In [1]:
import pandas
pandas.__version__
Out[1]:
'0.23.4'
In [2]:
import pandas as pd
import numpy as np
For example, to display all the contents of the pandas namespace, you can type
ipython
In [3]: pd.<TAB>And to display Pandas's built-in documentation, you can use this:
ipython
In [4]: pd?
In [3]:
data = pd.Series([1., 2., 3., 4.])
data
Out[3]:
0 1.0
1 2.0
2 3.0
3 4.0
dtype: float64
In [4]:
data = pd.Series([1, 2, 3, 4])
data
Out[4]:
0 1
1 2
2 3
3 4
dtype: int64
To retrieve back the underlying numpy array, we have the values attribute
In [5]:
data.values
Out[5]:
array([1, 2, 3, 4])
The index is an array-like object of type pd.Index.
In [6]:
data.index
Out[6]:
RangeIndex(start=0, stop=4, step=1)
Slicing and indexing just like Python standard list
In [7]:
data[1]
Out[7]:
2
In [8]:
data[1:3]
Out[8]:
1 2
2 3
dtype: int64
In [9]:
data = pd.Series([1, 2, 3, 4],
index=['a', 'b', 'c', 'd'])
data
Out[9]:
a 1
b 2
c 3
d 4
dtype: int64
If we supply a dictionary to the series, it will be constructed with an index.
By default, a Series will be created where the index is drawn from the sorted keys.
In [10]:
location = {
'Berlin': (52.5170365, 13.3888599),
'London': (51.5073219, -0.1276474),
'Sydney': (-33.8548157, 151.2164539),
'Tokyo': (34.2255804, 139.294774527387),
'Paris': (48.8566101, 2.3514992),
'Moscow': (46.7323875, -117.0001651)
}
location = pd.Series(location)
location
Out[10]:
Berlin (52.5170365, 13.3888599)
London (51.5073219, -0.1276474)
Sydney (-33.8548157, 151.2164539)
Tokyo (34.2255804, 139.294774527387)
Paris (48.8566101, 2.3514992)
Moscow (46.7323875, -117.0001651)
dtype: object
In [11]:
location['Berlin']
Out[11]:
(52.5170365, 13.3888599)
Unlike a dictionary, though, the Series also supports array-style operations such as slicing
In [12]:
location['London':'Paris']
Out[12]:
London (51.5073219, -0.1276474)
Sydney (-33.8548157, 151.2164539)
Tokyo (34.2255804, 139.294774527387)
Paris (48.8566101, 2.3514992)
dtype: object
In [13]:
location = {
'Berlin': (52.5170365, 13.3888599),
'London': (51.5073219, -0.1276474),
'Sydney': (-33.8548157, 151.2164539),
'Tokyo': (34.2255804, 139.294774527387),
'Paris': (48.8566101, 2.3514992),
'Moscow': (46.7323875, -117.0001651)
}
location = pd.DataFrame(location)
location
Out[13]:
Berlin
London
Sydney
Tokyo
Paris
Moscow
0
52.517037
51.507322
-33.854816
34.225580
48.856610
46.732388
1
13.388860
-0.127647
151.216454
139.294775
2.351499
-117.000165
In [14]:
# Switching rows to columns is as easy as a transpose
location.T
Out[14]:
0
1
Berlin
52.517037
13.388860
London
51.507322
-0.127647
Sydney
-33.854816
151.216454
Tokyo
34.225580
139.294775
Paris
48.856610
2.351499
Moscow
46.732388
-117.000165
In [15]:
# Change the columns by .columns attribute
location = location.T
location.columns = ['lat', 'lon']
location
Out[15]:
lat
lon
Berlin
52.517037
13.388860
London
51.507322
-0.127647
Sydney
-33.854816
151.216454
Tokyo
34.225580
139.294775
Paris
48.856610
2.351499
Moscow
46.732388
-117.000165
In [16]:
location.index
Out[16]:
Index(['Berlin', 'London', 'Sydney', 'Tokyo', 'Paris', 'Moscow'], dtype='object')
In [17]:
location.columns
Out[17]:
Index(['lat', 'lon'], dtype='object')
pandas has built-in data readers, you can type pd.read<TAB> to see what data format does it support:
We have some data downloaded from airbnb, you can find it in the folder, you may also download the file by executing the following code:
In [18]:
import urllib.request
urllib.request.urlretrieve(
'http://data.insideairbnb.com/taiwan/northern-taiwan/taipei/2018-11-27/visualisations/listings.csv',
'airbnb_taiwan_listing.csv'
)
Out[18]:
('airbnb_taiwan_listing.csv', <http.client.HTTPMessage at 0x7fd4dcc5c2b0>)
In [19]:
urllib.request.urlretrieve(
'http://data.insideairbnb.com/china/hk/hong-kong/2018-11-12/visualisations/listings.csv',
'airbnb_hongkong_listing.csv'
)
Out[19]:
('airbnb_hongkong_listing.csv', <http.client.HTTPMessage at 0x7fd4dcc5ca58>)
In [20]:
airbnb_taiwan = pd.read_csv('airbnb_taiwan_listing.csv')
airbnb_taiwan
Out[20]:
id
name
host_id
host_name
neighbourhood_group
neighbourhood
latitude
longitude
room_type
price
minimum_nights
number_of_reviews
last_review
reviews_per_month
calculated_host_listings_count
availability_365
0
68396
Zhongxiao Dunhua Studio C near MRT
339014
Lisa
NaN
大安區
25.042580
121.553647
Entire home/apt
1544
7
2
2018-06-20
0.03
13
296
1
68398
Tonghua Vacation Studio C
339014
Lisa
NaN
大安區
25.029253
121.555609
Entire home/apt
926
30
6
2016-12-04
0.08
13
313
2
74641
黑白雙人房@南京復興站｡小巨蛋斜對面｡溫泉式浴缸｡
393116
Yi-Wan
NaN
松山區
25.051587
121.547473
Private room
1544
2
43
2018-11-19
0.50
4
44
3
74643
小巨蛋｡南京復興站溫馨套房
393116
Yi-Wan
NaN
松山區
25.050674
121.545683
Private room
1297
2
45
2018-10-21
0.48
4
71
4
178036
單人床位 Single bunk bed [mixed dorm for 4pax]
851825
TaipeiTaipei Hostel
NaN
中正區
25.044877
121.513047
Shared room
401
1
51
2018-10-28
0.57
8
341
5
237684
Family Presidential Loft
339014
Lisa
NaN
大安區
25.027938
121.547807
Entire home/apt
4013
7
2
2015-01-08
0.04
13
336
6
266837
3B2b - 3 Min to MRT, 101 & Night Market Flair
1398361
Roger
NaN
大安區
25.031063
121.554080
Entire home/apt
3242
1
100
2018-11-08
1.17
11
55
7
268604
Flowery Garden One Bedroom
339014
Lisa
NaN
信義區
25.024818
121.554118
Entire home/apt
1544
30
0
NaN
NaN
13
276
8
271733
Taipei Rooftop - Whole apartment!
242033
Robyn And David
NaN
文山區
25.003841
121.555726
Entire home/apt
1297
4
51
2018-10-21
0.61
1
61
9
289296
Fabulous studio - Center Taipei
1338052
Herman
NaN
大安區
25.043352
121.550069
Entire home/apt
2562
28
22
2018-11-15
0.45
2
365
10
289298
Fabulous Studio in heart of Taipei
1338052
Herman
NaN
中山區
25.080069
121.559081
Entire home/apt
1729
1
128
2018-11-12
1.89
2
330
11
333362
2min walk to MRT, Quiet good sleep
1698423
Jojo
NaN
中山區
25.079207
121.551280
Entire home/apt
1327
365
79
2015-08-26
0.96
1
365
12
357836
CENTER CITY GEM 2B1b - Daan District, MRT 2.5 min
1398361
Roger
NaN
大安區
25.027043
121.543300
Entire home/apt
2778
2
92
2018-11-02
1.15
11
150
13
370310
Double Room/Co-living/Guting MRT 3min/Shida/Cozy
1866388
Eight
NaN
中正區
25.023209
121.523404
Private room
1389
1
0
NaN
NaN
9
178
14
370312
Ensuite Triple Room/Co-living/Guting MRT 3min
1866388
Eight
NaN
中正區
25.022947
121.522561
Private room
2038
1
6
2018-04-14
0.07
9
265
15
375720
CENTER CITY 1B1b, Daan District, MRT 2.5 Min
1398361
Roger
NaN
大安區
25.028664
121.543304
Entire home/apt
1235
3
74
2018-11-25
0.91
11
58
16
419399
Boutique Loft@East Village(東區)
6629707
Loft87
NaN
松山區
25.048143
121.545792
Entire home/apt
2007
30
134
2017-12-07
1.67
5
351
17
432223
Cozy Suite. 3 Min Walk to ZhongxiaoFuxing MRT
2121659
Jack
NaN
大安區
25.042558
121.544605
Private room
2192
1
83
2018-11-26
1.11
23
354
18
432237
Cozy Suite. 3 Min Walk to Zhongxiao Fuxing MRT
2121659
Jack
NaN
大安區
25.042679
121.543367
Private room
2593
1
78
2018-11-21
1.01
23
355
19
458195
Cozy Suite. 3 Min Walk to Zhongxiao Fuxing MRT
2121659
Jack
NaN
大安區
25.044299
121.544010
Private room
1513
1
57
2018-08-04
0.72
23
356
20
458196
Cozy Suite. 3 Min Walk to Zhongxiao Fuxing MRT
2121659
Jack
NaN
大安區
25.043705
121.545438
Private room
1698
1
26
2018-08-16
0.33
23
352
21
637720
Single Room/Co-living/Guting MRT 3min/Shida/Cozy
1866388
Eight
NaN
中正區
25.023505
121.521887
Private room
1050
1
6
2018-06-09
0.08
9
167
22
642746
單人床位 Single bunk bed [Mixed dorm for 12pax]
851825
TaipeiTaipei Hostel
NaN
中正區
25.045322
121.514903
Shared room
463
1
24
2018-10-02
0.35
8
332
23
642748
單人床位 Single bunk bed [female dorm for 10pax]
851825
TaipeiTaipei Hostel
NaN
中正區
25.044201
121.511996
Shared room
340
1
33
2018-10-23
0.44
8
332
24
646629
Skygarden central rooftop apartment
3204303
Kate
NaN
大安區
25.018454
121.532289
Entire home/apt
2624
2
209
2018-11-11
2.86
1
142
25
694446
Private suites in Taipei Shihlin 天母
3554221
Sophie
NaN
士林區
25.113040
121.534539
Entire home/apt
864
3
148
2018-10-16
1.99
2
47
26
697749
Tonghua Vacation Studio A
339014
Lisa
NaN
大安區
25.029139
121.556228
Entire home/apt
926
30
2
2017-12-15
0.04
13
89
27
697760
Tonghua Vacation Studio D
339014
Lisa
NaN
大安區
25.030479
121.553921
Entire home/apt
926
30
1
2016-08-31
0.04
13
118
28
697805
Tonghua Vacation Studio E
339014
Lisa
NaN
大安區
25.029986
121.554344
Entire home/apt
926
30
3
2018-09-21
0.05
13
313
29
713379
Relaxing & Tranquil near Beitou MRT
3671183
Chih Chih
NaN
北投區
25.143394
121.505699
Entire home/apt
2809
2
35
2016-01-01
0.48
1
360
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
9058
30274094
My best friend and I had a wonderful two night
227082020
Das
NaN
大安區
25.036639
121.557189
Entire home/apt
3056
1
0
NaN
NaN
1
360
9059
30274843
TOMHOUSE西門町電影街獨立衛浴雙人套房#524
5841083
Tom
NaN
萬華區
25.046186
121.503981
Entire home/apt
988
1
0
NaN
NaN
8
80
9060
30275308
and the entire place is well stocked! The
227064533
Dasd
NaN
信義區
25.038575
121.568229
Entire home/apt
3056
1
0
NaN
NaN
1
360
9061
30277240
林森ROBIN'S NEST/2-4人房/中山站/善導寺站/Zhongshan Station
106452271
Eddid
NaN
中山區
25.050100
121.523946
Entire home/apt
1821
3
0
NaN
NaN
1
79
9062
30278307
A place to hide/Best location east area MRT 5mins
201733782
Ryan
NaN
大安區
25.041282
121.549256
Shared room
1513
1
0
NaN
NaN
3
87
9063
30280636
spacious bright suite in garden oasis residence
18221907
Ci
NaN
大安區
25.042858
121.556378
Private room
1791
5
0
NaN
NaN
2
354
9064
30281319
spacious bright room in a private garden resid...
18221907
Ci
NaN
松山區
25.045390
121.557726
Private room
1173
5
0
NaN
NaN
2
331
9065
30283680
DeJiu Co-Living Apt. (MRT Nanjing Fuxing)
95962630
DeJiu
NaN
松山區
25.052449
121.545670
Entire home/apt
587
30
0
NaN
NaN
2
365
9066
30284288
DeJiu Co-Living Apt. (MRT Yat-sen Memorial Hall)
95962630
DeJiu
NaN
信義區
25.044542
121.558352
Entire home/apt
309
30
0
NaN
NaN
2
365
9067
30284861
Snap@Taipei Ximen MRT(3~4ppl)
2424939
J.J.
NaN
萬華區
25.041550
121.505478
Entire home/apt
2192
2
0
NaN
NaN
10
176
9068
30284912
Mini Studio 3 @ Ximen MRT (5min walk)
126694252
Robert
NaN
萬華區
25.040902
121.505531
Entire home/apt
957
1
0
NaN
NaN
17
354
9069
30285482
Good Studio B for 1-3 guests @ Ximen MRT (5 min)
128456618
Larry
NaN
萬華區
25.042180
121.504345
Entire home/apt
957
1
0
NaN
NaN
3
354
9070
30286795
NO.6™ | room 001 | Ximen shopping | MRT 3~4min
105507102
Franky
NaN
萬華區
25.043432
121.503594
Entire home/apt
803
1
0
NaN
NaN
12
163
9071
30289135
開放預訂MiMi's Manor@近TPE101 2B2B MRT市府站/新裝潢/100m²...
106793820
Mimi & J.X.
NaN
信義區
25.043454
121.568243
Entire home/apt
4013
2
1
NaN
NaN
1
170
9072
30294578
R&J’s home 古亭捷運站旁､guting MRT､台北 taipei
58757180
致緯
NaN
中正區
25.026460
121.517106
Private room
587
1
0
NaN
NaN
1
348
9073
30294618
民權西路MRT 3min Hotel house 直達101.象山跨年煙花西門町進北車(雙人...
54704596
Jenny
NaN
中山區
25.063378
121.522199
Private room
5372
1
0
NaN
NaN
17
1
9074
30295120
Taipei-304乾淨簡單兩房一廳 - 走路五分鐘到麟光捷運站
112393312
Sunny
NaN
大安區
25.023138
121.552643
Entire home/apt
1389
1
0
NaN
NaN
18
86
9075
30298244
TRIGG-ER STUDIO: Relax and feel free to live
15788877
信(Yi - Jen)
NaN
中山區
25.050131
121.521043
Private room
803
3
0
NaN
NaN
2
34
9076
30298400
Urban Project Room #homie
146966254
Daisy Mingni
NaN
大同區
25.067968
121.509571
Shared room
803
1
0
NaN
NaN
3
164
9077
30298954
Urban Project Room #cozy/ #reverie
146966254
Daisy Mingni
NaN
大同區
25.066708
121.511686
Private room
1513
2
0
NaN
NaN
3
171
9078
30300464
Michelle's Cave
8421809
Michelle
NaN
南港區
25.052894
121.613607
Private room
988
2
0
NaN
NaN
1
88
9079
30301089
Newly decorated & near MRT quiet house
227578098
Chen
NaN
文山區
25.001008
121.553457
Entire home/apt
5804
1
0
NaN
NaN
1
163
9080
30304648
台北正東區!百萬全新裝潢!Cozy family Apt!Da’an MRT 3 mins
25523787
J&B House
NaN
大安區
25.034321
121.545543
Entire home/apt
4600
3
0
NaN
NaN
20
84
9081
30306396
高樓層.鄰近捷運站.饒河夜市.最多六人.獨立使用空間.密碼鎖進出
122999800
熊熊
NaN
信義區
25.042851
121.581265
Entire home/apt
1605
1
0
NaN
NaN
9
61
9082
30307953
Deja Vu -S 小巨蛋站 高級奢華房 雅思/poker/松山機場/夜市
169187326
國竣
NaN
松山區
25.046697
121.552348
Private room
2192
2
0
NaN
NaN
3
353
9083
30310338
Shared bed at taipei台北大同區
10495812
雅茹yaju
NaN
大同區
25.069439
121.513386
Shared room
401
1
0
NaN
NaN
1
84
9084
30311182
近士林捷運站 雅房 背包客 雙人優惠
55911465
Lydia
NaN
士林區
25.101486
121.526820
Shared room
803
1
0
NaN
NaN
2
171
9085
30314466
Spacious, Sunny apartment. Convenient location.
6590426
Charles
NaN
文山區
25.000238
121.537545
Entire home/apt
1791
2
0
NaN
NaN
3
34
9086
30322066
sample 1
47947662
Jack
NaN
萬華區
25.038317
121.501832
Entire home/apt
10003
2
0
NaN
NaN
6
361
9087
30323379
aris that we would not be we
227404560
Dasd
NaN
大安區
25.037791
121.555694
Entire home/apt
3056
1
0
NaN
NaN
1
365
9088 rows × 16 columns
In [21]:
airbnb_hongkong = pd.read_csv('airbnb_hongkong_listing.csv')
airbnb_hongkong
Out[21]:
id
name
host_id
host_name
neighbourhood_group
neighbourhood
latitude
longitude
room_type
price
minimum_nights
number_of_reviews
last_review
reviews_per_month
calculated_host_listings_count
availability_365
0
69074
Beautiful oasis of plants & art @ best location
160139
Amy
NaN
Central & Western
22.283516
114.150177
Entire home/apt
1410
4
115
2018-10-22
1.22
1
91
1
101765
Lamma Island flat 2min walk from the beach!
532909
Michael
NaN
Islands
22.200224
114.134609
Entire home/apt
431
2
7
2018-11-11
0.95
1
98
2
103760
Central Centre 5 min walk to/from Central MTR
304876
Brend
NaN
Central & Western
22.284074
114.155696
Entire home/apt
854
2
237
2018-10-20
2.63
12
319
3
132773
Fabulous 2 Bdrm Aprt Open kitchen
304876
Brend
NaN
Central & Western
22.288679
114.144944
Entire home/apt
1058
2
163
2018-10-24
1.83
12
318
4
133390
Soho, Hong Kong 1 bedroom flat
654642
Robin
NaN
Central & Western
22.283435
114.155392
Entire home/apt
940
2
27
2015-06-30
0.30
1
9
5
163664
Soho off Hollywood Road P4
304876
Brend
NaN
Central & Western
22.286511
114.148743
Entire home/apt
697
2
184
2018-10-27
2.09
12
291
6
163742
Soho off Hollywood Road P3
304876
Brend
NaN
Central & Western
22.286944
114.148551
Entire home/apt
776
2
192
2018-11-07
2.17
12
330
7
174574
2 BR SEA VIEW, AIR & DISNEY ♥ LATE SELF CHK-IN OK
530880
Jennifer
NaN
Islands
22.303882
114.008875
Entire home/apt
1582
1
99
2018-10-06
1.15
2
140
8
248140
Bright Studio - Soho - Central HK
1300549
Darren
NaN
Central & Western
22.282905
114.151365
Entire home/apt
995
2
144
2018-09-30
1.68
1
173
9
251992
BEST BALCONY In Sheung Wan, 2 BR
1321952
Timothy
NaN
Central & Western
22.285358
114.150043
Entire home/apt
2342
1
25
2018-10-09
0.29
2
78
10
262212
Wan Chai MTR Open Studio: 1-4 Guests 460SF
1375696
C S
NaN
Wan Chai
22.276260
114.172927
Entire home/apt
1316
1
70
2018-10-30
0.83
18
170
11
263081
3BR, 2 Helpers, Family Friendly!
1370155
Chuster
NaN
Central & Western
22.277566
114.152050
Private room
4309
10
0
NaN
NaN
1
0
12
274589
8 mins HKCEC, 5 mins MTR Wan Chai, nr Causeway...
1435069
Shanshan
NaN
Wan Chai
22.279400
114.171179
Entire home/apt
1081
2
209
2018-11-03
2.48
1
285
13
277437
Flat near HKU/IFC/Lan Kwai Fong
1443229
Alice
NaN
Central & Western
22.283593
114.131381
Entire home/apt
901
2
40
2018-10-31
0.47
6
316
14
278277
FANTASTIC (HK) in the heart of HK
1452499
Sally
NaN
Wan Chai
22.279377
114.173681
Entire home/apt
1551
3
203
2018-11-04
2.41
7
245
15
280746
Beautiful 3 bedroom designer Apt
1443229
Alice
NaN
Yuen Long
22.466625
113.983156
Entire home/apt
940
4
32
2018-10-20
0.40
6
330
16
282506
Modern 1 B/R Apt Causeway Bay
1443229
Alice
NaN
Eastern
22.283822
114.192624
Entire home/apt
1018
2
70
2018-10-02
0.83
6
316
17
284141
Big, quiet apt above Hollywood Rd
1469210
Abheek
NaN
Central & Western
22.283171
114.150285
Entire home/apt
627
2
22
2016-06-20
0.26
1
0
18
290161
Amazing Location - Designer Flat
1505903
Sara
NaN
Central & Western
22.281136
114.153060
Entire home/apt
783
1
47
2015-09-21
0.79
1
0
19
306515
HongKong,Central Bright Double Room
1576511
Frederic
NaN
Central & Western
22.282223
114.154476
Entire home/apt
1058
30
20
2015-08-14
0.24
1
0
20
320446
SUITE 2: Next2 SouthPacificHotel
1375696
C S
NaN
Wan Chai
22.275990
114.179765
Private room
1003
1
15
2015-11-14
0.19
18
113
21
320447
3BedR + 3BathR (3-10 Guests) 600SF
1375696
C S
NaN
Wan Chai
22.277107
114.177715
Entire home/apt
2256
1
93
2018-10-24
1.16
18
158
22
327095
3Brs(HB) in the heart of HK,WanChai
1529119
Eric
NaN
Wan Chai
22.279086
114.172048
Entire home/apt
1159
3
213
2018-10-24
3.10
2
196
23
354442
5500 sq ft family home in Hong Kong
1794577
Simon
NaN
Southern
22.267906
114.125539
Entire home/apt
2499
5
2
2018-06-26
0.12
1
0
24
389017
Causeway Bay Tai Hang Quiet & Light
1946293
Su
NaN
Wan Chai
22.278138
114.192275
Private room
486
2
40
2018-04-08
0.49
2
135
25
393112
2BRs & 5mins MTR night mkt in YMT
1966274
Egg
NaN
Yau Tsim Mong
22.306727
114.168532
Entire home/apt
854
1
220
2018-10-19
2.75
11
303
26
393502
3BR Next 2 Times Square 440SF
1375696
C S
NaN
Wan Chai
22.278138
114.181020
Entire home/apt
1786
1
34
2018-07-07
0.42
18
40
27
405722
Soho/ Mid-levels Apt For Rental
2022316
Tereza
NaN
Central & Western
22.281603
114.150424
Entire home/apt
1018
1
0
NaN
NaN
1
0
28
410921
SUITE 1: Next to South Pacific Hotel
1375696
C S
NaN
Wan Chai
22.277358
114.179489
Private room
783
1
18
2017-10-06
0.23
18
113
29
412404
Budget Apt 1-5 px Tsim Sha Tsui Mtr
1991696
Gigi
NaN
Yau Tsim Mong
22.297013
114.171378
Entire home/apt
548
1
185
2018-10-29
3.55
3
306
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
9718
29950902
2BR Kennedy Town Sea View apartment, 3 min MTR
23389042
Monica
NaN
Central & Western
22.284326
114.131053
Entire home/apt
854
2
0
NaN
NaN
1
25
9719
29951556
Многоквартирный дом в г. New territories (hk)
225188851
Виктор
NaN
Tsuen Wan
22.392799
114.111149
Entire home/apt
517
1
1
2018-11-12
1.00
1
5
9720
29951980
I'm like Jordan when it's crunch time
225192549
Yioao
NaN
Sham Shui Po
22.337453
114.140567
Entire home/apt
588
1
1
2018-11-12
1.00
1
10
9721
29952098
Cozy and Quiet One bedroom Central/Midlevel
41231401
Lucile
NaN
Central & Western
22.281767
114.150863
Entire home/apt
799
2
0
NaN
NaN
1
40
9722
29952115
Beautiful Hong Kong Apartment with Panoramic v...
45033110
Angelica
NaN
Wan Chai
22.268493
114.184933
Entire home/apt
1003
5
0
NaN
NaN
1
52
9723
29954239
旺角新裝房間連獨立衛浴New renovated rm w/ private bathroom1
177167703
Mani
NaN
Yau Tsim Mong
22.319840
114.169082
Private room
251
1
0
NaN
NaN
8
11
9724
29956652
位於Hong kong的long-term rental apartment
16482617
Junpeng
NaN
Sha Tin
22.385056
114.203711
Private room
353
30
0
NaN
NaN
1
78
9725
29964903
旺角地铁站朗豪坊1分钟路程 两房一厅高层豪华装修 方便整洁干净舒适 适合4人家庭入住非常舒服...
181808933
汝聰
NaN
Yau Tsim Mong
22.319298
114.166809
Entire home/apt
901
1
0
NaN
NaN
4
170
9726
29966722
#S11銅鑼灣大廈公寓式住宅
198109516
Yumi
NaN
Wan Chai
22.282748
114.185611
Private room
462
30
0
NaN
NaN
12
358
9727
29967083
#S10銅鑼灣大廈公寓式住宅
198109516
Yumi
NaN
Wan Chai
22.281390
114.185776
Private room
501
30
0
NaN
NaN
12
358
9728
29967300
#S14銅鑼灣新唐大廈公寓式住宅
198109516
Yumi
NaN
Wan Chai
22.282719
114.185579
Private room
462
30
0
NaN
NaN
12
358
9729
29967801
大浴缸~95平方豪华舒适大公寓~罗湖口岸 国贸 东门步行街附近~
144900036
尹Home
NaN
North
22.545376
114.139288
Entire home/apt
525
1
0
NaN
NaN
1
26
9730
29968887
Cozy, fully furnished studio. Great location
13314237
Galina
NaN
Wan Chai
22.278405
114.187348
Entire home/apt
1003
1
0
NaN
NaN
1
24
9731
29969025
2bedrooms for family and business suite 兩房酒店式服務住宅
34186903
Lady Kitty
NaN
Kwai Tsing
22.367690
114.136358
Entire home/apt
2146
2
0
NaN
NaN
5
348
9732
29970423
Cozy place in Quarry Bay district
185125246
Leslie
NaN
Eastern
22.287976
114.209838
Entire home/apt
650
3
0
NaN
NaN
1
41
9733
29972391
Sham Sui Po --- Room for 1 person with lift ! ...
97240131
Jov
NaN
Sham Shui Po
22.332011
114.162223
Private room
133
29
0
NaN
NaN
129
364
9734
29972524
全新推平價舒適套房 New Cosy Apartment w/ bathroom 1 min...
199393671
Simon
NaN
Eastern
22.291024
114.198829
Private room
251
1
0
NaN
NaN
2
2
9735
29974528
Quarry Bay Fully Furnished En-suite/ Studio Fl...
180769747
Willie
NaN
Eastern
22.292098
114.206284
Entire home/apt
447
4
0
NaN
NaN
5
59
9736
29975245
Excellent Night View+1000sqf Home+Great Apartment
22072053
Ke
NaN
Eastern
22.289198
114.198639
Entire home/apt
1598
7
0
NaN
NaN
2
17
9737
29975810
New Space capsule - Fortress Hill 5 min 1-10pp
50172398
Gloria
NaN
Eastern
22.289369
114.197689
Shared room
251
1
0
NaN
NaN
15
363
9738
29976230
Private room near MTR TST,Kowloon
223636327
Hyacinth
NaN
Yau Tsim Mong
22.318819
114.170554
Private room
517
1
0
NaN
NaN
9
365
9739
29976496
Room near Olympic MTR (D3)
22526593
Elena
NaN
Yau Tsim Mong
22.320723
114.162113
Private room
251
7
0
NaN
NaN
3
337
9740
29976697
阳台双层床
187734311
Lulu
NaN
Wan Chai
22.278961
114.183166
Private room
360
1
0
NaN
NaN
11
176
9741
29977394
City center Studio short term rental JORDAN MT...
21591327
Winnie
NaN
Yau Tsim Mong
22.303997
114.169955
Entire home/apt
384
1
0
NaN
NaN
46
86
9742
29977469
Double room in Mid-levels -right off the escal...
61138196
Leigh
NaN
Central & Western
22.279475
114.151054
Private room
854
21
0
NaN
NaN
2
74
9743
29978798
Private room near SOHO area
223636327
Hyacinth
NaN
Central & Western
22.283563
114.154237
Shared room
501
1
0
NaN
NaN
9
364
9744
29979141
Poplar Street Luxury Studio *5C
14861546
Tane Residence
NaN
Sham Shui Po
22.327897
114.165099
Entire home/apt
517
60
0
NaN
NaN
87
350
9745
29980501
Spacious Studio for Rent
223163743
Shiela
NaN
Yau Tsim Mong
22.297518
114.172916
Entire home/apt
423
2
0
NaN
NaN
2
19
9746
29980775
Cosy room Wan Chai
26088342
Solène
NaN
Wan Chai
22.278774
114.179508
Entire home/apt
439
1
0
NaN
NaN
1
35
9747
29983045
budget room(2-3ppl)-living with locals-large p...
22647240
Jojo
NaN
Kwun Tong
22.308511
114.226215
Private room
384
2
0
NaN
NaN
7
50
9748 rows × 16 columns
In [22]:
mask = airbnb_hongkong['price'] > 1000
airbnb_hongkong[mask]
Out[22]:
id
name
host_id
host_name
neighbourhood_group
neighbourhood
latitude
longitude
room_type
price
minimum_nights
number_of_reviews
last_review
reviews_per_month
calculated_host_listings_count
availability_365
0
69074
Beautiful oasis of plants & art @ best location
160139
Amy
NaN
Central & Western
22.283516
114.150177
Entire home/apt
1410
4
115
2018-10-22
1.22
1
91
3
132773
Fabulous 2 Bdrm Aprt Open kitchen
304876
Brend
NaN
Central & Western
22.288679
114.144944
Entire home/apt
1058
2
163
2018-10-24
1.83
12
318
7
174574
2 BR SEA VIEW, AIR & DISNEY ♥ LATE SELF CHK-IN OK
530880
Jennifer
NaN
Islands
22.303882
114.008875
Entire home/apt
1582
1
99
2018-10-06
1.15
2
140
9
251992
BEST BALCONY In Sheung Wan, 2 BR
1321952
Timothy
NaN
Central & Western
22.285358
114.150043
Entire home/apt
2342
1
25
2018-10-09
0.29
2
78
10
262212
Wan Chai MTR Open Studio: 1-4 Guests 460SF
1375696
C S
NaN
Wan Chai
22.276260
114.172927
Entire home/apt
1316
1
70
2018-10-30
0.83
18
170
11
263081
3BR, 2 Helpers, Family Friendly!
1370155
Chuster
NaN
Central & Western
22.277566
114.152050
Private room
4309
10
0
NaN
NaN
1
0
12
274589
8 mins HKCEC, 5 mins MTR Wan Chai, nr Causeway...
1435069
Shanshan
NaN
Wan Chai
22.279400
114.171179
Entire home/apt
1081
2
209
2018-11-03
2.48
1
285
14
278277
FANTASTIC (HK) in the heart of HK
1452499
Sally
NaN
Wan Chai
22.279377
114.173681
Entire home/apt
1551
3
203
2018-11-04
2.41
7
245
16
282506
Modern 1 B/R Apt Causeway Bay
1443229
Alice
NaN
Eastern
22.283822
114.192624
Entire home/apt
1018
2
70
2018-10-02
0.83
6
316
19
306515
HongKong,Central Bright Double Room
1576511
Frederic
NaN
Central & Western
22.282223
114.154476
Entire home/apt
1058
30
20
2015-08-14
0.24
1
0
20
320446
SUITE 2: Next2 SouthPacificHotel
1375696
C S
NaN
Wan Chai
22.275990
114.179765
Private room
1003
1
15
2015-11-14
0.19
18
113
21
320447
3BedR + 3BathR (3-10 Guests) 600SF
1375696
C S
NaN
Wan Chai
22.277107
114.177715
Entire home/apt
2256
1
93
2018-10-24
1.16
18
158
22
327095
3Brs(HB) in the heart of HK,WanChai
1529119
Eric
NaN
Wan Chai
22.279086
114.172048
Entire home/apt
1159
3
213
2018-10-24
3.10
2
196
23
354442
5500 sq ft family home in Hong Kong
1794577
Simon
NaN
Southern
22.267906
114.125539
Entire home/apt
2499
5
2
2018-06-26
0.12
1
0
26
393502
3BR Next 2 Times Square 440SF
1375696
C S
NaN
Wan Chai
22.278138
114.181020
Entire home/apt
1786
1
34
2018-07-07
0.42
18
40
27
405722
Soho/ Mid-levels Apt For Rental
2022316
Tereza
NaN
Central & Western
22.281603
114.150424
Entire home/apt
1018
1
0
NaN
NaN
1
0
31
419424
2BR Harbour View, Quiet & Convenient
2085785
Eric
NaN
Central & Western
22.288013
114.150019
Entire home/apt
1089
3
122
2018-10-21
1.53
1
43
32
442781
Spacious Lofty and Modern Apartment
2200572
Edouard
NaN
Central & Western
22.287561
114.133671
Entire home/apt
1246
2
5
2013-12-31
0.07
1
0
34
468754
3 Bedrooms Apt Near Times Square
2254012
Chloe
NaN
Wan Chai
22.280735
114.178378
Entire home/apt
1105
3
176
2018-10-23
2.24
1
198
41
529501
Huge 3BDR + 2Toilets 6-10ppl Jordan
2601704
Eddy
NaN
Yau Tsim Mong
22.308219
114.167152
Entire home/apt
1183
2
120
2018-10-23
1.61
4
283
42
534106
Cosy apartment in the heart of HK!
2625423
Stephanie
NaN
Central & Western
22.284027
114.141918
Entire home/apt
1003
1
12
2015-12-30
0.18
1
0
56
578652
Modern family-friendly suite in fishing village
2846701
Veronica
NaN
Islands
22.253861
113.864002
Private room
1763
1
3
2018-05-01
0.07
4
26
57
585981
3 Bedrooms (SK3) Centrally located
1529119
Eric
NaN
Wan Chai
22.278906
114.171659
Entire home/apt
1629
3
177
2018-11-06
2.31
2
312
59
597390
HoiShing Hotel, Jordan, Kowloon, HK
2953879
Biosze
NaN
Yau Tsim Mong
22.304949
114.172533
Private room
4998
1
24
2018-10-05
0.32
6
359
60
603049
Deluxe Room@Espace Elastique-Tai O
2846701
Veronica
NaN
Islands
22.255926
113.861827
Private room
1152
1
19
2018-10-04
0.35
4
32
63
603232
DISCOVERY BAY - 3 Bedroom apartment
2986287
Tish
NaN
Islands
22.293776
114.014577
Entire home/apt
1496
2
16
2018-11-01
0.27
1
2
64
604953
3BR SEAVIEW, AIRPORT & DISNEY LATE SELF CHK-IN
530880
Jennifer
NaN
Islands
22.306314
114.008619
Entire home/apt
1653
1
129
2018-11-03
1.70
2
154
67
622020
Bright 1-bdrm apt in Sheung Wan HKG
3073447
Sarah
NaN
Central & Western
22.283866
114.147534
Entire home/apt
1199
5
28
2016-03-23
0.37
1
0
69
634726
BIG 3BR APT IN WANCHAI, HEART OF HK
3161756
Sl
NaN
Wan Chai
22.278111
114.173538
Entire home/apt
1003
180
19
2013-08-31
0.25
1
365
70
645311
Amazing Apt (HH) in heart of HK
1452499
Sally
NaN
Wan Chai
22.278895
114.172087
Entire home/apt
1551
3
164
2018-11-02
2.26
7
311
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
9609
29809856
Convenient, cozy 2 bedrooms in Sheung Wan
68488957
K
NaN
Central & Western
22.286865
114.145624
Entire home/apt
1496
1
0
NaN
NaN
1
171
9611
29815978
Room in colourful Kennedy Town apartment
19140373
Hannah
NaN
Central & Western
22.284341
114.132987
Private room
1003
1
0
NaN
NaN
1
72
9612
29818496
九龍塘家庭式三房大廳可供車位
72955037
Raymond
NaN
Kowloon City
22.327933
114.183169
Entire home/apt
1496
3
0
NaN
NaN
1
16
9614
29819498
BEST VALUE!!! Mongkok MTR Exit, 6ppl 1 bedroom...
79611488
Renita
NaN
Yau Tsim Mong
22.319488
114.168122
Entire home/apt
1003
1
1
2018-11-08
1.00
7
326
9619
29831102
Sunshine Hotel
224389889
Yu
NaN
Yau Tsim Mong
22.297215
114.171684
Entire home/apt
3917
1
0
NaN
NaN
1
4
9636
29843877
Kowloon 4-Star Hotel Room
91040854
Boris
NaN
Yau Tsim Mong
22.298779
114.171689
Private room
1496
1
0
NaN
NaN
2
88
9643
29850176
JK3 地铁3分钟+稻香､翠华餐厅､肥姐小食+SASA､卓悦+朗豪坊+女人街
122131447
Debe
NaN
Yau Tsim Mong
22.316474
114.174321
Private room
11249
1
0
NaN
NaN
88
130
9644
29850508
JK01-2双床 地铁1分钟+稻香､翠华餐厅､肥姐小食+SASA､卓悦+朗豪坊+女人街
122131447
Debe
NaN
Kowloon City
22.316833
114.176075
Private room
11249
1
0
NaN
NaN
88
102
9656
29861422
Bright and modern studio in Sheung Wan
15338265
Sabine & Martin
NaN
Central & Western
22.286061
114.150818
Entire home/apt
1199
3
0
NaN
NaN
1
101
9663
29866374
LUXURY NEW C 4-GUESTS 2BR 1MIN MONG KOK MTR 旺角...
128901758
Wilson
NaN
Yau Tsim Mong
22.319630
114.171572
Entire home/apt
1199
3
0
NaN
NaN
9
166
9664
29866796
LUXURY A 4-GUEST 1 BR HOME 1MIN MONG KOK MTR旺角...
128901758
Wilson
NaN
Yau Tsim Mong
22.318280
114.171145
Entire home/apt
1199
3
0
NaN
NaN
9
166
9665
29867371
LUXURY B 4-GUEST 1BR HOME 1MIN MONG KOK MTR 旺角...
128901758
Wilson
NaN
Yau Tsim Mong
22.320273
114.169763
Entire home/apt
1199
3
0
NaN
NaN
9
170
9666
29867848
2 bed, 2 bathroom apartment
4480442
John
NaN
Central & Western
22.288165
114.137615
Entire home/apt
1496
2
0
NaN
NaN
1
73
9673
29884568
Tsim Sha Tsui, 2 TST, hot water, 5 min from MTR
216207826
Sam
NaN
Yau Tsim Mong
22.299262
114.173832
Entire home/apt
1230
4
0
NaN
NaN
6
5
9681
29890578
3BR Bright Modern Apartment - Newly Renovated
169994526
Kylie
NaN
Central & Western
22.288844
114.145147
Entire home/apt
1347
1
3
2018-11-11
3.00
3
44
9682
29893920
Island House
14298545
Karen
NaN
Islands
22.248548
113.979940
Entire home/apt
1003
3
0
NaN
NaN
2
19
9684
29902849
Nice location in Soho
223012965
Tsz
NaN
Central & Western
22.281108
114.152363
Entire home/apt
4003
1
0
NaN
NaN
2
90
9686
29907397
2BR Apartment (600 sqft), 3 mins from Mei Foo MTR
39718310
Clement
NaN
Sham Shui Po
22.334594
114.140853
Entire home/apt
1003
3
0
NaN
NaN
1
141
9695
29914048
新裝修組合屋一房一廳,60秒可到沙灘
153581096
Mrs.Chow
NaN
Islands
22.271335
113.999633
Private room
1473
1
1
2018-11-11
1.00
3
180
9698
29917284
Floating Palace of Elegance....
134939989
Lux Travel Collective
NaN
Kowloon City
22.314147
114.197805
Entire home/apt
154511
3
0
NaN
NaN
1
106
9699
29917358
3- Bdr In the center of the city 2 min to MRT 131
21591327
Winnie
NaN
Yau Tsim Mong
22.305548
114.170922
Entire home/apt
1324
1
0
NaN
NaN
46
321
9702
29922840
Harbourview Penthouse 2 bedroom suite
26061215
Lucy
NaN
Yau Tsim Mong
22.319714
114.160761
Entire home/apt
1402
2
0
NaN
NaN
3
72
9704
29931270
Modern 1 bed 2 bath excellent location wan chai
59563420
Emma
NaN
Wan Chai
22.277973
114.173405
Entire home/apt
1003
3
0
NaN
NaN
1
21
9709
29932504
佐敦地鐵站2分鐘到 溫馨兩房 全新裝修\n全新傢俬電器床品 可住9人 光猛通爽
101153136
CC Time
NaN
Yau Tsim Mong
22.303189
114.176133
Entire home/apt
1199
2
0
NaN
NaN
7
38
9713
29935320
B9-旺角站標準大床房独立卫浴有窗 Kammun Guest House
37289493
Ken
NaN
Yau Tsim Mong
22.313976
114.175396
Private room
1120
2
0
NaN
NaN
27
343
9717
29945461
Two bedroom apartment in Happy Valley
2202582
Matt
NaN
Wan Chai
22.268610
114.182036
Entire home/apt
1747
7
0
NaN
NaN
1
10
9722
29952115
Beautiful Hong Kong Apartment with Panoramic v...
45033110
Angelica
NaN
Wan Chai
22.268493
114.184933
Entire home/apt
1003
5
0
NaN
NaN
1
52
9730
29968887
Cozy, fully furnished studio. Great location
13314237
Galina
NaN
Wan Chai
22.278405
114.187348
Entire home/apt
1003
1
0
NaN
NaN
1
24
9731
29969025
2bedrooms for family and business suite 兩房酒店式服務住宅
34186903
Lady Kitty
NaN
Kwai Tsing
22.367690
114.136358
Entire home/apt
2146
2
0
NaN
NaN
5
348
9736
29975245
Excellent Night View+1000sqf Home+Great Apartment
22072053
Ke
NaN
Eastern
22.289198
114.198639
Entire home/apt
1598
7
0
NaN
NaN
2
17
2059 rows × 16 columns
In [23]:
# In one line :
airbnb_taiwan[airbnb_taiwan['price'] > 4000]
Out[23]:
id
name
host_id
host_name
neighbourhood_group
neighbourhood
latitude
longitude
room_type
price
minimum_nights
number_of_reviews
last_review
reviews_per_month
calculated_host_listings_count
availability_365
5
237684
Family Presidential Loft
339014
Lisa
NaN
大安區
25.027938
121.547807
Entire home/apt
4013
7
2
2015-01-08
0.04
13
336
35
775287
Taipei Mrt Apt-西門町下一站/近地鐵口-#0204*6p
3876009
畅游台湾
NaN
萬華區
25.036210
121.498341
Private room
4507
2
1
2013-01-03
0.01
5
0
97
1012318
A Modern Beitou Stay with Family
5559414
Ej & Mt
NaN
北投區
25.124618
121.466195
Entire home/apt
6607
1
15
2018-02-18
0.22
3
163
101
1019509
MRT Zhongxiao Xinsheng, Najing E
5384732
Kathy
NaN
中山區
25.049114
121.531026
Private room
9015
1
0
NaN
NaN
1
365
112
1088553
Double Room Near Beitou MRT. Original Taipei l...
5981792
Solo Singer
NaN
北投區
25.133101
121.501999
Private room
5186
1
10
2018-10-26
0.21
3
99
114
1094125
2 bedroom unit at the HEART of TPE!
51827
Jan
NaN
大安區
25.042463
121.553568
Entire home/apt
5989
3
57
2018-10-08
0.92
19
338
116
1102678
Taipei Manor I
32611
Danny
NaN
中山區
25.053074
121.534286
Entire home/apt
5248
2
182
2018-10-20
2.69
4
343
119
1120310
Cozy 2 bdrm BEST location
51827
Jan
NaN
大安區
25.040133
121.553311
Entire home/apt
4013
3
34
2018-09-28
0.57
19
247
144
1542861
台北國父紀念館捷運小豪宅Taipei MRT 's apt
8223254
Joanne
NaN
大安區
25.041327
121.556728
Entire home/apt
4631
2
111
2018-10-17
1.76
1
333
148
1599241
Tianmu long-term Home Stay 天母長期家庭住宿
6378689
Wei Wei
NaN
士林區
25.113346
121.527524
Private room
5001
1
1
2018-11-22
1.00
2
363
153
1622738
Luxury calming Villa near TAS
8629703
Christine
NaN
士林區
25.130942
121.532106
Entire home/apt
6174
3
2
2018-02-13
0.09
1
265
184
1805783
❅3 bedroom Apartment : sleeps 6
51827
Jan
NaN
大安區
25.040672
121.553891
Entire home/apt
7996
3
67
2018-11-12
1.08
19
243
185
1808293
ZX Amazing 2 bedroom unit
51827
Jan
NaN
大安區
25.041318
121.549706
Entire home/apt
4785
3
37
2018-03-22
0.60
19
0
240
2031390
Beautiful 2 bedroom sleeps 6
51827
Jan
NaN
大安區
25.027560
121.533359
Entire home/apt
5433
3
36
2018-11-11
0.63
19
358
244
2042832
Lovely 2 bedroom-2A
51827
Jan
NaN
大安區
25.032002
121.531361
Entire home/apt
5001
3
43
2018-10-22
0.72
19
340
264
2162143
2018Amazing House Taipei摩天輪旁,臨故宮､遠眺101 MRT 3 ...
7370466
Weijer
NaN
中山區
25.083391
121.552893
Entire home/apt
5557
1
88
2018-11-22
1.81
1
318
266
2183521
雙捷運 4房4間衛浴 重新裝璜全新風貌專屬打造旅遊住宿空間 台北稀有非一般公寓型態 整層使用
10900462
Lin
NaN
中山區
25.055440
121.542941
Entire home/apt
10373
1
191
2018-11-25
3.27
3
321
267
2189427
Beautiful 2 bedroom sleeps 8
51827
Jan
NaN
大安區
25.041870
121.552286
Entire home/apt
6514
3
29
2018-10-19
0.51
19
277
274
2225550
Lovely 2 bedroom -3A
51827
Jan
NaN
大安區
25.032532
121.531342
Entire home/apt
5588
3
53
2018-11-18
0.92
19
338
275
2247361
2 Bedrooms Condo near Taipei 101 & MRT
9484293
Jay & Yve
NaN
信義區
25.031993
121.567018
Entire home/apt
4600
1
42
2018-11-24
0.72
1
333
277
2257263
近雙捷運 4房4衛浴 重新裝璜全新面貌 專屬打造旅遊住宿空間 非一般公寓型態 整層使用出租8...
10900462
Lin
NaN
中山區
25.055198
121.542227
Entire home/apt
10373
1
21
2018-10-21
0.37
3
322
278
2257570
近雙捷運 4房4衛浴 重新裝璜 專屬打造旅遊住宿空間 非一般公寓型態 整層公寓使用出租 8...
10900462
Lin
NaN
中山區
25.055540
121.544055
Entire home/apt
10373
1
21
2018-09-09
0.37
3
322
280
2263430
4房3浴 - 一幫人一起玩!
3705836
Gordon
NaN
內湖區
25.066410
121.585677
Entire home/apt
4322
1
68
2017-11-26
1.19
11
149
296
2395328
Large 3 bedroom w/ basemnt sleeps 6
51827
Jan
NaN
中正區
25.036639
121.529111
Entire home/apt
7193
4
22
2018-10-21
0.38
19
46
297
2407037
2 min to metro and famous park
2731140
Hetheria
NaN
信義區
25.017658
121.560930
Entire home/apt
7903
5
6
2016-07-04
0.11
2
149
301
2432966
台北西門町
7295452
Richard
NaN
萬華區
25.042480
121.504572
Entire home/apt
4507
2
127
2018-11-05
2.41
2
132
307
2458318
Lovely 2 bedroom-4A
51827
Jan
NaN
大安區
25.031213
121.530864
Entire home/apt
5588
3
37
2018-11-20
0.64
19
248
308
2462278
Lovely ZX 1.5 bedrooms sleeps 4
51827
Jan
NaN
大安區
25.042118
121.549735
Entire home/apt
4013
4
29
2018-11-20
0.51
19
262
315
2502220
Lovely 2 bedroom-5A
51827
Jan
NaN
大安區
25.031285
121.532422
Entire home/apt
5588
3
54
2018-11-14
0.94
19
111
332
2656315
Taipei Manor II
32611
Danny
NaN
大安區
25.041230
121.542595
Entire home/apt
8613
2
103
2018-11-18
1.89
4
135
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
8850
29789424
抬頭可看到Taipei101+ 完全獨享的三房空間,在1樓免爬樓梯
70086064
晴宇Chinyu
NaN
信義區
25.025422
121.568815
Entire home/apt
5094
1
0
NaN
NaN
4
90
8851
29789608
跨年夜溫馨房
181565656
Winnie
NaN
大安區
25.028951
121.556278
Private room
5989
2
0
NaN
NaN
4
47
8858
29807554
Superior Quad Family
223763326
Kevin
NaN
萬華區
25.045955
121.506885
Private room
7996
1
0
NaN
NaN
5
130
8861
29832161
Hotel June 駿宇文創飯店尊爵套房Premier Suite
211221965
駿宇飯店
NaN
內湖區
25.071070
121.591244
Private room
8891
1
0
NaN
NaN
4
365
8862
29833997
新BBB捷運MRT西門町 電梯大樓
61601432
樂活
NaN
萬華區
25.046601
121.504806
Entire home/apt
6390
1
0
NaN
NaN
8
2
8865
29834718
5✯Majestic Jade Suites -Luxe 3Bdrm @TPEMainSta...
216145503
Luxe Stay
NaN
中正區
25.047857
121.518210
Entire home/apt
7749
1
1
2018-11-09
1.00
2
51
8874
29848578
位於忠孝東路上,近信義商圈,跨年團客入住的好去處
88100253
畢姬
NaN
大安區
25.041794
121.539217
Entire home/apt
15992
4
0
NaN
NaN
1
4
8882
29863158
5B3b Dream Home, 257 sq. m/3 min to Tech.Build...
