# WeatherPy
# In this example, you'll be creating a Python script to visualize the weather of 500+ cities across the world of varying distance from the equator.
# To accomplish this, you'll be utilizing a simple Python library, the OpenWeatherMap API, and a little common sense to create a representative model of weather across world cities.
# Your objective is to build a series of scatter plots to showcase the following relationships:
# Temperature (F) vs. Latitude
# Humidity (%) vs. Latitude
# Cloudiness (%) vs. Latitude
# Wind Speed (mph) vs. Latitude# Import Dependencies
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import requests as req
from citipy import citipy
import random
import owmkeys# Randomly select at least 500 unique **(non-repeat)** cities based on latitude and longitude.
#lat = random.sample(range(-91, 91), 100) # Change Ranges to 500 or over later
#lon = random.sample(range(-181, 181), 100)
lat = np.random.randint(-90, 90, size=2500)
lon = np.random.randint(-180, 180, size=2500)
#print(lat)
#print(lon)
zip_coords = zip(lat, lon)
rand_coords = list(zip(lat, lon))
# print(rand_coords)
coords_df = pd.DataFrame((rand_coords), columns=["Latitude", "Longitude"])
# Add Columns to Capture Place Data
coords_df["Closest City"] = ""
coords_df["Country Code"] = ""
coords_df.head()
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| Latitude | Longitude | Closest City | Country Code | |
|---|---|---|---|---|
| 0 | -62 | 70 | ||
| 1 | 72 | 117 | ||
| 2 | -22 | -98 | ||
| 3 | 78 | -168 | ||
| 4 | 88 | -132 |
# Iterate & Store City/Country Data
for index,row in coords_df.iterrows():
city = citipy.nearest_city(row["Latitude"],row["Longitude"])
coords_df.set_value(index,"Closest City",city.city_name)
coords_df.set_value(index,"Country Code",city.country_code)
coords_df.head()
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| Latitude | Longitude | Closest City | Country Code | |
|---|---|---|---|---|
| 0 | -62 | 70 | saint-philippe | re |
| 1 | 72 | 117 | saskylakh | ru |
| 2 | -22 | -98 | puerto ayora | ec |
| 3 | 78 | -168 | lavrentiya | ru |
| 4 | 88 | -132 | tuktoyaktuk | ca |
# Check For Duplicates - We have city names & country so can lose random lat/lon numbers
cities_df = coords_df.drop(coords_df.columns[[0, 1]], axis=1)
#df.drop(df.columns[[0, 1, 3]], axis=1)
cities_list = cities_df.drop_duplicates()
cities_list.shape
#cities_list = cities_list.sample(20)(849, 2)
# Connect to Weather API
base_url = "http://api.openweathermap.org/data/2.5/weather"
params = {'appid': owmkey,
'q': '',
'units': 'imperial',
'mode': 'json'}# Create cols to hold needed values
cities_list.loc[:,"Latitude"] = ""
cities_list.loc[:,"Longitude"] = "" # might as well
cities_list.loc[:,"Temperature"] = ""
cities_list.loc[:,"Humidity"] = ""
cities_list.loc[:,"Cloudiness"] = ""
cities_list.loc[:,"Wind Speed"] = ""
#cities_list/anaconda3/envs/PythonData/lib/python3.6/site-packages/pandas/core/indexing.py:337: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
self.obj[key] = _infer_fill_value(value)
/anaconda3/envs/PythonData/lib/python3.6/site-packages/pandas/core/indexing.py:517: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
self.obj[item] = s
# Perform a weather check on each of the cities using a series of successive API calls.
# Include a print log of each city as it's being processed with the city number, city name, and requested URL.
counter = 0
for index,row in cities_list.iterrows():
counter += 1
params["q"] =f'{row["Closest City"]},{row["Country Code"]}'
city_weather_resp = req.get(base_url, params=params).json()
print(f"Getting Record {counter}")
print(f"Processing weather information for {params['q']}")
# print(f'{params}')
# Add new Lat/Lon/Temp/Wind/Humidity/Clouds to Cities DF
cities_list.set_value(index,"Latitude",city_weather_resp.get("coord",{}).get("lat"))
cities_list.set_value(index,"Longitude",city_weather_resp.get("coord",{}).get("lon"))
cities_list.set_value(index,"Temperature",city_weather_resp.get("main",{}).get("temp_max"))
cities_list.set_value(index,"Wind Speed",city_weather_resp.get("wind",{}).get("speed"))
cities_list.set_value(index,"Humidity",city_weather_resp.get("main",{}).get("humidity"))
cities_list.set_value(index,"Cloudiness",city_weather_resp.get("clouds",{}).get("all"))Getting Record 1
Processing weather information for saint-philippe,re
Getting Record 2
Processing weather information for saskylakh,ru
Getting Record 3
Processing weather information for puerto ayora,ec
Getting Record 4
Processing weather information for lavrentiya,ru
Getting Record 5
Processing weather information for tuktoyaktuk,ca
Getting Record 6
Processing weather information for illoqqortoormiut,gl
Getting Record 7
Processing weather information for milkovo,ru
Getting Record 8
Processing weather information for busselton,au
Getting Record 9
Processing weather information for hovd,mn
Getting Record 10
Processing weather information for ust-barguzin,ru
Getting Record 11
Processing weather information for arraial do cabo,br
Getting Record 12
Processing weather information for morant bay,jm
Getting Record 13
Processing weather information for pandan,ph
Getting Record 14
Processing weather information for ushuaia,ar
Getting Record 15
Processing weather information for punta arenas,cl
Getting Record 16
Processing weather information for northam,au
Getting Record 17
Processing weather information for bluff,nz
Getting Record 18
Processing weather information for okmulgee,us
Getting Record 19
Processing weather information for dikson,ru
Getting Record 20
Processing weather information for barrow,us
Getting Record 21
Processing weather information for flinders,au
Getting Record 22
Processing weather information for aleksandrovka,ru
Getting Record 23
Processing weather information for avarua,ck
Getting Record 24
Processing weather information for ribeira grande,pt
Getting Record 25
Processing weather information for mar del plata,ar
Getting Record 26
Processing weather information for yellowknife,ca
Getting Record 27
Processing weather information for port elizabeth,za
Getting Record 28
Processing weather information for ambon,id
Getting Record 29
Processing weather information for hobart,au
Getting Record 30
Processing weather information for mataura,pf
Getting Record 31
Processing weather information for mackenzie,ca
Getting Record 32
Processing weather information for laguna,br
Getting Record 33
Processing weather information for albany,au
Getting Record 34
Processing weather information for cherskiy,ru
Getting Record 35
Processing weather information for carnarvon,au
Getting Record 36
Processing weather information for poum,nc
Getting Record 37
Processing weather information for andarab,af
Getting Record 38
Processing weather information for atuona,pf
Getting Record 39
Processing weather information for chuy,uy
Getting Record 40
Processing weather information for kapaa,us
Getting Record 41
Processing weather information for butaritari,ki
Getting Record 42
Processing weather information for rikitea,pf
Getting Record 43
Processing weather information for provideniya,ru
Getting Record 44
Processing weather information for cape town,za
Getting Record 45
Processing weather information for east london,za
Getting Record 46
Processing weather information for necochea,ar
Getting Record 47
Processing weather information for vieste,it
Getting Record 48
Processing weather information for vaitupu,wf
Getting Record 49
Processing weather information for rawlins,us
Getting Record 50
Processing weather information for mahebourg,mu
Getting Record 51
Processing weather information for jamestown,sh
Getting Record 52
Processing weather information for thompson,ca
Getting Record 53
Processing weather information for pennagaram,in
Getting Record 54
Processing weather information for bandarbeyla,so
Getting Record 55
Processing weather information for vaini,to
Getting Record 56
Processing weather information for bredasdorp,za
Getting Record 57
Processing weather information for talnakh,ru
Getting Record 58
Processing weather information for mehamn,no
Getting Record 59
Processing weather information for madimba,tz
Getting Record 60
Processing weather information for bengkulu,id
Getting Record 61
Processing weather information for lorengau,pg
Getting Record 62
Processing weather information for ust-tsilma,ru
Getting Record 63
Processing weather information for excelsior springs,us
Getting Record 64
Processing weather information for ponto novo,br
Getting Record 65
Processing weather information for kazachinskoye,ru
Getting Record 66
Processing weather information for mackay,au
Getting Record 67
Processing weather information for ilulissat,gl
Getting Record 68
Processing weather information for maputo,mz
Getting Record 69
Processing weather information for la ronge,ca
Getting Record 70
Processing weather information for holetown,bb
Getting Record 71
Processing weather information for kodiak,us
Getting Record 72
Processing weather information for rocha,uy
Getting Record 73
Processing weather information for georgetown,sh
Getting Record 74
Processing weather information for iracoubo,gf
Getting Record 75
Processing weather information for sterling,us
Getting Record 76
Processing weather information for tura,ru
Getting Record 77
Processing weather information for erenhot,cn
Getting Record 78
Processing weather information for hermanus,za
Getting Record 79
Processing weather information for guerrero negro,mx
Getting Record 80
Processing weather information for fulitun,cn
Getting Record 81
Processing weather information for san lorenzo,ar
Getting Record 82
Processing weather information for pisco,pe
Getting Record 83
Processing weather information for coquimbo,cl
Getting Record 84
Processing weather information for galbshtadt,ru
Getting Record 85
Processing weather information for manali,in
Getting Record 86
Processing weather information for opuwo,na
Getting Record 87
Processing weather information for formosa,ar
Getting Record 88
Processing weather information for uch,pk
Getting Record 89
Processing weather information for chimore,bo
Getting Record 90
Processing weather information for odweyne,so
Getting Record 91
Processing weather information for sur,om
Getting Record 92
Processing weather information for inhambane,mz
Getting Record 93
Processing weather information for kaitangata,nz
Getting Record 94
Processing weather information for ponta do sol,cv
Getting Record 95
Processing weather information for cairns,au
Getting Record 96
Processing weather information for airai,pw
Getting Record 97
Processing weather information for lebu,cl
Getting Record 98
Processing weather information for labutta,mm
Getting Record 99
Processing weather information for clyde river,ca
Getting Record 100
Processing weather information for kruisfontein,za
Getting Record 101
Processing weather information for yamada,jp
Getting Record 102
Processing weather information for qaanaaq,gl
Getting Record 103
Processing weather information for isangel,vu
Getting Record 104
Processing weather information for bambous virieux,mu
Getting Record 105
Processing weather information for tuatapere,nz
Getting Record 106
Processing weather information for vestmannaeyjar,is
Getting Record 107
Processing weather information for vardo,no
Getting Record 108
Processing weather information for victoria,sc
Getting Record 109
Processing weather information for tubruq,ly
Getting Record 110
Processing weather information for mirandola,it
Getting Record 111
Processing weather information for hilo,us
Getting Record 112
Processing weather information for khatanga,ru
Getting Record 113
Processing weather information for tasiilaq,gl
Getting Record 114
Processing weather information for upernavik,gl
Getting Record 115
Processing weather information for hasaki,jp
Getting Record 116
Processing weather information for nikolskoye,ru
Getting Record 117
Processing weather information for serra,br
Getting Record 118
Processing weather information for sioux lookout,ca
Getting Record 119
Processing weather information for tibiri,ne
Getting Record 120
Processing weather information for chokurdakh,ru
Getting Record 121
Processing weather information for manta,ec
Getting Record 122
Processing weather information for rio grande,br
Getting Record 123
Processing weather information for lompoc,us
Getting Record 124
Processing weather information for new norfolk,au
Getting Record 125
Processing weather information for kaeo,nz
Getting Record 126
Processing weather information for ancud,cl
Getting Record 127
Processing weather information for angoche,mz
Getting Record 128
Processing weather information for kasempa,zm
Getting Record 129
Processing weather information for iquique,cl
Getting Record 130
Processing weather information for shizunai,jp
Getting Record 131
Processing weather information for scarborough,gb
Getting Record 132
Processing weather information for norman wells,ca
Getting Record 133
Processing weather information for karachi,pk
Getting Record 134
Processing weather information for aksarka,ru
Getting Record 135
Processing weather information for geraldton,au
Getting Record 136
Processing weather information for salalah,om
Getting Record 137
Processing weather information for torbay,ca
Getting Record 138
Processing weather information for najran,sa
Getting Record 139
Processing weather information for sisimiut,gl
Getting Record 140
Processing weather information for severo-kurilsk,ru
Getting Record 141
Processing weather information for hithadhoo,mv
Getting Record 142
Processing weather information for meyungs,pw
Getting Record 143
Processing weather information for lumeje,ao
Getting Record 144
Processing weather information for kiunga,pg
Getting Record 145
Processing weather information for karangampel,id
Getting Record 146
Processing weather information for cayenne,gf
Getting Record 147
Processing weather information for ferrol,es
Getting Record 148
Processing weather information for shingu,jp
Getting Record 149
Processing weather information for grand centre,ca
Getting Record 150
Processing weather information for camacha,pt
Getting Record 151
Processing weather information for ponta do sol,pt
Getting Record 152
Processing weather information for soyo,ao
Getting Record 153
Processing weather information for shchigry,ru
Getting Record 154
Processing weather information for cedar city,us
Getting Record 155
Processing weather information for bo phloi,th
Getting Record 156
Processing weather information for itarema,br
Getting Record 157
Processing weather information for belushya guba,ru
Getting Record 158
Processing weather information for boatlaname,bw
Getting Record 159
Processing weather information for barrhead,ca
Getting Record 160
Processing weather information for kamsack,ca
Getting Record 161
Processing weather information for pacific grove,us
Getting Record 162
Processing weather information for khatra,in
Getting Record 163
Processing weather information for amga,ru
Getting Record 164
Processing weather information for mys shmidta,ru
Getting Record 165
Processing weather information for grand forks,us
Getting Record 166
Processing weather information for nemuro,jp
Getting Record 167
Processing weather information for ballitoville,za
Getting Record 168
Processing weather information for richards bay,za
Getting Record 169
Processing weather information for barentsburg,sj
Getting Record 170
Processing weather information for bonavista,ca
Getting Record 171
Processing weather information for katsuura,jp
Getting Record 172
Processing weather information for glendive,us
Getting Record 173
Processing weather information for codo,br
Getting Record 174
Processing weather information for port alfred,za
Getting Record 175
Processing weather information for karratha,au
Getting Record 176
Processing weather information for nanakuli,us
Getting Record 177
Processing weather information for mana,gf
Getting Record 178
Processing weather information for tateyama,jp
Getting Record 179
Processing weather information for bangassou,cf
Getting Record 180
Processing weather information for ahuimanu,us
Getting Record 181
Processing weather information for kavieng,pg
Getting Record 182
Processing weather information for coihaique,cl
Getting Record 183
Processing weather information for hirara,jp
Getting Record 184
Processing weather information for gayny,ru
Getting Record 185
Processing weather information for los llanos de aridane,es
Getting Record 186
Processing weather information for pitimbu,br
Getting Record 187
Processing weather information for chardara,kz
Getting Record 188
Processing weather information for lazaro cardenas,mx
Getting Record 189
Processing weather information for mitsamiouli,km
Getting Record 190
Processing weather information for rincon,an
Getting Record 191
Processing weather information for souillac,mu
Getting Record 192
Processing weather information for dzhebariki-khaya,ru
Getting Record 193
Processing weather information for nambucca heads,au
Getting Record 194
Processing weather information for milos,gr
Getting Record 195
Processing weather information for narsaq,gl
Getting Record 196
Processing weather information for dzaoudzi,yt
Getting Record 197
Processing weather information for kijang,id
Getting Record 198
Processing weather information for ruatoria,nz
Getting Record 199
Processing weather information for bismarck,us
Getting Record 200
Processing weather information for taolanaro,mg
Getting Record 201
Processing weather information for leningradskiy,ru
Getting Record 202
Processing weather information for port blair,in
Getting Record 203
Processing weather information for barcelos,br
Getting Record 204
Processing weather information for boddam,gb
Getting Record 205
Processing weather information for monrovia,lr
Getting Record 206
Processing weather information for harper,lr
Getting Record 207
Processing weather information for svetlogorsk,ru
Getting Record 208
Processing weather information for denpasar,id
Getting Record 209
Processing weather information for zhuhai,cn
Getting Record 210
Processing weather information for kainantu,pg
Getting Record 211
Processing weather information for sao filipe,cv
Getting Record 212
Processing weather information for louisbourg,ca
Getting Record 213
Processing weather information for saleaula,ws
Getting Record 214
Processing weather information for mount gambier,au
Getting Record 215
Processing weather information for taoudenni,ml
Getting Record 216
Processing weather information for durban,za
Getting Record 217
Processing weather information for ostrovnoy,ru
Getting Record 218
Processing weather information for margherita,in
Getting Record 219
Processing weather information for kamenka,ru
Getting Record 220
Processing weather information for port augusta,au
Getting Record 221
Processing weather information for cap-haitien,ht
Getting Record 222
Processing weather information for karibib,na
Getting Record 223
Processing weather information for oktyabrskiy,ru
Getting Record 224
Processing weather information for platteville,us
Getting Record 225
Processing weather information for andros,gr
Getting Record 226
Processing weather information for tiznit,ma
Getting Record 227
Processing weather information for keta,gh
Getting Record 228
Processing weather information for nguiu,au
Getting Record 229
Processing weather information for machico,pt
Getting Record 230
Processing weather information for novyye burasy,ru
Getting Record 231
Processing weather information for saint-francois,gp
Getting Record 232
Processing weather information for katangli,ru
Getting Record 233
Processing weather information for hamilton,bm
Getting Record 234
Processing weather information for ndioum,sn
Getting Record 235
Processing weather information for gat,ly
Getting Record 236
Processing weather information for padang,id
Getting Record 237
Processing weather information for gamboma,cg
Getting Record 238
Processing weather information for kegayli,uz
Getting Record 239
Processing weather information for samusu,ws
Getting Record 240
Processing weather information for pevek,ru
Getting Record 241
Processing weather information for san patricio,mx
Getting Record 242
Processing weather information for bathsheba,bb
Getting Record 243
Processing weather information for komsomolskiy,ru
Getting Record 244
Processing weather information for kibaya,tz
Getting Record 245
Processing weather information for orje,no
Getting Record 246
Processing weather information for mporokoso,zm
Getting Record 247
Processing weather information for fortuna,us
Getting Record 248
Processing weather information for aybak,af
Getting Record 249
Processing weather information for sitka,us
Getting Record 250
Processing weather information for cockburn town,tc
Getting Record 251
Processing weather information for olafsvik,is
Getting Record 252
Processing weather information for cidreira,br
Getting Record 253
Processing weather information for amderma,ru
Getting Record 254
Processing weather information for hearst,ca
Getting Record 255
Processing weather information for taltal,cl
Getting Record 256
Processing weather information for halalo,wf
Getting Record 257
Processing weather information for novikovo,ru
Getting Record 258
Processing weather information for faanui,pf
Getting Record 259
Processing weather information for tabuk,sa
Getting Record 260
Processing weather information for rio gallegos,ar
Getting Record 261
Processing weather information for matay,eg
Getting Record 262
Processing weather information for manadhoo,mv
Getting Record 263
Processing weather information for qasigiannguit,gl
Getting Record 264
Processing weather information for la palma,pa
Getting Record 265
Processing weather information for mokobeng,bw
Getting Record 266
Processing weather information for sentyabrskiy,ru
Getting Record 267
Processing weather information for qandala,so
Getting Record 268
Processing weather information for saldanha,za
Getting Record 269
Processing weather information for athabasca,ca
Getting Record 270
Processing weather information for san quintin,mx
Getting Record 271
Processing weather information for christchurch,nz
Getting Record 272
Processing weather information for saint-augustin,ca
Getting Record 273
Processing weather information for caravelas,br
Getting Record 274
Processing weather information for husavik,is
Getting Record 275
Processing weather information for bodden town,ky
Getting Record 276
Processing weather information for omboue,ga
Getting Record 277
Processing weather information for hongjiang,cn
Getting Record 278
Processing weather information for castro,cl
Getting Record 279
Processing weather information for nizhneyansk,ru
Getting Record 280
Processing weather information for umzimvubu,za
Getting Record 281
Processing weather information for ajdabiya,ly
Getting Record 282
Processing weather information for lagoa,pt
Getting Record 283
Processing weather information for kaoma,zm
Getting Record 284
Processing weather information for dutlwe,bw
Getting Record 285
Processing weather information for tual,id
Getting Record 286
Processing weather information for kargasok,ru
Getting Record 287
Processing weather information for othonoi,gr
Getting Record 288
Processing weather information for pochutla,mx
Getting Record 289
Processing weather information for batagay-alyta,ru
Getting Record 290
Processing weather information for nome,us
Getting Record 291
Processing weather information for deputatskiy,ru
Getting Record 292
Processing weather information for monte patria,cl
Getting Record 293
Processing weather information for caraz,pe
Getting Record 294
Processing weather information for sobolevo,ru
Getting Record 295
Processing weather information for goma,cd
Getting Record 296
Processing weather information for port lincoln,au
Getting Record 297
Processing weather information for nerchinskiy zavod,ru
Getting Record 298
Processing weather information for hobyo,so
Getting Record 299
Processing weather information for dera bugti,pk
Getting Record 300
Processing weather information for adzope,ci
Getting Record 301
Processing weather information for portland,au
Getting Record 302
Processing weather information for labuhan,id
Getting Record 303
