 1 | 1 | tour | |
22239 | 2008-01-13 | 0 | 2007/08 | GR | Diavolezza - Persgletscher | 794190 | 142870 | 25 | 2830 | SW | 34 | 4 | 1 | 1 | 1 | tour | |
22242 | 2008-01-13 | 0 | 2007/08 | GR | Schwarzhorn / Skigebiet Parsenn | 780920 | 191190 | 25 | 2480 | WNW | 38 | 3 | 1 | 3 | 2 | offpiste | |
22257 | 2008-01-15 | 0 | 2007/08 | VS | Mittelritz / Hohtälli / Ritzengrat | 626600 | 94370 | 100 | 2520 | NE | 41 | 3 | 1 | 1 | 1 | offpiste | |
22266 | 2008-01-19 | 0 | 2007/08 | VS | Tufterchumme / Skigebiet Rothorn paradise | 628010 | 98440 | 25 | 3100 | SW | 40 | 3 | 1 | 3 | 1 | transportation.corridor | |
22308 | 2008-03-18 | 0 | 2007/08 | GR | Piz Bleis Marscha | 774890 | 160150 | 25 | 3110 | ENE | NA | 2 | 1 | 1 | 1 | tour | |
22344 | 2008-04-16 | 0 | 2007/08 | GR | Piz Paradisin | 805530 | 144950 | 25 | 3060 | SW | 35 | 2 | 1 | 4 | 2 | tour | |
22345 | 2008-04-19 | 0 | 2007/08 | VS | Couloir des Doigts / Dents-du-Midi | 560220 | 112400 | 100 | 2950 | NW | 52 | 2 | 1 | 3 | 0 | tour | |
22356 | 2008-05-03 | 0 | 2007/08 | AI | Wildkirchli / Alp Obere Bommern | 749451 | 239216 | 25 | 1450 | E | NA | 2 | 1 | 1 | 0 | tour | |
22361 | 2008-05-06 | 0 | 2007/08 | UR | Windeggen-Tunnel / Klausenpassstrasse | 703780 | 192135 | 25 | 1590 | S | 44 | 1 | 1 | 2 | 0 | transportation.corridor | |
22505 | 2008-11-26 | 0 | 2008/09 | VD | Les Diablerets | 583080 | 131400 | 100 | 2780 | WNW | 38 | 2 | 1 | 1 | 1 | offpiste | |
22511 | 2008-12-08 | 0 | 2008/09 | VS | Mont Fort / Lac du Grand Désert | 591787 | 103949 | 25 | 2743 | NE | 38 | 3 | 1 | 3 | 1 | offpiste | |
22520 | 2008-12-14 | 0 | 2008/09 | AI | Alp Sigel | 752170 | 238140 | 25 | 1570 | SE | 32 | 3 | 1 | 2 | 0 | tour | |
22522 | 2008-12-14 | 0 | 2008/09 | VS | Les Charcotins / Pointe Ronde/ Secteur des Barres Les Charcotins | 567450 | 98575 | 250 | 2200 | SW | 37 | 3 | 1 | 3 | 1 | tour | |
22527 | 2008-12-21 | 0 | 2008/09 | VS | Illhorn | 612982 | 123058 | 25 | 2447 | W | 43 | 3 | 1 | 2 | 1 | offpiste | |
22538 | 2008-12-23 | 0 | 2008/09 | GR | Parpaner Rothorn | 765450 | 179050 | 25 | 2840 | S | 43 | 3 | 1 | 1 | 1 | offpiste | |
22543 | 2009-01-20 | 0 | 2008/09 | VS | Schwarzsee / Inneri Wälder | 621720 | 94300 | 25 | 2250 | NE | 39 | 3 | 1 | 3 | 1 | offpiste | |
22554 | 2009-01-25 | 0 | 2008/09 | VS | Verbier / Mont-Fort / Lac du Grand Désert | 591640 | 104090 | 25 | 2780 | NE | 38 | 3 | 1 | 2 | 1 | offpiste | |
22558 | 2009-01-25 | 0 | 2008/09 | BE | Mägisalp / Läuber | 662980 | 177600 | 25 | 2200 | N | 40 | 3 | 1 | 2 | 1 | offpiste | |
22576 | 2009-02-11 | 0 | 2008/09 | VS | Lac de Cleuson | 591320 | 106541 | 25 | 2240 | W | 33 | 3 | 3 | 4 | 4 | tour | |
22584 | 2009-02-15 | 0 | 2008/09 | GR | Schlappiner Spitz | 788650 | 199800 | 25 | 2380 | W | 41 | 3 | 2 | 3 | 3 | tour | |
22588 | 2009-02-16 | 0 | 2008/09 | GR | Pischa / Pischaboden | 788510 | 187940 | 25 | 2380 | NNE | 45 | 3 | 1 | 1 | 1 | offpiste | |
22604 | 2009-02-28 | 1 | 2008/09 | SG | Rüthi / Plona / Chelen | 756820 | 239460 | 25 | 725 | SE | NA | 3 | 1 | 1 | 1 | tour | |
22625 | 2009-03-07 | 0 | 2008/09 | LU | Heiligkreuz / First | 646800 | 199025 | 25 | 1455 | NW | 37 | 3 | 1 | 1 | 1 | offpiste | |
22631 | 2009-03-11 | 0 | 2008/09 | LU | Napf | 638105 | 206090 | 25 | 1400 | N | NA | 3 | 1 | 1 | 1 | tour | |
22635 | 2009-03-14 | 0 | 2008/09 | VS | Mont Noble / Tour de Bonvin | 604250 | 117800 | 25 | 2300 | NE | 39 | 3 | 1 | 1 | 1 | tour | |
22636 | 2009-03-14 | 0 | 2008/09 | SG | Glattchamm | 735120 | 224160 | 100 | 1680 | NW | NA | 3 | 1 | 1 | 1 | tour | |
22637 | 2009-03-20 | 0 | 2008/09 | VS | Petit Combin / Boveire | 584980 | 92300 | 25 | 2690 | NW | 35 | 2 | 1 | 1 | 1 | offpiste | |
22641 | 2009-04-01 | 0 | 2008/09 | GR | Piz Munschuns / Pasterblaunas | 823950 | 206670 | 25 | 2440 | N | 39 | 2 | 1 | 1 | 1 | offpiste | |
22642 | 2009-04-01 | 0 | 2008/09 | BE | Inner Ueschine / Uf de Wenge / Balme | 614400 | 146250 | 500 | 1900 | ESE | 45 | 2 | 1 | 2 | 1 | tour | |
22663 | 2009-04-27 | 0 | 2008/09 | VS | Petite Pointe dOrny / Col des Ecandies | 568740 | 95000 | 25 | 3000 | NW | 41 | 2 | 1 | 7 | 3 | tour | |
22665 | 2009-05-25 | 0 | 2008/09 | VS | Fallgletscher | 634750 | 106440 | 25 | 3270 | S | 33 | NA | 1 | 1 | 0 | tour | |
22668 | 2009-06-13 | 0 | 2008/09 | GR | Piz Palü | 794570 | 139460 | 25 | 3770 | SE | 45 | NA | 3 | 3 | 0 | tour | |
22804 | 2009-12-21 | 0 | 2009/10 | VS | Combe des Jeurs / Tête de Balme | 563332 | 98213 | 25 | 2150 | N | 45 | 3 | 1 | 2 | 1 | offpiste | |
22833 | 2010-01-03 | 0 | 2009/10 | VS | Tête de la Payanne | 581570 | 97700 | 25 | 2380 | ESE | 48 | 3 | 1 | 2 | 1 | tour | |
22835 | 2010-01-03 | 0 | 2009/10 | BE | Bodezehore | 607710 | 152840 | 25 | 2320 | NW | 39 | 2 | 7 | 12 | 12 | tour | |
22848 | 2010-01-31 | 0 | 2009/10 | SG | Flügespitz | 733940 | 224340 | 25 | 1680 | NE | NA | 3 | 1 | 1 | 1 | tour | |
22852 | 2010-01-31 | 0 | 2009/10 | VS | LAbondance / Roc dOrzival | 607530 | 115830 | 25 | 2740 | SE | NA | 3 | 1 | 1 | 1 | offpiste | |
22853 | 2010-01-31 | 0 | 2009/10 | BE | Geils / Skigebiet Adelboden | 605115 | 144510 | 25 | 1810 | NW | NA | 3 | 1 | 1 | 1 | offpiste | |
22858 | 2010-02-04 | 0 | 2009/10 | BE | Gälbe Schopf / Lobhornhütte | 632580 | 162150 | 25 | 2170 | N | 45 | 3 | 1 | 1 | 1 | tour | |
22870 | 2010-02-07 | 0 | 2009/10 | GR | Mattjisch Horn | 774100 | 191360 | 25 | 2390 | WSW | 39 | 3 | 1 | 2 | 1 | tour | |
22883 | 2010-02-14 | 0 | 2009/10 | GR | Fuorcla Grevasalvas | 774520 | 145520 | 25 | 2640 | S | 33 | 2 | 1 | 2 | 2 | tour | |
22891 | 2010-02-20 | 0 | 2009/10 | BE | Nideri Sulegg | 630900 | 162750 | 25 | 2100 | WNW | 40 | 2 | 1 | 1 | 1 | tour | |
