ecs/tools/querier/main.go

package main

import (
	"bytes"
	"context"
	"database/sql"
	"fmt"
	"github.com/oylshe1314/framework/client/db"
	opts "github.com/oylshe1314/framework/options"
	"github.com/oylshe1314/framework/util"
	"go.mongodb.org/mongo-driver/bson"
	"go.mongodb.org/mongo-driver/mongo/options"
	"os"
	"strconv"
	"time"
)

type QueryClient struct {
	MongoClient db.MongoClient
	MysqlClient db.MysqlClient
}

func (this *QueryClient) Init() (err error) {
	err = this.MongoClient.Init()
	if err != nil {
		return err
	}

	fmt.Printf("mongodb %s/%s connected\n", this.MongoClient.Address(), this.MongoClient.Database())

	err = this.MysqlClient.Init()
	if err != nil {
		return err
	}

	fmt.Printf("mysql %s/%s connected\n", this.MysqlClient.Address(), this.MysqlClient.Database())

	return nil
}

func (this *QueryClient) Close() error {
	_ = this.MongoClient.Close()
	_ = this.MysqlClient.Close()
	return nil
}

var functions = []string{
	"query all charge data",
	"query level lost data",
	"query first charge data",
	"query player gold data",
	"query player shop log",
	"query player flirt info",
	"query hero flirt count",
	"query player lottery consume",
	"query mura charge total",
}

func main() {

	if len(os.Args) < 2 {
		fmt.Println("Usage:")
		fmt.Println("    A number of function index(1-8)")
		for i, function := range functions {
			fmt.Printf("    %d:\n      %s\n", i+1, function)
		}
		return
	}

	index, err := strconv.ParseInt(os.Args[1], 10, 64)
	if err != nil {
		fmt.Println("error args", err)
		return
	}

	if index < 1 || int(index) > len(functions) {
		fmt.Println("error index")
		return
	}

	opt, err := opts.ReadJson("./config.json")
	if err != nil {
		fmt.Println(err)
		return
	}

	var client = &QueryClient{}

	err = opt.Init(client)
	if err != nil {
		fmt.Println(err)
		return
	}

	defer client.Close()

	fmt.Println(functions[index-1])

	switch index {
	case 1:
		err = client.queryAllCharge()
		if err != nil {
			fmt.Println(err)
			return
		}
	case 2:
		err = client.queryLevelLost()
		if err != nil {
			fmt.Println(err)
			return
		}
	case 3:
		err = client.queryFirstCharge()
		if err != nil {
			fmt.Println(err)
			return
		}
	case 4:
		err = client.queryPlayerGold()
		if err != nil {
			fmt.Println(err)
			return
		}
	case 5:
		err = client.queryPlayerShopLog()
		if err != nil {
			fmt.Println(err)
			return
		}
	case 6:
		err = client.queryFlirtInfo()
		if err != nil {
			fmt.Println(err)
			return
		}
	case 7:
		err = client.queryFlirtCount()
		if err != nil {
			fmt.Println(err)
			return
		}
	case 8:
		err = client.queryLotteryConsume()
		if err != nil {
			fmt.Println(err)
			return
		}
	case 9:
		err = client.queryMuraChargeTotal()
		if err != nil {
			fmt.Println(err)
			return
		}
	}
}

type _AllChargePlayer struct {
	Base struct {
		Level      int32 `bson:"level"`
		CreateTime int64 `bson:"createtime"`
	} `bson:"base"`
}

type _AllChargeOrderAggregate struct {
	OrderId    string              `bson:"_id"`
	AccountId  uint64              `bson:"accountid"`
	ProductId  uint64              `bson:"productid"`
	ChargeTime int64               `bson:"chargetime"`
	Players    []*_AllChargePlayer `bson:"players"`
}

func (this *QueryClient) queryAllCharge() error {

	cur, err := this.MongoClient.Collection("chargeorder").Aggregate(
		this.MongoClient.Context(),
		bson.A{
			bson.M{"$match": bson.M{"paystatus": 1}},
			bson.M{"$lookup": bson.M{"from": "player", "localField": "accountid", "foreignField": "_id", "as": "players"}},
			bson.M{"$project": bson.M{"_id": 1, "accountid": 1, "productid": 1, "chargetime": 1, "players.base.level": 1, "players.base.createtime": 1}},
		})
	if err != nil {
		return err
	}

	var buff bytes.Buffer
	buff.WriteString("玩家ID,当前等级,充值ID,充值时间,创角时间\n")

	for cur.Next(context.Background()) {
		var aggregate = new(_AllChargeOrderAggregate)
		err = cur.Decode(aggregate)
		if err != nil {
			return err
		}

		if len(aggregate.Players) < 1 {
			continue
		}

		fmt.Printf("query player %d\n", aggregate.AccountId)

		var rt = time.Unix(aggregate.ChargeTime, 0)
		var logTable = fmt.Sprintf("upgrade_level_log_%d%02d%02d", rt.Year(), rt.Month(), rt.Day())
		err = this.MysqlClient.QueryRow(fmt.Sprintf("show tables like '%s';", logTable)).Scan(&logTable)
		if err != nil {
			if err == sql.ErrNoRows {
				fmt.Printf("check table %s does not exists\n", logTable)
				continue
			}
			return err
		}

		var ct = time.Unix(aggregate.Players[0].Base.CreateTime, 0)

		buff.WriteString(fmt.Sprintf("%d,%d,%d,%s,%s\n", aggregate.AccountId, aggregate.Players[0].Base.Level, aggregate.ProductId, rt.Format("2006年01月02日15时04分05秒"), ct.Format("2006年01月02日15时04分05秒")))
	}

	err = os.WriteFile("./all_charge.csv", buff.Bytes(), 0777)
	if err != nil {
		return err
	}

	return nil
}

type _PlayerBase struct {
	Level           uint32 `bson:"level"`
	CreateTime      int64  `bson:"createtime"`
	LogoffTime      int64  `bson:"logofftime"`
	MainlineSceneId uint32 `bson:"MainlineSceneId"`
}

type _Player struct {
	AccountId uint64      `bson:"_id"`
	Base      _PlayerBase `bson:"base"`
}

func (this *QueryClient) queryLevelLost() error {
	findOpts := options.Find().SetProjection(bson.M{"_id": 1, "base.level": 1, "base.createtime": 1, "base.logofftime": 1, "base.MainlineSceneId": 1})
	cur, err := this.MongoClient.Collection("player").Find(this.MongoClient.Context(), bson.M{}, findOpts)
	if err != nil {
		return err
	}

	var buff bytes.Buffer
	buff.WriteString("玩家ID,当前等级,当前关卡,注册时间,下线时间,\n")

	for cur.Next(context.Background()) {
		var player = new(_Player)
		err = cur.Decode(player)
		if err != nil {
			return err
		}

		var ct = time.Unix(player.Base.CreateTime, 0)
		var ot = time.Unix(player.Base.LogoffTime, 0)

		buff.WriteString(fmt.Sprintf("%d,%d,%d,%s,%s\n",
			player.AccountId,
			player.Base.Level,
			player.Base.MainlineSceneId,
			ct.Format("2006年01月02日15时04分05秒"),
			ot.Format("2006年01月02日15时04分05秒"),
		))
	}

	err = os.WriteFile("./level_lost.csv", buff.Bytes(), 0777)
	if err != nil {
		return err
	}
	return nil
}

type _ChargeOrder struct {
	OrderNumber  string `bson:"_id"`
	AccountId    uint64 `bson:"accountid"`
	ProductId    int32  `bson:"productid"`
	ProductPrice int32  `bson:"productprice"`
	ChargeTime   int64  `bson:"chargetime"`
	PayStatus    int32  `bson:"paystatus"`
}

type _ChargePlayer struct {
	Base struct {
		CreateTime int64 `bson:"createtime"`
	} `bson:"base"`
}

type _ChargeOrderAggregate struct {
	AccountId  uint64           `bson:"_id"`
	ChargeTime int64            `bson:"chargetime"`
	Orders     []*_ChargeOrder  `bson:"orders"`
	Players    []*_ChargePlayer `bson:"players"`
}

func (this *QueryClient) queryFirstCharge() error {

	cur, err := this.MongoClient.Collection("chargeorder").Aggregate(
		this.MongoClient.Context(),
		bson.A{
			bson.M{"$match": bson.M{"paystatus": 1}},
			bson.M{"$group": bson.M{"_id": "$accountid", "chargetime": bson.M{"$min": "$chargetime"}}},
			bson.M{
				"$lookup": bson.M{
					"from": "chargeorder",
					"let":  bson.M{"groupId": "$_id", "groupCt": "$chargetime"},
					"pipeline": bson.A{
						bson.M{
							"$match": bson.M{
								"$expr": bson.M{
									"$and": bson.A{
										bson.M{"$eq": bson.A{"$accountid", "$$groupId"}},
										bson.M{"$eq": bson.A{"$chargetime", "$$groupCt"}},
									},
								},
							},
						},
					},
					"as": "orders",
				},
			},
			bson.M{"$lookup": bson.M{"from": "player", "localField": "_id", "foreignField": "_id", "as": "players"}},
			bson.M{"$project": bson.M{"_id": 1, "chargetime": 1, "orders": 1, "players.base.createtime": 1}},
		})
	if err != nil {
		return err
	}

	var buff bytes.Buffer
	buff.WriteString("玩家ID,当前等级,充值ID,充值时间,\n")

	for cur.Next(context.Background()) {
		var aggregate = new(_ChargeOrderAggregate)
		err = cur.Decode(aggregate)
		if err != nil {
			return err
		}

		if len(aggregate.Orders) < 1 || len(aggregate.Players) < 1 {
			continue
		}

		fmt.Printf("query player %d\n", aggregate.AccountId)

		var ct = time.Unix(aggregate.ChargeTime, 0)
		var logTable = fmt.Sprintf("upgrade_level_log_%d%02d%02d", ct.Year(), ct.Month(), ct.Day())
		err = this.MysqlClient.QueryRow(fmt.Sprintf("show tables like '%s';", logTable)).Scan(&logTable)
		if err != nil {
			if err == sql.ErrNoRows {
				fmt.Printf("check table %s does not exists\n", logTable)
				continue
			}
			return err
		}

		var curLevel uint32

		err = this.MysqlClient.QueryRow(
			fmt.Sprintf("select cur_level from %s where account_id=? and log_time < ? order by id desc limit 1;", logTable),
			aggregate.AccountId,
			aggregate.ChargeTime,
		).Scan(&curLevel)
		if err != nil && err != sql.ErrNoRows {
			return err
		}

		var rt = time.Unix(aggregate.Players[0].Base.CreateTime, 0)

		buff.WriteString(fmt.Sprintf("%d,%d,%d,%s,%s\n", aggregate.AccountId, curLevel, aggregate.Orders[0].ProductId, rt.Format("2006年01月02日15时04分05秒"), ct.Format("2006年01月02日15时04分05秒")))
	}

	err = os.WriteFile("./first_charge.csv", buff.Bytes(), 0777)
	if err != nil {
		return err
	}

	return nil
}

type _PlayerGold struct {
	AccountId uint64 `bson:"_id"`
	Base      struct {
		Gold int `bson:"gold"`
	} `bson:"base"`
	ObtainTotal  int `bson:"-"`
	ConsumeTotel int `bson:"-"`
}

func (this *QueryClient) queryPlayerGold() error {
	var opt = options.Find()
	opt.SetProjection(bson.M{"_id": 1, "base.gold": 1})
	cur, err := this.MongoClient.Collection("player").Find(context.Background(), bson.M{}, opt)
	if err != nil {
		return err
	}

	var playerMap = map[uint64]*_PlayerGold{}
	for cur.Next(context.Background()) {
		var player = new(_PlayerGold)
		err = cur.Decode(player)
		if err != nil {
			return err
		}

		playerMap[player.AccountId] = player
	}

	var beginTime = int64(1689091200)
	var now = util.Unix()

	for ; beginTime < now; beginTime += 86400 {
		var y, m, d = time.Unix(beginTime, 0).In(util.UTC8()).Date()
		var ymd = y*10000 + int(m)*100 + d

		var rows *sql.Rows
		var table = fmt.Sprintf("obtain_money_log_%d", ymd)

		rows, err = this.MysqlClient.Query(fmt.Sprintf("show tables like '%s';", table))
		if err != nil {
			return err
		}

		if rows.Next() {
			_ = rows.Close()

			rows, err = this.MysqlClient.Query(fmt.Sprintf("select player_id, sum(consume_count) from %s where money_type=0 group by player_id", table))
			if err != nil {
				return err
			}

			for rows.Next() {
				var playerId uint64
				var obtainTotal int
				err = rows.Scan(&playerId, &obtainTotal)
				if err != nil {
					_ = rows.Close()
					return err
				}

				var player = playerMap[playerId]
				if player != nil {
					player.ObtainTotal += obtainTotal
				}
			}

			_ = rows.Close()
		} else {
			_ = rows.Close()
		}

		table = fmt.Sprintf("consume_money_log_%d", ymd)

		rows, err = this.MysqlClient.Query(fmt.Sprintf("show tables like '%s';", table))
		if err != nil {
			return err
		}

		if rows.Next() {
			_ = rows.Close()

			rows, err = this.MysqlClient.Query(fmt.Sprintf("select player_id, sum(consume_count) from %s where money_type=0 group by player_id", table))
			if err != nil {
				return err
			}

			for rows.Next() {
				var playerId uint64
				var consumeTotal int
				err = rows.Scan(&playerId, &consumeTotal)
				if err != nil {
					_ = rows.Close()
					return err
				}

				var player = playerMap[playerId]
				if player != nil {
					player.ConsumeTotel += consumeTotal
				}
			}

			_ = rows.Close()
		} else {
			_ = rows.Close()
		}
	}

	var buff bytes.Buffer
	buff.WriteString("玩家ID,当前五彩石,总产出量,总消耗量,\n")
	for _, player := range playerMap {
		if player.Base.Gold == 0 && player.ObtainTotal == 0 && player.ConsumeTotel == 0 {
			continue
		}
		buff.WriteString(fmt.Sprintf("%d,%d,%d,%d,\n", player.AccountId, player.Base.Gold, player.ObtainTotal, player.ConsumeTotel))
	}

	err = os.WriteFile("./player_gold.csv", buff.Bytes(), 0777)
	if err != nil {
		return err
	}

	return nil
}

type _ShopLog struct {
	ItemId  int
	ItemNum int
}

type _PlayerGem struct {
	AccountId uint64 `bson:"_id"`
	Base      struct {
		Gem int `bson:"gem"`
	} `bson:"base"`

	ShopLog map[int]*_ShopLog
}

func (this *QueryClient) queryPlayerShopLog() error {
	var opt = options.Find()
	opt.SetProjection(bson.M{"_id": 1, "base.gem": 1})
	cur, err := this.MongoClient.Collection("player").Find(context.Background(), bson.M{"base.level": bson.M{"$gte": 20}}, opt)
	if err != nil {
		return err
	}

	var gemTotal int
	var playerMap = map[uint64]*_PlayerGem{}
	for cur.Next(context.Background()) {
		var player = &_PlayerGem{ShopLog: map[int]*_ShopLog{}}
		err = cur.Decode(player)
		if err != nil {
			return err
		}

		playerMap[player.AccountId] = player
		gemTotal += player.Base.Gem
	}

	var beginTime = int64(1689091200)
	var now = util.Unix()

	for ; beginTime < now; beginTime += 86400 {
		var y, m, d = time.Unix(beginTime, 0).In(util.UTC8()).Date()
		var ymd = y*10000 + int(m)*100 + d

		var rows *sql.Rows
		var table = fmt.Sprintf("shop_log_%d", ymd)

		rows, err = this.MysqlClient.Query(fmt.Sprintf("show tables like '%s';", table))
		if err != nil {
			return err
		}

		if rows.Next() {
			_ = rows.Close()

			rows, err = this.MysqlClient.Query(fmt.Sprintf("select player_id,item_id,count(1) from %s where shop_type=0 group by player_id, item_id;", table))
			if err != nil {
				return err
			}

			for rows.Next() {
				var playerId uint64
				var itemId int
				var itemNum int
				err = rows.Scan(&playerId, &itemId, &itemNum)
				if err != nil {
					_ = rows.Close()
					return err
				}

				var player = playerMap[playerId]
				if player != nil {
					var log = player.ShopLog[itemId]
					if log == nil {
						log = &_ShopLog{ItemId: itemId, ItemNum: itemNum}
						player.ShopLog[log.ItemId] = log
					} else {
						log.ItemNum += itemNum
					}
				}
			}

			_ = rows.Close()
		} else {
			_ = rows.Close()
		}
	}

	var buff bytes.Buffer
	buff.WriteString("星石总量,\n")
	buff.WriteString(fmt.Sprintf("%d,\n", gemTotal))

	buff.WriteString("玩家ID,玩家星石,道具ID,道具数量,\n")
	for _, player := range playerMap {
		for _, log := range player.ShopLog {
			buff.WriteString(fmt.Sprintf("%d,%d,%d,%d,\n", player.AccountId, player.Base.Gem, log.ItemId, log.ItemNum))
		}
	}

	err = os.WriteFile("./player_shop_log.csv", buff.Bytes(), 0777)
	if err != nil {
		return err
	}

	return nil
}

var sealCopyScenes = map[int]struct{}{
	50201: {},
	50204: {},
	50207: {},
	50210: {},
	50213: {},
	50216: {},
	50219: {},
	50301: {},
	50304: {},
	50307: {},
	50310: {},
	50313: {},
	50316: {},
	50319: {},
	50401: {},
	50404: {},
	50407: {},
	50410: {},
	50413: {},
	50416: {},
	50419: {},
}

var heroFlirtItems = map[int]struct{}{
	13001: {},
	13002: {},
	13003: {},
	13004: {},
	13005: {},
	13006: {},
	13007: {},
	13008: {},
	13009: {},
	13010: {},
	13011: {},
	13012: {},
	13013: {},
	13014: {},
	13015: {},
	13016: {},
	13017: {},
	13018: {},
	13019: {},
	13020: {},
	13101: {},
	13102: {},
	13103: {},
	13104: {},
	13105: {},
	13106: {},
	13107: {},
	13108: {},
	13109: {},
	13110: {},
}

type _PassedCopy struct {
	SceneId  int `name:"copypassed" key:"1"`
	TotalNum int
}

type _PlayerHero struct {
	HeroID          int
	Talent          int    //天赋
	FlirtLevel      []bool //当前调戏层级
	FlirtExciting   []int  //当前兴奋值
	FlirtAttrUnlock []bool //调戏属性解锁
}

func (this *_PlayerHero) FlirtFinishedLevel() int {
	var li = 0
	for i, b := range this.FlirtAttrUnlock {
		if !b {
			break
		}
		li = i + 1
	}
	return li
}

type _ConsumeItem struct {
	ItemId  int
	ItemNum int
}

type _PlayerCopyPassed struct {
	AccountId   uint64               `bson:"_id"`
	PassedCopy  map[int]*_PassedCopy `bson:"copypassed"`
	PlayerHero  map[int]*_PlayerHero `bson:"hero"`
	ConsumeItem map[int]*_ConsumeItem
}

func (this *QueryClient) queryFlirtInfo() error {
	var opt = options.Find()
	opt.SetProjection(bson.M{"_id": 1, "copypassed": 1, "hero": 1})
	cur, err := this.MongoClient.Collection("player").Find(context.Background(), bson.M{"base.level": bson.M{"$gte": 20}}, opt)
	if err != nil {
		return err
	}

	var playerMap = map[uint64]*_PlayerCopyPassed{}
	for cur.Next(context.Background()) {
		var player = &_PlayerCopyPassed{PassedCopy: map[int]*_PassedCopy{}, PlayerHero: map[int]*_PlayerHero{}, ConsumeItem: map[int]*_ConsumeItem{}}
		err = cur.Decode(player)
		if err != nil {
			return err
		}

		playerMap[player.AccountId] = player
	}

	var beginTime = int64(1689091200)
	var now = util.Unix()

	for ; beginTime < now; beginTime += 86400 {
		var y, m, d = time.Unix(beginTime, 0).In(util.UTC8()).Date()
		var ymd = y*10000 + int(m)*100 + d

		var rows *sql.Rows
		var table = fmt.Sprintf("consume_item_log_%d", ymd)

		rows, err = this.MysqlClient.Query(fmt.Sprintf("show tables like '%s';", table))
		if err != nil {
			return err
		}

		if rows.Next() {
			_ = rows.Close()

			rows, err = this.MysqlClient.Query(fmt.Sprintf("select player_id, item_id, sum(item_num) from %s where log_type in (515,516) group by player_id, item_id;", table))
			if err != nil {
				return err
			}

			for rows.Next() {
				var playerId uint64
				var itemId int
				var itemNum int
				err = rows.Scan(&playerId, &itemId, &itemNum)
				if err != nil {
					_ = rows.Close()
					return err
				}

				var player = playerMap[playerId]
				if player != nil {
					var item = player.ConsumeItem[itemId]
					if item == nil {
						item = &_ConsumeItem{ItemId: itemId, ItemNum: itemNum}
						player.ConsumeItem[item.ItemId] = item
					} else {
						item.ItemNum += itemNum
					}
				}
			}

			_ = rows.Close()
		} else {
			_ = rows.Close()
		}
	}

	var buff bytes.Buffer

	buff.WriteString("玩家ID,场景ID,通关次数,\n")
	for _, player := range playerMap {
		for _, passedCopy := range player.PassedCopy {
			if _, ok := sealCopyScenes[passedCopy.SceneId]; ok {
				buff.WriteString(fmt.Sprintf("%d,%d,%d,\n", player.AccountId, passedCopy.SceneId, passedCopy.TotalNum))
			}
		}
	}

	for _, player := range playerMap {
		buff.WriteString("\n玩家ID,英雄数量,\n")
		buff.WriteString(fmt.Sprintf("%d,%d,\n", player.AccountId, len(player.PlayerHero)))
		buff.WriteString("玩家ID,英雄ID,契印星数,完成调教房间,房间1高潮值,房间2高潮值\n")
		for _, playerHero := range player.PlayerHero {
			buff.WriteString(fmt.Sprintf("%d,%d,%d,%d,%d,%d,\n", player.AccountId, playerHero.HeroID, playerHero.Talent+1, playerHero.FlirtFinishedLevel(), playerHero.FlirtExciting[0], playerHero.FlirtExciting[1]))
		}
	}

	buff.WriteString("\n玩家ID,道具ID,道具使用数量,\n")
	for _, player := range playerMap {
		for _, item := range player.ConsumeItem {
			if _, ok := heroFlirtItems[item.ItemId]; ok {
				buff.WriteString(fmt.Sprintf("%d,%d,%d,\n", player.AccountId, item.ItemId, item.ItemNum))
			}
		}
	}

	err = os.WriteFile("./player_flirt_info.csv", buff.Bytes(), 0777)
	if err != nil {
		return err
	}

	return nil
}

type _PlayerFlirtCount struct {
	AccountId  uint64               `bson:"_id"`
	PlayerHero map[int]*_PlayerHero `bson:"hero"`
}

func (this *QueryClient) queryFlirtCount() error {
	cur, err := this.MongoClient.Collection("player").Find(this.MongoClient.Context(), bson.M{})
	if err != nil {
		return err
	}

	var players []*_PlayerFlirtCount
	err = cur.All(this.MongoClient.Context(), &players)
	if err != nil {
		return err
	}

	var heroMap = map[int]map[int]int{}
	for _, player := range players {
		for _, hero := range player.PlayerHero {
			var levelMap = heroMap[hero.HeroID]
			if levelMap == nil {
				levelMap = map[int]int{}
				heroMap[hero.HeroID] = levelMap
			}
			for i, b := range hero.FlirtAttrUnlock {
				if i < len(heroMap) && b {
					levelMap[i+1] = levelMap[i+1] + 1
				}
			}
		}
	}

	var buff bytes.Buffer

	buff.WriteString("英雄ID,房间1完成数,房间2完成数,房间3完成数,\n")
	for heroId, levelMap := range heroMap {
		buff.WriteString(fmt.Sprintf("%d,%d,%d,%d,\n", heroId, levelMap[1], levelMap[2], levelMap[3]))
	}

	err = os.WriteFile("./player_flirt_info.csv", buff.Bytes(), 0777)
	if err != nil {
		return err
	}
	return nil
}

type _PlayerLotteryConsume struct {
	PlayerId uint64
	Ordinary uint64
	Advanced uint64
}

func (this *QueryClient) queryLotteryConsume() error {
	var beginDate = "2023-12-29" //include the day of the beginning date
	var endDate = "2024-01-10"   //but exclude the day of the end date

	timeBegin, err := time.ParseInLocation(time.DateOnly, beginDate, util.UTC8())
	if err != nil {
		return err
	}

	timeEnd, err := time.ParseInLocation(time.DateOnly, endDate, util.UTC8())
	if err != nil {
		return err
	}

	var tables []string
	for ; timeBegin.Before(timeEnd); timeBegin = timeBegin.AddDate(0, 0, 1) {
		tables = append(tables, fmt.Sprintf("consume_item_log_%s", timeBegin.Format("20060102")))
	}

	var rows *sql.Rows
	var players = map[uint64]*_PlayerLotteryConsume{}
	for _, table := range tables {
		fmt.Printf("querying table %s\n", table)

		rows, err = this.MysqlClient.Query(fmt.Sprintf("show tables like '%s';", table))
		if err != nil {
			return err
		}

		if rows.Next() {
			_ = rows.Close()

			var query = fmt.Sprintf("select player_id, item_id, sum(item_num) from %s where item_id in (10007, 10013) group by player_id, item_id;", table)

			rows, err = this.MysqlClient.Query(query)
			if err != nil {
				return err
			}

			for rows.Next() {
				var playerId, itemId, itemNum uint64
				err = rows.Scan(&playerId, &itemId, &itemNum)
				var player = players[playerId]
				if player == nil {
					player = &_PlayerLotteryConsume{PlayerId: playerId}
					players[player.PlayerId] = player
				}

				switch itemId {
				case 10007:
					player.Ordinary += itemNum
				case 10013:
					player.Advanced += itemNum
				}
			}

			_ = rows.Close()
		}
	}

	var buff bytes.Buffer

	buff.WriteString("玩家ID,普通抽奖券消耗,高级抽奖券消耗,\n")
	for _, player := range players {
		buff.WriteString(fmt.Sprintf("%d,%d,%d,\n", player.PlayerId, player.Ordinary, player.Advanced))
	}

	err = os.WriteFile("./player_lottery_consume.csv", buff.Bytes(), 0777)
	if err != nil {
		return err
	}
	return nil
}

type _MuraPlayer struct {
	AccountId uint64 `bson:"_id"`
	Platform  uint32 `bson:"platform"`
}

func (this *QueryClient) queryMuraChargeTotal() error {
	cur, err := this.MongoClient.Collection("player").Find(this.MongoClient.Context(), bson.M{"platform": 6})
	if err != nil {
		return err
	}

	var total int32 = 0
	var player = new(_MuraPlayer)
	for cur.Next(this.MongoClient.Context()) {
		err = cur.Decode(player)
		if err != nil {
			return err
		}

		fmt.Println("Query Mura charge player: ", player.AccountId)
		cc, err := this.MongoClient.Collection("chargeorder").Find(this.MongoClient.Context(), bson.M{"accountid": player.AccountId, "paystatus": 1})
		if err != nil {
			return err
		}

		for cc.Next(this.MongoClient.Context()) {
			var order = new(_ChargeOrder)
			err = cc.Decode(order)
			if err != nil {
				return err
			}

			fmt.Println("Query Mura charge order: ", order.OrderNumber)
			total += order.ProductPrice
		}
	}

	fmt.Println("Query Mura charge total: ", total)
	return nil
}