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  • C#代码利用MongoDB中Group聚合函数查询

    例子:

    public static void getUserRFM(DateTime beginTime, DateTime endTime)
            {
                MongoDatabase mongoDB = getConnection();

                //会员消费明细的实体类
                List<Ky_Shopplist> shopplist = new List<Ky_Shopplist>();

                //获得Ky_shopplist集合
                MongoCollection col = mongoDB.GetCollection("Ky_Shopplist");

                //获得Ky_UserRFM的集合
                MongoCollection colRFM = mongoDB.GetCollection("Ky_UserRFM");

                //删除Ky_UserRFM集合中所有的数据
                colRFM.RemoveAll();

                //定义获取“buyTime”相关的查询条件
                var query = Query.And(Query.GTE("buyTime", beginTime.ToString("yyyy-MM-dd HH:mm:ss")), Query.LTE("buyTime", endTime.ToString("yyyy-MM-dd HH:mm:ss")));

                //var result = col.FindAs<Ky_Shopplist>(query).ToList();
                //var result_all = col.FindAllAs<Ky_Shopplist>().ToList();

                //会员RFM值实体类
                List<Ky_UserRFM> userRFMlist = new List<Ky_UserRFM>();

                //GroupBy的字段
                GroupByBuilder groupbyBuilder = new GroupByBuilder(new string[] { "userId" });

                #region 计算会员R值

                try
                {

                    //计算每组UserId的最大时间
                    Dictionary<string, string> dic_R = new Dictionary<string, string>();
                    dic_R["time"] = DateTime.Now.ToString();
                    var result_R = col.Group(query, groupbyBuilder, BsonDocument.Create(dic_R),
                                        BsonJavaScript.Create("function(obj,prev){if(prev.time>obj.buyTime){prev.time=obj.buyTime;}}"),
                                        BsonJavaScript.Create("function(obj){ obj.btime=obj.time;delete obj.time; }")).ToList();

                     if (result_R.Count != 0)
                     {
                        //计算出会员距今最近的消费时间和最远的消费时间
                        DateTime Mintime = DateTime.Now;
                        DateTime Maxtime = DateTime.Now;
                        for (int i = 1; i < result_R.Count; i++)
                        {
                            if (i == 1)
                            {
                                Maxtime = Convert.ToDateTime(result_R[i]["btime"]) > Convert.ToDateTime(result_R[0]["btime"]) ? Convert.ToDateTime(result_R[i]["btime"]) : Convert.ToDateTime(result_R[0]["btime"]);

                                Mintime = Convert.ToDateTime(result_R[i]["btime"]) < Convert.ToDateTime(result_R[0]["btime"]) ? Convert.ToDateTime(result_R[i]["btime"]) : Convert.ToDateTime(result_R[0]["btime"]);

                            }
                            else
                            {
                                Maxtime = Maxtime > Convert.ToDateTime(result_R[i]["btime"]) ? Maxtime : Convert.ToDateTime(result_R[i]["btime"]);

                                Mintime = Mintime < Convert.ToDateTime(result_R[i]["btime"]) ? Mintime : Convert.ToDateTime(result_R[i]["btime"]);
                            }
                        }

                        double R_interval = 0.0;
                        R_interval = (Maxtime - Mintime).TotalSeconds / 5;

                        //计算会员R值
                        for (int i = 0; i < result_R.Count; i++)
                        {
                            DateTime dtTime = Convert.ToDateTime(result_R[i]["btime"]);
                            string userId = result_R[i]["userId"].ToString();
                            string struser_R = "0";

                            if (dtTime >= Mintime && dtTime <= Mintime.AddSeconds(R_interval))
                            {
                                struser_R = "1";
                            }
                            if (dtTime >= Mintime.AddSeconds(R_interval) && dtTime <= Mintime.AddSeconds(R_interval * 2))
                            {
                                struser_R = "2";
                            }
                            if (dtTime >= Mintime.AddSeconds(R_interval * 2) && dtTime <= Mintime.AddSeconds(R_interval * 3))
                            {
                                struser_R = "3";
                            }
                            if (dtTime >= Mintime.AddSeconds(R_interval * 3) && dtTime <= Mintime.AddSeconds(R_interval * 4))
                            {
                                struser_R = "4";
                            }
                            if (dtTime >= Mintime.AddSeconds(R_interval * 4) && dtTime <= Maxtime)
                            {
                                struser_R = "5";
                            }

                            Ky_UserRFM userRFM = new Ky_UserRFM();

                            userRFM.user_R = struser_R;
                            userRFM.user_F = "0";
                            userRFM.user_M = "0";

                            userRFM.user_Tagid = "";
                            userRFM.user_Id = userId;
                            userRFM.current_Time = DateTime.Now.ToString("yyyy-MM-dd HH:mm:ss");

                            userRFMlist.Add(userRFM);
                        }

                        //批量插入会员RFM表
                        colRFM.InsertBatch(typeof(Ky_UserRFM), userRFMlist);
                    }
                }
                catch (Exception ex)
                {
                    throw;
                }

                #endregion

                #region 计算会员F值

                try
                {

          //计算每组UserId的次数

                    Dictionary<string, int> dic_F = new Dictionary<string, int>();
                    dic_F["num"] = 0;
                    var result_F = col.Group(query, groupbyBuilder, BsonDocument.Create(dic_F),
                                                   BsonJavaScript.Create("function(doc,prev){prev.num++;}"),
                                                   BsonJavaScript.Create("function(doc){ doc.count=doc.num;delete doc.num; }")).ToList();

                    if (result_F.Count != 0)
                    {
                        //计算出会员最大消费频率和最小消费频率
                        double Maxcount = 0;
                        double Mincount = 0;
                        for (int i = 1; i < result_F.Count; i++)
                        {
                            if (i == 1)
                            {
                                Maxcount = Convert.ToInt32(result_F[i]["count"]) > Convert.ToInt32(result_F[0]["count"]) ? Convert.ToInt32(result_F[i]["count"]) : Convert.ToInt32(result_F[0]["count"]);

                                Mincount = Convert.ToInt32(result_F[i]["count"]) < Convert.ToInt32(result_F[0]["count"]) ? Convert.ToInt32(result_F[i]["count"]) : Convert.ToInt32(result_F[0]["count"]);
                            }
                            else
                            {
                                Maxcount = Maxcount > Convert.ToInt32(result_F[i]["count"]) ? Maxcount : Convert.ToInt32(result_F[i]["count"]);

                                Mincount = Mincount < Convert.ToInt32(result_F[i]["count"]) ? Mincount : Convert.ToInt32(result_F[i]["count"]);
                            }
                        }

                        double F_inteval = 0.0;
                        F_inteval = (Maxcount - Mincount) / 5;

                        //计算每个会员的F值
                        for (int i = 1; i < result_F.Count; i++)
                        {
                            string strUserid = result_F[i]["userId"].ToString();
                            int icount = Convert.ToInt32(result_F[i]["count"]);
                            string strUser_F = "0";

                            if (icount >= Mincount && icount <= F_inteval)
                            {
                                strUser_F = "1";
                            }
                            if (icount >= F_inteval && icount <= (F_inteval * 2))
                            {
                                strUser_F = "2";
                            }
                            if (icount >= (F_inteval * 2) && icount <= (F_inteval * 3))
                            {
                                strUser_F = "3";
                            }
                            if (icount >= (F_inteval * 3) && icount <= (F_inteval * 4))
                            {
                                strUser_F = "4";
                            }
                            if (icount >= (F_inteval * 4) && icount <= Maxcount)
                            {
                                strUser_F = "5";
                            }

                            //执行更新操作
                            var query_F = Query.EQ("user_Id", strUserid);
                            var update_F = new UpdateDocument { { "$set", new QueryDocument { { "user_F", strUser_F } } } };

                            colRFM.Update(query_F, update_F);
                        }
                    }
                }
                catch (Exception ex)
                {
                    throw;
                }

                #endregion

                #region 计算会员M值

                try
                {

          //计算每组UserId中price(金额)的总和
                    //var query_price = new QueryDocument{{"price",true}};
                    //var update_price = new UpdateDocument{{"price",BsonType.Double}};
                    //colRFM.Update(query_price, update_price);

                    Dictionary<string, double> dic_M = new Dictionary<string, double>();
                    dic_M["msum"] = 0.0;
                    var result_M = col.Group(query, groupbyBuilder, BsonDocument.Create(dic_M),
                                                    BsonJavaScript.Create("function(obj,prev){prev.msum += obj.price;}"),
                                                    BsonJavaScript.Create("function(obj){obj.sum=obj.msum;delete obj.sum;}")).ToList();

                    if (result_M.Count != 0)
                    {
                        //计算出会员最大的消费金额和最小的消费金额
                        double Maxsum = 0.0;
                        double Minsum = 0.0;
                        for (int i = 1; i < result_M.Count; i++)
                        {
                            if (i == 1)
                            {
                                Maxsum = Convert.ToDouble(result_M[i]["msum"]) > Convert.ToDouble(result_M[0]["msum"]) ? Convert.ToDouble(result_M[i]["msum"]) : Convert.ToDouble(result_M[0]["msum"]);

                                Minsum = Convert.ToDouble(result_M[i]["msum"]) < Convert.ToDouble(result_M[0]["msum"]) ? Convert.ToDouble(result_M[i]["msum"]) : Convert.ToDouble(result_M[0]["msum"]);
                            }
                            else
                            {
                                Maxsum = Maxsum > Convert.ToDouble(result_M[i]["msum"]) ? Maxsum : Convert.ToDouble(result_M[i]["msum"]);

                                Minsum = Minsum < Convert.ToDouble(result_M[i]["msum"]) ? Minsum : Convert.ToDouble(result_M[i]["msum"]);
                            }
                        }

                        double M_interval = 0.0;
                        M_interval = (Maxsum - Minsum) / 5;

                        //计算每个会员的M值
                        for (int i = 0; i < result_M.Count; i++)
                        {
                            string strUserId = result_M[i]["userId"].ToString();
                            double dsum = Convert.ToDouble(result_M[i]["msum"]);

                            string struser_M = "0";
                            if (dsum >= Minsum && dsum <= M_interval)
                            {
                                struser_M = "1";
                            }
                            if (dsum >= M_interval && dsum <= (M_interval * 2))
                            {
                                struser_M = "2";
                            }
                            if (dsum >= (M_interval * 2) && dsum <= (M_interval * 3))
                            {
                                struser_M = "3";
                            }
                            if (dsum >= (M_interval * 3) && dsum <= (M_interval * 4))
                            {
                                struser_M = "4";
                            }
                            if (dsum >= (M_interval * 4) && dsum <= Maxsum)
                            {
                                struser_M = "5";
                            }

                            //执行更新操作
                            var query_M = Query.EQ("user_Id", strUserId);
                            var update_M = new UpdateDocument { { "$set", new QueryDocument { { "user_M", struser_M } } } };

                            colRFM.Update(query_M, update_M);
                        }
                    }
                }
                catch (Exception ex)
                {
                    throw;
                }

                #endregion

            }

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  • 原文地址:https://www.cnblogs.com/zhwl/p/3482140.html
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