Updated on 2024-04-29 GMT+08:00

Step 1: Make Preparations

Preparations

If you use DataArts Studio for the first time, register a a Huawei account, buy a DataArts Studio instance, and create a workspace by following the instructions provided in Preparations. Then you can go to the created workspace and start using DataArts Studio.

Preparing Data Sources

This practice uses the 100,000 scores given by 1,000 users to 1,700 movies. The scores are available at https://grouplens.org/datasets/movielens/100k/. Obtain the .zip package from the link and extract the u.item and u.data files from it. They contain the movie information and rating information, respectively.

To facilitate demonstration, this practice provides some data used to simulate the original data. To integrate the source data into the cloud, you need to store the sample data in CSV files and upload them to an OBS bucket.

  1. Create CSV files (UTF-8 without BOM), name the files with the corresponding data table names, copy the sample data to different CSV files, and save the files.

    To generate a CSV file in Windows, you can perform the following steps:
    1. Use a text editor (for example, Notepad) to create a .txt document and copy the sample data to the document. Then check the total number of rows and check whether the data of rows is correctly separated. (If the sample data is copied from a PDF document, the data in a single row will be wrapped if the data is too long. In this case, you must manually adjust the data to ensure that it is in a single row.)
    2. Choose File > Save as. In the displayed dialog box, set Save as type to All files (*.*), enter the file name with the .csv suffix for File name, and select the UTF-8 encoding format (without BOM) to save the file in CSV format.

  2. Upload the CSV file to OBS.

    1. Log in to the management console and choose Storage > Object Storage Service to access the OBS console.
    2. Click Create Bucket and set parameters as prompted to create an OBS bucket named fast-demo.

      To ensure network connectivity, select the same region for OBS bucket as that for the DataArts Studio instance. If an enterprise project is required, select the enterprise project that is the same as that of the DataArts Studio instance.

      For details about how to create a bucket on the OBS console, see Creating a Bucket in Object Storage Service Console Operation Guide.

    3. Upload data to OBS bucket fast-demo.

      For details about how to upload a file on the OBS console, see Uploading a File in Object Storage Service Console Operation Guide.

This practice involves movie data (movies.csv) and rating data (ratings.csv). Descriptions of the data are as follows:
  • movies.csv:
    movieId,movieTitle,videoReleaseDate,IMDbURL,unknown,Action,Adventure,Animation,Childrens,Comedy,Crime,Documentary,Drama,Fantasy,FilmNoir,Horror,Musical,Mystery,Romance,SciFi,Thriller,War,Western
    1,Toy Story (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Toy%20Story%20(1995),0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0
    2,GoldenEye (1995),1-Jan-95,http://us.imdb.com/M/title-exact?GoldenEye%20(1995),0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0
    3,Four Rooms (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Four%20Rooms%20(1995),0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0
    4,Get Shorty (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Get%20Shorty%20(1995),0,1,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0
    5,Copycat (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Copycat%20(1995),0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0
    6,Shanghai Triad (Yao a yao yao dao waipo qiao) (1995),1-Jan-95,http://us.imdb.com/Title?Yao+a+yao+yao+dao+waipo+qiao+(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0
    7,Twelve Monkeys (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Twelve%20Monkeys%20(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0
    8,Babe (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Babe%20(1995),0,0,0,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0
    9,Dead Man Walking (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Dead%20Man%20Walking%20(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0
    10,Richard III (1995),22-Jan-96,http://us.imdb.com/M/title-exact?Richard%20III%20(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0
    11,Seven (Se7en) (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Se7en%20(1995),0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0
    12,"Usual Suspects, The (1995)",14-Aug-95,"http://us.imdb.com/M/title-exact?Usual%20Suspects,%20The%20(1995)",0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0
    13,Mighty Aphrodite (1995),30-Oct-95,http://us.imdb.com/M/title-exact?Mighty%20Aphrodite%20(1995),0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0
    14,"Postino, Il (1994)",1-Jan-94,"http://us.imdb.com/M/title-exact?Postino,%20Il%20(1994)",0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0
    15,Mr. Holland's Opus (1995),29-Jan-96,http://us.imdb.com/M/title-exact?Mr.%20Holland's%20Opus%20(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0
    16,French Twist (Gazon maudit) (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Gazon%20maudit%20(1995),0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0
    17,From Dusk Till Dawn (1996),5-Feb-96,http://us.imdb.com/M/title-exact?From%20Dusk%20Till%20Dawn%20(1996),0,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0
    18,"White Balloon, The (1995)",1-Jan-95,http://us.imdb.com/M/title-exact?Badkonake%20Sefid%20(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0
    19,Antonia's Line (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Antonia%20(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0
    20,Angels and Insects (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Angels%20and%20Insects%20(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0
    21,Muppet Treasure Island (1996),16-Feb-96,http://us.imdb.com/M/title-exact?Muppet%20Treasure%20Island%20(1996),0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,0
    22,Braveheart (1995),16-Feb-96,http://us.imdb.com/M/title-exact?Braveheart%20(1995),0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0
    23,Taxi Driver (1976),16-Feb-96,http://us.imdb.com/M/title-exact?Taxi%20Driver%20(1976),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0
    24,Rumble in the Bronx (1995),23-Feb-96,http://us.imdb.com/M/title-exact?Hong%20Faan%20Kui%20(1995),0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0
    25,"Birdcage, The (1996)",8-Mar-96,"http://us.imdb.com/M/title-exact?Birdcage,%20The%20(1996)",0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0
    26,"Brothers McMullen, The (1995)",1-Jan-95,"http://us.imdb.com/M/title-exact?Brothers%20McMullen,%20The%20(1995)",0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0
    27,Bad Boys (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Bad%20Boys%20(1995),0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
    28,Apollo 13 (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Apollo%2013%20(1995),0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0
    29,Batman Forever (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Batman%20Forever%20(1995),0,1,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0
    30,Belle de jour (1967),1-Jan-67,http://us.imdb.com/M/title-exact?Belle%20de%20jour%20(1967),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0
    31,Crimson Tide (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Crimson%20Tide%20(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0
    32,Crumb (1994),1-Jan-94,http://us.imdb.com/M/title-exact?Crumb%20(1994),0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0
    33,Desperado (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Desperado%20(1995),0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0
    34,"Doom Generation, The (1995)",1-Jan-95,"http://us.imdb.com/M/title-exact?Doom%20Generation,%20The%20(1995)",0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0
    35,Free Willy 2: The Adventure Home (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Free%20Willy%202:%20The%20Adventure%20Home%20(1995),0,0,1,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0
    36,Mad Love (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Mad%20Love%20(1995),0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0
    37,Nadja (1994),1-Jan-94,http://us.imdb.com/M/title-exact?Nadja%20(1994),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0
    38,"Net, The (1995)",1-Jan-95,"http://us.imdb.com/M/title-exact?Net,%20The%20(1995)",0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0
    39,Strange Days (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Strange%20Days%20(1995),0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0
    40,"To Wong Foo, Thanks for Everything! Julie Newmar (1995)",1-Jan-95,"http://us.imdb.com/M/title-exact?To%20Wong%20Foo,%20Thanks%20for%20Everything!%20Julie%20Newmar%20(1995)",0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0
    41,Billy Madison (1995),1-Jan-95,http://us.imdb.com/M/title-exact?Billy%20Madison%20(1995),0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0
    42,Clerks (1994),1-Jan-94,http://us.imdb.com/M/title-exact?Clerks%20(1994),0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0
    43,Disclosure (1994),1-Jan-94,http://us.imdb.com/M/title-exact?Disclosure%20(1994),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0
    44,Dolores Claiborne (1994),1-Jan-94,http://us.imdb.com/M/title-exact?Dolores%20Claiborne%20(1994),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0
    45,Eat Drink Man Woman (1994),1-Jan-94,http://us.imdb.com/M/title-exact?Yinshi%20Nan%20Nu%20(1994),0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0
    46,Exotica (1994),1-Jan-94,http://us.imdb.com/M/title-exact?Exotica%20(1994),0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0
    47,Ed Wood (1994),1-Jan-94,http://us.imdb.com/M/title-exact?Ed%20Wood%20(1994),0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0
    48,Hoop Dreams (1994),1-Jan-94,http://us.imdb.com/M/title-exact?Hoop%20Dreams%20(1994),0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0
    49,I.Q. (1994),1-Jan-94,http://us.imdb.com/M/title-exact?I.Q.%20(1994),0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0
    50,Star Wars (1977),1-Jan-77,http://us.imdb.com/M/title-exact?Star%20Wars%20(1977),0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0

    The following table describes the data.

    Table 1 Movie data description

    Field

    Type

    Description

    movieId

    INT

    Movie ID

    movieTitle

    VARCHAR

    Movie name

    videoReleaseDate

    VARCHAR

    Release date

    IMDbURL

    VARCHAR

    IMDb link

    unknown

    INT

    Whether the movie type is unknown. If yes, the value is 1; otherwise, the value is 0.

