In [2]:
df = sqlContext.read.json("posts.jsons")
In [3]:
df.printSchema()
root
|-- AcceptedAnswerId: string (nullable = true)
|-- AnswerCount: string (nullable = true)
|-- Body: string (nullable = true)
|-- ClosedDate: string (nullable = true)
|-- CommentCount: string (nullable = true)
|-- CommunityOwnedDate: string (nullable = true)
|-- CreationDate: string (nullable = true)
|-- FavoriteCount: string (nullable = true)
|-- Id: string (nullable = true)
|-- LastActivityDate: string (nullable = true)
|-- LastEditDate: string (nullable = true)
|-- LastEditorDisplayName: string (nullable = true)
|-- LastEditorUserId: string (nullable = true)
|-- OwnerDisplayName: string (nullable = true)
|-- OwnerUserId: string (nullable = true)
|-- ParentId: string (nullable = true)
|-- PostTypeId: string (nullable = true)
|-- Score: string (nullable = true)
|-- Tags: string (nullable = true)
|-- Title: string (nullable = true)
|-- ViewCount: string (nullable = true)
In [4]:
# would you like to feel like you're at home?
df.limit(100).toPandas()
Out[4]:
AcceptedAnswerId
AnswerCount
Body
ClosedDate
CommentCount
CommunityOwnedDate
CreationDate
FavoriteCount
Id
LastActivityDate
...
LastEditorDisplayName
LastEditorUserId
OwnerDisplayName
OwnerUserId
ParentId
PostTypeId
Score
Tags
Title
ViewCount
0
None
None
<p>You can paint graphics into your own off-sc...
None
4
None
2009-03-26T18:04:48.793
None
686911
2009-03-26T18:04:48.793
...
None
None
Tom Hawtin - tackline
4725
686822
2
2
None
None
None
1
None
None
<p>If you don't link against it, you are in th...
None
3
None
2009-03-26T18:04:58.603
None
686913
2009-03-26T23:44:46.150
...
X-Istence
13986
X-Istence
13986
686857
2
2
None
None
None
2
None
None
<p>With GPL I think the only way out is to wra...
None
3
None
2009-03-26T18:05:05.657
None
686914
2009-03-27T14:42:09.613
...
None
29639
None
29639
686857
2
0
None
None
None
3
None
None
<pre><code>// A Gorgon class - For the love of...
None
0
2009-03-26T18:05:09.430
2009-03-26T18:05:09.430
None
686915
2009-04-01T17:34:20.113
...
Trey Jackson
6148
itsmatt
7862
184618
2
16
None
None
None
4
None
None
<p>Axis2 does not support Spring web services ...
None
0
None
2009-03-26T18:05:16.450
None
686916
2009-03-26T18:05:16.450
...
None
None
None
28946
216779
2
1
None
None
None
5
None
None
<p>If you can, I'd recommend writing to the Ev...
None
1
None
2009-03-26T18:05:43.627
None
686918
2009-03-26T18:05:43.627
...
None
None
Paul Stevens
83260
680200
2
4
None
None
None
6
None
None
<p>You get your browser's language for your bu...
None
2
None
2009-03-26T18:05:45.763
None
686919
2010-01-21T19:22:49.687
...
None
63550
Seb
76583
686905
2
11
None
None
None
7
None
None
<pre><code>Do\n\n love();\n\n honor();\n\n che...
None
0
2009-03-26T18:05:49.727
2009-03-26T18:05:49.757
None
686920
2009-03-26T18:13:29.660
...
Rich B
5640
Jordan
79856
686216
2
2
None
None
None
8
686992
3
<p>Usually not calling Dispose indicates a pos...
None
1
None
2009-03-26T18:06:09.583
0
686923
2009-03-27T19:00:54.797
...
None
14074
None
14074
None
1
2
<c#><unit-testing>
How to make sure that Dispose method was calle...
1651
9
686935
5
<p>This is a snippet from my <code>index.php</...
None
1
None
2009-03-26T18:06:09.990
None
686924
2009-05-05T03:31:08.060
...
