Superset of big data

Superset of big data

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Chapter 1 Getting Started with Superset

1.1 Superset Overview

Apache Superset is a modern data exploration and visualization platform. It has powerful functions and is very easy to use. It can connect to various data sources, including many modern big data analysis engines, has rich chart display forms, and supports custom dashboards.

1.2 Environmental Description

The server operating system used in this course is CentOS 7, and the data source connected to Superset is the MySQL database.

Chapter 2 Superset Installation

Superset official website address: http://superset.apache.org/

2.1 Install the Python environment

Superset is a web application written in Python language and requires a Python3.7 environment.

2.1.1 Install Miniconda

Conda is an open source package and environment manager that can be used to install different Python versions of software packages and their dependencies on the same machine, and can switch between different Python environments. Anaconda includes Conda, Python, and a lot of Installed toolkits, such as: numpy, pandas, etc. Miniconda includes Conda and Python.

Here, we don't need so many toolkits, so we choose MiniConda.

1) Download Miniconda (Python3 version)

Download address: https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh

2) Install Miniconda

(1) Execute the following command to install, and follow the prompts until the installation is complete.

[liumingze@hadoop102 lib]$ bash Miniconda3-latest-Linux-x86_64.sh

(2) During the installation process, when the following prompt appears, you can specify the installation path

(3) When the following words appear, the installation is complete

3) Load the environment variable configuration file to make it take effect

[liumingze@hadoop102 lib]$ source ~/.bashrc

4) Deactivate the base environment

After the installation of Miniconda is complete, its default base environment will be activated every time the terminal is opened. We can disable the activation of the default base environment through the following command.

[liumingze@hadoop102 lib]$ conda config --set auto_activate_base false

2.1.2 Create Python3.7 environment

1) Configure conda domestic mirroring

(base) [liumingze@hadoop102 ~]$ conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free

(base) [liumingze@hadoop102 ~]$ conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main

(base) [liumingze@hadoop102 ~]$ conda config --set show_channel_urls yes

2) Create a Python3.7 environment

(base) [liumingze@hadoop102 ~]$ conda create --name superset python=3.7

Description: Common commands for conda environment management

Create environment : conda create -n env_name

View all environments : conda info --envs

Delete an environment : conda remove -n env_name --all

3) Activate the superset environment

(base) [liumingze@hadoop102 ~]$ conda activate superset

After activation, the effect is shown in the figure below

Description: exit the current environment

(superset) [liumingze@hadoop102 ~]$ conda deactivate

4) Execute the python command to view the python version

2.2 Superset deployment

2.2.1 Installation dependencies

Before installing Superset, the following dependencies need to be installed

(superset) [liumingze@hadoop102 ~]$ sudo yum install -y gcc gcc-c++ libffi-devel python-devel python-pip python-wheel python-setuptools openssl-devel cyrus-sasl-devel openldap-devel

2.2.2 Install Superset

1) Install (update) setuptools and pip

(superset) [liumingze@hadoop102 ~]$ pip install --upgrade setuptools pip -i https://pypi.douban.com/simple/

**Description: **pip is a package management tool for python, which can be compared with yum in centos

2) Install Supetset

(superset) [liumingze@hadoop102 ~]$ pip install apache-superset -i https://pypi.douban.com/simple/

Explanation: The function of -i is to specify the image, here select the domestic image

Note: If you encounter a network error and cannot download, you can try to replace the mirror

(superset) [liumingze@hadoop102 ~]$ pip install apache-superset --trusted-host https://repo.huaweicloud.com -i https://repo.huaweicloud.com/repository/pypi/simple

3) Initialize the Supetset database

(superset) [liumingze@hadoop102 ~]$ superset db upgrade

4) Create an admin user

(superset) [liumingze@hadoop102 ~]$ export FLASK_APP=superset

(superset) [liumingze@hadoop102 ~]$ superset fab create-admin

Explanation : flask is a python web framework, and Superset uses flask

5) Superset initialization

(superset) [liumingze@hadoop102 ~]$ superset init

2.2.3 Start Supterset

1) install gunicorn

(superset) [liumingze@hadoop102 ~]$ pip install gunicorn -i https://pypi.douban.com/simple/

**Description: **gunicorn is a Python Web Server, which can be compared with TomCat in java

2) Start Superset

(1) Make sure the current conda environment is superset, as shown in the figure below

(2) start

(superset) [liumingze@hadoop102 ~]$ gunicorn --workers 5 --timeout 120 --bind hadoop102:8787 "superset.app:create_app()" --daemon

illustrate:

–workers: specify the number of processes

–timeout: worker process timeout time, timeout will automatically restart

–bind: Bind the local machine address, which is the Superset access address

–daemon: run in the background

(3) Login to Superset

Visit http://hadoop102:8787 and log in with the administrator account created in step 4 of Section 2.2.2.

3) stop superset

Stop the gunicorn process

(superset) [liumingze@hadoop102 ~]$ ps -ef | awk '/superset/ && !/awk/{print $2}' | xargs kill -9

Exit the superset environment

(superset) [liumingze@hadoop102 ~]$ conda deactivate

2.2.4 Superset start and stop script

1) Create a superset.sh file

[liumingze@hadoop102 bin]$ vim superset.sh

The content is as follows

#!/bin/bash

superset_status(){
    
    
    result=`ps -ef | awk '/gunicorn/ && !/awk/{print $2}' | wc -l`
    if [[ $result -eq 0 ]]; then
        return 0
    else
        return 1
    fi
}
superset_start(){
    
    
        source ~/.bashrc
        superset_status >/dev/null 2>&1
        if [[ $? -eq 0 ]]; then
            conda activate superset ; gunicorn --workers 5 --timeout 120 --bind hadoop102:8787 --daemon 'superset.app:create_app()'
        else
            echo "superset正在运行"
        fi

}

superset_stop(){
    
    
    superset_status >/dev/null 2>&1
    if [[ $? -eq 0 ]]; then
        echo "superset未在运行"
    else
        ps -ef | awk '/gunicorn/ && !/awk/{print $2}' | xargs kill -9
    fi
}


case $1 in
    start )
        echo "启动Superset"
        superset_start
    ;;
    stop )
        echo "停止Superset"
        superset_stop
    ;;
    restart )
        echo "重启Superset"
        superset_stop
        superset_start
    ;;
    status )
        superset_status >/dev/null 2>&1
        if [[ $? -eq 0 ]]; then
            echo "superset未在运行"
        else
            echo "superset正在运行"
        fi
esac

2) Add execution permission

[liumingze@hadoop102 bin]$ chmod +x superset.sh

3) test

start superset

[liumingze@hadoop102 bin]$ superset.sh start

stop superset

[liumingze@hadoop102 bin]$ superset.sh stop

Chapter 3 Using Superset

3.1 Prepare MySQL data source

1) Create a MySQL database

2) Import table structure and simulated data

Follow the steps below to import the gmall_report.sql script into the gamll_report database just created.

/*
 Navicat MySQL Data Transfer

 Source Server         : hadoop102
 Source Server Type    : MySQL
 Source Server Version : 50716
 Source Host           : hadoop102:3306
 Source Schema         : gmall_report

 Target Server Type    : MySQL
 Target Server Version : 50716
 File Encoding         : 65001

 Date: 16/08/2021 10:59:43
*/

SET NAMES utf8mb4;
SET FOREIGN_KEY_CHECKS = 0;

-- ----------------------------
-- Table structure for ads_order_by_province
-- ----------------------------
DROP TABLE IF EXISTS `ads_order_by_province`;
CREATE TABLE `ads_order_by_province`  (
  `dt` date NOT NULL,
  `province_id` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NOT NULL COMMENT '统计日期',
  `province_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NULL DEFAULT NULL COMMENT '省份名称',
  `area_code` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NULL DEFAULT NULL COMMENT '地区编码',
  `iso_code` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NULL DEFAULT NULL COMMENT '国际标准地区编码',
  `order_count` bigint(20) NULL DEFAULT NULL COMMENT '订单数',
  `order_amount` decimal(16, 2) NULL DEFAULT NULL COMMENT '订单金额',
  PRIMARY KEY (`dt`, `province_id`) USING BTREE
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_unicode_ci ROW_FORMAT = Dynamic;

-- ----------------------------
-- Records of ads_order_by_province
-- ----------------------------
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '1', '北京', '110000', 'CN-11', 13, 402232.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '10', '福建', '350000', 'CN-35', 7, 315645.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '11', '江西', '360000', 'CN-36', 4, 114391.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '12', '山东', '370000', 'CN-37', 5, 291400.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '13', '重庆', '500000', 'CN-50', 6, 153022.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '14', '台湾', '710000', 'CN-71', 6, 184981.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '15', '黑龙江', '230000', 'CN-23', 2, 80049.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '16', '吉林', '220000', 'CN-22', 8, 144899.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '17', '辽宁', '210000', 'CN-21', 2, 20976.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '18', '陕西', '610000', 'CN-61', 3, 100557.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '19', '甘肃', '620000', 'CN-62', 9, 422565.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '2', '天津', '120000', 'CN-12', 11, 283788.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '20', '青海', '630000', 'CN-63', 12, 289611.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '21', '宁夏', '640000', 'CN-64', 5, 184526.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '22', '新疆', '650000', 'CN-65', 9, 262549.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '23', '河南', '410000', 'CN-41', 5, 197189.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '24', '湖北', '420000', 'CN-42', 4, 25823.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '25', '湖南', '430000', 'CN-43', 7, 187572.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '26', '广东', '440000', 'CN-44', 9, 357141.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '27', '广西', '450000', 'CN-45', 4, 130352.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '28', '海南', '460000', 'CN-46', 6, 104162.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '29', '香港', '810000', 'CN-91', 6, 203598.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '3', '山西', '140000', 'CN-14', 2, 65986.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '30', '澳门', '820000', 'CN-92', 7, 268936.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '31', '四川', '510000', 'CN-51', 1, 18893.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '32', '贵州', '520000', 'CN-52', 6, 236319.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '33', '云南', '530000', 'CN-53', 8, 381042.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '34', '西藏', '540000', 'CN-54', 5, 187908.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '4', '内蒙古', '150000', 'CN-15', 6, 178156.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '5', '河北', '130000', 'CN-13', 5, 267768.05);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '6', '上海', '310000', 'CN-31', 9, 333872.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '7', '江苏', '320000', 'CN-32', 5, 165192.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '8', '浙江', '330000', 'CN-33', 8, 232229.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-14', '9', '安徽', '340000', 'CN-34', 6, 158620.05);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '1', '北京', '110000', 'CN-11', 13, 402232.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '10', '福建', '350000', 'CN-35', 7, 315645.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '11', '江西', '360000', 'CN-36', 4, 114391.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '12', '山东', '370000', 'CN-37', 5, 291400.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '13', '重庆', '500000', 'CN-50', 6, 153022.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '14', '台湾', '710000', 'CN-71', 6, 184981.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '15', '黑龙江', '230000', 'CN-23', 2, 80049.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '16', '吉林', '220000', 'CN-22', 8, 144899.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '17', '辽宁', '210000', 'CN-21', 2, 20976.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '18', '陕西', '610000', 'CN-61', 3, 100557.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '19', '甘肃', '620000', 'CN-62', 9, 422565.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '2', '天津', '120000', 'CN-12', 11, 283788.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '20', '青海', '630000', 'CN-63', 12, 289611.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '21', '宁夏', '640000', 'CN-64', 5, 184526.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '22', '新疆', '650000', 'CN-65', 9, 262549.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '23', '河南', '410000', 'CN-41', 5, 197189.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '24', '湖北', '420000', 'CN-42', 4, 25823.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '25', '湖南', '430000', 'CN-43', 7, 187572.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '26', '广东', '440000', 'CN-44', 9, 357141.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '27', '广西', '450000', 'CN-45', 4, 130352.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '28', '海南', '460000', 'CN-46', 6, 104162.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '29', '香港', '810000', 'CN-91', 6, 203598.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '3', '山西', '140000', 'CN-14', 2, 65986.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '30', '澳门', '820000', 'CN-92', 7, 268936.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '31', '四川', '510000', 'CN-51', 1, 18893.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '32', '贵州', '520000', 'CN-52', 6, 236319.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '33', '云南', '530000', 'CN-53', 8, 381042.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '34', '西藏', '540000', 'CN-54', 5, 187908.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '4', '内蒙古', '150000', 'CN-15', 6, 178156.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '5', '河北', '130000', 'CN-13', 5, 267768.05);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '6', '上海', '310000', 'CN-31', 9, 333872.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '7', '江苏', '320000', 'CN-32', 5, 165192.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '8', '浙江', '330000', 'CN-33', 8, 232229.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-15', '9', '安徽', '340000', 'CN-34', 6, 158620.05);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '1', '北京', '110000', 'CN-11', 13, 402232.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '10', '福建', '350000', 'CN-35', 7, 315645.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '11', '江西', '360000', 'CN-36', 4, 114391.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '12', '山东', '370000', 'CN-37', 5, 291400.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '13', '重庆', '500000', 'CN-50', 6, 153022.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '14', '台湾', '710000', 'CN-71', 6, 184981.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '15', '黑龙江', '230000', 'CN-23', 2, 80049.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '16', '吉林', '220000', 'CN-22', 8, 144899.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '17', '辽宁', '210000', 'CN-21', 2, 20976.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '18', '陕西', '610000', 'CN-61', 3, 100557.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '19', '甘肃', '620000', 'CN-62', 9, 422565.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '2', '天津', '120000', 'CN-12', 11, 283788.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '20', '青海', '630000', 'CN-63', 12, 289611.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '21', '宁夏', '640000', 'CN-64', 5, 184526.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '22', '新疆', '650000', 'CN-65', 9, 262549.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '23', '河南', '410000', 'CN-41', 5, 197189.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '24', '湖北', '420000', 'CN-42', 4, 25823.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '25', '湖南', '430000', 'CN-43', 7, 187572.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '26', '广东', '440000', 'CN-44', 9, 357141.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '27', '广西', '450000', 'CN-45', 4, 130352.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '28', '海南', '460000', 'CN-46', 6, 104162.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '29', '香港', '810000', 'CN-91', 6, 203598.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '3', '山西', '140000', 'CN-14', 2, 65986.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '30', '澳门', '820000', 'CN-92', 7, 268936.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '31', '四川', '510000', 'CN-51', 1, 18893.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '32', '贵州', '520000', 'CN-52', 6, 236319.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '33', '云南', '530000', 'CN-53', 8, 381042.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '34', '西藏', '540000', 'CN-54', 5, 187908.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '4', '内蒙古', '150000', 'CN-15', 6, 178156.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '5', '河北', '130000', 'CN-13', 5, 267768.05);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '6', '上海', '310000', 'CN-31', 9, 333872.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '7', '江苏', '320000', 'CN-32', 5, 165192.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '8', '浙江', '330000', 'CN-33', 8, 232229.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-16', '9', '安徽', '340000', 'CN-34', 6, 158620.05);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '1', '北京', '110000', 'CN-11', 13, 402232.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '10', '福建', '350000', 'CN-35', 7, 315645.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '11', '江西', '360000', 'CN-36', 4, 114391.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '12', '山东', '370000', 'CN-37', 5, 291400.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '13', '重庆', '500000', 'CN-50', 6, 153022.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '14', '台湾', '710000', 'CN-71', 6, 184981.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '15', '黑龙江', '230000', 'CN-23', 2, 80049.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '16', '吉林', '220000', 'CN-22', 8, 144899.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '17', '辽宁', '210000', 'CN-21', 2, 20976.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '18', '陕西', '610000', 'CN-61', 3, 100557.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '19', '甘肃', '620000', 'CN-62', 9, 422565.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '2', '天津', '120000', 'CN-12', 11, 283788.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '20', '青海', '630000', 'CN-63', 12, 289611.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '21', '宁夏', '640000', 'CN-64', 5, 184526.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '22', '新疆', '650000', 'CN-65', 9, 262549.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '23', '河南', '410000', 'CN-41', 5, 197189.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '24', '湖北', '420000', 'CN-42', 4, 25823.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '25', '湖南', '430000', 'CN-43', 7, 187572.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '26', '广东', '440000', 'CN-44', 9, 357141.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '27', '广西', '450000', 'CN-45', 4, 130352.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '28', '海南', '460000', 'CN-46', 6, 104162.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '29', '香港', '810000', 'CN-91', 6, 203598.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '3', '山西', '140000', 'CN-14', 2, 65986.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '30', '澳门', '820000', 'CN-92', 7, 268936.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '31', '四川', '510000', 'CN-51', 1, 18893.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '32', '贵州', '520000', 'CN-52', 6, 236319.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '33', '云南', '530000', 'CN-53', 8, 381042.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '34', '西藏', '540000', 'CN-54', 5, 187908.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '4', '内蒙古', '150000', 'CN-15', 6, 178156.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '5', '河北', '130000', 'CN-13', 5, 267768.05);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '6', '上海', '310000', 'CN-31', 9, 333872.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '7', '江苏', '320000', 'CN-32', 5, 165192.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '8', '浙江', '330000', 'CN-33', 8, 232229.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-17', '9', '安徽', '340000', 'CN-34', 6, 158620.05);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '1', '北京', '110000', 'CN-11', 13, 402232.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '10', '福建', '350000', 'CN-35', 7, 315645.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '11', '江西', '360000', 'CN-36', 4, 114391.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '12', '山东', '370000', 'CN-37', 5, 291400.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '13', '重庆', '500000', 'CN-50', 6, 153022.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '14', '台湾', '710000', 'CN-71', 6, 184981.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '15', '黑龙江', '230000', 'CN-23', 2, 80049.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '16', '吉林', '220000', 'CN-22', 8, 144899.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '17', '辽宁', '210000', 'CN-21', 2, 20976.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '18', '陕西', '610000', 'CN-61', 3, 100557.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '19', '甘肃', '620000', 'CN-62', 9, 422565.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '2', '天津', '120000', 'CN-12', 11, 283788.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '20', '青海', '630000', 'CN-63', 12, 289611.65);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '21', '宁夏', '640000', 'CN-64', 5, 184526.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '22', '新疆', '650000', 'CN-65', 9, 262549.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '23', '河南', '410000', 'CN-41', 5, 197189.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '24', '湖北', '420000', 'CN-42', 4, 25823.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '25', '湖南', '430000', 'CN-43', 7, 187572.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '26', '广东', '440000', 'CN-44', 9, 357141.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '27', '广西', '450000', 'CN-45', 4, 130352.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '28', '海南', '460000', 'CN-46', 6, 104162.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '29', '香港', '810000', 'CN-91', 6, 203598.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '3', '山西', '140000', 'CN-14', 2, 65986.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '30', '澳门', '820000', 'CN-92', 7, 268936.30);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '31', '四川', '510000', 'CN-51', 1, 18893.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '32', '贵州', '520000', 'CN-52', 6, 236319.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '33', '云南', '530000', 'CN-53', 8, 381042.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '34', '西藏', '540000', 'CN-54', 5, 187908.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '4', '内蒙古', '150000', 'CN-15', 6, 178156.35);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '5', '河北', '130000', 'CN-13', 5, 267768.05);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '6', '上海', '310000', 'CN-31', 9, 333872.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '7', '江苏', '320000', 'CN-32', 5, 165192.70);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '8', '浙江', '330000', 'CN-33', 8, 232229.00);
INSERT INTO `ads_order_by_province` VALUES ('2020-06-18', '9', '安徽', '340000', 'CN-34', 6, 158620.05);

-- ----------------------------
-- Table structure for ads_order_spu_stats
-- ----------------------------
DROP TABLE IF EXISTS `ads_order_spu_stats`;
CREATE TABLE `ads_order_spu_stats`  (
  `dt` date NOT NULL COMMENT '统计日期',
  `spu_id` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NOT NULL COMMENT '商品ID',
  `spu_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NULL DEFAULT NULL COMMENT '商品名称',
  `tm_id` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NOT NULL COMMENT '品牌ID',
  `tm_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NULL DEFAULT NULL COMMENT '品牌名称',
  `category3_id` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NOT NULL COMMENT '三级品类ID',
  `category3_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NULL DEFAULT NULL COMMENT '三级品类名称',
  `category2_id` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NOT NULL COMMENT '二级品类ID',
  `category2_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NULL DEFAULT NULL COMMENT '二级品类名称',
  `category1_id` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NOT NULL COMMENT '一级品类ID',
  `category1_name` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_unicode_ci NOT NULL COMMENT '一级品类名称',
  `order_count` bigint(20) NULL DEFAULT NULL COMMENT '订单数',
  `order_amount` decimal(16, 2) NULL DEFAULT NULL COMMENT '订单金额',
  PRIMARY KEY (`dt`, `spu_id`) USING BTREE
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_unicode_ci ROW_FORMAT = Dynamic;

-- ----------------------------
-- Records of ads_order_spu_stats
-- ----------------------------
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '1', '小米10', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 75, 999840.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '10', 'CAREMiLLE珂曼奶油小方口红 雾面滋润保湿持久丝缎唇膏', '9', 'CAREMiLLE', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 194, 27410.64);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '11', '香奈儿（Chanel）女士香水5号香水 粉邂逅柔情淡香水EDT ', '11', '香奈儿', '473', '香水', '54', '香水彩妆', '8', '个护化妆', 51, 37520.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '12', '华为智慧屏 4K全面屏智能电视机', '3', '华为', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 54, 505065.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '2', 'Redmi 10X', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 113, 299439.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '3', 'Apple iPhone 12', '2', '苹果', '61', '手机', '13', '手机通讯', '2', '手机', 137, 2428867.29);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '4', 'HUAWEI P40', '3', '华为', '61', '手机', '13', '手机通讯', '2', '手机', 97, 858353.71);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '5', 'TCL巨幕私人影院电视 4K超高清 AI智慧屏  液晶平板电视机', '4', 'TCL', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 72, 1478239.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '6', '小米电视 内置小爱 智能网络液晶平板教育电视', '5', '小米', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 50, 326894.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '7', '十月稻田 长粒香大米 东北大米 东北香米 5kg', '6', '长粒香', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 52, 4816.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '8', '金沙河面条 原味银丝挂面 龙须面 方便速食拉面 清汤面 900g', '7', '金沙河', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 40, 1118.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-14', '9', '索芙特i-Softto 口红不掉色唇膏保湿滋润 璀璨金钻哑光唇膏 ', '8', '索芙特', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 180, 50819.76);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '1', '小米10', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 75, 999840.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '10', 'CAREMiLLE珂曼奶油小方口红 雾面滋润保湿持久丝缎唇膏', '9', 'CAREMiLLE', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 194, 27410.64);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '11', '香奈儿（Chanel）女士香水5号香水 粉邂逅柔情淡香水EDT ', '11', '香奈儿', '473', '香水', '54', '香水彩妆', '8', '个护化妆', 51, 37520.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '12', '华为智慧屏 4K全面屏智能电视机', '3', '华为', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 54, 505065.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '2', 'Redmi 10X', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 113, 299439.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '3', 'Apple iPhone 12', '2', '苹果', '61', '手机', '13', '手机通讯', '2', '手机', 137, 2428867.29);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '4', 'HUAWEI P40', '3', '华为', '61', '手机', '13', '手机通讯', '2', '手机', 97, 858353.71);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '5', 'TCL巨幕私人影院电视 4K超高清 AI智慧屏  液晶平板电视机', '4', 'TCL', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 72, 1478239.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '6', '小米电视 内置小爱 智能网络液晶平板教育电视', '5', '小米', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 50, 326894.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '7', '十月稻田 长粒香大米 东北大米 东北香米 5kg', '6', '长粒香', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 52, 4816.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '8', '金沙河面条 原味银丝挂面 龙须面 方便速食拉面 清汤面 900g', '7', '金沙河', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 40, 1118.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-15', '9', '索芙特i-Softto 口红不掉色唇膏保湿滋润 璀璨金钻哑光唇膏 ', '8', '索芙特', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 180, 50819.76);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '1', '小米10', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 75, 999840.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '10', 'CAREMiLLE珂曼奶油小方口红 雾面滋润保湿持久丝缎唇膏', '9', 'CAREMiLLE', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 194, 27410.64);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '11', '香奈儿（Chanel）女士香水5号香水 粉邂逅柔情淡香水EDT ', '11', '香奈儿', '473', '香水', '54', '香水彩妆', '8', '个护化妆', 51, 37520.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '12', '华为智慧屏 4K全面屏智能电视机', '3', '华为', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 54, 505065.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '2', 'Redmi 10X', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 113, 299439.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '3', 'Apple iPhone 12', '2', '苹果', '61', '手机', '13', '手机通讯', '2', '手机', 137, 2428867.29);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '4', 'HUAWEI P40', '3', '华为', '61', '手机', '13', '手机通讯', '2', '手机', 97, 858353.71);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '5', 'TCL巨幕私人影院电视 4K超高清 AI智慧屏  液晶平板电视机', '4', 'TCL', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 72, 1478239.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '6', '小米电视 内置小爱 智能网络液晶平板教育电视', '5', '小米', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 50, 326894.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '7', '十月稻田 长粒香大米 东北大米 东北香米 5kg', '6', '长粒香', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 52, 4816.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '8', '金沙河面条 原味银丝挂面 龙须面 方便速食拉面 清汤面 900g', '7', '金沙河', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 40, 1118.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-16', '9', '索芙特i-Softto 口红不掉色唇膏保湿滋润 璀璨金钻哑光唇膏 ', '8', '索芙特', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 180, 50819.76);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '1', '小米10', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 75, 999840.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '10', 'CAREMiLLE珂曼奶油小方口红 雾面滋润保湿持久丝缎唇膏', '9', 'CAREMiLLE', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 194, 27410.64);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '11', '香奈儿（Chanel）女士香水5号香水 粉邂逅柔情淡香水EDT ', '11', '香奈儿', '473', '香水', '54', '香水彩妆', '8', '个护化妆', 51, 37520.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '12', '华为智慧屏 4K全面屏智能电视机', '3', '华为', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 54, 505065.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '2', 'Redmi 10X', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 113, 299439.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '3', 'Apple iPhone 12', '2', '苹果', '61', '手机', '13', '手机通讯', '2', '手机', 137, 2428867.29);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '4', 'HUAWEI P40', '3', '华为', '61', '手机', '13', '手机通讯', '2', '手机', 97, 858353.71);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '5', 'TCL巨幕私人影院电视 4K超高清 AI智慧屏  液晶平板电视机', '4', 'TCL', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 72, 1478239.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '6', '小米电视 内置小爱 智能网络液晶平板教育电视', '5', '小米', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 50, 326894.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '7', '十月稻田 长粒香大米 东北大米 东北香米 5kg', '6', '长粒香', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 52, 4816.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '8', '金沙河面条 原味银丝挂面 龙须面 方便速食拉面 清汤面 900g', '7', '金沙河', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 40, 1118.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-17', '9', '索芙特i-Softto 口红不掉色唇膏保湿滋润 璀璨金钻哑光唇膏 ', '8', '索芙特', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 180, 50819.76);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '1', '小米10', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 75, 999840.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '10', 'CAREMiLLE珂曼奶油小方口红 雾面滋润保湿持久丝缎唇膏', '9', 'CAREMiLLE', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 194, 27410.64);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '11', '香奈儿（Chanel）女士香水5号香水 粉邂逅柔情淡香水EDT ', '11', '香奈儿', '473', '香水', '54', '香水彩妆', '8', '个护化妆', 51, 37520.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '12', '华为智慧屏 4K全面屏智能电视机', '3', '华为', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 54, 505065.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '2', 'Redmi 10X', '1', '三星', '61', '手机', '13', '手机通讯', '2', '手机', 113, 299439.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '3', 'Apple iPhone 12', '2', '苹果', '61', '手机', '13', '手机通讯', '2', '手机', 137, 2428867.29);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '4', 'HUAWEI P40', '3', '华为', '61', '手机', '13', '手机通讯', '2', '手机', 97, 858353.71);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '5', 'TCL巨幕私人影院电视 4K超高清 AI智慧屏  液晶平板电视机', '4', 'TCL', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 72, 1478239.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '6', '小米电视 内置小爱 智能网络液晶平板教育电视', '5', '小米', '86', '平板电视', '16', '大 家 电', '3', '家用电器', 50, 326894.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '7', '十月稻田 长粒香大米 东北大米 东北香米 5kg', '6', '长粒香', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 52, 4816.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '8', '金沙河面条 原味银丝挂面 龙须面 方便速食拉面 清汤面 900g', '7', '金沙河', '803', '米面杂粮', '82', '粮油调味', '14', '食品饮料、保健食品', 40, 1118.00);
INSERT INTO `ads_order_spu_stats` VALUES ('2020-06-18', '9', '索芙特i-Softto 口红不掉色唇膏保湿滋润 璀璨金钻哑光唇膏 ', '8', '索芙特', '477', '唇部', '54', '香水彩妆', '8', '个护化妆', 180, 50819.76);

-- ----------------------------
-- Table structure for ads_order_total
-- ----------------------------
DROP TABLE IF EXISTS `ads_order_total`;
CREATE TABLE `ads_order_total`  (
  `dt` date NOT NULL COMMENT '统计日期',
  `order_count` bigint(255) NULL DEFAULT NULL COMMENT '订单数',
  `order_amount` decimal(16, 2) NULL DEFAULT NULL COMMENT '订单金额',
  `order_user_count` bigint(255) NULL DEFAULT NULL COMMENT '下单人数',
  PRIMARY KEY (`dt`) USING BTREE
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_unicode_ci ROW_FORMAT = Dynamic;

-- ----------------------------
-- Records of ads_order_total
-- ----------------------------
INSERT INTO `ads_order_total` VALUES ('2020-06-14', 211, 6951956.90, 211);
INSERT INTO `ads_order_total` VALUES ('2020-06-15', 263, 5265165.23, 259);
INSERT INTO `ads_order_total` VALUES ('2020-06-16', 226, 7521463.46, 220);
INSERT INTO `ads_order_total` VALUES ('2020-06-17', 237, 5625751.35, 223);
INSERT INTO `ads_order_total` VALUES ('2020-06-18', 280, 8651362.82, 275);

-- ----------------------------
-- Table structure for ads_user_total
-- ----------------------------
DROP TABLE IF EXISTS `ads_user_total`;
CREATE TABLE `ads_user_total`  (
  `dt` date NOT NULL COMMENT '统计日期',
  `new_user_count` bigint(20) NULL DEFAULT NULL COMMENT '新注册用户数',
  `new_order_user_count` bigint(20) NULL DEFAULT NULL COMMENT '新增下单用户数',
  `order_user_count` bigint(20) NULL DEFAULT NULL COMMENT '下单用户数',
  `no_order_user_count` bigint(20) NULL DEFAULT NULL COMMENT '未下单用户数(具体指活跃用户中未下单用户)',
  PRIMARY KEY (`dt`) USING BTREE
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_unicode_ci ROW_FORMAT = Dynamic;

-- ----------------------------
-- Records of ads_user_total
-- ----------------------------
INSERT INTO `ads_user_total` VALUES ('2020-06-14', 100, 73, 211, 343);
INSERT INTO `ads_user_total` VALUES ('2020-06-15', 123, 65, 190, 231);
INSERT INTO `ads_user_total` VALUES ('2020-06-16', 125, 55, 234, 421);
INSERT INTO `ads_user_total` VALUES ('2020-06-17', 92, 84, 124, 425);
INSERT INTO `ads_user_total` VALUES ('2020-06-18', 153, 120, 343, 357);

SET FOREIGN_KEY_CHECKS = 1;

3) View the import results

3.2 Connect to MySQL data source

3.2.1 Installation dependencies

(superset) [liumingze@hadoop102 ~]$ conda install mysqlclient

Note: To connect to different data sources, different dependencies need to be installed. The following address is the official website description

https://superset.apache.org/docs/databases/installing-database-drivers

3.2.2 Restart Superset

(superset) [liumingze@hadoop102 ~]$ superset.sh restart

3.2.3 Data source configuration

1) Database configuration

Step1 : Click Data/Databases

Step2: Click + DATABASE

**Step3: **Click to fill in Database and SQL Alchemy URI

Note: SQL Alchemy URI writing specification: mysql://username:password@hostname:port number/database name

Fill in here:

mysql://root:000000@hadoop102:3306/gmall_report?charset=utf8

**Step4: **Click Test Connection, and the prompt "Connection looks good!" appears, which means the connection is successful

**Step5:**Click ADD

2) Table configuration

Step1: Click Data/Datasets

Step2: Click Data/Datasets

Step3: Configure Table

3.3 Make a Dashboard

3.3.1 Create a blank dashboard

1) Click Dashboards/+DASHBOARDS

2) Name and save

3.3.2 Creating a Chart

1) Click Charts/+CHART

2) Select the data source and chart type

3) Select any chart type

4) Create a chart

5) Follow the instructions to configure the graph

6) Click "Run Query"

7) If the configuration is correct, the following icons will appear

8) Name the chart and save it to the dashboard

3.3.3 Edit Dashboard

1) Open the dashboard and click the edit button

2) Adjust the chart size and chart layout

3) Click the arrow in the figure below to adjust the automatic refresh time of the dashboard

Chapter 4 Superset in Action

4.1 Making a map

4.1.1 Configure Table

4.1.2 Configure Chart

4.2 Making a pie chart

4.2.1 Configure Table

4.2.2 Configure Chart