22893 | 2010-02-20 | 0 | 2009/10 | UR | Stelliboden - Muttenreuss | 679350 | 157080 | 25 | 2170 | NW | 48 | 3 | 1 | 1 | 1 | tour | |
22894 | 2010-02-20 | 0 | 2009/10 | GR | Tomülpass | 738644 | 164009 | 25 | 2364 | ESE | NA | 3 | 2 | 9 | 4 | tour | |
22895 | 2010-02-21 | 0 | 2009/10 | GR | Cna Lischana CAS | 821220 | 183750 | 25 | 2470 | WNW | 37 | 3 | 1 | 1 | 1 | tour | |
22902 | 2010-02-25 | 0 | 2009/10 | GR | Täli / Pürd | 760950 | 148860 | 25 | 2360 | NW | 31 | 3 | 1 | 1 | 1 | tour | |
22908 | 2010-02-27 | 0 | 2009/10 | VS | Forêt du Vernay / Bruson | 582480 | 100040 | 25 | 1625 | NE | 40 | 3 | 1 | 1 | 1 | offpiste | |
22909 | 2010-02-28 | 0 | 2009/10 | GR | Wangegg / Sapün | 776517 | 186500 | 25 | 2225 | NNE | 44 | 3 | 1 | 1 | 1 | tour | |
22910 | 2010-02-26 | 0 | 2009/10 | VS | Augstbordhorn | 628130 | 120280 | 25 | 2810 | NNE | NA | 3 | 1 | 1 | 1 | tour | |
22946 | 2010-04-03 | 0 | 2009/10 | GR | Piz Kesch | 786460 | 166240 | 25 | 3350 | E | NA | 3 | 1 | 2 | 0 | tour | |
22954 | 2010-04-05 | 0 | 2009/10 | TI | Monte Bar | 722440 | 107660 | 25 | 1610 | SSE | NA | 3 | 1 | 1 | 1 | tour | |
22961 | 2010-04-07 | 0 | 2009/10 | VS | Col des Arpettes | 617800 | 111700 | 25 | 2950 | NW | 36 | 2 | 1 | 2 | 1 | tour | |
22965 | 2010-04-18 | 0 | 2009/10 | VS | Schwärze / Gornergletscher | 627300 | 89750 | 100 | 2780 | NNE | 35 | 1 | 1 | 2 | 1 | offpiste | |
22977 | 2010-06-06 | 0 | 2009/10 | BE | Fründenhütte | 623340 | 148125 | 25 | 2520 | N | 35 | NA | 1 | 3 | 0 | tour | |
23016 | 2010-12-19 | 0 | 2010/11 | UR | Grundplanggen / Brunni | 700100 | 187540 | 250 | 1700 | E | 40 | 3 | 1 | 1 | 1 | tour | |
23023 | 2010-12-27 | 0 | 2010/11 | UR | Vordere Felli / Oberalp | 692750 | 168780 | 25 | 2280 | SE | 39 | 3 | 1 | 1 | 1 | tour | |
23034 | 2011-01-16 | 0 | 2010/11 | GL | Gross Chärpf | 726050 | 197475 | 100 | 2750 | SW | 39 | 2 | 1 | 3 | 1 | tour | |
23038 | 2011-01-31 | 0 | 2010/11 | BE | Vordere Loner | 612270 | 145420 | 250 | 2870 | SW | 40 | 2 | 2 | 2 | 2 | tour | |
23043 | 2011-02-05 | 0 | 2010/11 | UR | Ängi / Waldnacht | 686310 | 187310 | 25 | 1680 | NNE | 37 | 2 | 1 | 1 | 1 | tour | |
23054 | 2011-03-01 | 0 | 2010/11 | BE | Stiereberg / Mittaghore | 587110 | 134900 | 100 | 2080 | NE | 42 | 3 | 1 | 3 | 2 | offpiste | |
23055 | 2011-03-01 | 0 | 2010/11 | VS | Mont Bonvin | 605470 | 134550 | 100 | 2925 | NE | 43 | 3 | 1 | 1 | 0 | offpiste | |
23074 | 2011-03-12 | 0 | 2010/11 | VS | Triftji / Stockhorn | 630165 | 94580 | 25 | 2740 | WNW | 31 | 2 | 2 | 3 | 3 | tour | |
23075 | 2011-03-13 | 0 | 2010/11 | VS | Bourg St Bernard | 581700 | 82940 | 100 | 2120 | NE | 38 | 3 | 2 | 2 | 2 | tour | |
23076 | 2011-03-10 | 0 | 2010/11 | BE | Nideri Sulegg | 631125 | 162735 | 25 | 2270 | NW | 40 | 2 | 1 | 1 | 1 | tour | |
23078 | 2011-03-20 | 0 | 2010/11 | BE | Widderfeld / First | 646651 | 169102 | 100 | 2430 | SW | 40 | 3 | 1 | 1 | 1 | offpiste | |
23090 | 2011-03-19 | 0 | 2010/11 | GR | Gorigrat / Jörihorn | 792110 | 184860 | 25 | 2770 | W | 39 | 3 | 3 | 4 | 4 | tour | |
23113 | 2011-03-26 | 0 | 2010/11 | VS | Tsandéserte / Valsorey | 583450 | 86631 | 100 | 2190 | NE | 36 | 3 | 5 | 10 | 9 | tour | |
23115 | 2011-04-01 | 0 | 2010/11 | VS | Crête de Barneuza | 616268 | 113657 | 100 | 2820 | NW | 37 | 2 | 3 | 7 | 4 | tour | |
23116 | 2011-03-20 | 0 | 2010/11 | VS | Monte Rosahütte | 628880 | 90093 | 25 | 2630 | WNW | 37 | 3 | 1 | 2 | 1 | tour | |
23200 | 2011-12-07 | 0 | 2011/12 | VS | Felskinn / Skigebiet Saas Fee | 636700 | 101570 | 250 | 3100 | N | NA | NA | 1 | 2 | 2 | transportation.corridor | |
23202 | 2011-12-11 | 0 | 2011/12 | VS | Monte Moro | 640695 | 94350 | 25 | 2970 | NE | NA | 3 | 1 | 2 | 1 | tour | |
23206 | 2011-12-20 | 2 | 2011/12 | VS | Planuit / Buitonne | 574750 | 112500 | 1000 | 2000 | SE | NA | NA | 1 | 1 | 1 | transportation.corridor | |
23213 | 2011-12-23 | 0 | 2011/12 | GR | Piz Picuogl / Val Bever / Chamanna Jenatsch | 774959 | 155358 | 25 | 2690 | NE | 43 | 3 | 1 | 1 | 1 | tour | |
23223 | 2011-12-29 | 0 | 2011/12 | GR | Piz Glüna / Piz Corviglia / Chüdera | 780130 | 155335 | 25 | 2995 | E | 38 | 3 | 1 | 2 | 1 | tour | |
23231 | 2012-01-03 | 0 | 2011/12 | GR | Juferhorn / Mugmolbach | 764540 | 143425 | 100 | 2820 | NE | 41 | 3 | 2 | 4 | 3 | tour | |
23270 | 2012-01-27 | 0 | 2011/12 | UR | Felsental | 688080 | 164000 | 25 | 1800 | NW | 45 | 2 | 1 | 1 | 1 | offpiste | |
23286 | 2012-02-08 | 0 | 2011/12 | NW | Pilatus | 661820 | 203600 | 25 | 1940 | NW | 37 | 2 | 1 | 1 | 1 | tour | |
23287 | 2012-02-09 | 0 | 2011/12 | GR | Chüpfenflue / Tritt | 777427 | 185707 | 25 | 2300 | NNE | NA | 3 | 1 | 1 | 0 | tour | |
23288 | 2012-02-10 | 0 | 2011/12 | VS | Sidelhorn | 667364 | 155881 | 25 | 2530 | SE | 37 | 3 | 1 | 2 | 1 | tour | |
23293 | 2012-02-12 | 0 | 2011/12 | GR | Haldensteiner Calanda / Calandasiten | 755024 | 195393 | 25 | 2499 | E | 42 | 3 | 1 | 1 | 0 | tour | |
23302 | 2012-02-17 | 0 | 2011/12 | GR | Weissfluhjoch / Meierhofer Tälli | 781585 | 189235 | 25 | 2480 | NE | 45 | 3 | 1 | 1 | 1 | offpiste | |
23321 | 2012-02-24 | 0 | 2011/12 | NW | Stanserhorn / Grosslangzug | 669890 | 198880 | 25 | 1340 | N | 35 | 2 | 1 | 1 | 1 | transportation.corridor | |
23359 | 2012-04-17 | 0 | 2011/12 | VS | Col de Vijivi | 617077 | 115930 | 25 | 2900 | NW | 44 | 2 | 1 | 2 | 1 | tour | |
23364 | 2012-04-23 | 0 | 2011/12 | FR | Schafarnisch | 594610 | 167140 | 25 | 2100 | NNW | NA | 2 | 1 | 2 | 0 | tour | |
23365 | 2012-04-09 | 0 | 2011/12 | VS | Mont Vélan / couloir Hannibal | 584959 | 82509 | 25 | 3500 | WSW | 43 | 3 | 1 | 1 | 0 | tour | |
23366 | 2012-04-17 | 0 | 2011/12 | GR | Piz Linard | 800875 | 186336 | 25 | 3305 | S | NA | 2 | 1 | 3 | 1 | tour | |
23367 | 2012-04-25 | 0 | 2011/12 | VS | Col des Gentianes / Louettes Econdoue | 589446 | 104771 | 25 | 2800 | N | NA | 3 | 1 | 1 | 1 | offpiste | |
23600 | 2012-11-12 | 0 | 2012/13 | GR | Diavolezza / oberhalb Lej da Diavolezza | 794694 | 143846 | 100 | 2740 | N | NA | NA | 1 | 1 | 1 | offpiste | |
23601 | 2012-10-27 | 0 | 2012/13 | GR | Piz Bernina / La Spedla | 789985 | 139516 | 250 | 3950 | NE | NA | NA | 1 | 1 | 1 | tour | |
23624 | 2012-12-23 | 0 | 2012/13 | SG | Gamidaurspitz | 748903 | 207068 | 25 | 2260 | NNE | 43 | 4 | 1 | 1 | 1 | tour | |
23658 | 2013-01-19 | 0 | 2012/13 | BE | Ärmighore | 621030 | 154435 | 100 | 2690 | W | 38 | 2 | 1 | 2 | 1 | tour | |
23664 | 2012-12-19 | 0 | 2012/13 | VS | Les Lués Rares | 588490 | 105960 | 25 | 2525 | NE | NA | 3 | 1 | 4 | 1 | offpiste | |
23666 | 2013-01-29 | 0 | 2012/13 | FR | Teysachaux / Tremetta | 566100 | 153950 | 500 | 1750 | NA | NA | 3 | 1 | 1 | 1 | tour | |
23669 | 2013-01-24 | 0 | 2012/13 | GR | Piz Mosch / Val digl Guert | 767300 | 175425 | 100 | 2250 | E | 41 | 2 | 1 | 1 | 1 | tour | |
23671 | 2013-02-03 | 0 | 2012/13 | VS | Bella Tola / Rothorn | 615980 | 121090 | 25 | 2890 | SW | 42 | 3 | 1 | 1 | 1 | tour | |
23680 | 2013-03-29 | 0 | 2012/13 | GR | Val da Camp / Val Viola | 807990 | 142376 | 25 | 2370 | W | 39 | 2 | 2 | 5 | 4 | tour | |
23687 | 2013-02-12 | 0 | 2012/13 | VS | Corne de Sorebois | 611100 | 111100 | 250 | 2600 | W | NA | 2 | 1 | 1 | 1 | offpiste | |
23688 | 2013-02-13 | 0 | 2012/13 | VS | Plan du Fou / Prafleuri | 588460 | 109100 | 25 | 2470 | W | 42 | 2 | 1 | 1 | 0 | offpiste | |
23689 | 2013-02-13 | 0 | 2012/13 | VS | Bec des Etagnes | 590428 | 104192 | 25 | 3150 | SSW | NA | 2 | 2 | 6 | 4 | offpiste | |
23697 | 2013-02-16 | 0 | 2012/13 | VS | Grands Plans | 574060 | 96800 | 25 | 2160 | NNE | 45 | 2 | 1 | 1 | 1 | tour | |
23698 | 2013-02-16 | 0 | 2012/13 | VS | Le Touno | 616160 | 116790 | 100 | 2720 | S | 50 | 2 | 1 | 2 | 2 | tour | |
23718 | 2013-03-04 | 0 | 2012/13 | GR | Tschamut | 696200 | 167800 | 25 | 1890 | SE | 38 | 2 | 1 | 1 | 1 | tour | |
23743 | 2013-03-19 | 0 | 2012/13 | VS | La Grand Jeur / Tête Balme | 563222 | 98539 | 25 | 2065 | N | 44 | 3 | 1 | 1 | 1 | offpiste | |
23744 | 2013-04-12 | 0 | 2012/13 | VS | Grünhornlücke | 649200 | 151700 | 25 | 3320 | S | 37 | 3 | 1 | 13 | 7 | tour | |
23745 | 2013-04-13 | 0 | 2012/13 | VS | Matterhorn | 618131 | 92229 | 25 | 3380 | SE | NA | 2 | 1 | 3 | 0 | tour | |
23746 | 2013-04-14 | 0 | 2012/13 | VS | Trugberg | 644460 | 154510 | 25 | 3730 | S | 42 | 3 | 1 | 2 | 1 | tour | |
23747 | 2013-03-21 | 0 | 2012/13 | GR | Piz Gendusas / Val Strem | 702080 | 175080 | 25 | 2820 | SSE | 42 | 2 | 1 | 5 | 2 | offpiste | |
23805 | 2013-12-26 | 0 | 2013/14 | UR | Witenwasserental / Schweig | 680880 | 159030 | 25 | 1720 | N | 25 | 4 | 1 | 1 | 1 | tour | |