Processing weather information for kambove,cd
Getting Record 304
Processing weather information for aykhal,ru
Getting Record 305
Processing weather information for san cristobal,ec
Getting Record 306
Processing weather information for say,ne
Getting Record 307
Processing weather information for broken hill,au
Getting Record 308
Processing weather information for ketchikan,us
Getting Record 309
Processing weather information for nicoya,cr
Getting Record 310
Processing weather information for jaipur hat,bd
Getting Record 311
Processing weather information for cabo san lucas,mx
Getting Record 312
Processing weather information for vitorino freire,br
Getting Record 313
Processing weather information for mount isa,au
Getting Record 314
Processing weather information for kidal,ml
Getting Record 315
Processing weather information for xingyi,cn
Getting Record 316
Processing weather information for koungheul,sn
Getting Record 317
Processing weather information for anadyr,ru
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Processing weather information for banda aceh,id
Getting Record 319
Processing weather information for yangjiang,cn
Getting Record 320
Processing weather information for tecoanapa,mx
Getting Record 321
Processing weather information for southbridge,us
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Processing weather information for sibu,my
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Processing weather information for te anau,nz
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Processing weather information for yenagoa,ng
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Processing weather information for miranorte,br
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Processing weather information for westport,nz
Getting Record 327
Processing weather information for kaka,tm
Getting Record 328
Processing weather information for binzhou,cn
Getting Record 329
Processing weather information for paradwip,in
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Processing weather information for marcona,pe
Getting Record 331
Processing weather information for krasnoborsk,ru
Getting Record 332
Processing weather information for marawi,sd
Getting Record 333
Processing weather information for matara,lk
Getting Record 334
Processing weather information for touros,br
Getting Record 335
Processing weather information for ust-kuyga,ru
Getting Record 336
Processing weather information for satitoa,ws
Getting Record 337
Processing weather information for camrose,ca
Getting Record 338
Processing weather information for klaksvik,fo
Getting Record 339
Processing weather information for las vegas,us
Getting Record 340
Processing weather information for grand river south east,mu
Getting Record 341
Processing weather information for gorontalo,id
Getting Record 342
Processing weather information for brae,gb
Getting Record 343
Processing weather information for kutum,sd
Getting Record 344
Processing weather information for longyan,cn
Getting Record 345
Processing weather information for zhaotong,cn
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Processing weather information for taunton,gb
Getting Record 347
Processing weather information for firminy,fr
Getting Record 348
Processing weather information for innisfail,au
Getting Record 349
Processing weather information for payo,ph
Getting Record 350
Processing weather information for port hardy,ca
Getting Record 351
Processing weather information for agva,tr
Getting Record 352
Processing weather information for tyup,kg
Getting Record 353
Processing weather information for henties bay,na
Getting Record 354
Processing weather information for hualmay,pe
Getting Record 355
Processing weather information for tshikapa,cd
Getting Record 356
Processing weather information for nyimba,zm
Getting Record 357
Processing weather information for kyaikto,mm
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Processing weather information for verkhoyansk,ru
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Processing weather information for kahului,us
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Processing weather information for mandan,us
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Processing weather information for mecca,sa
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Processing weather information for tomatlan,mx
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Processing weather information for okhotsk,ru
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Processing weather information for pontianak,id
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Processing weather information for palabuhanratu,id
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Processing weather information for usinsk,ru
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Processing weather information for duminichi,ru
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Processing weather information for miandrivazo,mg
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Processing weather information for staryy biser,ru
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Processing weather information for sahrak,af
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Processing weather information for don sak,th
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Processing weather information for esperance,au
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Processing weather information for makakilo city,us
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Processing weather information for qazvin,ir
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Processing weather information for qaqortoq,gl
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Processing weather information for wamba,cd
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Processing weather information for uhlove,ua
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Processing weather information for hornepayne,ca
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Processing weather information for marsh harbour,bs
Getting Record 380
Processing weather information for svetlaya,ru
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Processing weather information for iqaluit,ca
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Processing weather information for lasa,cn
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Processing weather information for tupancireta,br
Getting Record 384
Processing weather information for naze,jp
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Processing weather information for port macquarie,au
Getting Record 386
Processing weather information for resen,mk
Getting Record 387
Processing weather information for colares,pt
Getting Record 388
Processing weather information for hambantota,lk
Getting Record 389
Processing weather information for flin flon,ca
Getting Record 390
Processing weather information for mogadishu,so
Getting Record 391
Processing weather information for belaya gora,ru
Getting Record 392
Processing weather information for longyearbyen,sj
Getting Record 393
Processing weather information for asau,tv
Getting Record 394
Processing weather information for toungoo,mm
Getting Record 395
Processing weather information for fort nelson,ca
Getting Record 396
Processing weather information for caruray,ph
Getting Record 397
Processing weather information for watertown,us
Getting Record 398
Processing weather information for tessalit,ml
Getting Record 399
Processing weather information for san carlos de bariloche,ar
Getting Record 400
Processing weather information for aklavik,ca
Getting Record 401
Processing weather information for hammerfest,no
Getting Record 402
Processing weather information for kailua,us
Getting Record 403
Processing weather information for saint-joseph,re
Getting Record 404
Processing weather information for meaux,fr
Getting Record 405
Processing weather information for ukiah,us
Getting Record 406
Processing weather information for porto walter,br
Getting Record 407
Processing weather information for berdigestyakh,ru
