【数据分析可视化】各国商店-小试牛刀
分组+pltpython
各国商店-小试牛刀
# 基本信息 import numpy as np import pandas as pd from pandas import Series, DataFrame # 股票数据读取 import pandas_datareader as pdr # 可视化 import matplotlib.pyplot as plt import seaborn as sns #%matplotlib inline # time from datetime import datetime
# 读入数据 directory = pd.read_csv('/Users/bennyrhys/Desktop/数据分析可视化-数据集/directory-新冠状肺炎.csv',index_col='Timezone') directory.head()
| Brand | Store Number | Store Name | Ownership Type | Street Address | City | State/Province | Country | Postcode | Phone Number | Longitude | Latitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Timezone | ||||||||||||
| GMT+1:00 Europe/Andorra | Starbucks | 47370-257954 | Meritxell, 96 | Licensed | Av. Meritxell, 96 | Andorra la Vella | 7 | AD | AD500 | 376818720 | 1.53 | 42.51 |
| GMT+04:00 Asia/Dubai | Starbucks | 22331-212325 | Ajman Drive Thru | Licensed | 1 Street 69, Al Jarf | Ajman | AJ | AE | NaN | NaN | 55.47 | 25.42 |
| GMT+04:00 Asia/Dubai | Starbucks | 47089-256771 | Dana Mall | Licensed | Sheikh Khalifa Bin Zayed St. | Ajman | AJ | AE | NaN | NaN | 55.47 | 25.39 |
| GMT+04:00 Asia/Dubai | Starbucks | 22126-218024 | Twofour 54 | Licensed | Al Salam Street | Abu Dhabi | AZ | AE | NaN | NaN | 54.38 | 24.48 |
| GMT+04:00 Asia/Dubai | Starbucks | 17127-178586 | Al Ain Tower | Licensed | Khaldiya Area, Abu Dhabi Island | Abu Dhabi | AZ | AE | NaN | NaN | 54.54 | 24.51 |
directory.tail()
| Brand | Store Number | Store Name | Ownership Type | Street Address | City | State/Province | Country | Postcode | Phone Number | Longitude | Latitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Timezone | ||||||||||||
| GMT+000000 Asia/Saigon | Starbucks | 21401-212072 | Rex | Licensed | 141 Nguyễn Huệ, Quận 1, Góc đường Pasteur và L... | Thành Phố Hồ Chí Minh | SG | VN | 70000 | 08 3824 4668 | 106.70 | 10.78 |
| GMT+000000 Asia/Saigon | Starbucks | 24010-226985 | Panorama | Licensed | SN-44, Tòa Nhà Panorama, 208 Trần Văn Trà, Quận 7 | Thành Phố Hồ Chí Minh | SG | VN | 70000 | 08 5413 8292 | 106.71 | 10.72 |
| GMT+000000 Africa/Johannesburg | Starbucks | 47608-253804 | Rosebank Mall | Licensed | Cnr Tyrwhitt and Cradock Avenue, Rosebank | Johannesburg | GT | ZA | 2194 | 27873500159 | 28.04 | -26.15 |
| GMT+000000 Africa/Johannesburg | Starbucks | 47640-253809 | Menlyn Maine | Licensed | Shop 61B, Central Square, Cnr Aramist & Coroba... | Menlyn | GT | ZA | 181 | NaN | 28.28 | -25.79 |
| GMT+000000 Africa/Johannesburg | Starbucks | 47609-253286 | Mall of Africa | Licensed | Shop 2077, Upper Level, Waterfall City | Midrand | GT | ZA | 1682 | 27873500215 | 28.11 | -26.02 |
# 分组（不一样时区的国家分组） directory['Country']
Timezone
GMT+1:00 Europe/Andorra AD
GMT+04:00 Asia/Dubai AE
GMT+04:00 Asia/Dubai AE
GMT+04:00 Asia/Dubai AE
GMT+04:00 Asia/Dubai AE
..
GMT+000000 Asia/Saigon VN
GMT+000000 Asia/Saigon VN
GMT+000000 Africa/Johannesburg ZA
GMT+000000 Africa/Johannesburg ZA
GMT+000000 Africa/Johannesburg ZA
Name: Country, Length: 25600, dtype: object
g = directory.groupby(directory['Country']) g
<pandas.core.groupby.generic.DataFrameGroupBy object at 0x1a27c70890>
# 展现分组 g.groups
{'AD': Index(['GMT+1:00 Europe/Andorra'], dtype='object', name='Timezone'),
'AE': Index(['GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai',
'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai',
'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Muscat', 'GMT+04:00 Asia/Dubai',
'GMT+04:00 Asia/Dubai',
...
