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打开技术之扣，分享程序人生！看了这个问题之后，深深的感受到了python的强大，最近在搞经纬度的点在地图上画点、聚类等等，却不知如何下手去学习，很是烦恼。我现在的数据是出租车的经纬度类型的~贴几张论文里图在下面：
Sorry，答晚了。你可以看看这个：里边有三个例子 maps 的相信对你有用。或者试试这个
除了Plotly，还有一个可以比较快地图可视化的工具是Highmaps（&a href=&///?target=http%3A///maps/demo/category-map& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://www.&/span&&span class=&visible&&/maps/dem&/span&&span class=&invisible&&o/category-map&/span&&span class=&ellipsis&&&/span&&i class=&icon-external&&&/i&&/a&）。&br&&br&&br&&br&&img data-rawwidth=&1242& data-rawheight=&2208& src=&/c13e731c79a57f85850b8b_b.jpeg& class=&origin_image zh-lightbox-thumb& width=&1242& data-original=&/c13e731c79a57f85850b8b_r.jpeg&&&br&&br&这个demo中Categorized Chart正好可以满足题主的需求。另外Highmaps丰富的API可以让用户高度自定义可视化，使作出很复杂的交互式地图成为可能。你唯一需要做的，就是去API reference中查找你想要的feature然后更改一下js配置文件，and that's it. &br&&br&个人用highcharts是免费的，不过如果要在商业项目中使用是需要交license fee的。如果不想吃霸王餐的话，可以考虑一下百度的echarts（&a href=&///?target=http%3A///echarts2/doc/example.html& class=& external& target=&_blank& rel=&nofollow noreferrer&&&span class=&invisible&&http://&/span&&span class=&visible&&/echar&/span&&span class=&invisible&&ts2/doc/example.html&/span&&span class=&ellipsis&&&/span&&i class=&icon-external&&&/i&&/a&）的地图模块，这也是一个不错的选择。但可惜的是echarts使用起来没有highmaps这么容易上手。
除了Plotly，还有一个可以比较快地图可视化的工具是Highmaps（）。这个demo中Categorized Chart正好可以满足题主的需求。另外Highmaps丰富的API可以让用户高度自定义可视化，使作出很复杂的交互式地图成为可能。你唯一需要做的，就是去…
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求职//S.E. Master, midcore programmerMOBILE FRIENDLY
Highmaps is designed from ground up with mobile browsers in mind. Everything from multitouch zooming to touch-friendly tooltips responds great on mobile platforms. Nevertheless, Highmaps also works in old browsers like IE6-8.
MAP COLLECTION
For your convenience, we provide a
of hundreds of maps, all optimized for fast download and rendering with Highmaps.
FREE FOR NON-COMMERCIAL
Do you want to use Highmaps for a personal website, a school site or a non-profit organisation? Then you don't need the author's permission, just go on and use Highmaps. For commercial websites and projects, see .
One of the key features of Highmaps is that under any of the licenses, free or not, you are allowed to download the source code and make your own edits. This allows for personal modifications and a great flexibility.
PURE JAVASCRIPT
Highmaps is solely based on native browser technologies and doesn't require client side plugins like Flash or Java. Furthermore you don't need to install anything on your server. No PHP or ASP.NET. Highmaps needs only two JS files to run: The highmaps.js core and either jQuery or the Highcharts Standalone Framework.
Through a full API you can add, remove and modify series and points or modify axes at any time after chart creation. Numerous events supply hooks for programming against the chart. In combination with jQuery's or other frameworks' Ajax APIs, this opens for solutions like live charts constantly updating with values from the server, user supplied data and more.
VARIOUS MAP TYPES
Map area, map line, points of interest, bubbles on maps, heatmaps. These features correspond to series types in Highcharts.
COLOR AXIS
For full control over the color layout of the Highmaps choropleth maps, a separate
is displayed inside the legend. It inherits most features from scalar axes in order to provide common options like min, max, logarithic scale and more.
NAVIGATION
Highmaps features all common ways of , like plus/minus buttons, doubleclick to zoom, mousewheel zooming, multitouch and panning.
ensures smooth interaction between map areas on one layer, which zoom into a full map on the underlying layer. Let your users click their way down into increasingly local data!
GEOJSON SUPPORT
Besides the common Series/Point concept, Highmaps accepts the standardized GeoJSON format for map input.
EXPORT AND PRINT
With the exporting module enabled, your users can export the chart to PNG, JPG, PDF or SVG format at the click of a button, or print the chart directly from the web page.Highmaps - Map Collection
Highmaps - Map Collection
Version 1.1.2 ()
* Maps marked with a red star require
that the original source of the map data is credited when used. The copyright information is added to the
by default, but please be aware that you
will have to display this information somewhere else if you choose to disable chart credits. Copyright information
for each map can be found as properties in the GeoJSON and Javascript files.
Antarctica
British Isles
British Isles, admin1
Canada and United States of America
Central America
European Union
Middle East
Nordic Countries
Nordic Countries without Greenland, Svalbard, and Jan Mayen
North America
North America without central
North Atlantic Treaty Organization
Scandinavia
South America
World continents
World with Palestine areas, high resolution
World with Palestine areas, low resolution
World with Palestine areas, medium resolution
World, Eckert III projection, high resolution
World, Eckert III projection, low resolution
World, Eckert III projection, medium resolution
World, Miller projection, high resolution
World, Miller projection, low resolution
World, Miller projection, medium resolution
World, Miller projection, ultra high resolution
World, Miller projection, very high resolution
World, Robinson projection, high resolution
World, Robinson projection, low resolution
World, Robinson projection, medium resolution
* Germany, admin2
* Norway, admin2
* The Netherlands, admin2
Afghanistan
American Samoa
Antigua and Barbuda
Azerbaijan
Bangladesh
Bosnia and Herzegovina
Burkina Faso
Canada, admin2
Cape Verde
Central African Republic
China with Hong Kong and Macau
China with Hong Kong, Macau, and Taiwan
Cook Islands
Costa Rica
Czech Republic
Democratic Republic of the Congo
Dominican Republic
East Timor
El Salvador
Equatorial Guinea
Faroe Islands
France, admin2
France, mainland
France, mainland admin2
French Southern and Antarctic Lands
Guinea Bissau
India with Andaman and Nicobar
India with disputed territories
Ivory Coast
Kazakhstan
Kyrgyzstan
Liechtenstein
Luxembourg
Madagascar
Mauritania
Montenegro
Mozambique
New Caledonia
New Zealand
North Korea
Northern Mariana Islands
Norway with Svalbard and Jan Mayen
Papua New Guinea
Philippines
Puerto Rico
Puerto Rico
Republic of Serbia
Republic of the Congo
Russia with disputed territories
Saint Kitts and Nevis
Saint Lucia
Saint Vincent and the Grenadines
San Marino
Sao Tome and Principe
Saudi Arabia
Seychelles
Sierra Leone
Solomon Islands
Somaliland
South Africa
South Korea
South Sudan
Switzerland
Tajikistan
The Bahamas
The Netherlands
Trinidad and Tobago
Turkmenistan
United Arab Emirates
United Kingdom
United Kingdom countries
United Republic of Tanzania
United States Virgin Islands
United States of America
United States of America with Territories
United States of America, admin2
United States of America, admin2, highres
United States of America, congressional districts (113th)
United States of America, mainland
United States of America, small
Uzbekistan
Wallis and Futuna
Western Sahara
Canada Provinces Admin 2
Alberta, admin2
British Columbia, admin2
Manitoba, admin2
New Brunswick, admin2
Newfoundland and Labrador, admin2
Northwest Territories, admin2
Nova Scotia, admin2
Nunavut, admin2
Ontario, admin2
Prince Edward Island, admin2
Quebec, admin2
Saskatchewan, admin2
Yukon, admin2
France Regions Admin 2
Alsace, admin2
Aquitaine, admin2
Auvergne, admin2
Basse-Normandie, admin2
Bourgogne, admin2
Bretagne, admin2
Centre, admin2
Champagne-Ardenne, admin2
Corse, admin2
Franche-Comté, admin2
Guadeloupe, admin2
Guyane fran?aise, admin2
Haute-Normandie, admin2
Languedoc-Roussillon, admin2
Limousin, admin2
Lorraine, admin2
Martinique, admin2
Mayotte, admin2
Midi-Pyrénées, admin2
Nord-Pas-de-Calais, admin2
Pays de la Loire, admin2
Picardie, admin2
Poitou-Charentes, admin2
Provence-Alpes-C?te-d'Azur, admin2
Rh?ne-Alpes, admin2
Réunion, admin2
?le-de-France, admin2
Germany Bundesl?nder Admin 2
* Baden-Württemberg, admin2
* Bayern, admin2
* Berlin, admin2
* Brandenburg, admin2
* Bremen, admin2
* Hamburg, admin2
* Hessen, admin2
* Mecklenburg-Vorpommern, admin2
* Niedersachsen, admin2
* Nordrhein-Westfalen, admin2
* Rheinland-Pfalz, admin2
* Saarland, admin2
* Sachsen, admin2
* Sachsen-Anhalt, admin2
* Schleswig-Holstein, admin2
* Thüringen, admin2
Germany Bundesl?nder Admin 3
* Baden-Württemberg, admin3
* Bayern, admin3
* Berlin, admin3
* Brandenburg, admin3
* Bremen, admin3
* Hamburg, admin3
* Hessen, admin3
* Mecklenburg-Vorpommern, admin3
* Niedersachsen, admin3
* Nordrhein-Westfalen, admin3
* Rheinland-Pfalz, admin3
* Saarland, admin3
* Sachsen, admin3
* Sachsen-Anhalt, admin3
* Schleswig-Holstein, admin3
* Thüringen, admin3
Netherlands Provinces
* Drenthe, admin2
* Flevoland, admin2
* Friesland, admin2
* Gelderland, admin2
* Groningen, admin2
* Limburg, admin2
* Noord-Brabant, admin2
* Noord-Holland, admin2
* Overijssel, admin2
* Utrecht, admin2
* Zeeland, admin2
* Zuid-Holland, admin2
Norway Counties
* Akershus, admin2
* Aust-Agder, admin2
* Buskerud, admin2
* Finnmark, admin2
* Hedmark, admin2
* Hordaland, admin2
* M?re og Romsdal, admin2
* Nord-Tr?ndelag, admin2
* Nordland, admin2
* Oppland, admin2
* Oslo, admin2
* Rogaland, admin2
* Sogn og Fjordane, admin2
* S?r-Tr?ndelag, admin2
* Telemark, admin2
* Troms, admin2
* Vest-Agder, admin2
* Vestfold, admin2
* ?stfold, admin2
USA States
Alabama, admin2
Alaska, admin2
Arizona, admin2
Arkansas, admin2
California, admin2
Colorado, admin2
Connecticut, admin2
Delaware, admin2
District of Columbia, admin2
Florida, admin2
Georgia, admin2
Hawaii, admin2
Idaho, admin2
Illinois, admin2
Indiana, admin2
Iowa, admin2
Kansas, admin2
Kentucky, admin2
Louisiana, admin2
Maine, admin2
Maryland, admin2
Massachusetts, admin2
Michigan, admin2
Minnesota, admin2
Mississippi, admin2
Missouri, admin2
Montana, admin2
Nebraska, admin2
Nevada, admin2
New Hampshire, admin2
New Jersey, admin2
New Mexico, admin2
New York, admin2
North Carolina, admin2
North Dakota, admin2
Ohio, admin2
Oklahoma, admin2
Oregon, admin2
Pennsylvania, admin2
Rhode Island, admin2
South Carolina, admin2
South Dakota, admin2
Tennessee, admin2
Texas, admin2
Utah, admin2
Vermont, admin2
Virginia, admin2
Washington, admin2
West Virginia, admin2
Wisconsin, admin2
Wyoming, admin2
USA congressional districts (113th)
Alabama congressional districts
Alaska congressional districts
American Samoa congressional districts
Arizona congressional districts
Arkansas congressional districts
California congressional districts
Colorado congressional districts
Connecticut congressional districts
Delaware congressional districts
District of Columbia congressional districts
Florida congressional districts
Georgia congressional districts
Guam congressional districts
Hawaii congressional districts
Idaho congressional districts
Illinois congressional districts
Indiana congressional districts
Iowa congressional districts
Kansas congressional districts
Kentucky congressional districts
Louisiana congressional districts
Maine congressional districts
Maryland congressional districts
Massachusetts congressional districts
Michigan congressional districts
Minnesota congressional districts
Mississippi congressional districts
Missouri congressional districts
Montana congressional districts
Nebraska congressional districts
Nevada congressional districts
New Hampshire congressional districts
New Jersey congressional districts
New Mexico congressional districts
New York congressional districts
North Carolina congressional districts
North Dakota congressional districts
Northern Mariana Islands congressional districts
Ohio congressional districts
Oklahoma congressional districts
Oregon congressional districts
Pennsylvania congressional districts
Puerto Rico congressional districts
Rhode Island congressional districts
South Carolina congressional districts
South Dakota congressional districts
Tennessee congressional districts
Texas congressional districts
Utah congressional districts
Vermont congressional districts
Virginia congressional districts
Washington congressional districts
West Virginia congressional districts
Wisconsin congressional districts
Wyoming congressional districts}