Getting Record 408
Processing weather information for tilichiki,ru
Getting Record 409
Processing weather information for mnogovershinnyy,ru
Getting Record 410
Processing weather information for bereda,so
Getting Record 411
Processing weather information for tadine,nc
Getting Record 412
Processing weather information for buariki,ki
Getting Record 413
Processing weather information for junin,ar
Getting Record 414
Processing weather information for mayor pablo lagerenza,py
Getting Record 415
Processing weather information for montepuez,mz
Getting Record 416
Processing weather information for lubben,de
Getting Record 417
Processing weather information for asfi,ma
Getting Record 418
Processing weather information for beidao,cn
Getting Record 419
Processing weather information for sembe,cg
Getting Record 420
Processing weather information for yabrud,sy
Getting Record 421
Processing weather information for luderitz,na
Getting Record 422
Processing weather information for san fernando,mx
Getting Record 423
Processing weather information for viligili,mv
Getting Record 424
Processing weather information for shache,cn
Getting Record 425
Processing weather information for stolin,by
Getting Record 426
Processing weather information for seoul,kr
Getting Record 427
Processing weather information for nizwa,om
Getting Record 428
Processing weather information for norton shores,us
Getting Record 429
Processing weather information for birao,cf
Getting Record 430
Processing weather information for bubaque,gw
Getting Record 431
Processing weather information for bayangol,ru
Getting Record 432
Processing weather information for teknaf,bd
Getting Record 433
Processing weather information for santiago del estero,ar
Getting Record 434
Processing weather information for pombas,cv
Getting Record 435
Processing weather information for port-gentil,ga
Getting Record 436
Processing weather information for songea,tz
Getting Record 437
Processing weather information for houma,us
Getting Record 438
Processing weather information for puerto cabezas,ni
Getting Record 439
Processing weather information for santa isabel,mx
Getting Record 440
Processing weather information for heyang,cn
Getting Record 441
Processing weather information for belmonte,br
Getting Record 442
Processing weather information for taburao,ki
Getting Record 443
Processing weather information for krasnoselkup,ru
Getting Record 444
Processing weather information for novosibirsk,ru
Getting Record 445
Processing weather information for jati,pk
Getting Record 446
Processing weather information for yingkou,cn
Getting Record 447
Processing weather information for nha trang,vn
Getting Record 448
Processing weather information for craig,us
Getting Record 449
Processing weather information for bethel,us
Getting Record 450
Processing weather information for hainburg,at
Getting Record 451
Processing weather information for fuerte olimpo,py
Getting Record 452
Processing weather information for constitucion,cl
Getting Record 453
Processing weather information for shimoda,jp
Getting Record 454
Processing weather information for dakar,sn
Getting Record 455
Processing weather information for codrington,ag
Getting Record 456
Processing weather information for mayo,ca
Getting Record 457
Processing weather information for tsihombe,mg
Getting Record 458
Processing weather information for beyneu,kz
Getting Record 459
Processing weather information for boyolangu,id
Getting Record 460
Processing weather information for novolabinskaya,ru
Getting Record 461
Processing weather information for haibowan,cn
Getting Record 462
Processing weather information for bilibino,ru
Getting Record 463
Processing weather information for morropon,pe
Getting Record 464
Processing weather information for keetmanshoop,na
Getting Record 465
Processing weather information for ponta delgada,pt
Getting Record 466
Processing weather information for baculin,ph
Getting Record 467
Processing weather information for sao joao da barra,br
Getting Record 468
Processing weather information for megion,ru
Getting Record 469
Processing weather information for spencer,us
Getting Record 470
Processing weather information for truro,ca
Getting Record 471
Processing weather information for houlton,us
Getting Record 472
Processing weather information for itacarambi,br
Getting Record 473
Processing weather information for madingou,cg
Getting Record 474
Processing weather information for port hueneme,us
Getting Record 475
Processing weather information for lichinga,mz
Getting Record 476
Processing weather information for nishihara,jp
Getting Record 477
Processing weather information for alta floresta,br
Getting Record 478
Processing weather information for beringovskiy,ru
Getting Record 479
Processing weather information for kabugao,ph
Getting Record 480
Processing weather information for attawapiskat,ca
Getting Record 481
Processing weather information for pangnirtung,ca
Getting Record 482
Processing weather information for havre-saint-pierre,ca
Getting Record 483
Processing weather information for tocopilla,cl
Getting Record 484
Processing weather information for suez,eg
Getting Record 485
Processing weather information for saint george,bm
Getting Record 486
Processing weather information for liverpool,ca
Getting Record 487
Processing weather information for charlottetown,ca
Getting Record 488
Processing weather information for dombarovskiy,ru
Getting Record 489
Processing weather information for oranjemund,na
Getting Record 490
Processing weather information for roma,au
Getting Record 491
Processing weather information for isla mujeres,mx
Getting Record 492
Processing weather information for ijaki,ki
Getting Record 493
Processing weather information for agdam,az
Getting Record 494
Processing weather information for strezhevoy,ru
Getting Record 495
Processing weather information for eenhana,na
Getting Record 496
Processing weather information for dalvik,is
Getting Record 497
Processing weather information for hailar,cn
Getting Record 498
Processing weather information for celestun,mx
Getting Record 499
Processing weather information for skjervoy,no
Getting Record 500
Processing weather information for thinadhoo,mv
Getting Record 501
Processing weather information for nouadhibou,mr
Getting Record 502
Processing weather information for nazare,br
Getting Record 503
Processing weather information for sukabumi,id
Getting Record 504
Processing weather information for kautokeino,no
Getting Record 505
Processing weather information for baisha,cn
Getting Record 506
Processing weather information for port hedland,au
Getting Record 507
Processing weather information for bhikangaon,in
Getting Record 508
Processing weather information for isabela,us
Getting Record 509
Processing weather information for george,za
Getting Record 510
Processing weather information for gumdag,tm
Getting Record 511
Processing weather information for zyryanka,ru
Getting Record 512
Processing weather information for shambu,et
Getting Record 513
Processing weather information for santa cruz del sur,cu
Getting Record 514
Processing weather information for stupino,ru
Getting Record 515
Processing weather information for quatre cocos,mu
Getting Record 516
Processing weather information for tezu,in
Getting Record 517
Processing weather information for ibate,br
Getting Record 518
Processing weather information for goure,ne
Getting Record 519
Processing weather information for jiaonan,cn
Getting Record 520
Processing weather information for yuksekova,tr
Getting Record 521
Processing weather information for tarauaca,br
Getting Record 522
Processing weather information for marica,br
Getting Record 523
Processing weather information for hanover,us
Getting Record 524
Processing weather information for jumla,np
Getting Record 525
Processing weather information for cernat,ro
Getting Record 526
Processing weather information for amberley,nz
Getting Record 527
Processing weather information for nong chik,th
Getting Record 528
Processing weather information for vila franca do campo,pt
Getting Record 529
