In [1]:
import os
import folium
print(folium.__version__)
0.5.0+133.gb65e002
In [2]:
import geopandas as gpd
assert 'naturalearth_lowres' in gpd.datasets.available
datapath = gpd.datasets.get_path('naturalearth_lowres')
gdf = gpd.read_file(datapath)
In [3]:
gdf
Out[3]:
pop_est
continent
name
iso_a3
gdp_md_est
geometry
0
28400000.0
Asia
Afghanistan
AFG
22270.0
POLYGON ((61.21081709172574 35.65007233330923,...
1
12799293.0
Africa
Angola
AGO
110300.0
(POLYGON ((16.32652835456705 -5.87747039146621...
2
3639453.0
Europe
Albania
ALB
21810.0
POLYGON ((20.59024743010491 41.85540416113361,...
3
4798491.0
Asia
United Arab Emirates
ARE
184300.0
POLYGON ((51.57951867046327 24.24549713795111,...
4
40913584.0
South America
Argentina
ARG
573900.0
(POLYGON ((-65.50000000000003 -55.199999999999...
5
2967004.0
Asia
Armenia
ARM
18770.0
POLYGON ((43.58274580259273 41.09214325618257,...
6
3802.0
Antarctica
Antarctica
ATA
760.4
(POLYGON ((-59.57209469261153 -80.040178725096...
7
140.0
Seven seas (open ocean)
Fr. S. Antarctic Lands
ATF
16.0
POLYGON ((68.935 -48.62500000000001, 69.58 -48...
8
21262641.0
Oceania
Australia
AUS
800200.0
(POLYGON ((145.3979781434948 -40.7925485166058...
9
8210281.0
Europe
Austria
AUT
329500.0
POLYGON ((16.97966678230404 48.12349701597631,...
10
8238672.0
Asia
Azerbaijan
AZE
77610.0
(POLYGON ((45.0019873390568 39.7400035670496, ...
11
8988091.0
Africa
Burundi
BDI
3102.0
POLYGON ((29.33999759290035 -4.499983412294092...
12
10414336.0
Europe
Belgium
BEL
389300.0
POLYGON ((3.314971144228537 51.34578095153609,...
13
8791832.0
Africa
Benin
BEN
12830.0
POLYGON ((2.691701694356254 6.258817246928629,...
14
15746232.0
Africa
Burkina Faso
BFA
17820.0
POLYGON ((-2.827496303712707 9.642460842319778...
15
156050883.0
Asia
Bangladesh
BGD
224000.0
POLYGON ((92.67272098182556 22.04123891854125,...
16
7204687.0
Europe
Bulgaria
BGR
93750.0
POLYGON ((22.65714969248299 44.23492300066128,...
17
309156.0
North America
Bahamas
BHS
9093.0
(POLYGON ((-77.53465999999997 23.7597499999999...
18
4613414.0
Europe
Bosnia and Herz.
BIH
29700.0
POLYGON ((19.00548628101012 44.86023366960916,...
19
9648533.0
Europe
Belarus
BLR
114100.0
POLYGON ((23.48412763844985 53.91249766704114,...
20
307899.0
North America
Belize
BLZ
2536.0
POLYGON ((-89.14308041050332 17.80831899664932...
21
9775246.0
South America
Bolivia
BOL
43270.0
POLYGON ((-62.84646847192156 -22.0349854468694...
22
198739269.0
South America
Brazil
BRA
1993000.0
POLYGON ((-57.62513342958296 -30.2162948544542...
23
388190.0
Asia
Brunei
BRN
20250.0
POLYGON ((114.2040165548284 4.525873928236805,...
24
691141.0
Asia
Bhutan
BTN
3524.0
POLYGON ((91.69665652869668 27.77174184825166,...
25
1990876.0
Africa
Botswana
BWA
27060.0
POLYGON ((25.64916344575016 -18.53602589281899...
26
4511488.0
Africa
Central African Rep.
CAF
3198.0
POLYGON ((15.27946048346911 7.421924546737969,...
27
33487208.0
North America
Canada
CAN
1300000.0
(POLYGON ((-63.66449999999998 46.5500099999999...
28
7604467.0
Europe
Switzerland
CHE
316700.0
POLYGON ((9.59422610844635 47.52505809182027, ...
29
16601707.0
South America
Chile
CHL
244500.0
(POLYGON ((-68.63401022758316 -52.636370458874...
...
...
...
...
...
...
...
147
7379339.0
Europe
Serbia
SRB
80340.0
POLYGON ((20.87431277841341 45.41637543393432,...
148
481267.0
South America
Suriname
SUR
4254.0
POLYGON ((-57.14743648947689 5.973149929219161...
149
5463046.0
Europe
Slovakia
SVK
119500.0
POLYGON ((18.85314415861362 49.49622976337764,...
150
2005692.0
Europe
Slovenia
SVN
59340.0
POLYGON ((13.80647545742153 46.50930613869122,...
151
9059651.0
Europe
Sweden
SWE
344300.0
POLYGON ((22.18317345550193 65.72374054632017,...
152
1123913.0
Africa
Swaziland
SWZ
5702.0
POLYGON ((32.07166548028107 -26.73382008230491...
153
20178485.0
Asia
Syria
SYR
98830.0
POLYGON ((38.79234052913608 33.37868642835222,...
154
10329208.0
Africa
Chad
TCD
15860.0
POLYGON ((14.4957873877629 12.85939626713736, ...
155
6019877.0
Africa
Togo
TGO
5118.0
POLYGON ((1.865240512712319 6.142157701029731,...
156
65905410.0
Asia
Thailand
THA
547400.0
POLYGON ((102.5849324890267 12.18659495691328,...
157
7349145.0
Asia
Tajikistan
TJK
13160.0
POLYGON ((71.01419803252017 40.24436554621823,...
158
4884887.0
Asia
Turkmenistan
TKM
29780.0
POLYGON ((61.21081709172574 35.65007233330923,...
159
1131612.0
Asia
Timor-Leste
TLS
2520.0
POLYGON ((124.9686824891162 -8.892790215697083...
160
1310000.0
North America
Trinidad and Tobago
TTO
29010.0
POLYGON ((-61.68000000000001 10.76, -61.105 10...
161
10486339.0
Africa
Tunisia
TUN
81710.0
POLYGON ((9.482139926805274 30.30755605724619,...
162
76805524.0
Asia
Turkey
TUR
902700.0
(POLYGON ((36.91312706884216 41.33535838476431...
163
22974347.0
Asia
Taiwan
TWN
712000.0
POLYGON ((121.7778178243899 24.3942735865194, ...
164
41048532.0
Africa
Tanzania
TZA
54250.0
POLYGON ((33.9037111971046 -0.9499999999999886...
165
32369558.0
Africa
Uganda
UGA
39380.0
POLYGON ((31.86617000000007 -1.027359999999931...
166
45700395.0
Europe
Ukraine
UKR
339800.0
POLYGON ((31.78599816257159 52.10167796488545,...
167
3494382.0
South America
Uruguay
URY
43160.0
POLYGON ((-57.62513342958296 -30.2162948544542...
168
313973000.0
North America
United States
USA
15094000.0
(POLYGON ((-155.54211 19.08348000000001, -155....
169
27606007.0
Asia
Uzbekistan
UZB
71670.0
POLYGON ((66.51860680528867 37.36278432875879,...
170
26814843.0
South America
Venezuela
VEN
357400.0
POLYGON ((-71.3315836249503 11.77628408451581,...
171
86967524.0
Asia
Vietnam
VNM
241700.0
POLYGON ((108.0501802917829 21.55237986906012,...
172
218519.0
Oceania
Vanuatu
VUT
988.5
(POLYGON ((167.8448767438451 -16.4663331030971...
173
23822783.0
Asia
Yemen
YEM
55280.0
POLYGON ((53.10857262554751 16.65105113368895,...
174
49052489.0
Africa
South Africa
ZAF
491000.0
POLYGON ((31.52100141777888 -29.25738697684626...
175
11862740.0
Africa
Zambia
ZMB
17500.0
POLYGON ((32.75937544122132 -9.23059905358906,...
176
12619600.0
Africa
Zimbabwe
ZWE
9323.0
POLYGON ((31.19140913262129 -22.2515096981724,...