1398361
Roger
NaN
大安區
25.028263
121.541477
Entire home/apt
6637
2
2
2018-11-23
2.00
11
64
8905
29931374
DaShing 台北101信義新光三越 5mins
225042041
達興
NaN
信義區
25.038578
121.575938
Entire home/apt
4631
5
0
NaN
NaN
1
19
8922
29957695
8. 西門紅樓劇場 30秒捷運站 適合家庭 團體 30秒捷運出口 便利宅
50803756
志明
NaN
中正區
25.041041
121.508985
Entire home/apt
5989
2
0
NaN
NaN
9
325
8929
29976837
101共享公寓2號館~share house ,co-living 信義微風,市府站, 團體...
92198224
Alex
NaN
信義區
25.042384
121.568788
Private room
5989
2
0
NaN
NaN
2
19
8936
29999814
Landmark 101✯ Luxe Stay - right across #Taipei101
110107126
Luxe Taipei
NaN
信義區
25.032261
121.564182
Entire home/apt
4168
1
2
2018-11-18
2.00
14
172
8939
30002118
台北頂級紓壓之旅 在喧鬧的城市中 逛完101大樓,通化夜市並享受沐足與專業芳療按摩可住宿
225402863
芊玉
NaN
大安區
25.032425
121.556115
Entire home/apt
4507
1
1
2018-11-26
1.00
1
364
8961
30057319
#8優質溫馨家庭首選/5間臥房/可9人入住/台北101旁
146254191
Adam&Ruby*
NaN
信義區
25.033156
121.574850
Entire home/apt
5557
2
0
NaN
NaN
3
29
8970
30092141
關渡站30秒瘋跨年101直達整套房子
54704596
Jenny
NaN
北投區
25.127578
121.467497
Entire home/apt
6977
1
0
NaN
NaN
17
55
8971
30092460
K. SUITE ROOM WITH WINDOW
117227805
冠富
NaN
中正區
25.029757
121.520211
Private room
4785
7
0
NaN
NaN
2
169
8987
30116174
Shante, you stay in Central Taipei
104650187
Ennovy
NaN
大安區
25.031619
121.544488
Private room
7008
3
0
NaN
NaN
1
23
8988
30116185
漫步師大1MN/ 大庭院 4 房2衛浴/可住11人
119870232
Min Min
NaN
大安區
25.025377
121.532301
Entire home/apt
4785
2
0
NaN
NaN
14
177
8989
30120316
*全新裝潢* 北歐小公寓 (private apartment, English speak...
24237779
珊
NaN
大同區
25.054104
121.514125
Entire home/apt
5989
3
0
NaN
NaN
3
67
8993
30133964
*全新裝潢* 無印風小套房(master room with toilet)
24237779
珊
NaN
大同區
25.053611
121.513146
Private room
5989
2
0
NaN
NaN
3
86
9002
30142097
民權西路站 MRT 跨年直達101.象山煙火秀不用轉車(雙人間套房B)
54704596
Jenny
NaN
中山區
25.064170
121.523372
Private room
4970
1
0
NaN
NaN
17
1
9017
30190690
房
202517501
育瑩
NaN
大安區
25.039671
121.536875
Private room
5001
1
0
NaN
NaN
1
90
9052
30261453
【8-11人】古典歐風(國父紀念館捷運站3分鐘)提供嬰兒用品&各式遊戲設備｡
39303086
Jimmy
NaN
松山區
25.045146
121.557652
Entire home/apt
7996
2
0
NaN
NaN
7
358
9056
30273867
民權西路MRT 3min 直達101.象山跨年煙火秀迷你雙人床間(附私人衛生間)酒店套房(D)
54704596
Jenny
NaN
中山區
25.062708
121.523033
Private room
5279
1
0
NaN
NaN
17
1
9057
30274042
民權西路MRT 3 min 星級酒店雙人套房(附私人衛生間直達101.象山.煙火秀瘋跨年(...
54704596
Jenny
NaN
中山區
25.063873
121.523797
Private room
5588
1
0
NaN
NaN
17
1
9071
30289135
開放預訂MiMi's Manor@近TPE101 2B2B MRT市府站/新裝潢/100m²...
106793820
Mimi & J.X.
NaN
信義區
25.043454
121.568243
Entire home/apt
4013
2
1
NaN
NaN
1
170
9073
30294618
民權西路MRT 3min Hotel house 直達101.象山跨年煙花西門町進北車(雙人...
54704596
Jenny
NaN
中山區
25.063378
121.522199
Private room
5372
1
0
NaN
NaN
17
1
9079
30301089
Newly decorated & near MRT quiet house
227578098
Chen
NaN
文山區
25.001008
121.553457
Entire home/apt
5804
1
0
NaN
NaN
1
163
9080
30304648
台北正東區!百萬全新裝潢!Cozy family Apt!Da’an MRT 3 mins
25523787
J&B House
NaN
大安區
25.034321
121.545543
Entire home/apt
4600
3
0
NaN
NaN
20
84
9086
30322066
sample 1
47947662
Jack
NaN
萬華區
25.038317
121.501832
Entire home/apt
10003
2
0
NaN
NaN
6
361
953 rows × 16 columns
Missing data is very important in pandas dataframe/series operations. Pandas do element-to-element operations based on index. If the index does not match, it will produce a not-a-number (NaN) results.
In [24]:
A = pd.Series([2, 4, 6], index=[0, 1, 2])
B = pd.Series([1, 3, 5], index=[1, 2, 3])
A + B
Out[24]:
0 NaN
1 5.0
2 9.0
3 NaN
dtype: float64
In [25]:
A.add(B, fill_value=0)
Out[25]:
0 2.0
1 5.0
2 9.0
3 5.0
dtype: float64
The following table lists the upcasting conventions in Pandas when NA values are introduced:
| Typeclass | Conversion When Storing NAs | NA Sentinel Value |
|---|---|---|
floating |
No change | np.nan |
object |
No change | None or np.nan |
integer |
Cast to float64 |
np.nan |
boolean |
Cast to object |
None or np.nan |
Pandas treats None and NaN as essentially interchangeable for indicating missing or null values. They are convention functions to replace and find these values:
isnull(): Generate a boolean mask indicating missing valuesnotnull(): Opposite of isnull()dropna(): Return a filtered version of the datafillna(): Return a copy of the data with missing values filled or imputed
In [26]:
# Fill Zero
(A + B).fillna(0)
Out[26]:
0 0.0
1 5.0
2 9.0
3 0.0
dtype: float64
In [27]:
# forward-fill
(A + B).fillna(method='ffill')
Out[27]:
0 NaN
1 5.0
2 9.0
3 9.0
dtype: float64
In [28]:
# back-fill
(A + B).fillna(method='bfill')
Out[28]:
0 5.0
1 5.0
2 9.0
3 NaN
dtype: float64
In [29]:
airbnb_hongkong['price'].describe()
Out[29]:
count 9748.000000
mean 891.827554
std 2573.904847
min 0.000000
25% 360.000000
50% 580.000000
75% 901.000000
max 154511.000000
Name: price, dtype: float64
The following table summarizes some other built-in Pandas aggregations:
| Aggregation | Description |
|---|---|
count() |
Total number of items |
first(), last() |
First and last item |
mean(), median() |
Mean and median |
min(), max() |
Minimum and maximum |
std(), var() |
Standard deviation and variance |
mad() |
Mean absolute deviation |
prod() |
Product of all items |
sum() |
Sum of all items |
In [30]:
data_grouped = airbnb_hongkong.groupby(['neighbourhood'])
data_mean = data_grouped['price'].mean()
data_mean
Out[30]:
neighbourhood
Central & Western 884.756370
Eastern 705.987342
Islands 784.772102
Kowloon City 1324.905085
Kwai Tsing 767.194030
Kwun Tong 447.380000
North 475.710692
Sai Kung 859.295302
Sha Tin 741.455357
Sham Shui Po 523.995283
Southern 2419.149533
Tai Po 3104.775510
Tsuen Wan 1811.958904
Tuen Mun 756.256757
Wan Chai 859.763719
Wong Tai Sin 482.892857
Yau Tsim Mong 895.128968
Yuen Long 542.068376
Name: price, dtype: float64
In [31]:
data_mean = airbnb_taiwan.groupby(['neighbourhood'])['price'].mean()
data_mean
Out[31]:
neighbourhood
中山區 3395.715441
中正區 1796.564677
信義區 3473.163580
內湖區 2480.067901
北投區 3518.253731
南港區 1774.622642
士林區 1855.040541
大同區 2842.762684
大安區 2539.201574
文山區 1691.855000
松山區 2862.146341
萬華區 2306.560197
Name: price, dtype: float64
In [32]:
airbnb_taiwan.groupby(['room_type']).id.count()
Out[32]:
room_type
Entire home/apt 4880
Private room 3497
Shared room 711
Name: id, dtype: int64
In [33]:
airbnb_hongkong.groupby(['room_type']).id.count()
Out[33]:
room_type
Entire home/apt 5010
Private room 4250
Shared room 488
Name: id, dtype: int64
In [34]:
airbnb_taiwan.groupby(['room_type'])['price'].describe()
Out[34]:
count
mean
std
min
25%
50%
75%
max
room_type
Entire home/apt
4880.0
2840.824590
15338.665732
0.0
1297.0
1852.0
2871.0
1000005.0
Private room
3497.0
2563.016014
12421.623984
309.0
895.0
1235.0
2007.0
308720.0
Shared room
711.0
1266.544304
11319.447194
62.0
463.0
556.0
741.0
300014.0
In [35]:
airbnb_hongkong.groupby(['room_type'])['price'].describe()
Out[35]:
count
mean
std
min
25%
50%
75%
max
room_type
Entire home/apt
5010.0
1086.218563
2986.377910
0.0
588.0
799.0
1097.0
154511.0
Private room
4250.0
707.379529
1983.012283
0.0
298.0
400.0
548.0
78000.0
Shared room
488.0
502.493852
2391.303457
78.0
149.0
204.0
290.0
44997.0
In [36]:
airbnb = pd.concat([airbnb_taiwan, airbnb_hongkong], keys=['taiwan', 'hongkong'])
airbnb
Out[36]:
id
name
host_id
host_name
neighbourhood_group
neighbourhood
latitude
longitude
room_type
price
minimum_nights
number_of_reviews
last_review
reviews_per_month
calculated_host_listings_count
availability_365
taiwan
0
68396
Zhongxiao Dunhua Studio C near MRT
339014
Lisa
NaN
大安區
25.042580
121.553647
Entire home/apt
1544
7
2
2018-06-20
0.03
13
296
1
68398
Tonghua Vacation Studio C
339014
Lisa
NaN
大安區
25.029253
121.555609
Entire home/apt
926
30
6
2016-12-04
0.08
13
313
2
74641
黑白雙人房@南京復興站｡小巨蛋斜對面｡溫泉式浴缸｡
393116
Yi-Wan
NaN
松山區
25.051587
121.547473
Private room
1544
2
43
2018-11-19
0.50
4
44
3
74643
小巨蛋｡南京復興站溫馨套房
393116
Yi-Wan
NaN
松山區
25.050674
121.545683
Private room
1297
2
45
2018-10-21
0.48
4
71
4
178036
單人床位 Single bunk bed [mixed dorm for 4pax]
851825
TaipeiTaipei Hostel
NaN
中正區
25.044877
121.513047
Shared room
401
1
51
2018-10-28
0.57
8
341
5
237684
Family Presidential Loft
339014
Lisa
NaN
大安區
25.027938
121.547807
Entire home/apt
4013
7
2
2015-01-08
0.04
13
336
6
266837
3B2b - 3 Min to MRT, 101 & Night Market Flair
1398361
Roger
NaN
大安區
25.031063
121.554080
Entire home/apt
3242
1
100
2018-11-08
1.17
11
55
7
268604
Flowery Garden One Bedroom
339014
Lisa
NaN
信義區
25.024818
121.554118
Entire home/apt
1544
30
0
NaN
NaN
13
276
8
271733
Taipei Rooftop - Whole apartment!
242033
Robyn And David
NaN
文山區
25.003841
121.555726
Entire home/apt
1297
4
51
2018-10-21
0.61
1
61
9
289296
Fabulous studio - Center Taipei
1338052
Herman
NaN
大安區
25.043352
121.550069
Entire home/apt
2562
28
22
2018-11-15
0.45
2
365
10
289298
Fabulous Studio in heart of Taipei
1338052
Herman
NaN
中山區
25.080069
121.559081
Entire home/apt
1729
1
128
2018-11-12
1.89
2
330
11
333362
2min walk to MRT, Quiet good sleep
1698423
Jojo
NaN
中山區
25.079207
121.551280
Entire home/apt
1327
365
79
2015-08-26
0.96
1
365
12
357836
CENTER CITY GEM 2B1b - Daan District, MRT 2.5 min
1398361
Roger
NaN
大安區
25.027043
121.543300
Entire home/apt
2778
2
92
2018-11-02
1.15
11
150
13
370310
Double Room/Co-living/Guting MRT 3min/Shida/Cozy
1866388
Eight
NaN
中正區
25.023209
121.523404
Private room
1389
1
0
NaN
NaN
9
178
14
370312
Ensuite Triple Room/Co-living/Guting MRT 3min
1866388
Eight
NaN
中正區
25.022947
121.522561
Private room
2038
1
6
2018-04-14
0.07
9
265
15
375720
CENTER CITY 1B1b, Daan District, MRT 2.5 Min
1398361
Roger
NaN
大安區
25.028664
121.543304
Entire home/apt
1235
3
74
2018-11-25
0.91
11
58
16
419399
Boutique Loft@East Village(東區)
6629707
Loft87
NaN
松山區
25.048143
121.545792
Entire home/apt
2007
30
134
2017-12-07
1.67
5
351
17
432223
Cozy Suite. 3 Min Walk to ZhongxiaoFuxing MRT
2121659
Jack
NaN
大安區
25.042558
121.544605
Private room
2192
1
83
2018-11-26
1.11
23
354
18
432237
Cozy Suite. 3 Min Walk to Zhongxiao Fuxing MRT
2121659
Jack
NaN
大安區
25.042679
121.543367
Private room
2593
1
78
2018-11-21
1.01
23
355
19
458195
Cozy Suite. 3 Min Walk to Zhongxiao Fuxing MRT
2121659
Jack
NaN
大安區
25.044299
121.544010
Private room
1513
1
57
2018-08-04
0.72
23
356
20
458196
Cozy Suite. 3 Min Walk to Zhongxiao Fuxing MRT
2121659
Jack
NaN
大安區
25.043705
121.545438
Private room
1698
1
26
2018-08-16
0.33
23
352
21
637720
Single Room/Co-living/Guting MRT 3min/Shida/Cozy
1866388
Eight
NaN
中正區
25.023505
121.521887
Private room
1050
1
6
2018-06-09
0.08
9
167
22
642746
單人床位 Single bunk bed [Mixed dorm for 12pax]
851825
TaipeiTaipei Hostel
NaN
中正區
25.045322
121.514903
Shared room
463
1
24
2018-10-02
0.35
8
332
23
642748
單人床位 Single bunk bed [female dorm for 10pax]
851825
TaipeiTaipei Hostel
NaN
中正區
25.044201
121.511996
Shared room
340
1
33
2018-10-23
0.44
8
332
24
646629
Skygarden central rooftop apartment
3204303
Kate
NaN
大安區
25.018454
121.532289
Entire home/apt
2624
2
209
2018-11-11
2.86
1
142
25
694446
Private suites in Taipei Shihlin 天母
3554221
Sophie
NaN
士林區
25.113040
121.534539
Entire home/apt
864
3
148
2018-10-16
1.99
2
47
26
697749
Tonghua Vacation Studio A
339014
Lisa
NaN
大安區
25.029139
121.556228
Entire home/apt
926
30
2
2017-12-15
0.04
13
89
27
697760
Tonghua Vacation Studio D
339014
Lisa
NaN
大安區
25.030479
121.553921
Entire home/apt
926
30
1
2016-08-31
0.04
13
118
28
697805
Tonghua Vacation Studio E
339014
Lisa
NaN
大安區
25.029986
121.554344
Entire home/apt
926
30
3
2018-09-21
0.05
13
313
29
713379
Relaxing & Tranquil near Beitou MRT
3671183
Chih Chih
NaN
北投區
25.143394
121.505699
Entire home/apt
2809
2
35
2016-01-01
0.48
1
360
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
hongkong
9718
29950902
2BR Kennedy Town Sea View apartment, 3 min MTR
23389042
Monica
NaN
Central & Western
22.284326
114.131053
Entire home/apt
854
2
0
NaN
NaN
1
25
9719
29951556
Многоквартирный дом в г. New territories (hk)
225188851
Виктор
NaN
Tsuen Wan
22.392799
114.111149
Entire home/apt
517
1
1
2018-11-12
1.00
1
5
9720
29951980
I'm like Jordan when it's crunch time
225192549
Yioao
NaN
Sham Shui Po
22.337453
114.140567
Entire home/apt
588
1
1
2018-11-12
1.00
1
10
9721
29952098
Cozy and Quiet One bedroom Central/Midlevel
41231401
Lucile
NaN
Central & Western
22.281767
114.150863
Entire home/apt
799
2
0
NaN
NaN
1
40
9722
29952115
Beautiful Hong Kong Apartment with Panoramic v...
45033110
Angelica
NaN
Wan Chai
22.268493
114.184933
Entire home/apt
1003
5
0
NaN
NaN
1
52
9723
29954239
旺角新裝房間連獨立衛浴New renovated rm w/ private bathroom1
177167703
Mani
NaN
Yau Tsim Mong
22.319840
114.169082
Private room
251
1
0
NaN
NaN
8
11
9724
29956652
位於Hong kong的long-term rental apartment
16482617
Junpeng
NaN
Sha Tin
22.385056
114.203711
Private room
353
30
0
NaN
NaN
1
78
9725
29964903
旺角地铁站朗豪坊1分钟路程 两房一厅高层豪华装修 方便整洁干净舒适 适合4人家庭入住非常舒服...
181808933
汝聰
NaN
Yau Tsim Mong
22.319298
114.166809
Entire home/apt
901
1
0
NaN
NaN
4
170
9726
29966722
#S11銅鑼灣大廈公寓式住宅
198109516
Yumi
NaN
Wan Chai
22.282748
114.185611
Private room
462
30
0
NaN
NaN
12
358
9727
29967083
#S10銅鑼灣大廈公寓式住宅
198109516
Yumi
NaN
Wan Chai
22.281390
114.185776
Private room
501
30
0
NaN
NaN
12
358
9728
29967300
#S14銅鑼灣新唐大廈公寓式住宅
198109516
Yumi
NaN
Wan Chai
22.282719
114.185579
Private room
462
30
0
NaN
NaN
12
358
9729
29967801
大浴缸~95平方豪华舒适大公寓~罗湖口岸 国贸 东门步行街附近~
144900036
尹Home
NaN
North
22.545376
114.139288
Entire home/apt
525
1
0
NaN
NaN
1
26
9730
29968887
Cozy, fully furnished studio. Great location
13314237
Galina
NaN
Wan Chai
22.278405
114.187348
Entire home/apt
1003
1
0
NaN
NaN
1
24
9731
29969025
2bedrooms for family and business suite 兩房酒店式服務住宅
34186903
Lady Kitty
NaN
Kwai Tsing
22.367690
114.136358
Entire home/apt
2146
2
0
NaN
NaN
5
348
9732
29970423
Cozy place in Quarry Bay district
185125246
Leslie
NaN
Eastern
22.287976
114.209838
Entire home/apt
650
3
0
NaN
NaN
1
41
9733
29972391
Sham Sui Po --- Room for 1 person with lift ! ...
97240131
Jov
NaN
Sham Shui Po
22.332011
114.162223
Private room
133
29
0
NaN
NaN
129
364
9734
29972524
全新推平價舒適套房 New Cosy Apartment w/ bathroom 1 min...
199393671
Simon
NaN
Eastern
22.291024
114.198829
Private room
251
1
0
NaN
NaN
2
2
9735
29974528
Quarry Bay Fully Furnished En-suite/ Studio Fl...
180769747
Willie
NaN
Eastern
22.292098
114.206284
Entire home/apt
447
4
0
NaN
NaN
5
59
9736
29975245
Excellent Night View+1000sqf Home+Great Apartment
22072053
Ke
NaN
Eastern
22.289198
114.198639
Entire home/apt
1598
7
0
NaN
NaN
2
17
9737
29975810
New Space capsule - Fortress Hill 5 min 1-10pp
50172398
Gloria
NaN
Eastern
22.289369
114.197689
Shared room
251
1
0
NaN
NaN
15
363
9738
29976230
Private room near MTR TST,Kowloon
223636327
Hyacinth
NaN
Yau Tsim Mong
22.318819
114.170554
Private room
517
1
0
NaN
NaN
9
365
9739
29976496
Room near Olympic MTR (D3)
22526593
Elena
NaN
Yau Tsim Mong
22.320723
114.162113
Private room
251
7
0
NaN
NaN
3
337
9740
29976697
阳台双层床
187734311
Lulu
NaN
Wan Chai
22.278961
114.183166
Private room
360
1
0
NaN
NaN
11
176
9741
29977394
City center Studio short term rental JORDAN MT...
21591327
Winnie
NaN
Yau Tsim Mong
22.303997
114.169955
Entire home/apt
384
1
0
NaN
NaN
46
86
9742
29977469
Double room in Mid-levels -right off the escal...
61138196
Leigh
NaN
Central & Western
22.279475
114.151054
Private room
854
21
0
NaN
NaN
2
74
9743
29978798
Private room near SOHO area
223636327
Hyacinth
NaN
Central & Western
22.283563
114.154237
Shared room
501
1
0
NaN
NaN
9
364
9744
29979141
Poplar Street Luxury Studio *5C
14861546
Tane Residence
NaN
Sham Shui Po
22.327897
114.165099
Entire home/apt
517
60
0
NaN
NaN
87
350
9745
29980501
Spacious Studio for Rent
223163743
Shiela
NaN
Yau Tsim Mong
22.297518
114.172916
Entire home/apt
423
2
0
NaN
NaN
2
19
9746
29980775
Cosy room Wan Chai
26088342
Solène
NaN
Wan Chai
22.278774
114.179508
Entire home/apt
439
1
0
NaN
NaN
1
35
9747
29983045
budget room(2-3ppl)-living with locals-large p...
22647240
Jojo
NaN
Kwun Tong
22.308511
114.226215
Private room
384
2
0
NaN
NaN
7
50
18836 rows × 16 columns
In [37]:
airbnb.index
Out[37]:
MultiIndex(levels=[['taiwan', 'hongkong'], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 500, 501, 502, 503, 504, 505, 506, 507, 508, 509, 510, 511, 512, 513, 514, 515, 516, 517, 518, 519, 520, 521, 522, 523, 524, 525, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585, 586, 587, 588, 589, 590, 591, 592, 593, 594, 595, 596, 597, 598, 599, 600, 601, 602, 603, 604, 605, 606, 607, 608, 609, 610, 611, 612, 613, 614, 615, 616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641, 642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654, 655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 700, 701, 702, 703, 704, 705, 706, 707, 708, 709, 710, 711, 712, 713, 714, 715, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 740, 741, 742, 743, 744, 745, 746, 747, 748, 749, 750, 751, 752, 753, 754, 755, 756, 757, 758, 759, 760, 761, 762, 763, 764, 765, 766, 767, 768, 769, 770, 771, 772, 773, 774, 775, 776, 777, 778, 779, 780, 781, 782, 783, 784, 785, 786, 787, 788, 789, 790, 791, 792, 793, 794, 795, 796, 797, 798, 799, 800, 801, 802, 803, 804, 805, 806, 807, 808, 809, 810, 811, 812, 813, 814, 815, 816, 817, 818, 819, 820, 821, 822, 823, 824, 825, 826, 827, 828, 829, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847, 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873, 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 921, 922, 923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 974, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990, 991, 992, 993, 994, 995, 996, 997, 998, 999, 1000, 1001, 1002, 1003, 1004, 1005, 1006, 1007, 1008, 1009, 1010, 1011, 1012, 1013, 1014, 1015, 1016, 1017, 1018, 1019, 1020, 1021, 1022, 1023, 1024, 1025, 1026, 1027, 1028, 1029, 1030, 1031, 1032, 1033, 1034, 1035, 1036, 1037, 1038, 1039, 1040, 1041, 1042, 1043, 1044, 1045, 1046, 1047, 1048, 1049, 1050, 1051, 1052, 1053, 1054, 1055, 1056, 1057, 1058, 1059, 1060, 1061, 1062, 1063, 1064, 1065, 1066, 1067, 1068, 1069, 1070, 1071, 1072, 1073, 1074, 1075, 1076, 1077, 1078, 1079, 1080, 1081, 1082, 1083, 1084, 1085, 1086, 1087, 1088, 1089, 1090, 1091, 1092, 1093, 1094, 1095, 1096, 1097, 1098, 1099, 1100, 1101, 1102, 1103, 1104, 1105, 1106, 1107, 1108, 1109, 1110, 1111, 1112, 1113, 1114, 1115, 1116, 1117, 1118, 1119, 1120, 1121, 1122, 1123, 1124, 1125, 1126, 1127, 1128, 1129, 1130, 1131, 1132, 1133, 1134, 1135, 1136, 1137, 1138, 1139, 1140, 1141, 1142, 1143, 1144, 1145, 1146, 1147, 1148, 1149, 1150, 1151, 1152, 1153, 1154, 1155, 1156, 1157, 1158, 1159, 1160, 1161, 1162, 1163, 1164, 1165, 1166, 1167, 1168, 1169, 1170, 1171, 1172, 1173, 1174, 1175, 1176, 1177, 1178, 1179, 1180, 1181, 1182, 1183, 1184, 1185, 1186, 1187, 1188, 1189, 1190, 1191, 1192, 1193, 1194, 1195, 1196, 1197, 1198, 1199, 1200, 1201, 1202, 1203, 1204, 1205, 1206, 1207, 1208, 1209, 1210, 1211, 1212, 1213, 1214, 1215, 1216, 1217, 1218, 1219, 1220, 1221, 1222, 1223, 1224, 1225, 1226, 1227, 1228, 1229, 1230, 1231, 1232, 1233, 1234, 1235, 1236, 1237, 1238, 1239, 1240, 1241, 1242, 1243, 1244, 1245, 1246, 1247, 1248, 1249, 1250, 1251, 1252, 1253, 1254, 1255, 1256, 1257, 1258, 1259, 1260, 1261, 1262, 1263, 1264, 1265, 1266, 1267, 1268, 1269, 1270, 1271, 1272, 1273, 1274, 1275, 1276, 1277, 1278, 1279, 1280, 1281, 1282, 1283, 1284, 1285, 1286, 1287, 1288, 1289, 1290, 1291, 1292, 1293, 1294, 1295, 1296, 1297, 1298, 1299, 1300, 1301, 1302, 1303, 1304, 1305, 1306, 1307, 1308, 1309, 1310, 1311, 1312, 1313, 1314, 1315, 1316, 1317, 1318, 1319, 1320, 1321, 1322, 1323, 1324, 1325, 1326, 1327, 1328, 1329, 1330, 1331, 1332, 1333, 1334, 1335, 1336, 1337, 1338, 1339, 1340, 1341, 1342, 1343, 1344, 1345, 1346, 1347, 1348, 1349, 1350, 1351, 1352, 1353, 1354, 1355, 1356, 1357, 1358, 1359, 1360, 1361, 1362, 1363, 1364, 1365, 1366, 1367, 1368, 1369, 1370, 1371, 1372, 1373, 1374, 1375, 1376, 1377, 1378, 1379, 1380, 1381, 1382, 1383, 1384, 1385, 1386, 1387, 1388, 1389, 1390, 1391, 1392, 1393, 1394, 1395, 1396, 1397, 1398, 1399, 1400, 1401, 1402, 1403, 1404, 1405, 1406, 1407, 1408, 1409, 1410, 1411, 1412, 1413, 1414, 1415, 1416, 1417, 1418, 1419, 1420, 1421, 1422, 1423, 1424, 1425, 1426, 1427, 1428, 1429, 1430, 1431, 1432, 1433, 1434, 1435, 1436, 1437, 1438, 1439, 1440, 1441, 1442, 1443, 1444, 1445, 1446, 1447, 1448, 1449, 1450, 1451, 1452, 1453, 1454, 1455, 1456, 1457, 1458, 1459, 1460, 1461, 1462, 1463, 1464, 1465, 1466, 1467, 1468, 1469, 1470, 1471, 1472, 1473, 1474, 1475, 1476, 1477, 1478, 1479, 1480, 1481, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1503, 1504, 1505, 1506, 1507, 1508, 1509, 1510, 1511, 1512, 1513, 1514, 1515, 1516, 1517, 1518, 1519, 1520, 1521, 1522, 1523, 1524, 1525, 1526, 1527, 1528, 1529, 1530, 1531, 1532, 1533, 1534, 1535, 1536, 1537, 1538, 1539, 1540, 1541, 1542, 1543, 1544, 1545, 1546, 1547, 1548, 1549, 1550, 1551, 1552, 1553, 1554, 1555, 1556, 1557, 1558, 1559, 1560, 1561, 1562, 1563, 1564, 1565, 1566, 1567, 1568, 1569, 1570, 1571, 1572, 1573, 1574, 1575, 1576, 1577, 1578, 1579, 1580, 1581, 1582, 1583, 1584, 1585, 1586, 1587, 1588, 1589, 1590, 1591, 1592, 1593, 1594, 1595, 1596, 1597, 1598, 1599, 1600, 1601, 1602, 1603, 1604, 1605, 1606, 1607, 1608, 1609, 1610, 1611, 1612, 1613, 1614, 1615, 1616, 1617, 1618, 1619, 1620, 1621, 1622, 1623, 1624, 1625, 1626, 1627, 1628, 1629, 1630, 1631, 1632, 1633, 1634, 1635, 1636, 1637, 1638, 1639, 1640, 1641, 1642, 1643, 1644, 1645, 1646, 1647, 1648, 1649, 1650, 1651, 1652, 1653, 1654, 1655, 1656, 1657, 1658, 1659, 1660, 1661, 1662, 1663, 1664, 1665, 1666, 1667, 1668, 1669, 1670, 1671, 1672, 1673, 1674, 1675, 1676, 1677, 1678, 1679, 1680, 1681, 1682, 1683, 1684, 1685, 1686, 1687, 1688, 1689, 1690, 1691, 1692, 1693, 1694, 1695, 1696, 1697, 1698, 1699, 1700, 1701, 1702, 1703, 1704, 1705, 1706, 1707, 1708, 1709, 1710, 1711, 1712, 1713, 1714, 1715, 1716, 1717, 1718, 1719, 1720, 1721, 1722, 1723, 1724, 1725, 1726, 1727, 1728, 1729, 1730, 1731, 1732, 1733, 1734, 1735, 1736, 1737, 1738, 1739, 1740, 1741, 1742, 1743, 1744, 1745, 1746, 1747, 1748, 1749, 1750, 1751, 1752, 1753, 1754, 1755, 1756, 1757, 1758, 1759, 1760, 1761, 1762, 1763, 1764, 1765, 1766, 1767, 1768, 1769, 1770, 1771, 1772, 1773, 1774, 1775, 1776, 1777, 1778, 1779, 1780, 1781, 1782, 1783, 1784, 1785, 1786, 1787, 1788, 1789, 1790, 1791, 1792, 1793, 1794, 1795, 1796, 1797, 1798, 1799, 1800, 1801, 1802, 1803, 1804, 1805, 1806, 1807, 1808, 1809, 1810, 1811, 1812, 1813, 1814, 1815, 1816, 1817, 1818, 1819, 1820, 1821, 1822, 1823, 1824, 1825, 1826, 1827, 1828, 1829, 1830, 1831, 1832, 1833, 1834, 1835, 1836, 1837, 1838, 1839, 1840, 1841, 1842, 1843, 1844, 1845, 1846, 1847, 1848, 1849, 1850, 1851, 1852, 1853, 1854, 1855, 1856, 1857, 1858, 1859, 1860, 1861, 1862, 1863, 1864, 1865, 1866, 1867, 1868, 1869, 1870, 1871, 1872, 1873, 1874, 1875, 1876, 1877, 1878, 1879, 1880, 1881, 1882, 1883, 1884, 1885, 1886, 1887, 1888, 1889, 1890, 1891, 1892, 1893, 1894, 1895, 1896, 1897, 1898, 1899, 1900, 1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913, 1914, 1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922, 1923, 1924, 1925, 1926, 1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935, 1936, 1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947, 1948, 1949, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026, 2027, 2028, 2029, 2030, 2031, 2032, 2033, 2034, 2035, 2036, 2037, 2038, 2039, 2040, 2041, 2042, 2043, 2044, 2045, 2046, 2047, 2048, 2049, 2050, 2051, 2052, 2053, 2054, 2055, 2056, 2057, 2058, 2059, 2060, 2061, 2062, 2063, 2064, 2065, 2066, 2067, 2068, 2069, 2070, 2071, 2072, 2073, 2074, 2075, 2076, 2077, 2078, 2079, 2080, 2081, 2082, 2083, 2084, 2085, 2086, 2087, 2088, 2089, 2090, 2091, 2092, 2093, 2094, 2095, 2096, 2097, 2098, 2099, 2100, 2101, 2102, 2103, 2104, 2105, 2106, 2107, 2108, 2109, 2110, 2111, 2112, 2113, 2114, 2115, 2116, 2117, 2118, 2119, 2120, 2121, 2122, 2123, 2124, 2125, 2126, 2127, 2128, 2129, 2130, 2131, 2132, 2133, 2134, 2135, 2136, 2137, 2138, 2139, 2140, 2141, 2142, 2143, 2144, 2145, 2146, 2147, 2148, 2149, 2150, 2151, 2152, 2153, 2154, 2155, 2156, 2157, 2158, 2159, 2160, 2161, 2162, 2163, 2164, 2165, 2166, 2167, 2168, 2169, 2170, 2171, 2172, 2173, 2174, 2175, 2176, 2177, 2178, 2179, 2180, 2181, 2182, 2183, 2184, 2185, 2186, 2187, 2188, 2189, 2190, 2191, 2192, 2193, 2194, 2195, 2196, 2197, 2198, 2199, 2200, 2201, 2202, 2203, 2204, 2205, 2206, 2207, 2208, 2209, 2210, 2211, 2212, 2213, 2214, 2215, 2216, 2217, 2218, 2219, 2220, 2221, 2222, 2223, 2224, 2225, 2226, 2227, 2228, 2229, 2230, 2231, 2232, 2233, 2234, 2235, 2236, 2237, 2238, 2239, 2240, 2241, 2242, 2243, 2244, 2245, 2246, 2247, 2248, 2249, 2250, 2251, 2252, 2253, 2254, 2255, 2256, 2257, 2258, 2259, 2260, 2261, 2262, 2263, 2264, 2265, 2266, 2267, 2268, 2269, 2270, 2271, 2272, 2273, 2274, 2275, 2276, 2277, 2278, 2279, 2280, 2281, 2282, 2283, 2284, 2285, 2286, 2287, 2288, 2289, 2290, 2291, 2292, 2293, 2294, 2295, 2296, 2297, 2298, 2299, 2300, 2301, 2302, 2303, 2304, 2305, 2306, 2307, 2308, 2309, 2310, 2311, 2312, 2313, 2314, 2315, 2316, 2317, 2318, 2319, 2320, 2321, 2322, 2323, 2324, 2325, 2326, 2327, 2328, 2329, 2330, 2331, 2332, 2333, 2334, 2335, 2336, 2337, 2338, 2339, 2340, 2341, 2342, 2343, 2344, 2345, 2346, 2347, 2348, 2349, 2350, 2351, 2352, 2353, 2354, 2355, 2356, 2357, 2358, 2359, 2360, 2361, 2362, 2363, 2364, 2365, 2366, 2367, 2368, 2369, 2370, 2371, 2372, 2373, 2374, 2375, 2376, 2377, 2378, 2379, 2380, 2381, 2382, 2383, 2384, 2385, 2386, 2387, 2388, 2389, 2390, 2391, 2392, 2393, 2394, 2395, 2396, 2397, 2398, 2399, 2400, 2401, 2402, 2403, 2404, 2405, 2406, 2407, 2408, 2409, 2410, 2411, 2412, 2413, 2414, 2415, 2416, 2417, 2418, 2419, 2420, 2421, 2422, 2423, 2424, 2425, 2426, 2427, 2428, 2429, 2430, 2431, 2432, 2433, 2434, 2435, 2436, 2437, 2438, 2439, 2440, 2441, 2442, 2443, 2444, 2445, 2446, 2447, 2448, 2449, 2450, 2451, 2452, 2453, 2454, 2455, 2456, 2457, 2458, 2459, 2460, 2461, 2462, 2463, 2464, 2465, 2466, 2467, 2468, 2469, 2470, 2471, 2472, 2473, 2474, 2475, 2476, 2477, 2478, 2479, 2480, 2481, 2482, 2483, 2484, 2485, 2486, 2487, 2488, 2489, 2490, 2491, 2492, 2493, 2494, 2495, 2496, 2497, 2498, 2499, 2500, 2501, 2502, 2503, 2504, 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8624, 8625, 8626, 8627, 8628, 8629, 8630, 8631, 8632, 8633, 8634, 8635, 8636, 8637, 8638, 8639, 8640, 8641, 8642, 8643, 8644, 8645, 8646, 8647, 8648, 8649, 8650, 8651, 8652, 8653, 8654, 8655, 8656, 8657, 8658, 8659, 8660, 8661, 8662, 8663, 8664, 8665, 8666, 8667, 8668, 8669, 8670, 8671, 8672, 8673, 8674, 8675, 8676, 8677, 8678, 8679, 8680, 8681, 8682, 8683, 8684, 8685, 8686, 8687, 8688, 8689, 8690, 8691, 8692, 8693, 8694, 8695, 8696, 8697, 8698, 8699, 8700, 8701, 8702, 8703, 8704, 8705, 8706, 8707, 8708, 8709, 8710, 8711, 8712, 8713, 8714, 8715, 8716, 8717, 8718, 8719, 8720, 8721, 8722, 8723, 8724, 8725, 8726, 8727, 8728, 8729, 8730, 8731, 8732, 8733, 8734, 8735, 8736, 8737, 8738, 8739, 8740, 8741, 8742, 8743, 8744, 8745, 8746, 8747, 8748, 8749, 8750, 8751, 8752, 8753, 8754, 8755, 8756, 8757, 8758, 8759, 8760, 8761, 8762, 8763, 8764, 8765, 8766, 8767, 8768, 8769, 8770, 8771, 8772, 8773, 8774, 8775, 8776, 8777, 8778, 8779, 8780, 8781, 8782, 8783, 8784, 8785, 8786, 8787, 8788, 8789, 8790, 8791, 8792, 8793, 8794, 8795, 8796, 8797, 8798, 8799, 8800, 8801, 8802, 8803, 8804, 8805, 8806, 8807, 8808, 8809, 8810, 8811, 8812, 8813, 8814, 8815, 8816, 8817, 8818, 8819, 8820, 8821, 8822, 8823, 8824, 8825, 8826, 8827, 8828, 8829, 8830, 8831, 8832, 8833, 8834, 8835, 8836, 8837, 8838, 8839, 8840, 8841, 8842, 8843, 8844, 8845, 8846, 8847, 8848, 8849, 8850, 8851, 8852, 8853, 8854, 8855, 8856, 8857, 8858, 8859, 8860, 8861, 8862, 8863, 8864, 8865, 8866, 8867, 8868, 8869, 8870, 8871, 8872, 8873, 8874, 8875, 8876, 8877, 8878, 8879, 8880, 8881, 8882, 8883, 8884, 8885, 8886, 8887, 8888, 8889, 8890, 8891, 8892, 8893, 8894, 8895, 8896, 8897, 8898, 8899, 8900, 8901, 8902, 8903, 8904, 8905, 8906, 8907, 8908, 8909, 8910, 8911, 8912, 8913, 8914, 8915, 8916, 8917, 8918, 8919, 8920, 8921, 8922, 8923, 8924, 8925, 8926, 8927, 8928, 8929, 8930, 8931, 8932, 8933, 8934, 8935, 8936, 8937, 8938, 8939, 8940, 8941, 8942, 8943, 8944, 8945, 8946, 8947, 8948, 8949, 8950, 8951, 8952, 8953, 8954, 8955, 8956, 8957, 8958, 8959, 8960, 8961, 8962, 8963, 8964, 8965, 8966, 8967, 8968, 8969, 8970, 8971, 8972, 8973, 8974, 8975, 8976, 8977, 8978, 8979, 8980, 8981, 8982, 8983, 8984, 8985, 8986, 8987, 8988, 8989, 8990, 8991, 8992, 8993, 8994, 8995, 8996, 8997, 8998, 8999, 9000, 9001, 9002, 9003, 9004, 9005, 9006, 9007, 9008, 9009, 9010, 9011, 9012, 9013, 9014, 9015, 9016, 9017, 9018, 9019, 9020, 9021, 9022, 9023, 9024, 9025, 9026, 9027, 9028, 9029, 9030, 9031, 9032, 9033, 9034, 9035, 9036, 9037, 9038, 9039, 9040, 9041, 9042, 9043, 9044, 9045, 9046, 9047, 9048, 9049, 9050, 9051, 9052, 9053, 9054, 9055, 9056, 9057, 9058, 9059, 9060, 9061, 9062, 9063, 9064, 9065, 9066, 9067, 9068, 9069, 9070, 9071, 9072, 9073, 9074, 9075, 9076, 9077, 9078, 9079, 9080, 9081, 9082, 9083, 9084, 9085, 9086, 9087, 9088, 9089, 9090, 9091, 9092, 9093, 9094, 9095, 9096, 9097, 9098, 9099, 9100, 9101, 9102, 9103, 9104, 9105, 9106, 9107, 9108, 9109, 9110, 9111, 9112, 9113, 9114, 9115, 9116, 9117, 9118, 9119, 9120, 9121, 9122, 9123, 9124, 9125, 9126, 9127, 9128, 9129, 9130, 9131, 9132, 9133, 9134, 9135, 9136, 9137, 9138, 9139, 9140, 9141, 9142, 9143, 9144, 9145, 9146, 9147, 9148, 9149, 9150, 9151, 9152, 9153, 9154, 9155, 9156, 9157, 9158, 9159, 9160, 9161, 9162, 9163, 9164, 9165, 9166, 9167, 9168, 9169, 9170, 9171, 9172, 9173, 9174, 9175, 9176, 9177, 9178, 9179, 9180, 9181, 9182, 9183, 9184, 9185, 9186, 9187, 9188, 9189, 9190, 9191, 9192, 9193, 9194, 9195, 9196, 9197, 9198, 9199, 9200, 9201, 9202, 9203, 9204, 9205, 9206, 9207, 9208, 9209, 9210, 9211, 9212, 9213, 9214, 9215, 9216, 9217, 9218, 9219, 9220, 9221, 9222, 9223, 9224, 9225, 9226, 9227, 9228, 9229, 9230, 9231, 9232, 9233, 9234, 9235, 9236, 9237, 9238, 9239, 9240, 9241, 9242, 9243, 9244, 9245, 9246, 9247, 9248, 9249, 9250, 9251, 9252, 9253, 9254, 9255, 9256, 9257, 9258, 9259, 9260, 9261, 9262, 9263, 9264, 9265, 9266, 9267, 9268, 9269, 9270, 9271, 9272, 9273, 9274, 9275, 9276, 9277, 9278, 9279, 9280, 9281, 9282, 9283, 9284, 9285, 9286, 9287, 9288, 9289, 9290, 9291, 9292, 9293, 9294, 9295, 9296, 9297, 9298, 9299, 9300, 9301, 9302, 9303, 9304, 9305, 9306, 9307, 9308, 9309, 9310, 9311, 9312, 9313, 9314, 9315, 9316, 9317, 9318, 9319, 9320, 9321, 9322, 9323, 9324, 9325, 9326, 9327, 9328, 9329, 9330, 9331, 9332, 9333, 9334, 9335, 9336, 9337, 9338, 9339, 9340, 9341, 9342, 9343, 9344, 9345, 9346, 9347, 9348, 9349, 9350, 9351, 9352, 9353, 9354, 9355, 9356, 9357, 9358, 9359, 9360, 9361, 9362, 9363, 9364, 9365, 9366, 9367, 9368, 9369, 9370, 9371, 9372, 9373, 9374, 9375, 9376, 9377, 9378, 9379, 9380, 9381, 9382, 9383, 9384, 9385, 9386, 9387, 9388, 9389, 9390, 9391, 9392, 9393, 9394, 9395, 9396, 9397, 9398, 9399, 9400, 9401, 9402, 9403, 9404, 9405, 9406, 9407, 9408, 9409, 9410, 9411, 9412, 9413, 9414, 9415, 9416, 9417, 9418, 9419, 9420, 9421, 9422, 9423, 9424, 9425, 9426, 9427, 9428, 9429, 9430, 9431, 9432, 9433, 9434, 9435, 9436, 9437, 9438, 9439, 9440, 9441, 9442, 9443, 9444, 9445, 9446, 9447, 9448, 9449, 9450, 9451, 9452, 9453, 9454, 9455, 9456, 9457, 9458, 9459, 9460, 9461, 9462, 9463, 9464, 9465, 9466, 9467, 9468, 9469, 9470, 9471, 9472, 9473, 9474, 9475, 9476, 9477, 9478, 9479, 9480, 9481, 9482, 9483, 9484, 9485, 9486, 9487, 9488, 9489, 9490, 9491, 9492, 9493, 9494, 9495, 9496, 9497, 9498, 9499, 9500, 9501, 9502, 9503, 9504, 9505, 9506, 9507, 9508, 9509, 9510, 9511, 9512, 9513, 9514, 9515, 9516, 9517, 9518, 9519, 9520, 9521, 9522, 9523, 9524, 9525, 9526, 9527, 9528, 9529, 9530, 9531, 9532, 9533, 9534, 9535, 9536, 9537, 9538, 9539, 9540, 9541, 9542, 9543, 9544, 9545, 9546, 9547, 9548, 9549, 9550, 9551, 9552, 9553, 9554, 9555, 9556, 9557, 9558, 9559, 9560, 9561, 9562, 9563, 9564, 9565, 9566, 9567, 9568, 9569, 9570, 9571, 9572, 9573, 9574, 9575, 9576, 9577, 9578, 9579, 9580, 9581, 9582, 9583, 9584, 9585, 9586, 9587, 9588, 9589, 9590, 9591, 9592, 9593, 9594, 9595, 9596, 9597, 9598, 9599, 9600, 9601, 9602, 9603, 9604, 9605, 9606, 9607, 9608, 9609, 9610, 9611, 9612, 9613, 9614, 9615, 9616, 9617, 9618, 9619, 9620, 9621, 9622, 9623, 9624, 9625, 9626, 9627, 9628, 9629, 9630, 9631, 9632, 9633, 9634, 9635, 9636, 9637, 9638, 9639, 9640, 9641, 9642, 9643, 9644, 9645, 9646, 9647, 9648, 9649, 9650, 9651, 9652, 9653, 9654, 9655, 9656, 9657, 9658, 9659, 9660, 9661, 9662, 9663, 9664, 9665, 9666, 9667, 9668, 9669, 9670, 9671, 9672, 9673, 9674, 9675, 9676, 9677, 9678, 9679, 9680, 9681, 9682, 9683, 9684, 9685, 9686, 9687, 9688, 9689, 9690, 9691, 9692, 9693, 9694, 9695, 9696, 9697, 9698, 9699, 9700, 9701, 9702, 9703, 9704, 9705, 9706, 9707, 9708, 9709, 9710, 9711, 9712, 9713, 9714, 9715, 9716, 9717, 9718, 9719, 9720, 9721, 9722, 9723, 9724, 9725, 9726, 9727, 9728, 9729, 9730, 9731, 9732, 9733, 9734, 9735, 9736, 9737, 9738, 9739, 9740, 9741, 9742, 9743, 9744, 9745, 9746, 9747]])
In [38]:
airbnb.index = airbnb.index.droplevel(level=1)
In [39]:
airbnb.index
Out[39]:
Index(['taiwan', 'taiwan', 'taiwan', 'taiwan', 'taiwan', 'taiwan', 'taiwan',
'taiwan', 'taiwan', 'taiwan',
...
'hongkong', 'hongkong', 'hongkong', 'hongkong', 'hongkong', 'hongkong',
'hongkong', 'hongkong', 'hongkong', 'hongkong'],
dtype='object', length=18836)
In [40]:
airbnb.groupby(['room_type', airbnb.index])['price'].describe()
Out[40]:
count
mean
std
min
25%
50%
75%
max
room_type
Entire home/apt
hongkong
5010.0
1086.218563
2986.377910
0.0
588.0
799.0
1097.0
154511.0
taiwan
4880.0
2840.824590
15338.665732
0.0
1297.0
1852.0
2871.0
1000005.0
Private room
hongkong
4250.0
707.379529
1983.012283
0.0
298.0
400.0
548.0
78000.0
taiwan
3497.0
2563.016014
12421.623984
309.0
895.0
1235.0
2007.0
308720.0
Shared room
hongkong
488.0
502.493852
2391.303457
78.0
149.0
204.0
290.0
44997.0
taiwan
711.0
1266.544304
11319.447194
62.0
463.0
556.0
741.0
300014.0
In [41]:
airbnb_taiwan.groupby(['room_type']).id.count()
Out[41]:
room_type
Entire home/apt 4880
Private room 3497
Shared room 711
Name: id, dtype: int64
In [42]:
%matplotlib inline
In [43]:
c = airbnb_taiwan.groupby(['room_type']).id.count()
c.plot.bar()
Out[43]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fd4d5efa7f0>
In [44]:
c = airbnb_taiwan.groupby(['room_type']).id.count().rename("count")
d = airbnb_taiwan.id.count()
(c / d * 100).plot.bar()
Out[44]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fd4d5be8160>
Time seies data refers to metrics that has a time dimensions, such as stocks data and weather. In this example, we will look at some random time-series data:
In [45]:
import numpy as np
In [46]:
ts = pd.Series(np.random.randn(1000), index=pd.date_range('2016-01-01', periods=1000))
In [47]:
ts.plot()
Out[47]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fd4d5b79048>
In [48]:
ts = ts.cumsum()
In [49]:
ts.plot()
Out[49]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fd4d5a67278>
In [50]:
ts.index
Out[50]:
DatetimeIndex(['2016-01-01', '2016-01-02', '2016-01-03', '2016-01-04',
'2016-01-05', '2016-01-06', '2016-01-07', '2016-01-08',
'2016-01-09', '2016-01-10',
...
'2018-09-17', '2018-09-18', '2018-09-19', '2018-09-20',
'2018-09-21', '2018-09-22', '2018-09-23', '2018-09-24',
'2018-09-25', '2018-09-26'],
dtype='datetime64[ns]', length=1000, freq='D')
In [51]:
ts['2016-02-01':'2016-05-01'].plot()
Out[51]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fd4d59ab240>
In [ ]:
Content source: ryan-leung/PHYS4650_Python_Tutorial
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