Processing weather information for sistranda,no
Getting Record 530
Processing weather information for gunnedah,au
Getting Record 531
Processing weather information for marzuq,ly
Getting Record 532
Processing weather information for nanortalik,gl
Getting Record 533
Processing weather information for vangaindrano,mg
Getting Record 534
Processing weather information for petatlan,mx
Getting Record 535
Processing weather information for aguimes,es
Getting Record 536
Processing weather information for ilula,tz
Getting Record 537
Processing weather information for sedelnikovo,ru
Getting Record 538
Processing weather information for yerbogachen,ru
Getting Record 539
Processing weather information for tres picos,mx
Getting Record 540
Processing weather information for maniitsoq,gl
Getting Record 541
Processing weather information for samarai,pg
Getting Record 542
Processing weather information for sandakan,my
Getting Record 543
Processing weather information for yelizovo,ru
Getting Record 544
Processing weather information for saint anthony,ca
Getting Record 545
Processing weather information for colorado springs,us
Getting Record 546
Processing weather information for waitati,nz
Getting Record 547
Processing weather information for coahuayana,mx
Getting Record 548
Processing weather information for ulaanbaatar,mn
Getting Record 549
Processing weather information for cartagena del chaira,co
Getting Record 550
Processing weather information for adelaide,au
Getting Record 551
Processing weather information for olga,ru
Getting Record 552
Processing weather information for rawson,ar
Getting Record 553
Processing weather information for caraballeda,ve
Getting Record 554
Processing weather information for tashla,ru
Getting Record 555
Processing weather information for srednekolymsk,ru
Getting Record 556
Processing weather information for boa vista,br
Getting Record 557
Processing weather information for vaxjo,se
Getting Record 558
Processing weather information for tobias barreto,br
Getting Record 559
Processing weather information for ban tak,th
Getting Record 560
Processing weather information for ballina,au
Getting Record 561
Processing weather information for ardahan,tr
Getting Record 562
Processing weather information for bowen,au
Getting Record 563
Processing weather information for ritto,jp
Getting Record 564
Processing weather information for surt,ly
Getting Record 565
Processing weather information for walvis bay,na
Getting Record 566
Processing weather information for tiksi,ru
Getting Record 567
Processing weather information for longkou,cn
Getting Record 568
Processing weather information for emerald,au
Getting Record 569
Processing weather information for bol,td
Getting Record 570
Processing weather information for kemijarvi,fi
Getting Record 571
Processing weather information for kodinsk,ru
Getting Record 572
Processing weather information for poyarkovo,ru
Getting Record 573
Processing weather information for saint-pierre,pm
Getting Record 574
Processing weather information for eten,pe
Getting Record 575
Processing weather information for avera,pf
Getting Record 576
Processing weather information for tarudant,ma
Getting Record 577
Processing weather information for sheridan,us
Getting Record 578
Processing weather information for phan rang,vn
Getting Record 579
Processing weather information for radcliff,us
Getting Record 580
Processing weather information for oistins,bb
Getting Record 581
Processing weather information for teya,ru
Getting Record 582
Processing weather information for milici,ba
Getting Record 583
Processing weather information for alakurtti,ru
Getting Record 584
Processing weather information for leshan,cn
Getting Record 585
Processing weather information for sao sebastiao,br
Getting Record 586
Processing weather information for yialos,gr
Getting Record 587
Processing weather information for tumannyy,ru
Getting Record 588
Processing weather information for altamont,us
Getting Record 589
Processing weather information for buala,sb
Getting Record 590
Processing weather information for clervaux,lu
Getting Record 591
Processing weather information for chute-aux-outardes,ca
Getting Record 592
Processing weather information for samana,do
Getting Record 593
Processing weather information for chiredzi,zw
Getting Record 594
Processing weather information for edson,ca
Getting Record 595
Processing weather information for dicabisagan,ph
Getting Record 596
Processing weather information for axim,gh
Getting Record 597
Processing weather information for odienne,ci
Getting Record 598
Processing weather information for khanpur,pk
Getting Record 599
Processing weather information for yulara,au
Getting Record 600
Processing weather information for vostok,ru
Getting Record 601
Processing weather information for lyngseidet,no
Getting Record 602
Processing weather information for red bluff,us
Getting Record 603
Processing weather information for nantucket,us
Getting Record 604
Processing weather information for sedkyrkeshch,ru
Getting Record 605
Processing weather information for samalaeulu,ws
Getting Record 606
Processing weather information for kavaratti,in
Getting Record 607
Processing weather information for ibra,om
Getting Record 608
Processing weather information for khandyga,ru
Getting Record 609
Processing weather information for datong,cn
Getting Record 610
Processing weather information for havoysund,no
Getting Record 611
Processing weather information for dalbandin,pk
Getting Record 612
Processing weather information for honiara,sb
Getting Record 613
Processing weather information for dunedin,nz
Getting Record 614
Processing weather information for mantua,cu
Getting Record 615
Processing weather information for evensk,ru
Getting Record 616
Processing weather information for kariba,zw
Getting Record 617
Processing weather information for cabedelo,br
Getting Record 618
Processing weather information for kalaleh,ir
Getting Record 619
Processing weather information for almaznyy,ru
Getting Record 620
Processing weather information for osoyoos,ca
Getting Record 621
Processing weather information for paitan,ph
Getting Record 622
Processing weather information for pleshanovo,ru
Getting Record 623
Processing weather information for port-cartier,ca
Getting Record 624
Processing weather information for rabo de peixe,pt
Getting Record 625
Processing weather information for kudahuvadhoo,mv
Getting Record 626
Processing weather information for awjilah,ly
Getting Record 627
Processing weather information for two rivers,us
Getting Record 628
Processing weather information for lubaczow,pl
Getting Record 629
Processing weather information for volovo,ru
Getting Record 630
Processing weather information for sidi ali,dz
Getting Record 631
Processing weather information for natchitoches,us
Getting Record 632
Processing weather information for porto novo,cv
Getting Record 633
Processing weather information for nalut,ly
Getting Record 634
Processing weather information for caohai,cn
Getting Record 635
Processing weather information for shorapani,ge
Getting Record 636
Processing weather information for simao,cn
Getting Record 637
Processing weather information for college,us
Getting Record 638
Processing weather information for revelstoke,ca
Getting Record 639
Processing weather information for bima,id
Getting Record 640
Processing weather information for dudinka,ru
Getting Record 641
Processing weather information for sambava,mg
Getting Record 642
Processing weather information for namatanai,pg
Getting Record 643
Processing weather information for songjianghe,cn
Getting Record 644
Processing weather information for namibe,ao
Getting Record 645
Processing weather information for aransas pass,us
Getting Record 646
Processing weather information for roald,no
Getting Record 647
Processing weather information for dokka,no
Getting Record 648
Processing weather information for leh,in
Getting Record 649
Processing weather information for kyzyl-suu,kg
Getting Record 650
Processing weather information for morondava,mg
Getting Record 651
Processing weather information for martapura,id
Getting Record 652
Processing weather information for tingi,tz
Getting Record 653
Processing weather information for wilmington,us
Getting Record 654
Processing weather information for liepaja,lv
Getting Record 655
Processing weather information for khash,ir
Getting Record 656
Processing weather information for loveland,us
Getting Record 657
Processing weather information for yarmouth,ca
Getting Record 658
Processing weather information for sao jose da coroa grande,br
Getting Record 659
Processing weather information for japura,br
Getting Record 660
Processing weather information for zhengjiatun,cn
Getting Record 661
Processing weather information for aginskoye,ru
Getting Record 662
Processing weather information for lata,sb
Getting Record 663
Processing weather information for petropavlovsk-kamchatskiy,ru
Getting Record 664
Processing weather information for devils lake,us
Getting Record 665
Processing weather information for toyooka,jp
Getting Record 666
Processing weather information for santa maria,cv
Getting Record 667
Processing weather information for sosenskiy,ru
Getting Record 668
Processing weather information for merritt island,us
Getting Record 669
Processing weather information for malatya,tr
Getting Record 670
Processing weather information for bayan,kw
Getting Record 671
Processing weather information for vestmanna,fo
Getting Record 672
Processing weather information for kisesa,tz
Getting Record 673
Processing weather information for teno,cl
Getting Record 674
Processing weather information for valkeakoski,fi
Getting Record 675
Processing weather information for qujing,cn
Getting Record 676
Processing weather information for kangaba,ml
Getting Record 677
Processing weather information for ostersund,se
Getting Record 678
Processing weather information for yumen,cn
Getting Record 679
Processing weather information for khuzhir,ru
Getting Record 680
Processing weather information for dipkarpaz,cy
Getting Record 681
Processing weather information for winnemucca,us
Getting Record 682
Processing weather information for suicheng,cn
Getting Record 683
Processing weather information for abdanan,ir
Getting Record 684
Processing weather information for bardiyah,ly
Getting Record 685
Processing weather information for bad wildungen,de
Getting Record 686
Processing weather information for alice springs,au
Getting Record 687
Processing weather information for gremyachye,ru
Getting Record 688
Processing weather information for dingle,ie
Getting Record 689
Processing weather information for puerto escondido,mx
Getting Record 690
Processing weather information for metro,id
Getting Record 691
Processing weather information for arroio grande,br
Getting Record 692
Processing weather information for malwan,in
Getting Record 693
Processing weather information for tabou,ci
Getting Record 694
Processing weather information for male,mv
Getting Record 695
Processing weather information for marsassoum,sn
Getting Record 696
Processing weather information for nabire,id
Getting Record 697
Processing weather information for lagunas,pe
Getting Record 698
Processing weather information for kaupanger,no
Getting Record 699
Processing weather information for vitim,ru
Getting Record 700
Processing weather information for tahoua,ne
Getting Record 701
Processing weather information for hay river,ca
Getting Record 702
Processing weather information for san vicente,ph
Getting Record 703
Processing weather information for wanning,cn
Getting Record 704
Processing weather information for anchorage,us
Getting Record 705
Processing weather information for garowe,so
Getting Record 706
Processing weather information for qeshm,ir
Getting Record 707
Processing weather information for grand gaube,mu
Getting Record 708
Processing weather information for huangnihe,cn
Getting Record 709
Processing weather information for mangrol,in
Getting Record 710
Processing weather information for hede,cn
Getting Record 711
Processing weather information for mahibadhoo,mv
Getting Record 712
Processing weather information for tarko-sale,ru
Getting Record 713
Processing weather information for eucaliptus,bo
Getting Record 714
Processing weather information for sayyan,ye
Getting Record 715
Processing weather information for kilindoni,tz
Getting Record 716
Processing weather information for lalpur,in
Getting Record 717
Processing weather information for mubi,ng
Getting Record 718
Processing weather information for lamu,ke
Getting Record 719
Processing weather information for cangucu,br
Getting Record 720
Processing weather information for lokosovo,ru
Getting Record 721
Processing weather information for araguacu,br
Getting Record 722
Processing weather information for meulaboh,id
Getting Record 723
Processing weather information for segezha,ru
Getting Record 724
Processing weather information for mazamitla,mx
Getting Record 725
Processing weather information for glenwood springs,us
Getting Record 726
Processing weather information for sangar,ru
Getting Record 727
Processing weather information for faya,td
Getting Record 728
Processing weather information for ciudad guayana,ve
Getting Record 729
Processing weather information for beloha,mg
Getting Record 730
Processing weather information for palmer,us
Getting Record 731
Processing weather information for egvekinot,ru
Getting Record 732
Processing weather information for keti bandar,pk
Getting Record 733
Processing weather information for urazovo,ru
Getting Record 734
Processing weather information for champerico,gt
Getting Record 735
Processing weather information for kassala,sd
Getting Record 736
Processing weather information for joson,ph
Getting Record 737
Processing weather information for cuenca,es
Getting Record 738
Processing weather information for madera,mx
Getting Record 739
Processing weather information for harer,et
Getting Record 740
Processing weather information for kieta,pg
Getting Record 741
Processing weather information for puerto narino,co
Getting Record 742
Processing weather information for ocos,gt
Getting Record 743
Processing weather information for playas,ec
Getting Record 744
Processing weather information for umm lajj,sa
Getting Record 745
Processing weather information for ust-omchug,ru
Getting Record 746
Processing weather information for karkaralinsk,kz
Getting Record 747
Processing weather information for tobolsk,ru
Getting Record 748
Processing weather information for elizabeth city,us
Getting Record 749
Processing weather information for arlit,ne
Getting Record 750
Processing weather information for kurchum,kz
Getting Record 751
Processing weather information for gonbad-e qabus,ir
Getting Record 752
Processing weather information for orda,ru
Getting Record 753
Processing weather information for enshi,cn
Getting Record 754
Processing weather information for tazmalt,dz
Getting Record 755
Processing weather information for machala,ec
Getting Record 756
Processing weather information for blackfoot,us
Getting Record 757
Processing weather information for siedlce,pl
Getting Record 758
Processing weather information for warqla,dz
Getting Record 759
Processing weather information for merauke,id
Getting Record 760
Processing weather information for sosnogorsk,ru
Getting Record 761
Processing weather information for bud,no
Getting Record 762
Processing weather information for lufilufi,ws
Getting Record 763
Processing weather information for fairbanks,us
Getting Record 764
Processing weather information for awbari,ly
Getting Record 765
Processing weather information for ossora,ru
Getting Record 766
Processing weather information for riviere-au-renard,ca
Getting Record 767
Processing weather information for abha,sa
Getting Record 768
Processing weather information for astoria,us
Getting Record 769
Processing weather information for lamont,ca
Getting Record 770
Processing weather information for sechura,pe
Getting Record 771
Processing weather information for biak,id
Getting Record 772
Processing weather information for portree,gb
Getting Record 773
Processing weather information for oyo,ng
Getting Record 774