    Action

    INT

    Whether the movie type is action. If yes, the value is 1; otherwise, the value is 0.

    Adventure

    INT

    Whether the movie type is adventure. If yes, the value is 1; otherwise, the value is 0.

    Animation

    INT

    Whether the movie type is animation. If yes, the value is 1; otherwise, the value is 0.

    Childrens

    INT

    Whether the movie type is children. If yes, the value is 1; otherwise, the value is 0.

    Comedy

    INT

    Whether the movie type is comedy. If yes, the value is 1; otherwise, the value is 0.

    Crime

    INT

    Whether the movie type is crime. If yes, the value is 1; otherwise, the value is 0.

    Documentary

    INT

    Whether the movie type is documentary. If yes, the value is 1; otherwise, the value is 0.

    Drama

    INT

    Whether the movie type is drama. If yes, the value is 1; otherwise, the value is 0.

    Fantasy

    INT

    Whether the movie type is fantasy. If yes, the value is 1; otherwise, the value is 0.

    FilmNoir

    INT

    Whether the movie type is noir. If yes, the value is 1; otherwise, the value is 0.

    Horror

    INT

    Whether the movie type is horror. If yes, the value is 1; otherwise, the value is 0.

    Musical

    INT

    Whether the movie type is musical. If yes, the value is 1; otherwise, the value is 0.

    Mystery

    INT

    Whether the movie type is mystery. If yes, the value is 1; otherwise, the value is 0.

    Romance

    INT

    Whether the movie type is romance. If yes, the value is 1; otherwise, the value is 0.

    SciFi

    INT

    Whether the movie type is science fiction. If yes, the value is 1; otherwise, the value is 0.

    Thriller

    INT

    Whether the movie type is thriller. If yes, the value is 1; otherwise, the value is 0.

    War

    INT

    Whether the movie type is war. If yes, the value is 1; otherwise, the value is 0.

    Western

    INT

    Whether the movie type is western. If yes, the value is 1; otherwise, the value is 0.

  • ratings.csv:
    userId,movieId,rating,timestamp
    210,40,3,891035994
    224,29,3,888104457
    308,1,4,887736532
    7,32,4,891350932
    10,16,4,877888877
    99,4,5,886519097
    115,20,3,881171009
    138,26,5,879024232
    243,15,3,879987440
    293,5,3,888906576
    162,25,4,877635573
    135,23,4,879857765
    62,21,3,879373460
    59,23,5,888205300
    43,14,2,883955745
    19,4,4,885412840
    5,2,3,875636053
    72,48,4,880036718
    224,26,3,888104153
    299,14,4,877877775
    151,10,5,879524921
    6,14,5,883599249
    250,7,4,878089716
    268,2,2,875744173
    292,11,5,881104093
    181,3,2,878963441
    145,15,2,875270655
    1,33,4,878542699
    276,2,4,874792436
    18,26,4,880129731
    87,40,3,879876917
    272,12,5,879455254
    296,20,5,884196921
    5,17,4,875636198
    128,15,4,879968827
    287,1,5,875334088
    65,47,2,879216672
    1,20,4,887431883
    290,50,5,880473582
    45,25,4,881014015
    109,8,3,880572642
    157,25,3,886890787
    301,33,4,882078228
    62,12,4,879373613
    276,40,3,874791871
    269,22,1,891448072
    10,7,4,877892210
    244,17,2,880607205
    222,26,3,878183043
    185,23,4,883524249
    207,13,3,875506839
    8,22,5,879362183
    222,49,3,878183512
    200,11,5,884129542
    90,25,5,891384789
    15,25,3,879456204
    234,10,3,891227851
    295,39,4,879518279
    217,2,3,889069782
    189,20,5,893264466
    42,44,3,881108548
    268,21,3,875742822
    262,28,3,879792220
    90,22,4,891384357
    270,25,5,876954456
    194,23,4,879522819
    161,48,1,891170745
    58,9,4,884304328
    79,50,4,891271545
    221,48,5,875245462
    223,11,3,891550649
    292,9,4,881104148
    16,8,5,877722736
    17,13,3,885272654
    148,1,4,877019411
    280,1,4,891700426
    110,38,3,886988574
    90,12,5,891383241
    239,9,5,889180446
    311,9,4,884963365
    151,13,3,879542688
    2,50,5,888552084
    8,50,5,879362124
    286,44,3,877532173
    85,25,2,879452769
    274,50,5,878944679
    217,27,1,889070011
    181,14,1,878962392
    297,25,4,874954497
    1,47,4,875072125
    6,23,4,883601365
    222,22,5,878183285
    314,28,5,877888346
    291,15,5,874833668
    94,24,4,885873423
    83,43,4,880308690
    43,40,3,883956468
    44,15,4,878341343
    158,24,4,880134261
    151,12,5,879524368
    66,1,3,883601324
    5,1,4,875635748
    207,25,4,876079113
    109,1,4,880563619
    227,50,4,879035347
    181,1,3,878962392
    213,13,4,878955139
    121,14,5,891390014
    117,15,5,880125887
    85,13,3,879452866
    313,22,3,891014870
    43,5,4,875981421
    11,38,3,891905936
    72,28,4,880036824
    115,8,5,881171982
    95,1,5,879197329
    145,22,5,875273021
    66,7,3,883601355
    267,17,4,878971773
    25,25,5,885853415
    103,24,4,880415847
    87,9,4,879877931
    49,47,5,888068715
    135,39,3,879857931
    269,13,4,891446662
    99,50,5,885679998
    306,14,5,876503995
    291,7,5,874834481
    312,28,4,891698300
    184,36,3,889910195
    305,11,1,886323237
    198,7,4,884205317
    104,7,3,888465972
    293,39,3,888906804
    256,25,5,882150552
    92,15,3,875640189
    1,17,3,875073198
    214,42,5,892668130
    82,14,4,876311280
    305,50,5,886321799
    223,8,2,891550684
    91,28,4,891439243
    315,13,4,879821158
    269,9,4,891446246
    217,7,4,889069741
    49,7,4,888067307
    87,2,4,879876074
    268,1,3,875742341
    262,47,2,879794599
    84,12,5,883452874
    264,33,3,886122644
    224,20,1,888104487
    200,24,2,884127370
    92,24,3,875640448
    276,38,3,874792574
    286,34,5,877534701
    49,38,1,888068289
    311,5,3,884365853
    269,47,4,891448386
    194,4,4,879521397
    57,28,4,883698324
    108,50,4,879879739
    207,4,4,876198457
    181,16,1,878962996
    94,9,5,885872684
    234,20,4,891227979
    68,7,3,876974096
    13,14,4,884538727
    98,47,4,880498898
    53,24,3,879442538
    239,10,5,889180338
    63,20,3,875748004
    276,43,1,874791383
    272,48,4,879455143
    116,7,2,876453915
    26,25,3,891373727
    62,24,4,879372633
    295,47,5,879518166
    63,50,4,875747292
    49,17,2,888068651
    310,24,4,879436242
    7,44,5,891351728
    326,22,4,879874989
    213,12,5,878955409
    222,29,3,878184571
    249,11,5,879640868
    217,22,5,889069741
    189,1,5,893264174
    234,50,4,892079237
    296,48,5,884197091
    81,3,4,876592546
    151,15,4,879524879
    59,12,5,888204260
    246,8,3,884921245
    276,34,2,877934264
    97,50,5,884239471
    244,7,4,880602558
    298,8,5,884182748
    7,28,5,891352341
    41,28,4,890687353

    The following table describes the data.

    Table 2 Rating data description

    Field

    Type

    Description

    userId

    INT

    User ID

    movieId

    INT

    Movie ID

    rating

    INT

    Rating. The total score is 5 points.

    timestamp

    VARCHAR

    Timestamp

Preparing a Data Lake

This practice uses DWS as the data lake.

For details about how to create a DWS cluster, see Creating a Cluster. The DWS cluster must meet the following requirements so that it can communicate with the DataArts Studio instance:
  • If the CDM cluster in the DataArts Studio instance and the DWS cluster are in different regions, a public network or a dedicated connection is required.
  • If the CDM cluster in the DataArts Studio instance and the DWS cluster are in the same region, VPC, subnet, and security group, they can communicate with each other by default. If they are in the same VPC but in different subnets or security groups, you must configure routing rules and security group rules. For details about how to configure routing rules, see Configuring Routes. For details about how to configure security group rules, see Configuring Security Group Rules.
  • The DWS cluster and the DataArts Studio workspace belong to the same enterprise project. If they do not, you can modify the enterprise project of the workspace.

After creating a DWS cluster, you need to create a DWS connection in Management Center, create a database and schema through the DataArts Factory module, and run an SQL statement to create a DWS table. The procedure is as follows:

  1. Log in to the DataArts Studio console by following the instructions in Accessing the DataArts Studio Instance Console.
  2. On the DataArts Studio console, locate a workspace and click Management Center.
  3. On the displayed Manage Data Connections page, click Create Data Connection.

    Figure 1 Creating a data connection

  4. On the displayed page, configure the following parameters and click OK. Figure 2 lists the parameters.

    • Data Connection Type: Select DWS.
    • Name: Enter dws_link.
    • Manual: Disable it, and you do not need to manually specify IP Address and Port.
    • Cluster Name: Select the DWS cluster that you have created.
    • Username: Enter the database username that you specified when creating the DWS cluster. The default username is dbadmin.
    • Password: Enter the password that you specified when creating the DWS cluster for accessing the database.
    • KMS Key: Select a KMS key used to encrypt sensitive data. If no KMS key is available, click Access KMS to go to the KMS console and create one.
    • Agent: Select a CDM cluster as the connection agent. The CDM cluster must be able to communicate with the DWS cluster. In this example, you can select the DataArts Migration cluster that is automatically created when the DataArts Studio instance is created.
    Figure 2 DWS connection parameters

  5. Go to the DataArts Factory page.

    Figure 3 DataArts Factory page

  6. Create a DWS database and a database schema.

    1. Right-click the DWS connection and select Create Database to create a database named demo for storing data tables.
      Figure 4 Creating a database
    2. Expand the DWS connection directory to the database schema level, right-click schemas, and select Create Schema to create a schema named dgc for storing data tables.
      Figure 5 Creating a database schema

  7. Create a DWS SQL script used to create data tables by entering DWS SQL statements in the editor.

    Figure 6 Creating a script

  8. In the SQL editor, enter the following SQL statements and click Execute to create data tables. Among them, movies_item and ratings_item are original data tables, to which data will be migrated from OBS through CDM. top_rating_movie and top_active_movie are result tables which store analysis results.

    SET SEARCH_PATH TO dgc;
    CREATE TABLE IF NOT EXISTS movies_item(
        movieId INT,
        movieTitle VARCHAR,
        videoReleaseDate VARCHAR,
        IMDbURL VARCHAR,
        unknown INT,
        Action INT,
        Adventure INT,
        Animation INT,
        Childrens INT,
        Comedy INT,
        Crime INT,
        Documentary INT,
        Drama INT,
        Fantasy INT,
        FilmNoir INT,
        Horror INT,
        Musical INT,
        Mystery INT,
        Romance INT,
        SciFi INT,
        Thriller INT,
        War INT,
        Western INT
    );
    
    CREATE TABLE IF NOT EXISTS ratings_item(  
      userId INT,
      movieId INT,
      rating INT,
      timestamp VARCHAR
    );
    
    CREATE TABLE IF NOT EXISTS top_rating_movie(
      movieTitle VARCHAR,
      avg_rating float,
      rating_user_number int
    ); 
    
    CREATE TABLE IF NOT EXISTS top_active_movie(
      movieTitle VARCHAR,
      avg_rating float,
      rating_user_number int
    ); 
    Figure 7 Creating data tables
    The key parameters are as follows:
    • Data Connection: DWS data connection created in Step 3
    • Database: database created in step 5

  9. After the script is executed successfully, run the following script to check whether the data tables are created successfully. After confirming that the data tables are created successfully, you can close the script as it is no longer needed.

    SELECT * FROM pg_tables;

Preparing Authentication Data

If you want to migrate OBS data using CDM, you need AK/SK authentication. Therefore, you must create an AK/SK pair.
  • Access Key ID (AK): indicates the ID of the access key, which is a unique identifier associated with a secret access key and is used in conjunction with a secret access key to sign requests cryptographically.
  • Secret Access Key (SK): indicates the key used with its associated AK to cryptographically sign requests and identify request senders to prevent requests from being modified.
To obtain an access key, perform the following steps:
  1. Log in to the management console, move the cursor to the username in the upper right corner, and select My Credentials from the drop-down list.
  2. On the My Credentials page, choose Access Keys, and click Create Access Key. See Figure 8.
    Figure 8 Clicking Create Access Key
  3. Click OK and save the access key file as prompted. The access key file will be saved to your browser's configured download location. Open the credentials.csv file to view Access Key Id and Secret Access Key.
    • Only two access keys can be added for each user.
    • To ensure access key security, the access key is automatically downloaded only when it is generated for the first time and cannot be obtained from the management console later. Keep them properly.