177 rows × 6 columns
In [4]:
%matplotlib inline
ax = gdf.plot(figsize=(10, 10))
In [5]:
import pandas as pd
n_periods, n_sample = 48, 40
assert n_sample < n_periods
dt_index = pd.date_range(
'2016-1-1', periods=n_periods, freq='M'
).strftime('%s')
dt_index
Out[5]:
Index(['1454178600', '1456684200', '1459362600', '1461954600', '1464633000',
'1467225000', '1469903400', '1472581800', '1475173800', '1477852200',
'1480444200', '1483122600', '1485801000', '1488220200', '1490898600',
'1493490600', '1496169000', '1498761000', '1501439400', '1504117800',
'1506709800', '1509388200', '1511980200', '1514658600', '1517337000',
'1519756200', '1522434600', '1525026600', '1527705000', '1530297000',
'1532975400', '1535653800', '1538245800', '1540924200', '1543516200',
'1546194600', '1548873000', '1551292200', '1553970600', '1556562600',
'1559241000', '1561833000', '1564511400', '1567189800', '1569781800',
'1572460200', '1575052200', '1577730600'],
dtype='object')
In [6]:
import numpy as np
styledata = {}
for country in gdf.index:
df = pd.DataFrame(
{'color': np.random.normal(size=n_periods),
'opacity': np.random.normal(size=n_periods)},
index=dt_index
)
df = df.cumsum()
df.sample(n_sample, replace=False).sort_index()
styledata[country] = df
In [7]:
max_color, min_color, max_opacity, min_opacity = 0, 0, 0, 0
for country, data in styledata.items():
max_color = max(max_color, data['color'].max())
min_color = min(max_color, data['color'].min())
max_opacity = max(max_color, data['opacity'].max())
max_opacity = min(max_color, data['opacity'].max())
In [8]:
styledict = {
str(country): data.to_dict(orient='index') for
country, data in styledata.items()
}
In [10]:
from folium import plugins
m = folium.Map([0, 0], tiles='Stamen Toner', zoom_start=2)
g = plugins.TimeSliderChoropleth(
gdf.to_json(),
styledict=styledict,
).add_to(m)
m.save(os.path.join('.','TimeSliderChoropleth.html'))
m
Out[10]:
In [11]:
import numpy as np
N = 100
data = np.array(
[
np.random.uniform(low=35, high=60, size=N), # Random latitudes in Europe.
np.random.uniform(low=-12, high=30, size=N), # Random longitudes in Europe.
range(N), # Popups texts are simple numbers.
]
).T
m = folium.Map([45, 3], zoom_start=4)
plugins.MarkerCluster(data).add_to(m)
m
Out[11]:
In [12]:
from folium.plugins.beautify_icon import BeautifyIcon
from folium import Marker
m = folium.Map([45.5, -122], zoom_start=3)
icon_plane = BeautifyIcon(
icon='plane',
border_color='#b3334f',
text_color='#b3334f',
icon_shape='triangle')
icon_number = BeautifyIcon(
border_color='#00ABDC',
text_color='#00ABDC',
number=10,
inner_icon_style='margin-top:0;')
Marker(
location=[46, -122],
popup='Portland, OR',
icon=icon_plane
).add_to(m)
Marker(
location=[50, -122],
popup='Portland, OR',
icon=icon_number
).add_to(m)
m
Out[12]:
In [13]:
m = folium.Map(
location=[0, 0],
zoom_start=6
)
fg = folium.FeatureGroup()
m.add_child(fg)
g1 = plugins.FeatureGroupSubGroup(fg, 'g1')
m.add_child(g1)
g2 = plugins.FeatureGroupSubGroup(fg, 'g2')
m.add_child(g2)
folium.Marker([-1,-1]).add_to(g1)
folium.Marker([1,1]).add_to(g1)
folium.Marker([-1,1]).add_to(g2)
folium.Marker([1,-1]).add_to(g2)
l = folium.LayerControl().add_to(m)
m
Out[13]:
In [15]:
styledict
Out[15]:
{'0': {'1454178600': {'color': -0.7487368677181574,
'opacity': 1.1802569971192716},
'1456684200': {'color': 0.33129166527399234, 'opacity': 0.8338424765810588},
'1459362600': {'color': -1.2910264132265188, 'opacity': 0.5106937582037776},
'1461954600': {'color': -1.5928314647769704, 'opacity': 1.6146037966423739},
'1464633000': {'color': -2.2171510959198333, 'opacity': 3.2948012493249523},
'1467225000': {'color': -1.9097137638235255, 'opacity': 5.444868085011792},
'1469903400': {'color': -1.9129857509793815, 'opacity': 4.561381790327827},
'1472581800': {'color': -3.89807066224118, 'opacity': 6.2401794476692425},
'1475173800': {'color': -2.7967234908227185, 'opacity': 5.511642314882018},
'1477852200': {'color': -3.684948632005308, 'opacity': 4.574841152476172},
'1480444200': {'color': -3.479492936741214, 'opacity': 3.029396435417583},
'1483122600': {'color': -3.467368378916143, 'opacity': 2.7021580567664882},
'1485801000': {'color': -4.078864721990131, 'opacity': 2.8604438846126126},
'1488220200': {'color': -4.025079033476094, 'opacity': 4.239889220506951},
'1490898600': {'color': -3.9219413876020974, 'opacity': 3.7320174859665833},
'1493490600': {'color': -2.3163110122490878, 'opacity': 3.1782463816244655},
'1496169000': {'color': -2.400463584885184, 'opacity': 3.819195130112753},
'1498761000': {'color': -4.375306577285341, 'opacity': 3.2200356742706115},
'1501439400': {'color': -3.568457075469863, 'opacity': 1.9607807946868325},
'1504117800': {'color': -3.302070481848353, 'opacity': 1.5121548407587164},
'1506709800': {'color': -2.507834670107061, 'opacity': 1.1216853135318459},
'1509388200': {'color': -3.7489545939437936, 'opacity': 1.001034343258258},
'1511980200': {'color': -4.623264937746384, 'opacity': 0.6892895480692504},
'1514658600': {'color': -6.337060867390987, 'opacity': 1.6609732041543868},
'1517337000': {'color': -5.6457931124926946, 'opacity': 0.9355392303198663},
'1519756200': {'color': -4.938702050060832, 'opacity': 1.529660434618652},
'1522434600': {'color': -2.7658282398883176, 'opacity': 0.9351342135827181},
'1525026600': {'color': -2.818133879770912, 'opacity': 0.7779296113199691},
'1527705000': {'color': -2.9873218231072314, 'opacity': 1.401522176818718},
'1530297000': {'color': -2.453908551690193, 'opacity': 1.1464858509626694},
'1532975400': {'color': -2.3347438756951835, 'opacity': 1.9448832147680188},
'1535653800': {'color': -3.3203464787784784, 'opacity': 2.2387449985086225},
'1538245800': {'color': -3.3765197220515586, 'opacity': 2.548795860713848},
'1540924200': {'color': -5.5657479116615, 'opacity': 2.8424162425378547},
'1543516200': {'color': -6.415111966605781, 'opacity': 1.0005909222261027},
'1546194600': {'color': -6.0374880205357595, 'opacity': 0.8726845397642268},
'1548873000': {'color': -6.488123081376307, 'opacity': 2.2141486481173653},
'1551292200': {'color': -6.589851575528156, 'opacity': 1.9371512532939357},
'1553970600': {'color': -6.336301184947242, 'opacity': 2.399734213433052},
'1556562600': {'color': -3.600589542868232, 'opacity': 3.44526956766469},
'1559241000': {'color': -3.812912305224592, 'opacity': 5.055273918504806},
'1561833000': {'color': -3.3555303005624384, 'opacity': 4.984020657296601},
'1564511400': {'color': -3.6706951216267276, 'opacity': 4.8756791648006566},
'1567189800': {'color': -3.8346923162076694, 'opacity': 6.554544299647012},
'1569781800': {'color': -4.7739979892332425, 'opacity': 5.6443001644781825},
'1572460200': {'color': -5.283341208037023, 'opacity': 4.894258399647105},
'1575052200': {'color': -6.248639542313569, 'opacity': 4.075866469257493},
'1577730600': {'color': -6.279182618647464, 'opacity': 3.41242675024524}},
'1': {'1454178600': {'color': 0.9926790722020871,
'opacity': 0.03388188199388579},
'1456684200': {'color': 0.8169087027632147, 'opacity': -1.5288756399301147},
'1459362600': {'color': -0.5753041317015168, 'opacity': -2.9612993239091994},
'1461954600': {'color': -1.8734732536354324, 'opacity': -4.0366970867400225},
'1464633000': {'color': -1.8998666765365058, 'opacity': -2.7719900034300813},
'1467225000': {'color': -2.5214130441203118, 'opacity': -3.4370727301666397},
'1469903400': {'color': -0.2967616432031175, 'opacity': -4.237696292821489},
'1472581800': {'color': 0.2630173203348307, 'opacity': -4.8082097761171925},
'1475173800': {'color': -0.19034993365934427, 'opacity': -5.829871019290993},
'1477852200': {'color': -0.11020019561269129, 'opacity': -6.512239108975015},
'1480444200': {'color': -0.796743330448568, 'opacity': -6.80908538066261},
'1483122600': {'color': 2.542392787294829, 'opacity': -7.947445400287393},
'1485801000': {'color': 1.626283674578095, 'opacity': -8.18098624428393},
'1488220200': {'color': 1.4899576569360935, 'opacity': -7.222846853074589},
'1490898600': {'color': 3.4027995453848243, 'opacity': -6.933118953577761},
'1493490600': {'color': 3.021410592325007, 'opacity': -8.294317869407267},
'1496169000': {'color': 3.9777968291229944, 'opacity': -9.756881300519101},
'1498761000': {'color': 3.6374767441925036, 'opacity': -10.955772178761555},
'1501439400': {'color': 2.315880722325123, 'opacity': -12.966235811704474},
'1504117800': {'color': 1.695738503985849, 'opacity': -13.391378154118899},
'1506709800': {'color': 1.7068662269089183, 'opacity': -13.891861995899145},
'1509388200': {'color': -0.11763134674031805,
'opacity': -14.316342718955338},
'1511980200': {'color': -0.5884052832529403, 'opacity': -13.69255453678281},
'1514658600': {'color': 0.6952890402578025, 'opacity': -13.959651649058658},
'1517337000': {'color': 0.1332866103200585, 'opacity': -14.287759016156475},
'1519756200': {'color': -0.05903799070497334,
'opacity': -14.352648901062352},
'1522434600': {'color': -0.5960626182122739, 'opacity': -14.552986297895773},
'1525026600': {'color': -1.1858757526036094, 'opacity': -13.952854475207403},
'1527705000': {'color': -1.8996698920019095, 'opacity': -13.283436634549084},
'1530297000': {'color': -1.6297251254653018, 'opacity': -14.079915911966214},
'1532975400': {'color': -0.17299499459297984,
'opacity': -14.619011432936029},
'1535653800': {'color': -0.014959494556852582,
'opacity': -14.85286486104015},
'1538245800': {'color': -0.3928116338710242, 'opacity': -15.819665802978573},
'1540924200': {'color': -0.7367024505575206, 'opacity': -16.689957607971223},
'1543516200': {'color': -1.3357899237473996, 'opacity': -16.025784429416568},
'1546194600': {'color': -1.1689205444569417, 'opacity': -14.063600801340435},
'1548873000': {'color': -0.3414012335564576, 'opacity': -14.703687978061925},
'1551292200': {'color': 1.1407546209136077, 'opacity': -14.741417801189726},
'1553970600': {'color': 0.3874891354908083, 'opacity': -13.769682857487009},
'1556562600': {'color': -0.3462375127360182, 'opacity': -14.748345676976804},
'1559241000': {'color': -0.1425706610352224, 'opacity': -15.213216781930024},
'1561833000': {'color': 1.8233515570535872, 'opacity': -14.061816216988433},
'1564511400': {'color': 2.8519558374691547, 'opacity': -14.830463255473335},
'1567189800': {'color': 2.8616707206179566, 'opacity': -13.044037682152346},
'1569781800': {'color': 3.6699986680412473, 'opacity': -14.765790369979731},
'1572460200': {'color': 2.599600635751729, 'opacity': -14.795421141128186},
'1575052200': {'color': 3.3433787859574453, 'opacity': -15.189418272112153},
'1577730600': {'color': 4.6657393545537005, 'opacity': -15.871596934730846}},
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In [ ]:
Content source: lesley2958/lesley2958.github.io
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