23831 | 2014-03-17 | 0 | 2013/14 | VS | Unter Äschjoch | 621234 | 100900 | 25 | 3570 | NE | NA | 1 | 2 | 3 | 2 | offpiste | |
23835 | 2014-02-09 | 0 | 2013/14 | VS | Pointe Ronde / Luy / La Giète | 568490 | 99600 | 25 | 2330 | NNE | 43 | 3 | 1 | 6 | 2 | tour | |
23836 | 2014-02-17 | 0 | 2013/14 | VS | LArpette | 590373 | 106777 | 25 | 2210 | NE | 41 | 3 | 1 | 1 | 1 | offpiste | |
23842 | 2014-02-18 | 0 | 2013/14 | VS | Arête de Sorebois / Combe Durant | 611792 | 109503 | 25 | 2785 | NNE | NA | 3 | 1 | 1 | 1 | offpiste | |
23843 | 2014-01-05 | 0 | 2013/14 | VS | Pointe de Masserey | 604100 | 115000 | 100 | 2680 | WNW | 43 | 3 | 4 | 6 | 4 | tour | |
23844 | 2014-01-05 | 0 | 2013/14 | VS | Forêt du Ban / Tracouet | 587572 | 112484 | 25 | 2025 | NNW | 41 | 3 | 1 | 1 | 0 | offpiste | |
23848 | 2013-12-27 | 0 | 2013/14 | GR | Piz Nair | 780320 | 153210 | 25 | 3010 | SE | 40 | 3 | 1 | 1 | 1 | offpiste | |
23851 | 2013-12-29 | 0 | 2013/14 | VS | La Dotse / Cretté Létemaire | 573664 | 84137 | 25 | 2072 | NE | 40 | 3 | 1 | 1 | 1 | tour | |
23852 | 2013-12-29 | 0 | 2013/14 | VD | Bas Crots | 579700 | 125900 | 100 | 2050 | NNW | 37 | 3 | 1 | 1 | 1 | tour | |
23853 | 2013-12-30 | 0 | 2013/14 | VS | Serre de Vuibé | 603574 | 94403 | 25 | 2390 | NNE | NA | 3 | 1 | 1 | 1 | tour | |
23854 | 2013-12-30 | 0 | 2013/14 | VS | Aiguilles dArpette / Val dArpette | 572320 | 95559 | 100 | 2640 | N | 43 | 3 | 1 | 1 | 1 | tour | |
23855 | 2013-12-30 | 0 | 2013/14 | GR | Affereidgufer / Büelenhorn | 778034 | 172726 | 25 | 2590 | ENE | 42 | 3 | 1 | 2 | 1 | tour | |
23866 | 2014-07-19 | 0 | 2013/14 | VS | Pointes de Mourti | 611330 | 102467 | 100 | 3460 | N | 48 | NA | 2 | 6 | 4 | tour | |
23867 | 2014-07-19 | 0 | 2013/14 | VS | Zinalrothorn | 619865 | 100645 | 25 | 3760 | S | 36 | NA | 2 | 2 | 1 | tour | |
23868 | 2014-08-04 | 0 | 2013/14 | VS | Pointe de Zinal | 615001 | 96954 | 25 | 3690 | S | NA | NA | 1 | 1 | 0 | tour | |
24004 | 2014-11-20 | 0 | 2014/15 | NW | Oberbauenstock | 684266 | 198406 | 25 | 1850 | NW | NA | NA | 1 | 1 | 0 | tour | |
24006 | 2014-12-08 | 0 | 2014/15 | VS | Böshorn / Rauthorn | 642750 | 116430 | 25 | 3170 | SE | 41 | 2 | 1 | 4 | 0 | tour | |
24014 | 2014-12-20 | 0 | 2014/15 | SG | Pizol | 748276 | 202734 | 25 | 2820 | E | NA | 3 | 1 | 1 | 1 | tour | |
24036 | 2015-01-04 | 0 | 2014/15 | GR | Heidelbergerspitze | 813430 | 199240 | 250 | 2730 | ESE | 40 | 3 | 1 | 2 | 2 | tour | |
24037 | 2015-01-04 | 0 | 2014/15 | VS | Le Rotsé | 613725 | 120985 | 25 | 2513 | NW | NA | 3 | 1 | 1 | 1 | offpiste | |
24040 | 2015-01-06 | 0 | 2014/15 | GR | Piz dAgnel | 774050 | 153500 | 25 | 3050 | S | 36 | 3 | 1 | 1 | 1 | tour | |
24054 | 2015-01-18 | 0 | 2014/15 | GR | Piz Nair | 780400 | 153175 | 25 | 2950 | SE | 37 | 3 | 1 | 3 | 2 | offpiste | |