Processing weather information for borama,so
Getting Record 775
Processing weather information for ust-ilimsk,ru
Getting Record 776
Processing weather information for terrasini,it
Getting Record 777
Processing weather information for izumo,jp
Getting Record 778
Processing weather information for vila,vu
Getting Record 779
Processing weather information for bolshiye uki,ru
Getting Record 780
Processing weather information for kampot,kh
Getting Record 781
Processing weather information for hervey bay,au
Getting Record 782
Processing weather information for ahome,mx
Getting Record 783
Processing weather information for yuanping,cn
Getting Record 784
Processing weather information for halmstad,se
Getting Record 785
Processing weather information for khuchni,ru
Getting Record 786
Processing weather information for christiana,za
Getting Record 787
Processing weather information for phan thiet,vn
Getting Record 788
Processing weather information for zhigansk,ru
Getting Record 789
Processing weather information for bolungarvik,is
Getting Record 790
Processing weather information for addi ugri,er
Getting Record 791
Processing weather information for osinovo,ru
Getting Record 792
Processing weather information for ternate,id
Getting Record 793
Processing weather information for saravan,la
Getting Record 794
Processing weather information for labuan,my
Getting Record 795
Processing weather information for tazovskiy,ru
Getting Record 796
Processing weather information for sorland,no
Getting Record 797
Processing weather information for half moon bay,us
Getting Record 798
Processing weather information for isla vista,us
Getting Record 799
Processing weather information for yar-sale,ru
Getting Record 800
Processing weather information for dauriya,ru
Getting Record 801
Processing weather information for chicama,pe
Getting Record 802
Processing weather information for salta,ar
Getting Record 803
Processing weather information for erdemli,tr
Getting Record 804
Processing weather information for izhma,ru
Getting Record 805
Processing weather information for cururupu,br
Getting Record 806
Processing weather information for burica,pa
Getting Record 807
Processing weather information for khandagayty,ru
Getting Record 808
Processing weather information for sao gotardo,br
Getting Record 809
Processing weather information for kleck,by
Getting Record 810
Processing weather information for saint-georges,gf
Getting Record 811
Processing weather information for cootamundra,au
Getting Record 812
Processing weather information for suleja,ng
Getting Record 813
Processing weather information for muroto,jp
Getting Record 814
Processing weather information for inderborskiy,kz
Getting Record 815
Processing weather information for malakal,sd
Getting Record 816
Processing weather information for istok,ru
Getting Record 817
Processing weather information for sorvag,fo
Getting Record 818
Processing weather information for gaya,ne
Getting Record 819
Processing weather information for kuryk,kz
Getting Record 820
Processing weather information for raudeberg,no
Getting Record 821
Processing weather information for albacete,es
Getting Record 822
Processing weather information for azimur,ma
Getting Record 823
Processing weather information for gangelt,de
Getting Record 824
Processing weather information for coari,br
Getting Record 825
Processing weather information for hofn,is
Getting Record 826
Processing weather information for sovetskaya,ru
Getting Record 827
Processing weather information for ixtapa,mx
Getting Record 828
Processing weather information for nhulunbuy,au
Getting Record 829
Processing weather information for zig,az
Getting Record 830
Processing weather information for tigil,ru
Getting Record 831
Processing weather information for sakakah,sa
Getting Record 832
Processing weather information for chatra,in
Getting Record 833
Processing weather information for polovinnoye,ru
Getting Record 834
Processing weather information for san jeronimo,mx
Getting Record 835
Processing weather information for kununurra,au
Getting Record 836
Processing weather information for galesong,id
Getting Record 837
Processing weather information for smithers,ca
Getting Record 838
Processing weather information for nuevo progreso,mx
Getting Record 839
Processing weather information for kitui,ke
Getting Record 840
Processing weather information for torit,sd
Getting Record 841
Processing weather information for plettenberg bay,za
Getting Record 842
Processing weather information for tuljapur,in
Getting Record 843
Processing weather information for comodoro rivadavia,ar
Getting Record 844
Processing weather information for iskateley,ru
Getting Record 845
Processing weather information for daru,pg
Getting Record 846
Processing weather information for alugan,ph
Getting Record 847
Processing weather information for broome,au
Getting Record 848
Processing weather information for ulkan,ru
Getting Record 849
Processing weather information for tabiauea,ki
# Drop cities with missing information
cities_list = cities_list.dropna()
cities_list = cities_list.sample(500)
cities_list.shape
#cities_list.head()(500, 8)
# Build a scatter plot for each data type
# You must use proper labeling of your plots, including aspects like:
# Plot Titles (with date of analysis) and Axes Labels.
# Scatterplot Temperature (F) vs. Latitude
plt.scatter(cities_list["Latitude"], cities_list["Temperature"], marker="o",
Facecolors="Red", Edgecolors="Gray", alpha=.5)
# Incorporate the other graph properties
plt.title("Temperature by Latitude in Random Sample of World Cities December, 3 2017")
plt.ylabel("Temperature (F)")
plt.xlabel("Latitude")
plt.grid(True)
plt.xlim( -90, 90)
plt.axvline(0, color='black',alpha=0.5)
# Save the figure
plt.savefig("TemperatureInWorldCities.png")
# Show plot
plt.show()
# Scatterplot Humidity (%) vs. Latitude
plt.scatter(cities_list["Latitude"], cities_list["Humidity"], marker="o",
Facecolors="Green", Edgecolors="Gray", alpha=.5)
# Incorporate the other graph properties
plt.title("Humidity by Latitude in Random Sample of World Cities December, 3 2017")
plt.ylabel("Humidity %")
plt.xlabel("Latitude")
plt.grid(True)
plt.xlim( -90, 90)
plt.axvline(0, color='black',alpha=0.5)
# Save the figure
plt.savefig("HumidityInWorldCities.png")
# Show plot
plt.show()
# Scatterplot Cloudiness (%) vs. Latitude
plt.scatter(cities_list["Latitude"], cities_list["Cloudiness"], marker="o",
Facecolors="Gray", Edgecolors="Brown", alpha=.5)
# Incorporate the other graph properties
plt.title("Cloudiness by Latitude in Random Sample of World Cities December, 3 2017")
plt.ylabel("Cloudiness")
plt.xlabel("Latitude")
plt.grid(True)
plt.xlim( -90, 90)
plt.axvline(0, color='black',alpha=0.5)
# Save the figure
plt.savefig("CloudinessInWorldCities.png")
# Show plot
plt.show()
# Scatterplot Wind Speed (mph) vs. Latitude
plt.scatter(cities_list["Latitude"], cities_list["Wind Speed"], marker="o",
Facecolors="Blue", Edgecolors="Gray", alpha=.5)
# Incorporate the other graph properties
plt.title("Wind Speed by Latitude in Random Sample of World Cities December, 3 2017")
plt.ylabel("Wind Speed (MPH)")
plt.xlabel("Latitude")
plt.grid(True)
plt.xlim( -90, 90)
# Save the figure
plt.savefig("WindSpeedInWorldCities.png")
# Show plot
plt.show()
# written description of three observable trends based on the data.
# 1. Temperatures do indeed get higher as you approach the equator
# as seen in arc from highest recorded temperatures peak at lower latitudes.
# The highest temps, those greater than 60, are between the 40th parallels.
# 2. The majority of wind speeds are less the 15 MPH and are distrubuted evenly across measured cities.
# 3. There is no readily conclusive pattern to cloudiness across measured cities other
# than they tend to cluster toward the edges. Most are in the upper or lower quartiles.# Save both a CSV of all data retrieved and png images for each scatter plot.
cities_list.to_csv("City_Weather_Sample_Data.csv")# You must include an exported markdown version of your Notebook called README.md in your GitHub repository.