'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai',
'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai',
'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai',
'GMT+04:00 Asia/Dubai'],
dtype='object', name='Timezone', length=144),
'AR': Index(['GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu',
'GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu',
'GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu',
'GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu',
'GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu',
...
'GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu',
'GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu',
'GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu',
'GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu',
'GMT-03:00 America/Argentina/Bu', 'GMT-03:00 America/Argentina/Bu'],
dtype='object', name='Timezone', length=108),
'AT': Index(['GMT+1:00 Europe/Vienna', 'GMT+1:00 Europe/Vienna',
'GMT+1:00 Europe/Vienna', 'GMT+1:00 Europe/Vienna',
'GMT+1:00 Europe/Vienna', 'GMT+1:00 Europe/Vienna',
'GMT+1:00 Europe/Vienna', 'GMT+1:00 Europe/Vienna',
'GMT+1:00 Europe/Vienna', 'GMT+1:00 Europe/Vienna',
'GMT+1:00 Europe/Vienna', 'GMT+1:00 Europe/Vienna',
'GMT+1:00 Europe/Vienna', 'GMT+1:00 Europe/Vienna',
'GMT+1:00 Europe/Vienna', 'GMT+1:00 Europe/Vienna',
'GMT+1:00 Europe/Vienna', 'GMT+1:00 Europe/Vienna'],
dtype='object', name='Timezone'),
'AU': Index(['GMT+10:00 Australia/Sydney', 'GMT+10:00 Australia/Sydney',
'GMT+10:00 Australia/Sydney', 'GMT+10:00 Australia/Sydney',
'GMT+10:00 Australia/Sydney', 'GMT+10:00 Australia/Sydney',
'GMT+10:00 Australia/Sydney', 'GMT+10:00 Australia/Sydney',
'GMT+10:00 Australia/Sydney', 'GMT+10:00 Australia/Brisbane',
'GMT+10:00 Australia/Brisbane', 'GMT+10:00 Australia/Brisbane',
'GMT+10:00 Australia/Brisbane', 'GMT+10:00 Australia/Brisbane',
'GMT+10:00 Australia/Brisbane', 'GMT+10:00 Australia/Brisbane',
'GMT+10:00 Australia/Brisbane', 'GMT+10:00 Australia/Melbourne',
'GMT+10:00 Australia/Melbourne', 'GMT+10:00 Australia/Melbourne',
'GMT+10:00 Australia/Melbourne', 'GMT+10:00 Australia/Melbourne'],
dtype='object', name='Timezone'),
'AW': Index(['GMT-04:00 America/Oranjestad', 'GMT-04:00 America/Oranjestad',
'GMT-04:00 America/Oranjestad'],
dtype='object', name='Timezone'),
'AZ': Index(['GMT+4:00 Asia/Baku', 'GMT+4:00 Asia/Baku', 'GMT+4:00 Asia/Baku',
'GMT+4:00 Asia/Baku'],
dtype='object', name='Timezone'),
'BE': Index(['GMT+1:00 Europe/Brussels', 'GMT+1:00 Europe/Brussels',
'GMT+1:00 Europe/Brussels', 'GMT+1:00 Europe/Brussels',
'GMT+1:00 Europe/Brussels', 'GMT+1:00 Europe/Brussels',
'GMT+1:00 Europe/Brussels', 'GMT+1:00 Europe/Brussels',
'GMT+1:00 Europe/Brussels', 'GMT+1:00 Europe/Brussels',
'GMT+1:00 Europe/Brussels', 'GMT+1:00 Europe/Brussels',
'GMT+1:00 Europe/Brussels', 'GMT+1:00 Europe/Brussels',
'GMT+1:00 Europe/Brussels', 'GMT+1:00 Europe/Brussels',
'GMT+1:00 Europe/Brussels', 'GMT+1:00 Europe/Brussels',
'GMT+1:00 Europe/Brussels'],
dtype='object', name='Timezone'),
'BG': Index(['GMT+2:00 Europe/Sofia', 'GMT+2:00 Europe/Sofia',
'GMT+2:00 Europe/Sofia', 'GMT+2:00 Europe/Sofia',
'GMT+2:00 Europe/Sofia'],
dtype='object', name='Timezone'),
'BH': Index(['GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain', 'GMT+000000 Asia/Bahrain',
'GMT+000000 Asia/Bahrain'],
dtype='object', name='Timezone'),
'BN': Index(['GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur'],
dtype='object', name='Timezone'),
'BO': Index(['GMT+000000 America/La_Paz', 'GMT+000000 America/La_Paz',
'GMT+000000 America/La_Paz', 'GMT+000000 America/La_Paz'],
dtype='object', name='Timezone'),
'BR': Index(['GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo',
'GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo',
'GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo',
'GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo',
'GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo',
...
'GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo',
'GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo',
'GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo',
'GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo',
'GMT-03:00 America/Sao_Paulo', 'GMT-03:00 America/Sao_Paulo'],
dtype='object', name='Timezone', length=102),
'BS': Index(['GMT-05:00 America/Nassau', 'GMT-05:00 America/Nassau',
'GMT-05:00 America/Nassau', 'GMT-05:00 America/Nassau',
'GMT-05:00 America/Nassau', 'GMT-05:00 America/Nassau',
'GMT-05:00 America/Nassau', 'GMT-05:00 America/Nassau',
'GMT-05:00 America/Nassau', 'GMT-05:00 America/Nassau'],
dtype='object', name='Timezone'),
'CA': Index(['GMT-07:00 America/Edmonton', 'GMT-07:00 America/Edmonton',
'GMT-07:00 America/Edmonton', 'GMT-07:00 America/Edmonton',
'GMT-07:00 America/Edmonton', 'GMT-07:00 America/Edmonton',
'GMT-07:00 America/Edmonton', 'GMT-07:00 America/Edmonton',
'GMT-07:00 America/Edmonton', 'GMT-07:00 America/Edmonton',
...
'GMT-06:00 America/Regina', 'GMT-06:00 America/Regina',
'GMT-06:00 America/Regina', 'GMT-06:00 America/Regina',
'GMT-06:00 America/Regina', 'GMT-06:00 America/Regina',
'GMT-06:00 America/Regina', 'GMT-06:00 America/Regina',
'GMT-08:00 America/Vancouver', 'GMT-08:00 America/Vancouver'],
dtype='object', name='Timezone', length=1468),
'CH': Index(['GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Berlin',
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich', 'GMT+1:00 Europe/Zurich',
'GMT+1:00 Europe/Zurich'],
dtype='object', name='Timezone'),
'CL': Index(['GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago',
'GMT-04:00 America/Santiago', 'GMT-04:00 America/Santiago'],
dtype='object', name='Timezone'),
'CN': Index(['GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing',
'GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing',
'GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing',
'GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing',
'GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing',
...
'GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing',
'GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing',
'GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing',
'GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing',
'GMT+08:00 Asia/Beijing', 'GMT+08:00 Asia/Beijing'],
dtype='object', name='Timezone', length=2734),
'CO': Index(['GMT+000000 America/Bogota', 'GMT+000000 America/Bogota',
'GMT+000000 America/Bogota', 'GMT+000000 America/Bogota',
'GMT+000000 America/Bogota', 'GMT+000000 America/Bogota',
'GMT+000000 America/Bogota', 'GMT+000000 America/Bogota',
'GMT+000000 America/Bogota', 'GMT+000000 America/Bogota',
'GMT+000000 America/Bogota'],
dtype='object', name='Timezone'),
'CR': Index(['GMT+000000 America/Costa_Rica', 'GMT+000000 America/Costa_Rica',
'GMT+000000 America/Costa_Rica', 'GMT+000000 America/Costa_Rica',
'GMT+000000 America/Costa_Rica', 'GMT+000000 America/Costa_Rica',
'GMT+000000 America/Costa_Rica', 'GMT+000000 America/Costa_Rica',
'GMT+000000 America/Costa_Rica', 'GMT+000000 America/Costa_Rica',
'GMT+000000 America/Costa_Rica'],
dtype='object', name='Timezone'),
'CW': Index(['GMT-04:00 America/Willemstad', 'GMT-04:00 America/Willemstad',
'GMT-04:00 America/Willemstad'],
dtype='object', name='Timezone'),
'CY': Index(['GMT+2:00 Asia/Nicosia', 'GMT+2:00 Asia/Nicosia',
'GMT+2:00 Asia/Nicosia', 'GMT+2:00 Asia/Nicosia',
'GMT+2:00 Asia/Nicosia', 'GMT+2:00 Asia/Nicosia',
'GMT+2:00 Asia/Nicosia', 'GMT+2:00 Asia/Nicosia',
'GMT+2:00 Asia/Nicosia', 'GMT+2:00 Asia/Nicosia'],
dtype='object', name='Timezone'),
'CZ': Index(['GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague'],
dtype='object', name='Timezone'),
'DE': Index(['GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin',
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin',
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin',
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin',
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin',
...