24063 | 2015-01-29 | 0 | 2014/15 | SG | Gulme, Vorder Höhi | 733105 | 225687 | 25 | 1550 | SE | NA | 3 | 1 | 1 | 1 | tour | |
24064 | 2015-01-29 | 0 | 2014/15 | VS | Col des Mines | 586075 | 106360 | 25 | 2380 | N | NA | 3 | 1 | 5 | 1 | offpiste | |
24065 | 2015-01-30 | 0 | 2014/15 | BE | Hahnenmoospass | 604732 | 144872 | 25 | 1875 | E | 30 | 3 | 1 | 1 | 1 | offpiste | |
24068 | 2015-01-31 | 0 | 2014/15 | GR | Vilan | 764710 | 209140 | 25 | 2340 | E | 38 | 3 | 5 | 8 | 7 | tour | |
24069 | 2015-01-31 | 0 | 2014/15 | SG | Hinderrugg | 741408 | 224215 | 25 | 2250 | W | NA | 3 | 1 | 1 | 0 | offpiste | |
24070 | 2015-01-31 | 0 | 2014/15 | BE | Rägeboldshore, I de Hellere | 605567 | 143973 | 25 | 1980 | NW | 38 | 3 | 1 | 1 | 1 | offpiste | |
24072 | 2015-01-31 | 0 | 2014/15 | BE | Chlys Schilthoren, Tistelwang | 631452 | 156214 | 25 | 2380 | E | NA | 3 | 1 | 1 | 1 | offpiste | |
24083 | 2015-02-02 | 0 | 2014/15 | GR | Piz las Palas / Val Segnas | 703820 | 172900 | 25 | 1970 | NE | NA | 3 | 1 | 1 | 1 | offpiste | |
24093 | 2015-02-08 | 0 | 2014/15 | VS | Gspon, Breiti | 636815 | 119280 | 25 | 2320 | N | NA | 3 | 1 | 1 | 1 | tour | |
24096 | 2015-02-10 | 0 | 2014/15 | GR | Piz Daint | 817368 | 167506 | 25 | 2590 | SW | 33 | 3 | 1 | 1 | 1 | tour | |
24107 | 2015-02-21 | 0 | 2014/15 | VS | Combe des Morts | 579580 | 79582 | 250 | 2500 | N | NA | 2 | 4 | 5 | 4 | tour | |
24121 | 2015-03-03 | 0 | 2014/15 | GR | Piz Munschuns | 823610 | 206380 | 100 | 2550 | N | 38 | 3 | 1 | 1 | 1 | offpiste | |
24126 | 2015-04-04 | 0 | 2014/15 | GR | Brämabüel | 783880 | 184490 | 100 | 2260 | NE | 42 | 3 | 1 | 1 | 1 | offpiste | |
24151 | 2015-03-27 | 0 | 2014/15 | VS | Petit Col de Charmotane | 602523 | 92680 | 25 | 3180 | SE | NA | 2 | 1 | 6 | 2 | tour | |
24153 | 2015-03-28 | 0 | 2014/15 | UR | Chli Griessenhorn | 680275 | 175850 | 25 | 2340 | NE | 40 | 2 | 1 | 2 | 2 | tour | |
24156 | 2015-03-28 | 0 | 2014/15 | VS | Mont Vélan, couloir Hannibal | 584900 | 82450 | 250 | 3500 | W | NA | 2 | 1 | 1 | 0 | tour | |
24180 | 2015-04-12 | 0 | 2014/15 | VS | Pointes des Tsavolires | 605500 | 112390 | 25 | 2980 | N | 38 | 2 | 2 | 4 | 4 | tour | |
24185 | 2015-05-06 | 0 | 2014/15 | GR | Piz Stgir / Alp Diesrut | 721530 | 165830 | 25 | 2630 | NE | 45 | NA | 1 | 1 | 1 | tour | |
24201 | 2015-10-24 | 0 | 2015/16 | GR | Piz Palü / Vadret da Palü | 794532 | 139453 | 25 | 3782 | ESE | 42 | NA | 1 | 1 | 0 | tour | |
24219 | 2016-01-09 | 0 | 2015/16 | VS | Bodmertälli / Mäderhorn | 647980 | 123600 | 25 | 2543 | NW | 41 | 3 | 2 | 3 | 3 | tour | |
24229 | 2016-01-16 | 0 | 2015/16 | VS | Combe de Saxon | 582670 | 108265 | 25 | 2250 | N | 48 | 3 | 2 | 4 | 1 | offpiste | |
24236 | 2016-01-24 | 0 | 2015/16 | BE | Latrejespitz | 625290 | 160575 | 25 | 2400 | NW | 50 | 2 | 1 | 3 | 1 | tour | |
24240 | 2016-01-30 | 0 | 2015/16 | GR | Büelenhorn / Monstein | 777980 | 171790 | 25 | 2770 | NE | 36 | 3 | 1 | 3 | 1 | tour | |
24256 | 2016-02-21 | 0 | 2015/16 | VS | Allalin / Hohlaubgletscher | 638250 | 100620 | 25 | 2860 | ESE | NA | 2 | 1 | 6 | 1 | offpiste | |
24280 | 2016-02-27 | 0 | 2015/16 | SZ | Blüemberg | 698050 | 200300 | 25 | 1680 | NNW | NA | 3 | 1 | 1 | 0 | tour | |
24301 | 2016-03-05 | 0 | 2015/16 | GR | Safien / Zhinderst / Höllgraben | 742770 | 163910 | 100 | 2660 | SW | NA | 3 | 2 | 2 | 2 | tour | |
24319 | 2016-03-26 | 0 | 2015/16 | BE | Iffigenalp / Mittaghore | 600590 | 138090 | 25 | 1940 | NNW | 44 | 1 | 1 | 1 | 0 | tour | |
24322 | 2016-03-27 | 0 | 2015/16 | VS | Sulzlicke / Lengtal | 669160 | 145896 | 25 | 2440 | NNE | 38 | 2 | 1 | 1 | 1 | tour | |
24326 | 2016-03-28 | 0 | 2015/16 | GL | Gulderstock | 733710 | 206730 | 25 | 2150 | NNW | 37 | 2 | 1 | 2 | 1 | tour | |
24330 | 2016-04-03 | 0 | 2015/16 | GR | Aroser Alp / Verborgnen Weng | 767520 | 181220 | 25 | 2280 | ENE | 33 | 3 | 1 | 1 | 1 | offpiste | |
24337 | 2016-04-17 | 0 | 2015/16 | VS | Galmilicke | 657295 | 151555 | 25 | 3340 | NNW | NA | 2 | 1 | 6 | 3 | tour | |
24339 | 2016-04-19 | 0 | 2015/16 | VS | Le Portalet | 570830 | 93228 | 25 | 3100 | NNE | NA | 3 | 1 | 2 | 1 | offpiste | |
24346 | 2016-04-29 | 0 | 2015/16 | VS | Sattelhorn | 640290 | 146390 | 25 | 3680 | SW | 50 | 2 | 1 | 2 | 1 | tour | |
24349 | 2016-05-05 | 0 | 2015/16 | GR | Surenjoch / Piz Sardona | 737700 | 197340 | 25 | 2900 | ESE | 44 | NA | 1 | 1 | 1 | tour | |
24358 | 2016-04-20 | 0 | 2015/16 | GR | Piz Fora | 781510 | 135430 | 250 | 2810 | NE | NA | 3 | 1 | 1 | 1 | tour | |
24359 | 2016-07-04 | 0 | 2015/16 | VS | Bietschhorn | 631760 | 138570 | 25 | 3440 | E | NA | NA | 1 | 2 | 0 | tour | |
24409 | 2017-01-06 | 0 | 2016/17 | VS | Tita Sèri | 573863 | 116403 | 25 | 2508 | ENE | 43 | 3 | 1 | 1 | 1 | tour | |
24410 | 2017-01-07 | 0 | 2016/17 | UR | Gemsstock/ Luterseeli | 690040 | 163230 | 25 | 2460 | NW | 43 | 3 | 1 | 5 | 1 | offpiste | |
24420 | 2017-01-21 | 0 | 2016/17 | SZ | Forstberg | 705470 | 206550 | 25 | 2130 | N | 42 | 2 | 1 | 1 | 1 | tour | |
24441 | 2017-02-04 | 0 | 2016/17 | VS | Furggulti / Obere Stafel | 659215 | 132590 | 25 | 2300 | S | NA | 3 | 1 | 3 | 1 | tour | |
24444 | 2017-02-05 | 0 | 2016/17 | VS | Hohture / Wasenalp | 648425 | 126035 | 25 | 2205 | NNE | 49 | 3 | 1 | 1 | 0 | tour | |
24463 | 2017-02-22 | 0 | 2016/17 | VS | Balmhorn | 619340 | 141420 | 25 | 3590 | S | NA | 2 | 1 | 1 | 1 | tour | |
24467 | 2017-03-02 | 0 | 2016/17 | GR | Piz Sezner | 727276 | 174415 | 25 | 2273 | N | 33 | 3 | 1 | 2 | 1 | offpiste | |
24549 | 2017-09-21 | 0 | 2016/17 | BE | Eiger / Eismeer | 643690 | 157980 | 100 | 3390 | E | NA | NA | 1 | 2 | 0 | tour |
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