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Hologres:Panduan cepat untuk mengkueri data di Hologres

Last Updated:Feb 05, 2026

Topik ini menjelaskan cara mengkueri data dari tabel internal atau menggunakan tabel eksternal di Hologres, sehingga Anda dapat merasakan performa unggul dalam kueri data.

Prasyarat

Informasi latar belakang

Hologres mampu merespons permintaan kueri data secara cepat. Topik ini menjelaskan cara membuat database, membuat tabel eksternal dan tabel internal, serta mengimpor data ke tabel internal di Hologres. Selain itu, topik ini juga menjelaskan cara mengkueri data dari tabel internal maupun melalui tabel eksternal, sehingga Anda dapat merasakan performa unggul dalam kueri data.

Prosedur

  1. Buat database

    Langkah ini menunjukkan cara membuat database di Hologres. Database tersebut dapat digunakan untuk menyimpan data instans Hologres guna kueri selanjutnya.

  2. Buat tabel

    Di dalam database yang telah dibuat, buat tabel untuk menyimpan data sampel. Tabel dikategorikan sebagai tabel eksternal atau tabel internal:

    • Tabel eksternal memetakan bidang di sumber data eksternal dan tidak menyimpan data di Hologres.

    • Tabel internal digunakan untuk menyimpan data di Hologres.

  3. Impor data sampel

    Langkah ini menunjukkan cara mengimpor data ke tabel internal di Hologres untuk kueri selanjutnya. Dalam contoh ini, digunakan data dari dataset TPC Benchmark H (TPC-H).

  4. Kueri data dari tabel

    Langkah ini menunjukkan cara mengkueri data dari tabel. Dalam contoh ini, digunakan 22 pernyataan SQL TPC-H, sehingga Anda dapat merasakan ketepatan waktu dan stabilitas kueri data di Hologres.

Langkah 1: Buat database

  1. Masuk ke Hologres console. Di panel navigasi sebelah kiri, klik Instances.

  2. Di halaman Instances, klik nama instans target.

  3. Di panel navigasi sebelah kiri halaman Instance Details, klik Database Management.

  4. Di halaman DB Authorization, klik Create Database di pojok kanan atas.

    新增数据库

  5. Di kotak dialog Create Database, konfigurasikan parameter berikut.

    新增数据库

    Parameter

    Deskripsi

    Instance Name

    Nama instans Hologres tempat Anda ingin membuat database. Secara default, nama instans yang terhubung akan ditampilkan. Anda juga dapat memilih instans Hologres lain dari daftar drop-down.

    Database Name

    Nama database. Dalam contoh ini, digunakan tpch_10g.

    Catatan

    Nama database harus unik.

    Permission Model

    Anda dapat memilih kebijakan akses untuk database yang dibuat. Untuk informasi selengkapnya tentang kebijakan akses, lihat:

    • SPM: simple permission model (SPM). Jika Anda memilih SPM, izin diberikan pada tingkat database. Peran berikut disediakan: admin, developer, writer, dan viewer. Anda dapat mengelola izin pada objek dalam database secara mudah dan aman menggunakan beberapa fungsi pengelolaan izin.

    • SLPM: schema-level permission model (SLPM). Jika Anda memilih SLPM, izin diberikan pada tingkat skema. Peran berikut disediakan: <db>.admin, <db>.<schema>.developer, <db>.<schema>.writer, dan <db>.<schema>.viewer. Dibandingkan dengan SPM, SLPM memungkinkan Anda mengelola izin secara lebih granular.

    • standard PostgreSQL authorization model: Hologres kompatibel dengan PostgreSQL dan menggunakan sistem izin PostgreSQL.

Langkah 2: Buat tabel

Setelah database dibuat, Anda dapat membuat tabel di dalam database tersebut. Pilih jenis tabel—eksternal atau internal—sesuai dengan lokasi penyimpanan data Anda.

  • Buat tabel eksternal

    1. Masuk ke database.

      1. Di halaman pengembangan HoloWeb, klik Metadata Management.

      2. Di halaman Metadata Management, klik ganda nama database yang telah Anda buat di pohon direktori sebelah kiri, lalu klik OK.Log in to the database

    2. Buat tabel eksternal.

      1. Di halaman SQL Editor, klik ikon 新增SQL di pojok kiri atas.

      2. Di halaman baru Ad-hoc Query, pilih Instance Name dan Database Anda. Kemudian, masukkan pernyataan berikut di editor SQL dan klik Run.

        Pernyataan SQL berikut digunakan untuk membuat tabel eksternal untuk kueri selanjutnya. Tabel eksternal tersebut memetakan bidang di tabel sumber seperti tabel odps_customer_10g dan odps_lineitem_10g di proyek MaxCompute MAXCOMPUTE_PUBLIC_DATA.

        DROP FOREIGN TABLE IF EXISTS odps_customer_10g;
        DROP FOREIGN TABLE IF EXISTS odps_lineitem_10g;
        DROP FOREIGN TABLE IF EXISTS odps_nation_10g;
        DROP FOREIGN TABLE IF EXISTS odps_orders_10g;
        DROP FOREIGN TABLE IF EXISTS odps_part_10g;
        DROP FOREIGN TABLE IF EXISTS odps_partsupp_10g;
        DROP FOREIGN TABLE IF EXISTS odps_region_10g;
        DROP FOREIGN TABLE IF EXISTS odps_supplier_10g;
        
        
        IMPORT FOREIGN SCHEMA "MAXCOMPUTE_PUBLIC_DATA#default" LIMIT to
        (
            odps_customer_10g,
            odps_lineitem_10g,
            odps_nation_10g,
            odps_orders_10g,
            odps_part_10g,
            odps_partsupp_10g,
            odps_region_10g,
            odps_supplier_10g
        ) 
        FROM SERVER odps_server INTO public OPTIONS(if_table_exist'error',if_unsupported_type'error');
  • Buat tabel internal

    1. Masuk ke database.

      1. Di halaman pengembangan HoloWeb, klik Metadata Management.

      2. Di halaman Metadata Management, klik ganda nama database yang telah Anda buat di pohon direktori sebelah kiri, lalu klik OK.Log in to the database

    2. Buat tabel internal.

      1. Di halaman SQL Editor, klik New SQL Window di pojok kiri atas.

      2. Di halaman baru Ad-hoc Query, pilih Instance Name dan Database yang telah Anda buat. Kemudian, masukkan pernyataan berikut di editor SQL dan klik Run.

        Pernyataan SQL berikut digunakan untuk membuat tabel internal bernama LINEITEM, ORDERS, PARTSUPP, PART, CUSTOMER, SUPPLIER, NATION, dan REGION. Tabel internal tersebut digunakan untuk menyimpan data guna kueri selanjutnya.

        DROP TABLE IF EXISTS LINEITEM;
        
        BEGIN;
        CREATE TABLE LINEITEM (
            L_ORDERKEY bigint NOT NULL,
            L_PARTKEY int NOT NULL,
            L_SUPPKEY int NOT NULL,
            L_LINENUMBER int NOT NULL,
            L_QUANTITY DECIMAL(15, 2) NOT NULL,
            L_EXTENDEDPRICE DECIMAL(15, 2) NOT NULL,
            L_DISCOUNT DECIMAL(15, 2) NOT NULL,
            L_TAX DECIMAL(15, 2) NOT NULL,
            L_RETURNFLAG text NOT NULL,
            L_LINESTATUS text NOT NULL,
            L_SHIPDATE date NOT NULL,
            L_COMMITDATE date NOT NULL,
            L_RECEIPTDATE date NOT NULL,
            L_SHIPINSTRUCT text NOT NULL,
            L_SHIPMODE text NOT NULL,
            L_COMMENT text NOT NULL,
            PRIMARY KEY (L_ORDERKEY, L_LINENUMBER)
        );
        CALL set_table_property ('LINEITEM', 'clustering_key', 'L_SHIPDATE,L_ORDERKEY');
        CALL set_table_property ('LINEITEM', 'segment_key', 'L_SHIPDATE');
        CALL set_table_property ('LINEITEM', 'distribution_key', 'L_ORDERKEY');
        CALL set_table_property ('LINEITEM', 'bitmap_columns', 'L_RETURNFLAG,L_LINESTATUS,L_SHIPINSTRUCT,L_SHIPMODE');
        CALL set_table_property ('LINEITEM', 'dictionary_encoding_columns', 'l_comment:off,l_returnflag,l_linestatus,l_shipinstruct,l_shipmode');
        COMMIT;
        
        DROP TABLE IF EXISTS ORDERS;
        
        BEGIN;
        CREATE TABLE ORDERS (
            O_ORDERKEY bigint NOT NULL PRIMARY KEY,
            O_CUSTKEY int NOT NULL,
            O_ORDERSTATUS text NOT NULL,
            O_TOTALPRICE DECIMAL(15, 2) NOT NULL,
            O_ORDERDATE date NOT NULL,
            O_ORDERPRIORITY text NOT NULL,
            O_CLERK text NOT NULL,
            O_SHIPPRIORITY int NOT NULL,
            O_COMMENT text NOT NULL
        );
        CALL set_table_property ('ORDERS', 'segment_key', 'O_ORDERDATE');
        CALL set_table_property ('ORDERS', 'colocate_with', 'lineitem');
        CALL set_table_property ('ORDERS', 'distribution_key', 'O_ORDERKEY');
        CALL set_table_property ('ORDERS', 'bitmap_columns', 'O_ORDERSTATUS,O_ORDERPRIORITY,O_CLERK,O_SHIPPRIORITY');
        CALL set_table_property ('ORDERS', 'dictionary_encoding_columns', 'o_comment:off,o_orderstatus,o_orderpriority,o_clerk');
        COMMIT;
        
        DROP TABLE IF EXISTS PARTSUPP;
        
        BEGIN;
        CREATE TABLE PARTSUPP (
            PS_PARTKEY int NOT NULL,
            PS_SUPPKEY int NOT NULL,
            PS_AVAILQTY int NOT NULL,
            PS_SUPPLYCOST DECIMAL(15, 2) NOT NULL,
            PS_COMMENT text NOT NULL,
            PRIMARY KEY (PS_PARTKEY, PS_SUPPKEY)
        );
        CALL set_table_property ('PARTSUPP', 'distribution_key', 'PS_PARTKEY');
        CALL set_table_property ('PARTSUPP', 'colocate_with', 'lineitem');
        CALL set_table_property ('PARTSUPP', 'bitmap_columns', 'ps_availqty');
        CALL set_table_property ('PARTSUPP', 'dictionary_encoding_columns', '');
        COMMIT;
        
        DROP TABLE IF EXISTS PART;
        
        BEGIN;
        CREATE TABLE PART (
            P_PARTKEY int NOT NULL PRIMARY KEY,
            P_NAME text NOT NULL,
            P_MFGR text NOT NULL,
            P_BRAND text NOT NULL,
            P_TYPE text NOT NULL,
            P_SIZE int NOT NULL,
            P_CONTAINER text NOT NULL,
            P_RETAILPRICE DECIMAL(15, 2) NOT NULL,
            P_COMMENT text NOT NULL
        );
        CALL set_table_property ('PART', 'distribution_key', 'P_PARTKEY');
        CALL set_table_property ('PART', 'colocate_with', 'lineitem');
        CALL set_table_property ('PART', 'bitmap_columns', 'P_SIZE,P_MFGR,P_BRAND,P_TYPE,P_CONTAINER');
        CALL set_table_property ('PART', 'dictionary_encoding_columns', 'p_name:off,p_comment:off,p_mfgr,p_brand,p_type,p_container');
        COMMIT;
        
        DROP TABLE IF EXISTS CUSTOMER;
        
        BEGIN;
        CREATE TABLE CUSTOMER (
            C_CUSTKEY int NOT NULL PRIMARY KEY,
            C_NAME text NOT NULL,
            C_ADDRESS text NOT NULL,
            C_NATIONKEY int NOT NULL,
            C_PHONE text NOT NULL,
            C_ACCTBAL DECIMAL(15, 2) NOT NULL,
            C_MKTSEGMENT text NOT NULL,
            C_COMMENT text NOT NULL
        );
        CALL set_table_property ('CUSTOMER', 'distribution_key', 'C_CUSTKEY');
        CALL set_table_property ('CUSTOMER', 'colocate_with', 'lineitem');
        CALL set_table_property ('CUSTOMER', 'bitmap_columns', 'C_NATIONKEY,C_MKTSEGMENT');
        CALL set_table_property ('CUSTOMER', 'dictionary_encoding_columns', 'c_name:off,c_address:off,c_phone:off,c_comment:off,c_mktsegment');
        COMMIT;
        
        DROP TABLE IF EXISTS SUPPLIER;
        
        BEGIN;
        CREATE TABLE SUPPLIER (
            S_SUPPKEY int NOT NULL PRIMARY KEY,
            S_NAME text NOT NULL,
            S_ADDRESS text NOT NULL,
            S_NATIONKEY int NOT NULL,
            S_PHONE text NOT NULL,
            S_ACCTBAL DECIMAL(15, 2) NOT NULL,
            S_COMMENT text NOT NULL
        );
        CALL set_table_property ('SUPPLIER', 'distribution_key', 'S_SUPPKEY');
        CALL set_table_property ('SUPPLIER', 'colocate_with', 'lineitem');
        CALL set_table_property ('SUPPLIER', 'bitmap_columns', 'S_NATIONKEY');
        CALL set_table_property ('SUPPLIER', 'dictionary_encoding_columns', '');
        COMMIT;
        
        DROP TABLE IF EXISTS NATION;
        
        BEGIN;
        CREATE TABLE NATION (
            N_NATIONKEY int NOT NULL PRIMARY KEY,
            N_NAME text NOT NULL,
            N_REGIONKEY int NOT NULL,
            N_COMMENT text NOT NULL
        );
        CALL set_table_property ('NATION', 'distribution_key', 'N_NATIONKEY');
        CALL set_table_property ('NATION', 'colocate_with', 'lineitem');
        CALL set_table_property ('NATION', 'bitmap_columns', '');
        CALL set_table_property ('NATION', 'dictionary_encoding_columns', '');
        COMMIT;
        
        DROP TABLE IF EXISTS REGION;
        
        BEGIN;
        CREATE TABLE REGION (
            R_REGIONKEY int NOT NULL PRIMARY KEY,
            R_NAME text NOT NULL,
            R_COMMENT text
        );
        CALL set_table_property ('REGION', 'distribution_key', 'R_REGIONKEY');
        CALL set_table_property ('REGION', 'colocate_with', 'lineitem');
        CALL set_table_property ('REGION', 'bitmap_columns', '');
        CALL set_table_property ('REGION', 'dictionary_encoding_columns', '');
        COMMIT;

Langkah 3: Impor data sampel

Setelah tabel internal dibuat, Anda dapat mengimpor data ke tabel internal di Hologres dengan mengikuti langkah-langkah berikut.

Catatan

Tabel eksternal memetakan bidang di sumber data eksternal dan tidak menyimpan data di Hologres. Anda dapat menggunakan tabel eksternal di Hologres untuk mengkueri data yang disimpan di proyek MaxCompute MAXCOMPUTE_PUBLIC_DATA.

  1. Di halaman SQL Editor, klik New SQL Window di pojok kiri atas.

  2. Di halaman Ad-hoc Query, pilih Instance Name dan Database yang telah Anda buat, masukkan pernyataan berikut di editor SQL, lalu klik Run.

    Pernyataan SQL berikut mengimpor data dari tabel seperti `public.odps_customer_10g` dan `public.odps_lineitem_10g` di proyek publik MaxCompute `MAXCOMPUTE_PUBLIC_DATA` dan memuat data tersebut ke tabel internal dengan nama yang sama untuk kueri selanjutnya.

    INSERT INTO public.customer SELECT * FROM public.odps_customer_10g ;
    INSERT INTO public.lineitem SELECT * FROM public.odps_lineitem_10g ;
    INSERT INTO public.nation SELECT * FROM public.odps_nation_10g ;
    INSERT INTO public.orders SELECT * FROM public.odps_orders_10g ;
    INSERT INTO public.part SELECT * FROM public.odps_part_10g ;
    INSERT INTO public.partsupp SELECT * FROM public.odps_partsupp_10g ;
    INSERT INTO public.region SELECT * FROM public.odps_region_10g ;
    INSERT INTO public.supplier SELECT * FROM public.odps_supplier_10g ;
    
    vacuum nation;
    vacuum region;
    vacuum supplier;
    vacuum customer;
    vacuum part;
    vacuum partsupp;
    vacuum orders;
    vacuum lineitem;
    
    analyze nation;
    analyze region;
    analyze lineitem;
    analyze orders;
    analyze customer;
    analyze part;
    analyze partsupp;
    analyze supplier;
    analyze lineitem (l_orderkey,l_partkey,l_suppkey);
    analyze orders (o_custkey);
    analyze partsupp(ps_partkey,ps_suppkey);

Langkah 4: Kueri data di tabel

  1. Di halaman SQL Editor, klik New SQL Window di pojok kiri atas.

  2. Di halaman baru Ad-hoc Query, pilih Instance Name dan Database yang telah Anda buat, masukkan pernyataan berikut di editor SQL, lalu klik Run.

    Catatan

    Pernyataan SQL berikut digunakan untuk mengkueri data dari tabel internal. Untuk mengkueri data menggunakan tabel eksternal, ganti nama tabel dalam pernyataan dengan nama tabel eksternal.

    Tabel berikut menyediakan tautan ke 22 pernyataan SQL TPC-H. Untuk melihat pernyataan SQL tertentu, Anda dapat mengklik tautan di tabel.

    Nama

    Pernyataan kueri

    22 pernyataan kueri TPC-H

    Q1

    Q2

    Q3

    Q4

    Q5

    Q6

    Q7

    Q8

    Q9

    Q10

    Q11

    Q12

    Q13

    Q14

    Q15

    Q16

    Q17

    Q18

    Q19

    Q20

    Q21

    Q22

    -

    -

    • Q1

      select
              l_returnflag,
              l_linestatus,
              sum(l_quantity) as sum_qty,
              sum(l_extendedprice) as sum_base_price,
              sum(l_extendedprice * (1 - l_discount)) as sum_disc_price,
              sum(l_extendedprice * (1 - l_discount) * (1 + l_tax)) as sum_charge,
              avg(l_quantity) as avg_qty,
              avg(l_extendedprice) as avg_price,
              avg(l_discount) as avg_disc,
              count(*) as count_order
      from
              lineitem
      where
              l_shipdate <= date '1998-12-01' - interval '120' day
      group by
              l_returnflag,
              l_linestatus
      order by
              l_returnflag,
              l_linestatus;
    • Q2

      select
              s_acctbal,
              s_name,
              n_name,
              p_partkey,
              p_mfgr,
              s_address,
              s_phone,
              s_comment
      from
              part,
              supplier,
              partsupp,
              nation,
              region
      where
              p_partkey = ps_partkey
              and s_suppkey = ps_suppkey
              and p_size = 48
              and p_type like '%STEEL'
              and s_nationkey = n_nationkey
              and n_regionkey = r_regionkey
              and r_name = 'EUROPE'
              and ps_supplycost = (
                      select
                              min(ps_supplycost)
                      from
                              partsupp,
                              supplier,
                              nation,
                              region
                      where
                              p_partkey = ps_partkey
                              and s_suppkey = ps_suppkey
                              and s_nationkey = n_nationkey
                              and n_regionkey = r_regionkey
                              and r_name = 'EUROPE'
              )
      order by
              s_acctbal desc,
              n_name,
              s_name,
              p_partkey
      limit 100;
    • Q3

      select
              l_orderkey,
              sum(l_extendedprice * (1 - l_discount)) as revenue,
              o_orderdate,
              o_shippriority
      from
              customer,
              orders,
              lineitem
      where
              c_mktsegment = 'MACHINERY'
              and c_custkey = o_custkey
              and l_orderkey = o_orderkey
              and o_orderdate < date '1995-03-23'
              and l_shipdate > date '1995-03-23'
      group by
              l_orderkey,
              o_orderdate,
              o_shippriority
      order by
              revenue desc,
              o_orderdate
      limit 10;
    • Q4

      select
              o_orderpriority,
              count(*) as order_count
      from
              orders
      where
              o_orderdate >= date '1996-07-01'
              and o_orderdate < date '1996-07-01' + interval '3' month
              and exists (
                      select
                              *
                      from
                              lineitem
                      where
                              l_orderkey = o_orderkey
                              and l_commitdate < l_receiptdate
              )
      group by
              o_orderpriority
      order by
              o_orderpriority;
    • Q5

      select
              n_name,
              sum(l_extendedprice * (1 - l_discount)) as revenue
      from
              customer,
              orders,
              lineitem,
              supplier,
              nation,
              region
      where
              c_custkey = o_custkey
              and l_orderkey = o_orderkey
              and l_suppkey = s_suppkey
              and c_nationkey = s_nationkey
              and s_nationkey = n_nationkey
              and n_regionkey = r_regionkey
              and r_name = 'EUROPE'
              and o_orderdate >= date '1996-01-01'
              and o_orderdate < date '1996-01-01' + interval '1' year
      group by
              n_name
      order by
              revenue desc;
    • Q6

      select
              sum(l_extendedprice * l_discount) as revenue
      from
              lineitem
      where
              l_shipdate >= date '1996-01-01'
              and l_shipdate < date '1996-01-01' + interval '1' year
              and l_discount between 0.02 - 0.01 and 0.02 + 0.01
              and l_quantity < 24;
    • Q7

      set hg_experimental_enable_double_equivalent=on;
      select
              supp_nation,
              cust_nation,
              l_year,
              sum(volume) as revenue
      from
              (
                      select
                              n1.n_name as supp_nation,
                              n2.n_name as cust_nation,
                              extract(year from l_shipdate) as l_year,
                              l_extendedprice * (1 - l_discount) as volume
                      from
                              supplier,
                              lineitem,
                              orders,
                              customer,
                              nation n1,
                              nation n2
                      where
                              s_suppkey = l_suppkey
                              and o_orderkey = l_orderkey
                              and c_custkey = o_custkey
                              and s_nationkey = n1.n_nationkey
                              and c_nationkey = n2.n_nationkey
                              and (
                                      (n1.n_name = 'CANADA' and n2.n_name = 'BRAZIL')
                                      or (n1.n_name = 'BRAZIL' and n2.n_name = 'CANADA')
                              )
                              and l_shipdate between date '1995-01-01' and date '1996-12-31'
              ) as shipping
      group by
              supp_nation,
              cust_nation,
              l_year
      order by
              supp_nation,
              cust_nation,
              l_year;
    • Q8

      set hg_experimental_enable_double_equivalent=on;
      select
              o_year,
              sum(case
                      when nation = 'BRAZIL' then volume
                      else 0
              end) / sum(volume) as mkt_share
      from
              (
                      select
                              extract(year from o_orderdate) as o_year,
                              l_extendedprice * (1 - l_discount) as volume,
                              n2.n_name as nation
                      from
                              part,
                              supplier,
                              lineitem,
                              orders,
                              customer,
                              nation n1,
                              nation n2,
                              region
                      where
                              p_partkey = l_partkey
                              and s_suppkey = l_suppkey
                              and l_orderkey = o_orderkey
                              and o_custkey = c_custkey
                              and c_nationkey = n1.n_nationkey
                              and n1.n_regionkey = r_regionkey
                              and r_name = 'AMERICA'
                              and s_nationkey = n2.n_nationkey
                              and o_orderdate between date '1995-01-01' and date '1996-12-31'
                              and p_type = 'LARGE ANODIZED COPPER'
              ) as all_nations
      group by
              o_year
      order by
              o_year;
    • Q9

      set hg_experimental_enable_double_equivalent=on;
      select
              nation,
              o_year,
              sum(amount) as sum_profit
      from
              (
                      select
                              n_name as nation,
                              extract(year from o_orderdate) as o_year,
                              l_extendedprice * (1 - l_discount) - ps_supplycost * l_quantity as amount
                      from
                              part,
                              supplier,
                              lineitem,
                              partsupp,
                              orders,
                              nation
                      where
                              s_suppkey = l_suppkey
                              and ps_suppkey = l_suppkey
                              and ps_partkey = l_partkey
                              and p_partkey = l_partkey
                              and o_orderkey = l_orderkey
                              and s_nationkey = n_nationkey
                              and p_name like '%maroon%'
              ) as profit
      group by
              nation,
              o_year
      order by
              nation,
              o_year desc;
    • Q10

      select
              c_custkey,
              c_name,
              sum(l_extendedprice * (1 - l_discount)) as revenue,
              c_acctbal,
              n_name,
              c_address,
              c_phone,
              c_comment
      from
              customer,
              orders,
              lineitem,
              nation
      where
              c_custkey = o_custkey
              and l_orderkey = o_orderkey
              and o_orderdate >= date '1993-02-01'
              and o_orderdate < date '1993-02-01' + interval '3' month
              and l_returnflag = 'R'
              and c_nationkey = n_nationkey
      group by
              c_custkey,
              c_name,
              c_acctbal,
              c_phone,
              n_name,
              c_address,
              c_comment
      order by
              revenue desc
      limit 20;
    • Q11

      select
              ps_partkey,
              sum(ps_supplycost * ps_availqty) as value
      from
              partsupp,
              supplier,
              nation
      where
              ps_suppkey = s_suppkey
              and s_nationkey = n_nationkey
              and n_name = 'EGYPT'
      group by
              ps_partkey having
                      sum(ps_supplycost * ps_availqty) > (
                              select
                                      sum(ps_supplycost * ps_availqty) * 0.0001000000
                              from
                                      partsupp,
                                      supplier,
                                      nation
                              where
                                      ps_suppkey = s_suppkey
                                      and s_nationkey = n_nationkey
                                      and n_name = 'EGYPT'
                      )
      order by
              value desc;
    • Q12

      select
              l_shipmode,
              sum(case
                      when o_orderpriority = '1-URGENT'
                              or o_orderpriority = '2-HIGH'
                              then 1
                      else 0
              end) as high_line_count,
              sum(case
                      when o_orderpriority <> '1-URGENT'
                              and o_orderpriority <> '2-HIGH'
                              then 1
                      else 0
              end) as low_line_count
      from
              orders,
              lineitem
      where
              o_orderkey = l_orderkey
              and l_shipmode in ('FOB', 'AIR')
              and l_commitdate < l_receiptdate
              and l_shipdate < l_commitdate
              and l_receiptdate >= date '1997-01-01'
              and l_receiptdate < date '1997-01-01' + interval '1' year
      group by
              l_shipmode
      order by
              l_shipmode;
    • Q13

      select
              c_count,
              count(*) as custdist
      from
              (
                      select
                              c_custkey,
                              count(o_orderkey) as c_count
                      from
                              customer left outer join orders on
                                      c_custkey = o_custkey
                                      and o_comment not like '%special%deposits%'
                      group by
                              c_custkey
              ) c_orders
      group by
              c_count
      order by
              custdist desc,
              c_count desc;
    • Q14

      select
              100.00 * sum(case
                      when p_type like 'PROMO%'
                              then l_extendedprice * (1 - l_discount)
                      else 0
              end) / sum(l_extendedprice * (1 - l_discount)) as promo_revenue
      from
              lineitem,
              part
      where
              l_partkey = p_partkey
              and l_shipdate >= date '1997-06-01'
              and l_shipdate < date '1997-06-01' + interval '1' month;
    • Q15

      with revenue0(SUPPLIER_NO, TOTAL_REVENUE)  as
        (
        select
          l_suppkey,
          sum(l_extendedprice * (1 - l_discount))
        from
          lineitem
        where
          l_shipdate >= date '1995-02-01'
          and l_shipdate < date '1995-02-01' + interval '3' month
        group by
          l_suppkey
        )
      select
        s_suppkey,
        s_name,
        s_address,
        s_phone,
        total_revenue
      from
        supplier,
        revenue0
      where
        s_suppkey = supplier_no
        and total_revenue = (
          select
            max(total_revenue)
          from
            revenue0
        )
      order by
        s_suppkey;
    • Q16

      select
              p_brand,
              p_type,
              p_size,
              count(distinct ps_suppkey) as supplier_cnt
      from
              partsupp,
              part
      where
              p_partkey = ps_partkey
              and p_brand <> 'Brand#45'
              and p_type not like 'SMALL ANODIZED%'
              and p_size in (47, 15, 37, 30, 46, 16, 18, 6)
              and ps_suppkey not in (
                      select
                              s_suppkey
                      from
                              supplier
                      where
                              s_comment like '%Customer%Complaints%'
              )
      group by
              p_brand,
              p_type,
              p_size
      order by
              supplier_cnt desc,
              p_brand,
              p_type,
              p_size;
    • Q17

      select
              sum(l_extendedprice) / 7.0 as avg_yearly
      from
              lineitem,
              part
      where
              p_partkey = l_partkey
              and p_brand = 'Brand#51'
              and p_container = 'WRAP PACK'
              and l_quantity < (
                      select
                              0.2 * avg(l_quantity)
                      from
                              lineitem
                      where
                              l_partkey = p_partkey
              );
    • Q18

      select
              c_name,
              c_custkey,
              o_orderkey,
              o_orderdate,
              o_totalprice,
              sum(l_quantity)
      from
              customer,
              orders,
              lineitem
      where
              o_orderkey in (
                      select
                              l_orderkey
                      from
                              lineitem
                      group by
                              l_orderkey having
                                      sum(l_quantity) > 312
              )
              and c_custkey = o_custkey
              and o_orderkey = l_orderkey
      group by
              c_name,
              c_custkey,
              o_orderkey,
              o_orderdate,
              o_totalprice
      order by
              o_totalprice desc,
              o_orderdate
      limit 100;
    • Q19

      select
              sum(l_extendedprice* (1 - l_discount)) as revenue
      from
              lineitem,
              part
      where
              (
                      p_partkey = l_partkey
                      and p_brand = 'Brand#52'
                      and p_container in ('SM CASE', 'SM BOX', 'SM PACK', 'SM PKG')
                      and l_quantity >= 3 and l_quantity <= 3 + 10
                      and p_size between 1 and 5
                      and l_shipmode in ('AIR', 'AIR REG')
                      and l_shipinstruct = 'DELIVER IN PERSON'
              )
              or
              (
                      p_partkey = l_partkey
                      and p_brand = 'Brand#43'
                      and p_container in ('MED BAG', 'MED BOX', 'MED PKG', 'MED PACK')
                      and l_quantity >= 12 and l_quantity <= 12 + 10
                      and p_size between 1 and 10
                      and l_shipmode in ('AIR', 'AIR REG')
                      and l_shipinstruct = 'DELIVER IN PERSON'
              )
              or
              (
                      p_partkey = l_partkey
                      and p_brand = 'Brand#52'
                      and p_container in ('LG CASE', 'LG BOX', 'LG PACK', 'LG PKG')
                      and l_quantity >= 21 and l_quantity <= 21 + 10
                      and p_size between 1 and 15
                      and l_shipmode in ('AIR', 'AIR REG')
                      and l_shipinstruct = 'DELIVER IN PERSON'
              );
    • Q20

      select
              s_name,
              s_address
      from
              supplier,
              nation
      where
              s_suppkey in (
                      select
                              ps_suppkey
                      from
                              partsupp
                      where
                              ps_partkey in (
                                      select
                                              p_partkey
                                      from
                                              part
                                      where
                                              p_name like 'drab%'
                              )
                              and ps_availqty > (
                                      select
                                              0.5 * sum(l_quantity)
                                      from
                                              lineitem
                                      where
                                              l_partkey = ps_partkey
                                              and l_suppkey = ps_suppkey
                                              and l_shipdate >= date '1996-01-01'
                                              and l_shipdate < date '1996-01-01' + interval '1' year
                              )
              )
              and s_nationkey = n_nationkey
              and n_name = 'KENYA'
      order by
              s_name;
    • Q21

      select
              s_name,
              count(*) as numwait
      from
              supplier,
              lineitem l1,
              orders,
              nation
      where
              s_suppkey = l1.l_suppkey
              and o_orderkey = l1.l_orderkey
              and o_orderstatus = 'F'
              and l1.l_receiptdate > l1.l_commitdate
              and exists (
                      select
                              *
                      from
                              lineitem l2
                      where
                              l2.l_orderkey = l1.l_orderkey
                              and l2.l_suppkey <> l1.l_suppkey
              )
              and not exists (
                      select
                              *
                      from
                              lineitem l3
                      where
                              l3.l_orderkey = l1.l_orderkey
                              and l3.l_suppkey <> l1.l_suppkey
                              and l3.l_receiptdate > l3.l_commitdate
              )
              and s_nationkey = n_nationkey
              and n_name = 'PERU'
      group by
              s_name
      order by
              numwait desc,
              s_name
      limit 100;
    • Q22

      select
              cntrycode,
              count(*) as numcust,
              sum(c_acctbal) as totacctbal
      from
              (
                      select
                              substring(c_phone from 1 for 2) as cntrycode,
                              c_acctbal
                      from
                              customer
                      where
                              substring(c_phone from 1 for 2) in
                                      ('24', '32', '17', '18', '12', '14', '22')
                              and c_acctbal > (
                                      select
                                              avg(c_acctbal)
                                      from
                                              customer
                                      where
                                              c_acctbal > 0.00
                                              and substring(c_phone from 1 for 2) in
                                                      ('24', '32', '17', '18', '12', '14', '22')
                              )
                              and not exists (
                                      select
                                              *
                                      from
                                              orders
                                      where
                                              o_custkey = c_custkey
                              )
              ) as custsale
      group by
              cntrycode
      order by
              cntrycode;