Tomalak
18771
None
55794
None
1
0
<php><jquery><ajax>
To use PHP templates or jQuery AJAX calls?
1456
10
None
None
<p>I think the common concensus would be use a...
None
5
None
2009-03-26T18:06:21.160
None
686925
2009-03-26T18:06:21.160
...
None
None
Josh Stodola
54420
686896
2
1
None
None
None
11
None
None
<p>You can use the usual <code>acquire; try { ...
None
0
None
2009-03-26T18:06:36.963
None
686926
2009-03-26T20:03:02.970
...
mmyers
13531
Tom Hawtin - tackline
4725
686897
2
10
None
None
None
12
None
None
<p>I return a small class called ResultSet fro...
None
3
None
2009-03-26T18:06:40.160
None
686927
2009-03-26T18:06:40.160
...
None
None
Moose
19032
686896
2
5
None
None
None
13
686957
3
<p>Is there any documentation on exactly how e...
None
0
None
2009-03-26T18:06:54.793
None
686929
2011-11-17T18:04:26.563
...
None
496830
mek
4653
None
1
2
<c#><multithreading>
How expensive is the IsInvokeRequired
476
14
None
None
<p>You should detect the <a href="http://msdn....
None
0
None
2009-03-26T18:07:02.313
None
686930
2009-03-26T18:07:02.313
...
None
None
Jeff Yates
23234
683132
2
2
None
None
None
15
687622
3
<p>If curly brackets ('{' and '}') are used in...
None
2
None
2009-03-26T18:07:07.773
3
686931
2009-04-06T12:22:11.780
...
None
None
Sydius
43496
None
1
7
<syntax><lua>
Are curly brackets used in Lua?
6067
16
None
None
<p>I'm not sure if you can use it <em>from</em...
None
0
None
2009-03-26T18:07:19.440
None
686932
2009-03-26T18:07:19.440
...
None
None
SCdF
1666
686611
2
1
None
None
None
17
None
3
<p>I'm using Perl's File::Find module to scan ...
None
1
None
2009-03-26T18:08:25.273
1
686934
2009-03-27T12:58:08.490
...
brian d foy
2766176
None
34903
None
1
2
<perl><symlink><dangling><file-find>
Why doesn't File::Find handle my dangling syml...
2059
18
None
None
<p>You don't want to do this. AJAX is nice and...
None
0
None
2009-03-26T18:08:28.377
None
686935
2009-03-26T18:08:28.377
...
None
None
Paolo Bergantino
16417
686924
2
8
None
None
None
19
None
None
<p>list/ditionary constructor (i.e. table type...
None
3
None
2009-03-26T18:08:32.200
None
686936
2009-03-27T10:10:14.620
...
Brian R. Bondy
3153
Brian R. Bondy
3153
686931
2
4
None
None
None
20
None
None
<p>Simple answer - whenever your SQL is not al...
None
0
None
2009-03-26T18:08:33.650
None
686937
2015-07-17T15:27:22.333
...
None
31641
le dorfier
31641
686724
2
11
None
None
None
21
None
None
<pre><code>// Java-ish pseudocode\npublic Happ...
None
3
2009-03-26T18:08:50.110
2009-03-26T18:08:50.123
None
686938
2009-03-26T18:08:50.123
...
None
None
jiggy
78743
686216
2
9
None
None
None
22
None
None
<p>Thanks for that last tip Sam. I had a dialo...
None
0
None
2009-03-26T18:08:56.363
None
686940
2009-03-26T18:08:56.363
...
None
None
Echilon
30512
211971
2
2
None
None
None
23
None
None
<p>The question is what is worse:</p>\n\n<ul>\...
None
11
None
2009-03-26T18:08:58.547
None
686941
2015-07-22T15:03:10.807
...
Grauenwolf
102937
Grauenwolf
5274
686724
2
118
None
None
None
24
None
None
<p>Maybe this could help: <a href="http://www....
None
0
None
2009-03-26T18:09:02.963
None
686942
2009-03-26T18:09:02.963
...
None
None
Seb
76583
686894
2
0
None
None
None
25
None
None
<p>InvokeRequired's cost depends on which clas...
None
0
None
2009-03-26T18:09:16.113
None
686943
2009-03-26T18:09:16.113
...
None
None
Reed Copsey
65358
686929
2
2
None
None
None
26
687038
3
<p>I'm trying to dig into the XML for a VBPROJ...
None
0
None
2009-03-26T18:09:19.547
1
686944
2011-10-04T22:39:14.753
...
None
None
Danny G
76302
None
1
5
<.net><asp.net><visual-studio><visual-studio-2...
VBPROJ / CSPROJ
2941
27
None
None
<p>You can go in to your application propertie...
None
0
None
2009-03-26T18:09:21.653
None
686945
2009-03-26T18:19:14.983
...
windfinder
45581
windfinder
45581
686893
2
3
None
None
None
28
None
1
<p>Is there a way to get SSIS (<cough>hatei...
None
4
None
2009-03-26T18:09:36.627
None
686947
2009-03-26T18:20:06.417
...
None
None
None
15751
None
1
0
<sql><ssis>
SSIS - Suggest types from destination
423
29
None
None
<p>I believe the basic install (from the SubVe...
None
0
None
2009-03-26T18:10:06.517
None
686948
2009-03-26T18:10:06.517
...
None
None
Frank
18196
686892
2
0
None
None
None
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
70
687008
1
<pre><code>//window is an HWND\nLPWSTR path = ...
None
0
None
2009-03-26T18:25:40.770
None
687001
2009-03-27T07:47:47.893
...
Kevin Montrose
80572
Kevin Montrose
80572
None
1
2
<c><winapi>
QueryFullProcessImageName failing with valid H...
3100
71
None
None
<p>Assuming the select ID from where the names...
None
0
None
2009-03-26T18:25:44.407
None
687002
2009-03-26T18:25:44.407
...
None
None
Seb
76583
686965
2
0
None
None
None
72
687080
1
<p>I have a problem to solve that I think will...
2014-05-22T02:23:36.087
3
None
2009-03-26T18:25:47.697
2
687003
2014-05-21T20:12:50.593
...
Daniel Lew
321731
Simon Gibbs
13935
None
1
18
<open-source>
Paying open source project members for bug fix...
569
73
None
None
<p>I'd start by decoupling the data table righ...
None
1
None
2009-03-26T18:26:13.077
None
687005
2009-03-26T18:26:13.077
...
None
None
Josh
26160
686960
2
0
None
None
None
74
None
None
<p>Unfortunately, you must manually clean up f...
None
2
None
2009-03-26T18:26:32.687
None
687006
2015-05-18T15:51:11.230
...
None
18706
Luke Francl
17965
686852
2
63
None
None
None
75
None
None
<p>Consider implementing MVP (model view prese...
None
0
None
2009-03-26T18:26:45.573
None
687007
2009-03-26T18:26:45.573
...
None
None
Hrvoje
1407
686960
2
0
None
None
None
76
None
None
<p><strong>Main problem:</strong> </p>\n\n<p>F...
None
3
None
2009-03-26T18:27:22.263
None
687008
2009-03-26T19:13:32.433
...
Brian R. Bondy
3153
Brian R. Bondy
3153
687001
2
5
None
None
None
77
None
None
<p>It is normally provided by the browser and ...
None
2
None
2009-03-26T18:27:40.267
None
687009
2010-01-21T19:22:00.750
...
None
63550
ChristopheD
81179
686905
2
21
None
None
None
78
None
None
<p>I think you are looking for something like ...
None
0
None
2009-03-26T18:27:53.247
None
687010
2009-03-26T18:27:53.247
...
None
None
Kevin Crowell
81193
686980
2
2
None
None
None
79
None
None
<p>Use mod rewrite .htaccess\nThis should pres...
None
0
None
2009-03-26T18:27:57.690
None
687011
2009-03-26T18:27:57.690
...
None
None
AB Kolan
64497
686855
2
0
None
None
None
80
None
None
<p>Joshua Bloch has proposed adding a mechanis...
None
2
None
2009-03-26T18:28:15.163
None
687013
2009-03-26T18:28:15.163
...
None
None
Kjetil Ødegaard
74185
686897
2
4
None
None
None
81
687023
6
<p>I am creating temporary files from a bash s...
None
0
None
2009-03-26T18:28:33.743
17
687014
2016-02-09T16:32:03.473
...
None
2907
skinp
2907
None
1
43
<linux><bash><temporary-files>
Removing created temp files in unexpected bash...
26708
82
None
None
<p>Have you tried logging your view's width an...
None
0
None
2009-03-26T18:28:41.467
None
687015
2009-03-26T18:28:41.467
...
None
None
Wim Haanstra
69313
686910
2
1
None
None
None
83
None
None
<p>If all you want is authorization, start wit...
None
0
None
2009-03-26T18:29:27.063
None
687016
2009-03-26T18:29:27.063
...
None
None
Frank Farmer
82769
686185
2
1
None
None
None
84
None
None
<p>The output window itself is truncating your...
None
1
None
2009-03-26T18:29:38.640
None
687017
2009-03-26T18:29:38.640
...
None
None
Clyde
945
686996
2
7
None
None
None
85
1339268
3
<p>Oracle pads values in char columns so if I ...
None
0
None
2009-03-26T18:30:31.617
None
687018
2015-03-18T05:56:56.460
...
Toto
972463
Toto
26699
None
1
2
<java><oracle><jdbc>
How to use Oracle jdbc driver fixedString prop...
2554
86
None
None
<p>Are you talking about in SQL Server Managem...
None
0
None
2009-03-26T18:30:51.007
None
687020
2009-03-26T18:30:51.007
...
None
None
Chris
6744
686996
2
5
None
None
None
87
None
None
<p>Question: Are you certain you have Java 6 ...
None
0
None
2009-03-26T18:31:38.307
None
687022
2009-03-26T18:31:38.307
...
None
None
Steve L.
63013
686893
2
1
None
None
None
88
None
None
<p>You could set a "<a href="http://tldp.org/L...
None
2
None
2009-03-26T18:32:01.427
None
687023
2009-03-26T18:46:57.270
...
Paul Tomblin
3333
Paul Tomblin
3333
687014
2
33
None
None
None
89
None
None
<blockquote>\n <p>Creating an instance of the...
None
0
None
2009-03-26T18:32:27.743
None
687024
2009-03-26T18:32:27.743
...
None
None
Jason Baker
2147
685253
2
0
None
None
None
90
None
None
<p>The data is all there, but management studi...
None
0
None
2009-03-26T18:33:21.437
None
687026
2009-03-26T18:33:21.437
...
None
None
Jim
681
686996
2
0
None
None
None
91
None
None
<p>You don't have to bother removing those tmp...
None
5
None
2009-03-26T18:33:45.900
None
687028
2009-03-26T18:33:45.900
...
None
None
Mykola Golubyev
54684
687014
2
-2
None
None
None
92
None
None
<p>Here's some code that'll convert an integer...
None
10
None
2009-03-26T18:34:11.843
None
687029
2009-07-29T15:54:17.183
...
Erik
356
Erik
16942
686847
2
9
None
None
None
93
None
None
<p>If you use LoadControl() to load the contro...
None
0
None
2009-03-26T18:34:13.963
None
687030
2009-03-26T18:34:13.963
...
None
None
AndreasN
24821
686726
2
3
None
None
None
94
None
None
<p>maybe this <a href="http://stackoverflow.co...
None
0
None
2009-03-26T18:34:18.300
None
687031
2009-03-26T18:34:18.300
...
None
None
JSC
37311
686753
2
0
None
None
None
95
None
None
<p>You should only use CHAR for strings that w...
None
3
None
2009-03-26T18:34:47.923
None
687032
2009-03-26T18:34:47.923
...
None
None
Kevin Crowell
81193
687018
2
1
None
None
None
96
None
None
<p>You want to use the <a href="http://www.gnu...
None
5
None
2009-03-26T18:34:49.343
None
687033
2016-02-09T16:32:03.473
...
Brian Campbell
-1
Brian Campbell
69755
687014
2
13
None
None
None
97
687042
6
<p>I really want to use hashsets in my program...
None
0
None
2009-03-26T18:35:10.187
4
687034
2010-11-09T12:47:48.533
...
None
None
Brian
18192
None
1
18
<c#><.net><visual-studio-2005>
Using HashSet in C# 2.0, compatible with 3.5
17131
98
None
None
<p>You haven't mentioned only returning the JS...
None
1
None
2009-03-26T18:35:55.847
None
687035
2009-03-26T18:35:55.847
...
None
None
Troy
5047
686753
2
3
None
None
None
99
None
None
<p>I ended up using that code for IE and faili...
None
0
None
2009-03-26T18:35:59.403
None
687036
2009-03-26T18:35:59.403
...
None
None
craigmoliver
12252
679067
2
0
None
None
None
100 rows × 21 columns
In [5]:
# if not, you can use spark way to do roughly the same
df.show()
+----------------+-----------+--------------------+----------+------------+------------------+--------------------+-------------+------+--------------------+--------------------+---------------------+----------------+--------------------+-----------+--------+----------+-----+--------------------+--------------------+---------+
|AcceptedAnswerId|AnswerCount| Body|ClosedDate|CommentCount|CommunityOwnedDate| CreationDate|FavoriteCount| Id| LastActivityDate| LastEditDate|LastEditorDisplayName|LastEditorUserId| OwnerDisplayName|OwnerUserId|ParentId|PostTypeId|Score| Tags| Title|ViewCount|
+----------------+-----------+--------------------+----------+------------+------------------+--------------------+-------------+------+--------------------+--------------------+---------------------+----------------+--------------------+-----------+--------+----------+-----+--------------------+--------------------+---------+
| null| null|<p>I would recomm...| null| 2| null|2008-10-29T13:12:...| null|246737|2008-10-29T13:12:...| null| null| null| cciotti| 16834| 246710| 2| 2| null| null| null|
| null| null|<p>You should cre...| null| 0| null|2008-10-29T13:12:...| null|246738|2008-10-29T13:12:...| null| null| null| Skubs| 25609| 246651| 2| 4| null| null| null|
| null| null|<p><code>Singleto...| null| 0| null|2008-10-29T13:13:...| null|246740|2008-10-29T13:13:...| null| null| null| Justice| 12349| 246710| 2| 6| null| null| null|
| null| null|<p>In the simple ...| null| 0| null|2008-10-29T13:13:...| null|246743|2008-10-29T13:13:...| null| null| null| David Schmitt| 4918| 179582| 2| 0| null| null| null|
| 246759| 3|<p>Is there some ...| null| 0| null|2008-10-29T13:13:...| null|246744|2008-10-29T23:18:...|2008-10-29T13:18:...| Miguel Ping| 22992| Miguel Ping| 22992| null| 1| 2|<java><performanc...| Java File Cursor| 1782|
| null| null|<p>Normalization ...| null| 0| null|2008-10-29T13:13:...| null|246745|2013-10-15T09:21:...|2013-10-15T09:21:...| null| 5409| Rik| 5409| 246701| 2| 7| null| null| null|
| null| null|<p>It is intended...| null| 3| null|2008-10-29T13:14:...| null|246746|2008-10-29T13:23:...|2008-10-29T13:23:...| chris| 18907| chris| 18907| 246701| 2| 5| null| null| null|
| null| null|<p>I've done exac...| null| 1| null|2008-10-29T13:14:...| null|246747|2013-02-26T20:05:...|2013-02-26T20:05:...| null| 3655| Aardvark| 3655| 246518| 2| 1| null| null| null|
| null| null|<p>One way to fin...| null| 0| null|2008-10-29T13:14:...| null|246748|2008-10-29T13:14:...| null| null| null| This Mat| 14045| 246289| 2| 1| null| null| null|
| null| null|<p>MSDN has a ser...| null| 0| null|2008-10-29T13:14:...| null|246749|2008-10-30T00:46:...|2008-10-30T00:46:...| aku| 1196| aku| 1196| 246732| 2| 4| null| null| null|
| null| null|<p>If you are jus...| null| 6| null|2008-10-29T13:14:...| null|246750|2008-10-29T13:14:...| null| null| null| tvanfosson| 12950| 246710| 2| 27| null| null| null|
| null| null|<p>Normalization ...| null| 2| null|2008-10-29T13:14:...| null|246751|2008-10-29T14:58:...|2008-10-29T14:58:...| olavk| 7488| olavk| 7488| 246701| 2| 124| null| null| null|
| null| null|<p>The .aspx file...| null| 0| null|2008-10-29T13:15:...| null|246752|2008-10-29T13:15:...| null| null| null| null| 26888| 244755| 2| 1| null| null| null|
| null| null|<p>You could use ...| null| 8| null|2008-10-29T13:15:...| null|246753|2011-10-03T14:28:...|2011-10-03T14:28:...| Re0sless| 180368| Re0sless| 2098| 246623| 2| 46| null| null| null|
| null| null|<p>check this fro...| null| 0| null|2008-10-29T13:15:...| null|246754|2008-10-29T13:15:...| null| null| null|Joachim Kerschbaumer| 20227| 246636| 2| 3| null| null| null|
| null| null|<p>A full tutoria...| null| 1| null|2008-10-29T13:16:...| null|246756|2008-10-29T13:16:...| null| null| null| Gamecat| 18061| 246723| 2| 2| null| null| null|
| null| null|<p>There is a Cod...| null| 0| null|2008-10-29T13:17:...| null|246757|2008-10-29T13:17:...| null| null| null| GalacticCowboy| 29638| 246520| 2| 2| null| null| null|
| null| null|<p>Maybe java.io....| null| 1| null|2008-10-29T13:17:...| null|246758|2008-10-29T13:17:...| null| null| null| johanneslink| 32352| 246744| 2| 2| null| null| null|
| null| null|<p>Have you taken...| null| 1| null|2008-10-29T13:18:...| null|246759|2008-10-29T13:18:...| null| null| null| null| 17640| 246744| 2| 4| null| null| null|
| 246796| 3|<p>In an UML comp...| null| 0| null|2008-10-29T13:18:...| null|246760|2009-10-21T15:01:...|2009-10-21T15:01:...| null| 5640| Bernd| null| null| 1| 4| <uml>|How do I tag a da...| 6540|
+----------------+-----------+--------------------+----------+------------+------------------+--------------------+-------------+------+--------------------+--------------------+---------------------+----------------+--------------------+-----------+--------+----------+-----+--------------------+--------------------+---------+
only showing top 20 rows
In [6]:
df.registerTempTable("posts")
In [8]:
sqlContext.sql("""
SELECT Title, cast(ViewCount as int) FROM posts
ORDER BY cast(ViewCount as int) DESC
LIMIT 100
""").show(truncate=False)
+--------------------------------------------------------------------+---------+
|Title |ViewCount|
+--------------------------------------------------------------------+---------+
|How to undo last commit(s) in Git? |3671106 |
|Converting String to Int in Java? |3546204 |
|How to check if one string contains another substring in JavaScript?|3220360 |
|How to redirect to another page using jQuery? |3141591 |
|How to delete a Git branch both locally and remotely? |3032622 |
|How to check if a checkbox is checked in jQuery? |2531445 |
|What is the best comment in source code you have ever encountered? |2422977 |
|How to revert Git repository to a previous commit? |2413566 |
|Horizontally center a div in a div |2403840 |
|How to remove a particular element from an array in JavaScript? |2376031 |
|For-each over an array in JavaScript? |2358268 |
|Generating random integers in a specific range |2295175 |
|How to declare an array |2264597 |
|How to create an HTML button that acts like a link? |2221859 |
|UPDATE from SELECT using SQL Server |2183056 |
|How can I get query string values in JavaScript? |2152548 |
|Get selected value in dropdown list using JavaScript? |2090650 |
|Iterate through a HashMap |2088230 |
|How to checkout a remote Git branch? |2080782 |
|Check if string contains specific words? |2074962 |
+--------------------------------------------------------------------+---------+
only showing top 20 rows
pypspark.sql.function
)
In [ ]:
Content source: szymonm/pyspark-dataproc-workshop
Similar notebooks: