Data files commonly reside in remote sources, such as such as public or private market places or GitHub repositories. You can load comma separated value (csv) data files using Pixiedust's sampleData method.
Import PixieDust
In [1]:
import pixiedust
Pixiedust database opened successfully
Warning: You are not running the latest version of PixieDust. Current is 1.0.1, Latest is 1.0
Please copy and run the following command in a new cell to upgrade: !pip install --user --upgrade pixiedust
Please restart kernel after upgrading.
In [2]:
pixiedust.enableJobMonitor()
Succesfully enabled Spark Job Progress Monitor
In [10]:
homes = pixiedust.sampleData("https://openobjectstore.mybluemix.net/misc/milliondollarhomes.csv")
▸
:
Downloading 'https://openobjectstore.mybluemix.net/misc/milliondollarhomes.csv' from https://openobjectstore.mybluemix.net/misc/milliondollarhomes.csv
Starting download...
Creating pySpark DataFrame for 'https://openobjectstore.mybluemix.net/misc/milliondollarhomes.csv'. Please wait...
Successfully created pySpark DataFrame for 'https://openobjectstore.mybluemix.net/misc/milliondollarhomes.csv'
In [11]:
display(homes)
Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter
type: struct
field:
{'metadata': {}, 'type': 'string', 'name': 'PROPERTY TYPE', 'nullable': True}
{'metadata': {}, 'type': 'string', 'name': 'ADDRESS', 'nullable': True}
{'metadata': {}, 'type': 'string', 'name': 'CITY', 'nullable': True}
{'metadata': {}, 'type': 'string', 'name': 'STATE', 'nullable': True}
{'metadata': {}, 'type': 'integer', 'name': 'ZIP', 'nullable': True}
{'metadata': {}, 'type': 'integer', 'name': 'PRICE', 'nullable': True}
{'metadata': {}, 'type': 'integer', 'name': 'BEDS', 'nullable': True}
{'metadata': {}, 'type': 'double', 'name': 'BATHS', 'nullable': True}
{'metadata': {}, 'type': 'string', 'name': 'LOCATION', 'nullable': True}
{'metadata': {}, 'type': 'integer', 'name': 'SQFT', 'nullable': True}
{'metadata': {}, 'type': 'integer', 'name': 'LOT SIZE', 'nullable': True}
{'metadata': {}, 'type': 'integer', 'name': 'YEAR BUILT', 'nullable': True}
{'metadata': {}, 'type': 'integer', 'name': 'DAYS ON MARKET', 'nullable': True}
{'metadata': {}, 'type': 'string', 'name': 'URL', 'nullable': True}
{'metadata': {}, 'type': 'string', 'name': 'SOURCE', 'nullable': True}
{'metadata': {}, 'type': 'integer', 'name': 'LISTING ID', 'nullable': True}
{'metadata': {}, 'type': 'double', 'name': 'LATITUDE', 'nullable': True}
{'metadata': {}, 'type': 'double', 'name': 'LONGITUDE', 'nullable': True}
Showing 100 of 500
PROPERTY TYPE
ADDRESS
CITY
STATE
ZIP
PRICE
BEDS
BATHS
LOCATION
SQFT
LOT SIZE
YEAR BUILT
DAYS ON MARKET
URL
SOURCE
LISTING ID
LATITUDE
LONGITUDE
PROPERTY TYPE
ADDRESS
CITY
STATE
ZIP
PRICE
BEDS
BATHS
LOCATION
SQFT
LOT SIZE
YEAR BUILT
DAYS ON MARKET
URL
SOURCE
LISTING ID
LATITUDE
LONGITUDE
Single Family Residential
4 Newbury Road Rd
Windham
NH
3087
2450000
5
7.5
Windham
13461
139392
2008
84
http://www.redfin.com/NH/Windham/4-Newbury-Rd-03087/home/96548208
NEREN
58467283
42.83153747
-71.27639808
Single Family Residential