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin',
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin',
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin',
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin',
'GMT+1:00 Europe/Berlin', 'GMT+1:00 Europe/Berlin'],
dtype='object', name='Timezone', length=160),
'DK': Index(['GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen', 'GMT+1:00 Europe/Copenhagen',
'GMT+1:00 Europe/Copenhagen'],
dtype='object', name='Timezone'),
'EG': Index(['GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo', 'GMT+2:00 Africa/Cairo',
'GMT+2:00 Africa/Cairo'],
dtype='object', name='Timezone'),
'ES': Index(['GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid',
'GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid',
'GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid',
'GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid',
'GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid',
...
'GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid',
'GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid',
'GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid',
'GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid',
'GMT+1:00 Europe/Madrid', 'GMT+1:00 Europe/Madrid'],
dtype='object', name='Timezone', length=101),
'FI': Index(['GMT+2:00 Europe/Helsinki', 'GMT+2:00 Europe/Helsinki',
'GMT+2:00 Europe/Helsinki', 'GMT+2:00 Europe/Helsinki',
'GMT+2:00 Europe/Helsinki', 'GMT+2:00 Europe/Helsinki',
'GMT+2:00 Europe/Helsinki', 'GMT+2:00 Europe/Helsinki'],
dtype='object', name='Timezone'),
'FR': Index(['GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
...
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris',
'GMT+1:00 Europe/Paris', 'GMT+1:00 Europe/Paris'],
dtype='object', name='Timezone', length=132),
'GB': Index(['GMT+0:00 Europe/London', 'GMT+0:00 Europe/London',
'GMT+0:00 Europe/London', 'GMT+0:00 Europe/London',
'GMT+0:00 Europe/London', 'GMT+0:00 Europe/London',
'GMT+0:00 Europe/London', 'GMT+0:00 Europe/London',
'GMT+0:00 Europe/London', 'GMT+0:00 Europe/London',
...
'GMT+0:00 Europe/London', 'GMT+0:00 Europe/London',
'GMT+0:00 Europe/London', 'GMT+0:00 Europe/London',
'GMT+0:00 Europe/London', 'GMT+0:00 Europe/London',
'GMT+0:00 Europe/London', 'GMT+0:00 Europe/London',
'GMT+0:00 Europe/London', 'GMT+0:00 Europe/London'],
dtype='object', name='Timezone', length=901),
'GR': Index(['GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens',
'GMT+2:00 Europe/Athens', 'GMT+2:00 Europe/Athens'],
dtype='object', name='Timezone'),
'GT': Index(['GMT+000000 America/Tegucigalpa', 'GMT+000000 America/Tegucigalpa',
'GMT+000000 America/Tegucigalpa', 'GMT+000000 America/Tegucigalpa',
'GMT+000000 America/Tegucigalpa', 'GMT+000000 America/Tegucigalpa',
'GMT+000000 America/Tegucigalpa'],
dtype='object', name='Timezone'),
'HU': Index(['GMT+1:00 Europe/Budapest', 'GMT+1:00 Europe/Budapest',
'GMT+1:00 Europe/Budapest', 'GMT+1:00 Europe/Budapest',
'GMT+1:00 Europe/Budapest', 'GMT+1:00 Europe/Budapest',
'GMT+1:00 Europe/Budapest', 'GMT+1:00 Europe/Budapest',
'GMT+1:00 Europe/Budapest', 'GMT+1:00 Europe/Budapest',
'GMT+1:00 Europe/Budapest', 'GMT+1:00 Europe/Budapest',
'GMT+1:00 Europe/Budapest', 'GMT+1:00 Europe/Budapest',
'GMT+1:00 Europe/Budapest', 'GMT+1:00 Europe/Budapest'],
dtype='object', name='Timezone'),
'ID': Index(['GMT+000000 Asia/Makassar', 'GMT+000000 Asia/Makassar',
'GMT+000000 Asia/Makassar', 'GMT+000000 Asia/Makassar',
'GMT+000000 Asia/Makassar', 'GMT+000000 Asia/Makassar',
'GMT+000000 Asia/Makassar', 'GMT+000000 Asia/Makassar',
'GMT+000000 Asia/Makassar', 'GMT+000000 Asia/Makassar',
...
'GMT+07:00 Asia/Jakarta', 'GMT+07:00 Asia/Jakarta',
'GMT+07:00 Asia/Jakarta', 'GMT+07:00 Asia/Jakarta',
'GMT+07:00 Asia/Jakarta', 'GMT+07:00 Asia/Jakarta',
'GMT+07:00 Asia/Jakarta', 'GMT+07:00 Asia/Jakarta',
'GMT+07:00 Asia/Jakarta', 'GMT+07:00 Asia/Jakarta'],
dtype='object', name='Timezone', length=268),
'IE': Index(['GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin', 'GMT+0:00 Europe/Dublin',
'GMT+0:00 Europe/Dublin'],
dtype='object', name='Timezone'),
'IN': Index(['GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi',
'GMT+05:30 Asia/New_Delhi', 'GMT+05:30 Asia/New_Delhi'],
dtype='object', name='Timezone'),
'JO': Index(['GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza',
'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza',
'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza',
'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza',
'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza',
'GMT+2:00 Asia/Gaza', 'GMT+2:00 Asia/Gaza'],
dtype='object', name='Timezone'),
'JP': Index(['GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo',
'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo',
'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo',
'GMT+09:00 Asia/Tokyo',
...
'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo',
'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo',
'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo', 'GMT+09:00 Asia/Tokyo',
'GMT+09:00 Asia/Tokyo'],
dtype='object', name='Timezone', length=1237),
'KH': Index(['GMT+000000 Asia/Phnom_Penh', 'GMT+000000 Asia/Phnom_Penh',
'GMT+000000 Asia/Phnom_Penh', 'GMT+000000 Asia/Phnom_Penh'],
dtype='object', name='Timezone'),
'KR': Index(['GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul',
'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul',
'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul',
'GMT+09:00 Asia/Seoul',
...
'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul',
'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul',
'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul', 'GMT+09:00 Asia/Seoul',
'GMT+09:00 Asia/Seoul'],
dtype='object', name='Timezone', length=993),
'KW': Index(['GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait',
'GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait',
'GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait',
'GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait',
'GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait',
...
'GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait',
'GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait',
'GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait',
'GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait',
'GMT+000000 Asia/Kuwait', 'GMT+000000 Asia/Kuwait'],
dtype='object', name='Timezone', length=106),
'KZ': Index(['GMT+000000 Asia/Almaty', 'GMT+000000 Asia/Almaty',
'GMT+000000 Asia/Almaty', 'GMT+000000 Asia/Almaty',
'GMT+000000 Asia/Almaty', 'GMT+000000 Asia/Almaty',
'GMT+000000 Asia/Almaty', 'GMT+000000 Asia/Almaty'],
dtype='object', name='Timezone'),
'LB': Index(['GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut',
'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut',
'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut',
'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut',
'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut',
'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut',
'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut',
'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut',
'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Beirut',
'GMT+2:00 Asia/Beirut', 'GMT+2:00 Asia/Jerusalem'],
dtype='object', name='Timezone'),
'LU': Index(['GMT+1:00 Europe/Luxembourg', 'GMT+1:00 Europe/Luxembourg'], dtype='object', name='Timezone'),
'MA': Index(['GMT+000000 Africa/Casablanca', 'GMT+000000 Africa/Casablanca',
'GMT+000000 Africa/Casablanca', 'GMT+000000 Africa/Casablanca',
'GMT+000000 Africa/Casablanca', 'GMT+000000 Africa/Casablanca',
'GMT+000000 Africa/Casablanca', 'GMT+000000 Africa/Casablanca',
'GMT+000000 Africa/Casablanca'],
dtype='object', name='Timezone'),
'MC': Index(['GMT+1:00 Europe/Monaco', 'GMT+1:00 Europe/Monaco'], dtype='object', name='Timezone'),
'MX': Index(['GMT-06:00 America/Mexico_City', 'GMT-06:00 America/Mexico_City',
'GMT-06:00 America/Mexico_City', 'GMT-06:00 America/Mexico_City',
'GMT-06:00 America/Mexico_City', 'GMT-08:00 America/Tijuana',
'GMT-08:00 America/Tijuana', 'GMT-08:00 America/Tijuana',
'GMT-08:00 America/Tijuana', 'GMT-08:00 America/Tijuana',
...
'GMT-06:00 America/Mexico_City', 'GMT-06:00 America/Mexico_City',
'GMT-06:00 America/Mexico_City', 'GMT-06:00 America/Mexico_City',
'GMT-06:00 America/Mexico_City', 'GMT-06:00 America/Mexico_City',
'GMT-06:00 America/Mexico_City', 'GMT-06:00 America/Mexico_City',
'GMT-06:00 America/Mexico_City', 'GMT-08:00 America/Tijuana'],
dtype='object', name='Timezone', length=579),
'MY': Index(['GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
...
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+000000 Asia/Kuching', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur'],
dtype='object', name='Timezone', length=234),
'NL': Index(['GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam', 'GMT+1:00 Europe/Amsterdam',
'GMT+1:00 Europe/Amsterdam'],
dtype='object', name='Timezone'),
'NO': Index(['GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo',
'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo',
'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo',
'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo',
'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo',
'GMT+1:00 Europe/Oslo', 'GMT+1:00 Europe/Oslo'],
dtype='object', name='Timezone'),
'NZ': Index(['GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland',
'GMT+12:00 Pacific/Auckland', 'GMT+12:00 Pacific/Auckland'],
dtype='object', name='Timezone'),
'OM': Index(['GMT+04:00 Asia/Muscat', 'GMT+04:00 Asia/Muscat',
'GMT+04:00 Asia/Muscat', 'GMT+04:00 Asia/Muscat',
'GMT+04:00 Asia/Muscat', 'GMT+04:00 Asia/Muscat',
'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Muscat',
'GMT+04:00 Asia/Muscat', 'GMT+04:00 Asia/Dubai', 'GMT+04:00 Asia/Dubai',
'GMT+04:00 Asia/Dubai'],
dtype='object', name='Timezone'),
'PA': Index(['GMT+000000 America/Panama', 'GMT+000000 America/Panama',
'GMT+000000 America/Panama', 'GMT+000000 America/Panama',
'GMT+000000 America/Panama'],
dtype='object', name='Timezone'),
'PE': Index(['GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima', 'GMT-05:00 America/Lima',
'GMT-05:00 America/Lima'],
dtype='object', name='Timezone'),
'PH': Index(['GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila',
'GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila',
'GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila',
'GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila',
'GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila',
...
'GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila',
'GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila',
'GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila',
'GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila',
'GMT+08:00 Asia/Manila', 'GMT+08:00 Asia/Manila'],
dtype='object', name='Timezone', length=298),
'PL': Index(['GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw', 'GMT+1:00 Europe/Warsaw',
'GMT+1:00 Europe/Warsaw'],
dtype='object', name='Timezone'),
'PR': Index(['GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico',
'GMT-04:00 America/Puerto_Rico', 'GMT-04:00 America/Puerto_Rico'],
dtype='object', name='Timezone'),
'PT': Index(['GMT+0:00 Europe/Lisbon', 'GMT+0:00 Europe/Lisbon',
'GMT+0:00 Europe/Lisbon', 'GMT+0:00 Europe/Lisbon',
'GMT+0:00 Europe/Lisbon', 'GMT+0:00 Europe/Lisbon',
'GMT+0:00 Europe/Lisbon', 'GMT+0:00 Europe/Lisbon',
'GMT+0:00 Europe/Lisbon', 'GMT+0:00 Europe/Lisbon',
'GMT+0:00 Europe/Lisbon'],
dtype='object', name='Timezone'),
'QA': Index(['GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar',
'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar',
'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar',
'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar',
'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar',
'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar', 'GMT+03:00 Asia/Qatar'],
dtype='object', name='Timezone'),
'RO': Index(['GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest', 'GMT+2:00 Europe/Bucharest',
'GMT+2:00 Europe/Bucharest'],
dtype='object', name='Timezone'),
'RU': Index(['GMT+3:00 Europe/Moscow', 'GMT+3:00 Europe/Moscow',
'GMT+3:00 Europe/Moscow', 'GMT+3:00 Europe/Moscow',
'GMT+3:00 Europe/Moscow', 'GMT+3:00 Europe/Moscow',
'GMT+3:00 Europe/Moscow', 'GMT+3:00 Europe/Moscow',
'GMT+3:00 Europe/Moscow', 'GMT+3:00 Europe/Moscow',
...
'GMT+3:00 Europe/Moscow', 'GMT+3:00 Europe/Moscow',
'GMT+3:00 Europe/Moscow', 'GMT+5:00 Asia/Yekaterinburg',
'GMT+5:00 Asia/Yekaterinburg', 'GMT+5:00 Asia/Yekaterinburg',
'GMT+5:00 Asia/Yekaterinburg', 'GMT+5:00 Asia/Yekaterinburg',
'GMT+5:00 Asia/Yekaterinburg', 'GMT+3:00 Europe/Moscow'],
dtype='object', name='Timezone', length=109),
'SA': Index(['GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh',
'GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh',
'GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh',
'GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh',
'GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh',
...
'GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh',
'GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh',
'GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh',
'GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh',
'GMT+03:00 Asia/Riyadh', 'GMT+03:00 Asia/Riyadh'],
dtype='object', name='Timezone', length=102),
'SE': Index(['GMT+1:00 Europe/Stockholm', 'GMT+1:00 Europe/Stockholm',
'GMT+1:00 Europe/Stockholm', 'GMT+1:00 Europe/Stockholm',
'GMT+1:00 Europe/Stockholm', 'GMT+1:00 Europe/Stockholm',
'GMT+1:00 Europe/Stockholm', 'GMT+1:00 Europe/Stockholm',
'GMT+1:00 Europe/Stockholm', 'GMT+1:00 Europe/Stockholm',
'GMT+1:00 Europe/Stockholm', 'GMT+1:00 Europe/Stockholm',
'GMT+1:00 Europe/Stockholm', 'GMT+1:00 Europe/Stockholm',
'GMT+1:00 Europe/Stockholm', 'GMT+1:00 Europe/Stockholm',
'GMT+1:00 Europe/Stockholm', 'GMT+1:00 Europe/Stockholm'],
dtype='object', name='Timezone'),
'SG': Index(['GMT+07:00 Asia/Jakarta', 'GMT+07:00 Asia/Jakarta',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+07:00 Asia/Jakarta',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+07:00 Asia/Jakarta',
'GMT+07:00 Asia/Jakarta', 'GMT+07:00 Asia/Jakarta',
'GMT+07:00 Asia/Jakarta', 'GMT+08:00 Asia/Kuala_Lumpur',
...
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+07:00 Asia/Jakarta', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+08:00 Asia/Kuala_Lumpur',
'GMT+07:00 Asia/Jakarta', 'GMT+07:00 Asia/Jakarta',
'GMT+08:00 Asia/Kuala_Lumpur', 'GMT+07:00 Asia/Jakarta'],
dtype='object', name='Timezone', length=130),
'SK': Index(['GMT+1:00 Europe/Prague', 'GMT+1:00 Europe/Prague',
'GMT+1:00 Europe/Prague'],
dtype='object', name='Timezone'),
'SV': Index(['GMT+000000 America/El_Salvador', 'GMT+000000 America/El_Salvador',
'GMT+000000 America/El_Salvador', 'GMT+000000 America/El_Salvador',
'GMT+000000 America/El_Salvador', 'GMT+000000 America/El_Salvador',
'GMT+000000 America/El_Salvador', 'GMT+000000 America/El_Salvador',
'GMT+000000 America/El_Salvador', 'GMT+000000 America/El_Salvador',
'GMT+000000 America/El_Salvador'],
dtype='object', name='Timezone'),
'TH': Index(['GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok',
'GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok',
'GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok',
'GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok',
'GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok',
...
'GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok',
'GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok',
'GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok',
'GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok',
'GMT+07:00 Asia/Bangkok', 'GMT+07:00 Asia/Bangkok'],
dtype='object', name='Timezone', length=289),
'TR': Index(['GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul',
'GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul',
'GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul',
'GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul',
'GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul',
...
'GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul',
'GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul',
'GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul',
'GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul',
'GMT+2:00 Asia/Istanbul', 'GMT+2:00 Asia/Istanbul'],
dtype='object', name='Timezone', length=326),
'TT': Index(['GMT+000000 America/Port_of_Spa', 'GMT+000000 America/Port_of_Spa',
'GMT+000000 America/Port_of_Spa'],
dtype='object', name='Timezone'),
'TW': Index(['GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei',
'GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei',
'GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei',
'GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei',
'GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei',
...
'GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei',
'GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei',
'GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei',
'GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei',
'GMT+08:00 Asia/Taipei', 'GMT+08:00 Asia/Taipei'],
dtype='object', name='Timezone', length=394),
'US': Index(['GMT-09:00 America/Anchorage', 'GMT-09:00 America/Anchorage',
'GMT-09:00 America/Anchorage', 'GMT-09:00 America/Anchorage',
'GMT-09:00 America/Anchorage', 'GMT-09:00 America/Anchorage',
'GMT-09:00 America/Anchorage', 'GMT-09:00 America/Anchorage',
'GMT-09:00 America/Anchorage', 'GMT-09:00 America/Anchorage',
...
'GMT-07:00 America/Denver', 'GMT-07:00 America/Denver',
'GMT-07:00 America/Denver', 'GMT-07:00 America/Denver',
'GMT-07:00 America/Denver', 'GMT-07:00 America/Denver',
'GMT-07:00 America/Denver', 'GMT-07:00 America/Denver',
'GMT-07:00 America/Denver', 'GMT-07:00 America/Denver'],
dtype='object', name='Timezone', length=13608),
'VN': Index(['GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon', 'GMT+000000 Asia/Saigon',
'GMT+000000 Asia/Saigon'],
dtype='object', name='Timezone'),
'ZA': Index(['GMT+000000 Africa/Johannesburg', 'GMT+000000 Africa/Johannesburg',
'GMT+000000 Africa/Johannesburg'],
dtype='object', name='Timezone')}
# get_group至关于根据某列的分组过滤出来 df_ar = g.get_group('AR') df_ar
| Brand | Store Number | Store Name | Ownership Type | Street Address | City | State/Province | Country | Postcode | Phone Number | Longitude | Latitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Timezone | ||||||||||||
| GMT-03:00 America/Argentina/Bu | Starbucks | 1278-139526 | Alto Avelleneda | Licensed | Avenida Gral. Guemes 897 | Avellaneda | B | AR | B1870 | 4204-3785 | -58.37 | -34.68 |
| GMT-03:00 America/Argentina/Bu | Starbucks | 16436-159304 | Soleil | Licensed | Yrigiyen 2647 | Boulogne | B | AR | 1609 | NaN | -57.87 | -34.88 |
| GMT-03:00 America/Argentina/Bu | Starbucks | 47294-254164 | Arevalo | Licensed | Nicaragua 6045, CABA | Buenos Aires | B | AR | NaN | NaN | -58.44 | -34.58 |
| GMT-03:00 America/Argentina/Bu | Starbucks | 25823-198067 | Terrazas de Mayo | Licensed | Cruce Ruta 8 y 202, San Miguel | Buenos Aires | B | AR | C1663 | NaN | -58.70 | -34.53 |
| GMT-03:00 America/Argentina/Bu | Starbucks | 15008-157047 | San Isidro | Licensed | Belgrano, 263 San Isidro | Buenos Aires | B | AR | B1642 | NaN | -58.51 | -34.47 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| GMT-03:00 America/Argentina/Bu | Starbucks | 47289-254786 | Estrada | Licensed | Estrada 159 , Cordoba | Cordoba | X | AR | 5000 | NaN | -64.20 | -31.44 |
| GMT-03:00 America/Argentina/Bu | Starbucks | 16161-168806 | Canada | Licensed | Av. Colon 608 | Cordoba | X | AR | 5000 | NaN | -64.19 | -31.41 |
| GMT-03:00 America/Argentina/Bu | Starbucks | 22131-168807 | Dinosaurio Mall | Licensed | Av. Fuerza Aerea Argentina 1700 B | Cordoba | X | AR | C5000 | NaN | -64.24 | -31.36 |
| GMT-03:00 America/Argentina/Bu | Starbucks | 16290-163049 | Nuevocentro | Licensed | Duarte Quiroz 1400 | Cordoba | X | AR | 5000 | NaN | -64.20 | -31.41 |
| GMT-03:00 America/Argentina/Bu | Starbucks | 16302-163050 | Cordoba Shopping | Licensed | Jose de Goyechea 2851 | Cordoba | X | AR | 5000 | NaN | -64.20 | -31.44 |
108 rows × 12 columnsgit
# 单组求平均值(主要集中在 此经纬度) df_ar.mean()
Longitude -59.316204 Latitude -34.276296 dtype: float64
df_ar.max()
Brand Starbucks Store Number 9199-152184 Store Name Yatch V Ownership Type Licensed Street Address Yrigiyen 2647 City Vicente Lopez State/Province X Country AR Longitude -57.87 Latitude -31.32 dtype: object
df_ar.min()
Brand Starbucks Store Number 1270-136935 Store Name Abasto 2 Ownership Type Joint Venture Street Address Acc. Este 3280, Guaymallen, Villa Nueva City Avellaneda State/Province B Country AR Longitude -68.84 Latitude -34.88 dtype: object
df_ar['Store Number']
Timezone
GMT-03:00 America/Argentina/Bu 1278-139526
GMT-03:00 America/Argentina/Bu 16436-159304
GMT-03:00 America/Argentina/Bu 47294-254164
GMT-03:00 America/Argentina/Bu 25823-198067
GMT-03:00 America/Argentina/Bu 15008-157047
...
GMT-03:00 America/Argentina/Bu 47289-254786
GMT-03:00 America/Argentina/Bu 16161-168806
GMT-03:00 America/Argentina/Bu 22131-168807
GMT-03:00 America/Argentina/Bu 16290-163049
GMT-03:00 America/Argentina/Bu 16302-163050
Name: Store Number, Length: 108, dtype: object
# 线性图 plt.plot(df_ar['Store Number'])
[<matplotlib.lines.Line2D at 0x1a2ad9fbd0>]
# 直方图 plt.hist(df_ar['Store Number'])
(array([11., 11., 11., 10., 11., 11., 10., 11., 11., 11.]),
array([ 0. , 10.7, 21.4, 32.1, 42.8, 53.5, 64.2, 74.9, 85.6,
96.3, 107. ]),
<a list of 10 Patch objects>)
# 密度图 df_ar.plot(kind='kde')
<matplotlib.axes._subplots.AxesSubplot at 0x1a2a341110>