25 Marshall Rd
Wellesley
MA
2482
1909847
5
4.5
Wellesley
4900
12228
2016
71
http://www.redfin.com/MA/Wellesley/25-Marshall-Rd-02482/home/105557102
MLS PIN
61782463
42.2997542
-71.3088256
Single Family Residential
15 E Meadow Ln
Middleton
MA
1949
1177500
None
2.5
4263
40281
2015
None
http://www.redfin.com/MA/Middleton/15-E-Meadow-Ln-01949/home/67981805
None
42.585715
-71.012888
Condo/Co-op
983 Memorial Dr #302
Cambridge
MA
2138
1100000
3
2.0
Harvard Square
1606
None
1920
74
http://www.redfin.com/MA/Cambridge/983-Memorial-Dr-02138/unit-302/home/105594755
MLS PIN
61690710
42.3722656
-71.1252212
Condo/Co-op
1 Franklin St Ph 2E
Boston
MA
2110
8950000
3
4.5
Midtown
3435
None
2016
86
http://www.redfin.com/MA/Boston/1-Franklin-St-02108/unit-2E/home/102070369
MLS PIN
55818606
42.35631
-71.05945
Condo/Co-op
18 Yarmouth St #1
Boston
MA
2116
2600000
3
3.5
South End
2522
None
1880
88
http://www.redfin.com/MA/Boston/18-Yarmouth-St-02116/unit-1/home/9313347
MLS PIN
59168291
42.3458731
-71.0767967
Single Family Residential
128 Lowell St
Lexington
MA
2420
1185000
5
3.5
Lexington
3275
6300
2016
88
http://www.redfin.com/MA/Lexington/128-Lowell-St-02420/home/8553025
MLS PIN
59375875
42.436932
-71.190511
Single Family Residential
20 Jackson Rd
Wellesley
MA
2481
2165000
4
4.5
Wellesley
5199
16321
2016
88
http://www.redfin.com/MA/Wellesley/20-Jackson-Rd-02481/home/8964864
MLS PIN
51221892
42.307657
-71.252257
Condo/Co-op
30 Winchester St #3
Brookline
MA
2446
1400000
3
3.0
Coolidge Corner
1504
None
1915
66
http://www.redfin.com/MA/Brookline/30-Winchester-St-02446/unit-3/home/105251020
MLS PIN
58480309
42.3420632
-71.1257602
Condo/Co-op
30 Winchester St #4
Brookline
MA
2446
1500000
3
3.0
Coolidge Corner
1584
None
1915
66
http://www.redfin.com/MA/Brookline/30-Winchester-St-02446/unit-4/home/105251022
MLS PIN
58480311
42.3420632
-71.1257602
Condo/Co-op
30 Winchester St #5
Brookline
MA
2446
1600000
3
3.0
Coolidge Corner
1686
None
1915
66
http://www.redfin.com/MA/Brookline/30-Winchester-St-02446/unit-5/home/105251023
MLS PIN
58480312
42.3420632
-71.1257602
Condo/Co-op
576 Washington St #206
Wellesley
MA
2482
2500000
2
2.5
Wellesley
2221
None
2015
59
http://www.redfin.com/MA/Wellesley/576-Washington-St-02482/unit-206/home/109083144
MLS PIN
62060226
42.295421
-71.292739
Single Family Residential
2 Wellington Way
Bedford
MA
1730
1150000
4
3.5
Wellington Way
3531
43560
2012
58
http://www.redfin.com/MA/Bedford/2-Wellington-Way-01730/home/41363649
MLS PIN
59806880
42.5029123
-71.2849657
Condo/Co-op
267 Humphrey St #1
Swampscott
MA
1907
1700000
3
2.5
Swampscott
2140
None
2016
58
http://www.redfin.com/MA/Swampscott/267-Humphrey-St-01907/unit-1/home/105944789
MLS PIN
61004497
42.466738
-70.913681
Condo/Co-op
1 Franklin St #3602
Boston
MA
2110
2825000
2
2.5
Midtown
1486
None
2016
59
http://www.redfin.com/MA/Boston/1-Franklin-St-02108/unit-3602/home/108795642
MLS PIN
61519341
42.35631
-71.05945
Condo/Co-op
33 Monument Sq #1
Boston
MA
2129
1250000
2
3.0
Charlestown
1923
None
1896
59
http://www.redfin.com/MA/Boston/33-Monument-Sq-02129/unit-1/home/105149354
MLS PIN
58437300
42.3764066
-71.0618387
Townhouse
343 Commercial St Unit TH20
Boston
MA
2109
3100000
2
2.5
Waterfront
2290
2290
1978
58
http://www.redfin.com/MA/Boston/343-Commercial-St-02109/unit-TH20/home/105711342
MLS PIN
59226234
42.3658992
-71.0511488
Condo/Co-op
46 Shepard St #24
Cambridge
MA
2138
1120000
3
2.0
Harvard Square
1524
None
1900
58
http://www.redfin.com/MA/Cambridge/46-Shepard-St-02138/unit-24/home/11585901
MLS PIN
61655663
42.3807083
-71.123601
Condo/Co-op
1 Franklin St #1808
Boston
MA
2110
2038888
2
2.0
Midtown
1566
None
2016
58
http://www.redfin.com/MA/Boston/1-Franklin-St-02108/unit-1808/home/109247975
MLS PIN
62369735
42.35631
-71.05945
Condo/Co-op
117 Beacon St Unit A
Boston
MA
2116
4750000
4
4.5
Back Bay
3052
None
1864
58
http://www.redfin.com/MA/Boston/117-Beacon-St-02116/unit-A/home/108973963
MLS PIN
61672595
42.354921
-71.073407
Condo/Co-op
1 Franklin St #1008
Boston
MA
2110
2049000
2
2.0
Midtown
1476
None
2016
59
http://www.redfin.com/MA/Boston/1-Franklin-St-02108/unit-1008/home/109481369
MLS PIN
62725868
42.35631
-71.05945
Condo/Co-op
341 Marlborough St #4
Boston
MA
2116
3005000
3
3.0
Back Bay
1618
None
1900
67
http://www.redfin.com/MA/Boston/341-Marlborough-St-02115/unit-4/home/56787595
MLS PIN
61970237
42.351212
-71.085754
Condo/Co-op
485-495 Harrison Ave #401
Boston
MA
2118
1390000
2
2.0
South End
1409
None
1914
67
http://www.redfin.com/MA/Boston/495-Harrison-Ave-02118/unit-401/home/108978383
MLS PIN
61691728
42.3417737
-71.0667754
Single Family Residential
415 Concord Rd
Weston
MA
2493
1725000
4
3.5
Weston
3185
217687
1974
59
http://www.redfin.com/MA/Weston/415-Concord-Rd-02493/home/8779249
MLS PIN
47855399
42.386891
-71.320689
Single Family Residential
18 Lorena Rd
Winchester
MA
1890
2375000
6
7.0
Winchester
5812
11988
2016
67
http://www.redfin.com/MA/Winchester/18-Lorena-Rd-01890/home/103985838
MLS PIN
56019944
42.4458374
-71.1285051
Single Family Residential
1 Wilshire Rd
Newbury
MA
1951
2225000
4
5.5
Wilshire Road
4214
18138
2014
58
http://www.redfin.com/MA/Newbury/1-Wilshire-Rd-01951/home/105539600
MLS PIN
59011440
42.7796754
-70.8476708
Single Family Residential
25 Lorena Rd
Winchester
MA
1890
2075000
5
4.5
Winchester
5600
16820
2016
66
http://www.redfin.com/MA/Winchester/25-Lorena-Rd-01890/home/108267308
MLS PIN
60054516
42.4456575
-71.1279728
Single Family Residential
Lot 1 Monsen Rd
Concord
MA
1742
1454900
4
4.5
Monsen Farm
4555
21509
2015
58
http://www.redfin.com/MA/Concord/1-Monsen-Rd-01742/home/102153489
MLS PIN
51940855
42.4693342
-71.3266466
Townhouse
170 Harvard St Unit 1
Newton
MA
2460
1100000
4
3.5
Newtonville
2388
10089
1910
66
http://www.redfin.com/MA/Newton/170-Harvard-St-02460/unit-1/home/109313528
MLS PIN
62550577
42.3468986
-71.2005455
Condo/Co-op
Zero Worcester Sq Ph 2
Boston
MA
2118
1665000
2
2.5
South End
1515
None
2013
58
http://www.redfin.com/MA/Boston/0-Worcester-Sq-02118/unit-2/home/109286549
MLS PIN
62470232
42.3372471
-71.0753519
Single Family Residential
1 Jerusalem Ln
Cohasset
MA
2025
1437000
4
3.5
Jerusalem Road/Atlantic Avenue/Jerusalem Lane Cul De Sac
2724
9443
2000
66
http://www.redfin.com/MA/Cohasset/1-Jerusalem-Ln-02025/home/8835487
MLS PIN
60777396
42.259862
-70.811424
Condo/Co-op
183 Massachusetts Ave #803
Boston
MA
2115
1082500
2
2.0
Back Bay
1220
None
2002
74
http://www.redfin.com/MA/Boston/183-Massachusetts-Ave-02115/unit-803/home/12402725
MLS PIN
62071287
42.3455392
-71.0871356
Townhouse
31 Day St Unit B
Somerville
MA
2144
1351000
3
3.0
Davis Square
1874
None
2012
88
http://www.redfin.com/MA/Somerville/31-Day-St-02144/unit-B/home/40314152
MLS PIN
61798074
42.3951863
-71.1242988
Condo/Co-op
83 Newton St
Somerville
MA
2143
1240000
8
4.0
4034
None
1900
None
http://www.redfin.com/MA/Somerville/83-Newton-St-02143/home/8730062
None
42.3771375
-71.0976651
Single Family Residential
34 Crestwood Rd
Marblehead
MA
1945
2997000
1
5.0
8509
34400
2012
None
http://www.redfin.com/MA/Marblehead/34-Crestwood-Rd-01945/home/11768413
None
42.501777
-70.877002
Single Family Residential
78 Bonad Rd
Brookline
MA
2467
1070000
3
2.5
South Brookline
1806
4982
2016
71
http://www.redfin.com/MA/Brookline/78-Bonad-Rd-02467/home/109052310
MLS PIN
61948749
42.3178198
-71.1626756
Single Family Residential
217 Forest St
Winchester
MA
1890
1155000
4
3.5
Muraco School District
3779
9234
2013
72
http://www.redfin.com/MA/Winchester/217-Forest-St-01890/home/110057079
MLS PIN
56198065
42.4714541
-71.1156268
Single Family Residential
31 Mussell Point Way
Gloucester
MA
1930
2075000
3
3.5
2878
39400
2001
None
http://www.redfin.com/MA/Gloucester/31-Mussell-Point-Way-01930/home/11301633
None
42.586906
-70.687225
Condo/Co-op
25 Piedmont St #2
Boston
MA
2116
1660000
2
2.0
South End
1328
None
2015
70
http://www.redfin.com/MA/Boston/25-Piedmont-St-02116/unit-2/home/109296598
MLS PIN
62502554
42.3498964
-71.0684372
Single Family Residential
1 Denny St
Westborough
MA
1581
1100000
6
3.5
Westborough
3394
239580
1917
79
http://www.redfin.com/MA/Westborough/1-Denny-St-01581/home/16634032
MLS PIN
60054100
42.259306
-71.611866
Single Family Residential
192 Claybrook Rd
Dover
MA
2030
3780000
5
7.5
Dover
11500
110016
2000
81
http://www.redfin.com/MA/Dover/192-Claybrook-Rd-02030/home/11706025
MLS PIN
57585881
42.2640769
-71.3030216
Condo/Co-op
36 Mount Vernon St #36
Cambridge
MA
2140
1460000
4
2.0
Cambridge
2006
None
1873
78
http://www.redfin.com/MA/Cambridge/36-Mount-Vernon-St-02140/unit-36/home/109048192
MLS PIN
61935510
42.3869743
-71.1206802
Condo/Co-op
67 Harvard Ave #67
Brookline
MA
2446
1789000
3
3.5
3584
None
1909
None
http://www.redfin.com/MA/Brookline/67-Harvard-Ave-02446/unit-67/home/26768959
None
42.3370986
-71.1238246
Townhouse
7 Marlborough St #1
Boston
MA
2116
2570000
3
3.5
Back Bay
2179
2179
1900
88
http://www.redfin.com/MA/Boston/7-Marlborough-St-02116/unit-1/home/9299190
MLS PIN
59800618
42.354279
-71.072681
Condo/Co-op
78 Waltham St #3
Boston
MA
2118
1135000
2
1.0
850
None
1900
None
http://www.redfin.com/MA/Boston/78-Waltham-St-02118/unit-3/home/9310881
None
42.343133
-71.0706771
Condo/Co-op
32 Union Park #4
Boston
MA
2118
1235000
2
2.0
1028
None
1900
None
http://www.redfin.com/MA/Boston/32-Union-Park-02118/unit-4/home/9282029
None
42.3429262
-71.0717198
Condo/Co-op
109 Chandler St #1
Boston
MA
2116
1925000
3
3.5
1803
None
1900
None
http://www.redfin.com/MA/Boston/109-Chandler-St-02116/unit-1/home/9322251
None
42.3464393
-71.0736695
Condo/Co-op
141 Dorchester Ave #119
Boston
MA
2127
1150000
2
2.0
South Boston
1701
1701
2006
78
http://www.redfin.com/MA/Boston/141-Dorchester-Ave-02127/unit-119/home/18982472
MLS PIN
59722577
42.3419516
-71.0574969
Townhouse
113 Commonwealth Ave #4
Boston
MA
2116
2330000
3
2.5
Back Bay
1884
1884
1930
78
http://www.redfin.com/MA/Boston/113-Commonwealth-Ave-02116/unit-4/home/9250390
MLS PIN
61017855
42.3524353
-71.0770045
Single Family Residential
75 Brookline St
Cambridge
MA
2139
1399900
3
2.5
Cambridgeport
1810
3016
1854
79
http://www.redfin.com/MA/Cambridge/75-Brookline-St-02139/home/11558783
MLS PIN
59593814
42.3620583
-71.1033835
Single Family Residential
23 Laurel Hill Ln
Winchester
MA
1890
1475000
5
4.0
Winchester
4037
12475
2014
80
http://www.redfin.com/MA/Winchester/23-Laurel-Hill-Ln-01890/home/11439968
MLS PIN
58047231
42.4724111
-71.1196572
Single Family Residential
14 Hillside Ave
Cambridge
MA
2140
5350000
3
2.5
4557
15526
1905
None
http://www.redfin.com/MA/Cambridge/14-Hillside-Ave-02140/home/110093849
None
42.3853181
-71.1238296
Single Family Residential
22 Garfield Rd
Belmont
MA
2478
1560000
5
3.5
Belmont
3137
12614
1936
80
http://www.redfin.com/MA/Belmont/22-Garfield-Rd-02478/home/8452209
MLS PIN
61669441
42.4033462
-71.1745363
Single Family Residential
721 Pleasant St
Belmont
MA
2478
1480000
7
5.0
Belmont Center
6000
43900
1837
78
http://www.redfin.com/MA/Belmont/721-Pleasant-St-02478/home/11774971
MLS PIN
61594748
42.39572
-71.179743
Single Family Residential
129 I St
Boston
MA
2127
1290000
4
2.5
South Boston
2385
None
1890
77
http://www.redfin.com/MA/Boston/129-I-St-02127/home/9187855
MLS PIN
59630321
42.3337549
-71.040101
Single Family Residential
20 Authors Rd
Concord
MA
1742
1935000
4
4.0
Concord
5010
25102
2016
80
http://www.redfin.com/MA/Concord/20-Authors-Rd-01742/home/11594499
MLS PIN
57898084
42.461323
-71.338927
Single Family Residential
297 Heaths Bridge Rd
Concord
MA
1742
1400000
3
3.0
Conantum
5135
61344
1995
78
http://www.redfin.com/MA/Concord/297-Heaths-Bridge-Rd-01742/home/11600408
MLS PIN
61928887
42.434909
-71.362825
Single Family Residential
73 Monument St
Concord
MA
1742
2250000
5
4.0
Concord
3799
40075
1880
78
http://www.redfin.com/MA/Concord/73-Monument-St-01742/home/11590552
MLS PIN
57869520
42.463184
-71.348692
Single Family Residential
162 Highland St
Weston
MA
2493
4800000
5
5.0
South side Estate Area
6741
129260
2001
80
http://www.redfin.com/MA/Weston/162-Highland-St-02493/home/8775137
MLS PIN
58298305
42.355043
-71.319191
Single Family Residential
12 Thoreau Rd
Lexington
MA
2420
1403000
4
2.0
Burnham Farms Estates
2263
38712
1959
81
http://www.redfin.com/MA/Lexington/12-Thoreau-Rd-02420/home/8577537
MLS PIN
61594796
42.463883
-71.211304
Single Family Residential
229 Manning St
Needham
MA
2492
1660706
4
1.5
1678
10454
1949
None
http://www.redfin.com/MA/Needham/229-Manning-St-02492/home/8914592
None
42.2863162
-71.2283038
Single Family Residential
252 Manning St
Needham
MA
2492
1649000
5
5.5
Needham
6163
9583
2016
78
http://www.redfin.com/MA/Needham/252-Manning-St-02492/home/8914358
MLS PIN
61580545
42.285505
-71.227655
Single Family Residential
228 Upham St
Melrose
MA
2176
1500000
7
4.5
East Side
6639
23418
1908
79
http://www.redfin.com/MA/Melrose/228-Upham-St-02176/home/11783107
MLS PIN
61488166
42.458383
-71.054305
Single Family Residential
26 Coolidge Hill Rd
Cambridge
MA
2138
1225000
3
2.5
2682
4615
1925
None
http://www.redfin.com/MA/Cambridge/26-Coolidge-Hill-Rd-02138/home/11594928
None
42.374227
-71.1395469
Condo/Co-op
221 Mount Auburn St #302
Cambridge
MA
2138
1110000
1
1.0
Harvard Square
988
None
1960
79
http://www.redfin.com/MA/Cambridge/221-Mount-Auburn-St-02138/unit-302/home/11587449
MLS PIN
59440749
42.3749516
-71.129983
Single Family Residential
197 Countryside Rd
Newton
MA
2459
1415000
4
2.5
Newton Center
2764
25878
1979
80
http://www.redfin.com/MA/Newton/197-Countryside-Rd-02459/home/11490231
MLS PIN
61707285
42.304059
-71.2010034
Single Family Residential
321 Central St
Newton
MA
2466
1030000
4
2.5
Newton
2724
30033
1874
81
http://www.redfin.com/MA/Newton/321-Central-St-02466/home/11440793
MLS PIN
59477712
42.3428608
-71.2532636
Single Family Residential
13 Utica Rd
Needham
MA
2494
1131250
4
2.5
Needham
3923
9000
2005
78
http://www.redfin.com/MA/Needham/13-Utica-Rd-02494/home/11714925
MLS PIN
61553852
42.2994493
-71.2294273
Single Family Residential
6 Sawyer Rd
Wellesley
MA
2481
2745000
5
8.0
Cliff Estates
7000
20000
2014
81
http://www.redfin.com/MA/Wellesley/6-Sawyer-Rd-02481/home/8976461
MLS PIN
59710146
42.311576
-71.280358
Single Family Residential
22 Leighton Rd
Wellesley
MA
2482
1530000
5
3.5
Dana Hall
3574
10000
1916
78
http://www.redfin.com/MA/Wellesley/22-Leighton-Rd-02482/home/8986596
MLS PIN
59747229
42.290604
-71.295376
Single Family Residential
123 Abbott Rd
Wellesley
MA
2481
2184000
6
5.5
Country Club
6119
34050
1905
78
http://www.redfin.com/MA/Wellesley/123-Abbott-Rd-02481/home/11724812
MLS PIN
56084352
42.303269
-71.267922
Single Family Residential
46 White Oak Rd
Wellesley
MA
2481
1630000
5
3.5
Wellesley
2777
27440
1946
78
http://www.redfin.com/MA/Wellesley/46-White-Oak-Rd-02481/home/8978449
MLS PIN
60874162
42.323326
-71.286699
Single Family Residential
94 Albion Rd
Wellesley
MA
2481
1457500
4
3.5
Cliff Estates
2918
26021
1978
81
http://www.redfin.com/MA/Wellesley/94-Albion-Rd-02481/home/8984365
MLS PIN
58888275
42.315699
-71.291925
Single Family Residential
79 Overlook Dr
Carlisle
MA
1741
1080000
4
3.5
Carlisle
3800
182516
1997
87
http://www.redfin.com/MA/Carlisle/79-Overlook-Dr-01741/home/8467988
MLS PIN
60090312
42.544212
-71.330903
Single Family Residential
3 Grey Ln
Lynnfield
MA
1940
1050000
5
3.5
King James Grant
4500
40140
1960
87
http://www.redfin.com/MA/Lynnfield/3-Grey-Ln-01940/home/11330976
MLS PIN
61233631
42.542049
-71.031766
Single Family Residential
6 Bennett Rd
Wayland
MA
1778
1100000
4
3.0
Wayland
3768
35840
1893
87
http://www.redfin.com/MA/Wayland/6-Bennett-Rd-01778/home/11685599
MLS PIN
59097036
42.36189
-71.353183
Condo/Co-op
10 Bowdoin St #417
Boston
MA
2114
1050000
2
2.0
Beacon Hill
1139
1306
2003
87
http://www.redfin.com/MA/Boston/10-Bowdoin-St-02114/unit-417/home/11837836
MLS PIN
61320832
42.3607583
-71.062671
Townhouse
9 Joy St #3
Boston
MA
2114
1175000
2
1.0
1250
1250
1890
None
http://www.redfin.com/MA/Boston/9-Joy-St-02114/unit-3/home/9236297
None
42.3587067
-71.0649545
Condo/Co-op
1 Garden St Unit 12
Boston
MA
2114
1592500
3
2.0
1435
None
1899
None
http://www.redfin.com/MA/Boston/1-Garden-St-02114/unit-12/home/9329550
None
42.3611202
-71.066975
Single Family Residential
210 Meadowbrook Rd
Weston
MA
2493
3938000
4
5.0
Weston
6300
60000
1961
87
http://www.redfin.com/MA/Weston/210-Meadowbrook-Rd-02493/home/8785940
MLS PIN
59777195
42.358451
-71.282983
Single Family Residential
8 Hidden Rd
Weston
MA
2493
1700000
5
4.0
Country Club
4160
71326
1926
85
http://www.redfin.com/MA/Weston/8-Hidden-Rd-02493/home/8784603
MLS PIN
59640638
42.362089
-71.286346
Condo/Co-op
12 Museum Way #2304
Cambridge
MA
2141
1175000
2
2.0
1266
None
1998
None
http://www.redfin.com/MA/Cambridge/12-Museum-Way-02141/unit-2304/home/11602082
None
42.3703968
-71.0712157
Condo/Co-op
1 Franklin St Ph 1A
Boston
MA
2110
7995000
3
4.5
Midtown
3172
None
2016
60
http://www.redfin.com/MA/Boston/1-Franklin-St-02108/unit-1A/home/101613053
MLS PIN
50956978
42.35631
-71.05945
Condo/Co-op
41 Milford St #2
Boston
MA
2118
2175000
3
2.5
South End
2150
2150
1890
84
http://www.redfin.com/MA/Boston/41-Milford-St-02118/unit-2/home/28465481
MLS PIN
61799764
42.344312
-71.069765
Condo/Co-op
250 Boylston St Unit 5
Boston
MA
2116
11500000
4
4.5
4841
None
1900
None
http://www.redfin.com/MA/Boston/250-Boylston-St-02116/unit-5/home/9313437
None
42.351883
-71.0693583
Condo/Co-op
137 Marlborough St #6
Boston
MA
2116
2950000
3
3.0
Back Bay
2128
2128
1930
84
http://www.redfin.com/MA/Boston/137-Marlborough-St-02116/unit-6/home/9250255
MLS PIN
62113842
42.3531759
-71.078579
Condo/Co-op
128 Beacon St Unit G
Boston
MA
2116
3395000
2
2.5
Back Bay
2170
None
1899
87
http://www.redfin.com/MA/Boston/128-Beacon-St-02116/unit-G/home/11838759
MLS PIN
61916911
42.35518
-71.074644
Condo/Co-op
65 E India Row Apt 17A
Boston
MA
2110
2050000
1
1.0
754
None
1972
None
http://www.redfin.com/MA/Boston/65-E-India-Row-02110/unit-17A/home/9260829
None
42.3576699
-71.0504859
Condo/Co-op
110 Stuart St Unit 25J
Boston
MA
2116
1110000
1
1.5
Midtown
1103
None
2009
88
http://www.redfin.com/MA/Boston/110-Stuart-St-02116/unit-25J/home/39913276
MLS PIN
60206455
42.3509321
-71.0653685
Condo/Co-op
165 Tremont St Unit 1502
Boston
MA
2111
2365000
2
2.0
1054
None
2003
None
http://www.redfin.com/MA/Boston/165-Tremont-St-02111/unit-1502/home/9329174
None
42.3539223
-71.0636921
Condo/Co-op
2 Avery St Unit 18E
Boston
MA
2111
3055000
3
3.5
Midtown
2344
None
2000
87
http://www.redfin.com/MA/Boston/2-Avery-St-02111/unit-18E/home/11736816
MLS PIN
54707422
42.3527843
-71.0630991
Condo/Co-op
1 Franklin St #1108
Boston
MA
2110
1750000
2
2.0
Midtown
1566
999
2016
60
http://www.redfin.com/MA/Boston/1-Franklin-St-02108/unit-1108/home/108154689
MLS PIN
62285782
42.35631
-71.05945
Single Family Residential
142 Farm St
Dover
MA
2030
1125000
4
2.5
3273
89734
1859
None
http://www.redfin.com/MA/Dover/142-Farm-St-02030/home/11708174
None
42.221839
-71.321119
Single Family Residential
143 Pine St
Dover
MA
2030
1077000
4
2.5
Dover
3736
87466
1995
86
http://www.redfin.com/MA/Dover/143-Pine-St-02030/home/11708952
MLS PIN
60627103
42.219392
-71.284986
Condo/Co-op
223 Morrison Ave #223
Somerville
MA
2144
1375000
4
3.5
Davis Square
2923
None
1900
60
http://www.redfin.com/MA/Somerville/223-Morrison-Ave-02144/unit-223/home/109084304
MLS PIN
62063986
42.3978318
-71.1204787
Single Family Residential
85 CHANDLER St
Somerville
MA
2144
1000000
5
1.0
Somerville
2054
4500
1900
87
http://www.redfin.com/MA/Somerville/85-Chandler-St-02144/home/8692230
MLS PIN
61671952
42.4004857
-71.1201065
Single Family Residential
32 Hancock Rd
Weston
MA
2493
1070000
4
3.0
Weston
2403
64792
1971
84
http://www.redfin.com/MA/Weston/32-Hancock-Rd-02493/home/8776937
MLS PIN
59921546
42.397893
-71.284612
Single Family Residential
294 Central Ave
Needham
MA
2494
1049900
4
2.5
Needham
2938
10019
2011
87
http://www.redfin.com/MA/Needham/294-Central-Ave-02494/home/8923881
MLS PIN
61048054
42.306322
-71.237639
Single Family Residential
46 Sudbury Rd
Concord
MA
1742
1562500
4
3.5
Concord
2646
7840
1812
85
http://www.redfin.com/MA/Concord/46-Sudbury-Rd-01742/home/11593642
MLS PIN
61869457
42.458425
-71.353752
Single Family Residential
18 Calumet Rd
Winchester
MA
1890
1705000
6
2.5
Winchester
3860
14850
1896
87
http://www.redfin.com/MA/Winchester/18-Calumet-Rd-01890/home/11457397
MLS PIN
61460482
42.448535
-71.150249
With PixieDust display() you can visually explore the loaded data using built-in charts such as bar charts, line charts, scatter plots or maps.
To explore a data set
We can analyze the average home price for each city by choosing
CITYPRICE AVGRun the next cell to review the results.
In [12]:
display(homes)
Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter
In [13]:
display(homes)
Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter
In [14]:
pixiedust.sampleData()
▸
:
Id
Name
Topic
Publisher
1
Car performance data
transportation
IBM
2
Sample retail sales transactions, January 2009
Economy & Business
IBM Cloud Data Services
3
Total population by country
Society
IBM Cloud Data Services
4
GoSales Transactions for Naive Bayes Model
Leisure
IBM
5
Election results by County
Society
IBM
6
Million dollar home sales in NE Mass late 2016
Economy & Business
Redfin.com
7
Boston Crime data, 2-week sample
Society
City of Boston
If your data isn't stored in csv files, you can load it into a DataFrame from any supported Spark data source. Refer to these Python code snippets for more information.
In [ ]:
Content source: ibm-cds-labs/pixiedust
Similar notebooks: