博客
关于我
强烈建议你试试无所不能的chatGPT,快点击我
MongoDB学习笔记(四)
阅读量:4508 次
发布时间:2019-06-08

本文共 57719 字,大约阅读时间需要 192 分钟。

第四章 Mongodb聚合函数


插入 测试数据

for(var j=1;j<3;j++){    for(var i=1;i<3;i++){      var person={    Name:"jack"+i,    Age:i,    Address:["henan","wuhan"],    Course:[    {Name:"shuxue",Score:i},    {Name:"wuli",Score:i}    ]  }  db.DemoTest.Person.insert(person)     }}

 

Count

db.DemoTest.Person.count({Name:"jack1"})

返回数量

 

 distinct

db.DemoTest.Person.distinct("Name")

返回不重复的Name值。

 

 group

例子:按照Name分组,条件是Age大于46

db.DemoTest.Person.group({    "key":{"Name":true}, -----分组的keky    "initial":{"Person":[]},-------每组分享的一个”初始化函数“    "$reduce":function(cur,prev){   ------这个函数的第一个参数是当前的文档对象,第二个参数是上一次function操作的累计对象,第一次为initial中的{”person“:[]}。有多少个文档, $reduce就会调用多少次         prev.Person.push(cur);
},    "finalize":function(prev){   ---返回每组的数量           prev.count=prev.Person.length;      },    "condition":{"Age":{"$lt":46}}   -----过滤条件    })

返回结果如下:

/* 0 */{    "0" : {        "Name" : "jack1",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9d6"),                "Name" : "jack1",                "Age" : 1,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 1                    },                     {                        "Name" : "wuli",                        "Score" : 1                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba07"),                "Name" : "jack1",                "Age" : 1,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 1                    },                     {                        "Name" : "wuli",                        "Score" : 1                    }                ]            }        ],        "count" : 2    },    "1" : {        "Name" : "jack2",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9d7"),                "Name" : "jack2",                "Age" : 2,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 2                    },                     {                        "Name" : "wuli",                        "Score" : 2                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba08"),                "Name" : "jack2",                "Age" : 2,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 2                    },                     {                        "Name" : "wuli",                        "Score" : 2                    }                ]            }        ],        "count" : 2    },    "2" : {        "Name" : "jack3",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9d8"),                "Name" : "jack3",                "Age" : 3,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 3                    },                     {                        "Name" : "wuli",                        "Score" : 3                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba09"),                "Name" : "jack3",                "Age" : 3,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 3                    },                     {                        "Name" : "wuli",                        "Score" : 3                    }                ]            }        ],        "count" : 2    },    "3" : {        "Name" : "jack4",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9d9"),                "Name" : "jack4",                "Age" : 4,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 4                    },                     {                        "Name" : "wuli",                        "Score" : 4                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba0a"),                "Name" : "jack4",                "Age" : 4,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 4                    },                     {                        "Name" : "wuli",                        "Score" : 4                    }                ]            }        ],        "count" : 2    },    "4" : {        "Name" : "jack5",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9da"),                "Name" : "jack5",                "Age" : 5,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 5                    },                     {                        "Name" : "wuli",                        "Score" : 5                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba0b"),                "Name" : "jack5",                "Age" : 5,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 5                    },                     {                        "Name" : "wuli",                        "Score" : 5                    }                ]            }        ],        "count" : 2    },    "5" : {        "Name" : "jack6",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9db"),                "Name" : "jack6",                "Age" : 6,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 6                    },                     {                        "Name" : "wuli",                        "Score" : 6                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba0c"),                "Name" : "jack6",                "Age" : 6,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 6                    },                     {                        "Name" : "wuli",                        "Score" : 6                    }                ]            }        ],        "count" : 2    },    "6" : {        "Name" : "jack7",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9dc"),                "Name" : "jack7",                "Age" : 7,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 7                    },                     {                        "Name" : "wuli",                        "Score" : 7                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba0d"),                "Name" : "jack7",                "Age" : 7,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 7                    },                     {                        "Name" : "wuli",                        "Score" : 7                    }                ]            }        ],        "count" : 2    },    "7" : {        "Name" : "jack8",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9dd"),                "Name" : "jack8",                "Age" : 8,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 8                    },                     {                        "Name" : "wuli",                        "Score" : 8                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba0e"),                "Name" : "jack8",                "Age" : 8,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 8                    },                     {                        "Name" : "wuli",                        "Score" : 8                    }                ]            }        ],        "count" : 2    },    "8" : {        "Name" : "jack9",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9de"),                "Name" : "jack9",                "Age" : 9,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 9                    },                     {                        "Name" : "wuli",                        "Score" : 9                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba0f"),                "Name" : "jack9",                "Age" : 9,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 9                    },                     {                        "Name" : "wuli",                        "Score" : 9                    }                ]            }        ],        "count" : 2    },    "9" : {        "Name" : "jack10",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9df"),                "Name" : "jack10",                "Age" : 10,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 10                    },                     {                        "Name" : "wuli",                        "Score" : 10                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba10"),                "Name" : "jack10",                "Age" : 10,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 10                    },                     {                        "Name" : "wuli",                        "Score" : 10                    }                ]            }        ],        "count" : 2    },    "10" : {        "Name" : "jack11",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e0"),                "Name" : "jack11",                "Age" : 11,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 11                    },                     {                        "Name" : "wuli",                        "Score" : 11                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba11"),                "Name" : "jack11",                "Age" : 11,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 11                    },                     {                        "Name" : "wuli",                        "Score" : 11                    }                ]            }        ],        "count" : 2    },    "11" : {        "Name" : "jack12",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e1"),                "Name" : "jack12",                "Age" : 12,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 12                    },                     {                        "Name" : "wuli",                        "Score" : 12                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba12"),                "Name" : "jack12",                "Age" : 12,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 12                    },                     {                        "Name" : "wuli",                        "Score" : 12                    }                ]            }        ],        "count" : 2    },    "12" : {        "Name" : "jack13",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e2"),                "Name" : "jack13",                "Age" : 13,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 13                    },                     {                        "Name" : "wuli",                        "Score" : 13                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba13"),                "Name" : "jack13",                "Age" : 13,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 13                    },                     {                        "Name" : "wuli",                        "Score" : 13                    }                ]            }        ],        "count" : 2    },    "13" : {        "Name" : "jack14",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e3"),                "Name" : "jack14",                "Age" : 14,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 14                    },                     {                        "Name" : "wuli",                        "Score" : 14                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba14"),                "Name" : "jack14",                "Age" : 14,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 14                    },                     {                        "Name" : "wuli",                        "Score" : 14                    }                ]            }        ],        "count" : 2    },    "14" : {        "Name" : "jack15",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e4"),                "Name" : "jack15",                "Age" : 15,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 15                    },                     {                        "Name" : "wuli",                        "Score" : 15                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba15"),                "Name" : "jack15",                "Age" : 15,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 15                    },                     {                        "Name" : "wuli",                        "Score" : 15                    }                ]            }        ],        "count" : 2    },    "15" : {        "Name" : "jack16",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e5"),                "Name" : "jack16",                "Age" : 16,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 16                    },                     {                        "Name" : "wuli",                        "Score" : 16                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba16"),                "Name" : "jack16",                "Age" : 16,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 16                    },                     {                        "Name" : "wuli",                        "Score" : 16                    }                ]            }        ],        "count" : 2    },    "16" : {        "Name" : "jack17",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e6"),                "Name" : "jack17",                "Age" : 17,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 17                    },                     {                        "Name" : "wuli",                        "Score" : 17                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba17"),                "Name" : "jack17",                "Age" : 17,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 17                    },                     {                        "Name" : "wuli",                        "Score" : 17                    }                ]            }        ],        "count" : 2    },    "17" : {        "Name" : "jack18",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e7"),                "Name" : "jack18",                "Age" : 18,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 18                    },                     {                        "Name" : "wuli",                        "Score" : 18                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba18"),                "Name" : "jack18",                "Age" : 18,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 18                    },                     {                        "Name" : "wuli",                        "Score" : 18                    }                ]            }        ],        "count" : 2    },    "18" : {        "Name" : "jack19",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e8"),                "Name" : "jack19",                "Age" : 19,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 19                    },                     {                        "Name" : "wuli",                        "Score" : 19                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba19"),                "Name" : "jack19",                "Age" : 19,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 19                    },                     {                        "Name" : "wuli",                        "Score" : 19                    }                ]            }        ],        "count" : 2    },    "19" : {        "Name" : "jack20",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9e9"),                "Name" : "jack20",                "Age" : 20,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 20                    },                     {                        "Name" : "wuli",                        "Score" : 20                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba1a"),                "Name" : "jack20",                "Age" : 20,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 20                    },                     {                        "Name" : "wuli",                        "Score" : 20                    }                ]            }        ],        "count" : 2    },    "20" : {        "Name" : "jack21",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9ea"),                "Name" : "jack21",                "Age" : 21,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 21                    },                     {                        "Name" : "wuli",                        "Score" : 21                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba1b"),                "Name" : "jack21",                "Age" : 21,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 21                    },                     {                        "Name" : "wuli",                        "Score" : 21                    }                ]            }        ],        "count" : 2    },    "21" : {        "Name" : "jack22",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9eb"),                "Name" : "jack22",                "Age" : 22,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 22                    },                     {                        "Name" : "wuli",                        "Score" : 22                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba1c"),                "Name" : "jack22",                "Age" : 22,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 22                    },                     {                        "Name" : "wuli",                        "Score" : 22                    }                ]            }        ],        "count" : 2    },    "22" : {        "Name" : "jack23",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9ec"),                "Name" : "jack23",                "Age" : 23,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 23                    },                     {                        "Name" : "wuli",                        "Score" : 23                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba1d"),                "Name" : "jack23",                "Age" : 23,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 23                    },                     {                        "Name" : "wuli",                        "Score" : 23                    }                ]            }        ],        "count" : 2    },    "23" : {        "Name" : "jack24",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9ed"),                "Name" : "jack24",                "Age" : 24,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 24                    },                     {                        "Name" : "wuli",                        "Score" : 24                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba1e"),                "Name" : "jack24",                "Age" : 24,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 24                    },                     {                        "Name" : "wuli",                        "Score" : 24                    }                ]            }        ],        "count" : 2    },    "24" : {        "Name" : "jack25",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9ee"),                "Name" : "jack25",                "Age" : 25,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 25                    },                     {                        "Name" : "wuli",                        "Score" : 25                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba1f"),                "Name" : "jack25",                "Age" : 25,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 25                    },                     {                        "Name" : "wuli",                        "Score" : 25                    }                ]            }        ],        "count" : 2    },    "25" : {        "Name" : "jack26",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9ef"),                "Name" : "jack26",                "Age" : 26,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 26                    },                     {                        "Name" : "wuli",                        "Score" : 26                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba20"),                "Name" : "jack26",                "Age" : 26,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 26                    },                     {                        "Name" : "wuli",                        "Score" : 26                    }                ]            }        ],        "count" : 2    },    "26" : {        "Name" : "jack27",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f0"),                "Name" : "jack27",                "Age" : 27,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 27                    },                     {                        "Name" : "wuli",                        "Score" : 27                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba21"),                "Name" : "jack27",                "Age" : 27,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 27                    },                     {                        "Name" : "wuli",                        "Score" : 27                    }                ]            }        ],        "count" : 2    },    "27" : {        "Name" : "jack28",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f1"),                "Name" : "jack28",                "Age" : 28,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 28                    },                     {                        "Name" : "wuli",                        "Score" : 28                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba22"),                "Name" : "jack28",                "Age" : 28,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 28                    },                     {                        "Name" : "wuli",                        "Score" : 28                    }                ]            }        ],        "count" : 2    },    "28" : {        "Name" : "jack29",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f2"),                "Name" : "jack29",                "Age" : 29,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 29                    },                     {                        "Name" : "wuli",                        "Score" : 29                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba23"),                "Name" : "jack29",                "Age" : 29,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 29                    },                     {                        "Name" : "wuli",                        "Score" : 29                    }                ]            }        ],        "count" : 2    },    "29" : {        "Name" : "jack30",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f3"),                "Name" : "jack30",                "Age" : 30,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 30                    },                     {                        "Name" : "wuli",                        "Score" : 30                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba24"),                "Name" : "jack30",                "Age" : 30,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 30                    },                     {                        "Name" : "wuli",                        "Score" : 30                    }                ]            }        ],        "count" : 2    },    "30" : {        "Name" : "jack31",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f4"),                "Name" : "jack31",                "Age" : 31,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 31                    },                     {                        "Name" : "wuli",                        "Score" : 31                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba25"),                "Name" : "jack31",                "Age" : 31,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 31                    },                     {                        "Name" : "wuli",                        "Score" : 31                    }                ]            }        ],        "count" : 2    },    "31" : {        "Name" : "jack32",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f5"),                "Name" : "jack32",                "Age" : 32,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 32                    },                     {                        "Name" : "wuli",                        "Score" : 32                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba26"),                "Name" : "jack32",                "Age" : 32,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 32                    },                     {                        "Name" : "wuli",                        "Score" : 32                    }                ]            }        ],        "count" : 2    },    "32" : {        "Name" : "jack33",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f6"),                "Name" : "jack33",                "Age" : 33,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 33                    },                     {                        "Name" : "wuli",                        "Score" : 33                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba27"),                "Name" : "jack33",                "Age" : 33,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 33                    },                     {                        "Name" : "wuli",                        "Score" : 33                    }                ]            }        ],        "count" : 2    },    "33" : {        "Name" : "jack34",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f7"),                "Name" : "jack34",                "Age" : 34,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 34                    },                     {                        "Name" : "wuli",                        "Score" : 34                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba28"),                "Name" : "jack34",                "Age" : 34,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 34                    },                     {                        "Name" : "wuli",                        "Score" : 34                    }                ]            }        ],        "count" : 2    },    "34" : {        "Name" : "jack35",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f8"),                "Name" : "jack35",                "Age" : 35,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 35                    },                     {                        "Name" : "wuli",                        "Score" : 35                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba29"),                "Name" : "jack35",                "Age" : 35,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 35                    },                     {                        "Name" : "wuli",                        "Score" : 35                    }                ]            }        ],        "count" : 2    },    "35" : {        "Name" : "jack36",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9f9"),                "Name" : "jack36",                "Age" : 36,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 36                    },                     {                        "Name" : "wuli",                        "Score" : 36                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba2a"),                "Name" : "jack36",                "Age" : 36,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 36                    },                     {                        "Name" : "wuli",                        "Score" : 36                    }                ]            }        ],        "count" : 2    },    "36" : {        "Name" : "jack37",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9fa"),                "Name" : "jack37",                "Age" : 37,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 37                    },                     {                        "Name" : "wuli",                        "Score" : 37                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba2b"),                "Name" : "jack37",                "Age" : 37,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 37                    },                     {                        "Name" : "wuli",                        "Score" : 37                    }                ]            }        ],        "count" : 2    },    "37" : {        "Name" : "jack38",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9fb"),                "Name" : "jack38",                "Age" : 38,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 38                    },                     {                        "Name" : "wuli",                        "Score" : 38                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba2c"),                "Name" : "jack38",                "Age" : 38,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 38                    },                     {                        "Name" : "wuli",                        "Score" : 38                    }                ]            }        ],        "count" : 2    },    "38" : {        "Name" : "jack39",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9fc"),                "Name" : "jack39",                "Age" : 39,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 39                    },                     {                        "Name" : "wuli",                        "Score" : 39                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba2d"),                "Name" : "jack39",                "Age" : 39,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 39                    },                     {                        "Name" : "wuli",                        "Score" : 39                    }                ]            }        ],        "count" : 2    },    "39" : {        "Name" : "jack40",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9fd"),                "Name" : "jack40",                "Age" : 40,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 40                    },                     {                        "Name" : "wuli",                        "Score" : 40                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba2e"),                "Name" : "jack40",                "Age" : 40,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 40                    },                     {                        "Name" : "wuli",                        "Score" : 40                    }                ]            }        ],        "count" : 2    },    "40" : {        "Name" : "jack41",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9fe"),                "Name" : "jack41",                "Age" : 41,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 41                    },                     {                        "Name" : "wuli",                        "Score" : 41                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba2f"),                "Name" : "jack41",                "Age" : 41,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 41                    },                     {                        "Name" : "wuli",                        "Score" : 41                    }                ]            }        ],        "count" : 2    },    "41" : {        "Name" : "jack42",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2b9ff"),                "Name" : "jack42",                "Age" : 42,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 42                    },                     {                        "Name" : "wuli",                        "Score" : 42                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba30"),                "Name" : "jack42",                "Age" : 42,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 42                    },                     {                        "Name" : "wuli",                        "Score" : 42                    }                ]            }        ],        "count" : 2    },    "42" : {        "Name" : "jack43",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2ba00"),                "Name" : "jack43",                "Age" : 43,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 43                    },                     {                        "Name" : "wuli",                        "Score" : 43                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba31"),                "Name" : "jack43",                "Age" : 43,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 43                    },                     {                        "Name" : "wuli",                        "Score" : 43                    }                ]            }        ],        "count" : 2    },    "43" : {        "Name" : "jack44",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2ba01"),                "Name" : "jack44",                "Age" : 44,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 44                    },                     {                        "Name" : "wuli",                        "Score" : 44                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba32"),                "Name" : "jack44",                "Age" : 44,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 44                    },                     {                        "Name" : "wuli",                        "Score" : 44                    }                ]            }        ],        "count" : 2    },    "44" : {        "Name" : "jack45",        "Person" : [             {                "_id" : ObjectId("54461dce69f872cf5ea2ba02"),                "Name" : "jack45",                "Age" : 45,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 45                    },                     {                        "Name" : "wuli",                        "Score" : 45                    }                ]            },             {                "_id" : ObjectId("54461dce69f872cf5ea2ba33"),                "Name" : "jack45",                "Age" : 45,                "Address" : [                     "henan",                     "wuhan"                ],                "Course" : [                     {                        "Name" : "shuxue",                        "Score" : 45                    },                     {                        "Name" : "wuli",                        "Score" : 45                    }                ]            }        ],        "count" : 2    }}

 

 mapReduce

 mapReduce其实是一种编程模型,用在分布式计算中,其中有一个“map”函数,一个”reduce“函数。

   map:

          这个称为映射函数,里面会调用emit(key,value),集合会按照你指定的key进行映射分组。

   reduce:

         这个称为简化函数,会对map分组后的数据进行分组简化,注意:在reduce(key,value)中的key就是

      emit中的key,vlaue为emit分组后的emit(value)的集合,这里也就是很多{"count":1}的数组。

   mapReduce:

          这个就是最后执行的函数了,参数为map,reduce和一些可选参数。

 

在MongoDB存储的文档上执行聚合操作非常有用,这种方式的一个限制是聚合函数(比如,SUM、AVG、MIN、MAX)需要通过mapper和reducer函数来定制化实现。

MongoDB没有原生态的用户自定义函数(UDFs)支持。但是它允许使用db.system.js.save命令来创建并保存JavaScript函数,JavaScript函数可以在MapReduce中复用。

 

第一种统计方式--对应集合直接统计

1.在MongoDB javascript Shell中对Array对象进行了一些扩展,其中新增sum方法,以方便统计数据之用的。

Array.sum=function(arr){if(arr.length == 0)return null;var s = arr[0];for(var i = 1; i < arr.length; i++)s += arr[i];return s;}

2.例子:按照名称分组,统计每组年龄的和,条件是年龄小于2.

如果统计数量:var map = function(){ emit(this.Name, 1); }   其实是让值永远为1

var map = function(){ emit(this.Name, this.Age); }var reduce = function( key, values ){ return Array.sum(values); }var options = {query: { Age: {$lt: 2} }, out: { inline : 1 }}db.Person.mapReduce(map,reduce,options)

结果如下

/* 0 */{    "results" : [         {            "_id" : "jack1",            "value" : 2        }    ],    "timeMillis" : 0,    "counts" : {        "input" : 2,        "emit" : 2,        "reduce" : 1,        "output" : 1    },    "ok" : 1,    "_o" : {        "results" : [             {                "_id" : "jack1",                "value" : 2            }        ],        "timeMillis" : 0,        "counts" : {            "input" : 2,            "emit" : 2,            "reduce" : 1,            "output" : 1        },        "ok" : 1    },    "_keys" : [         "results",         "timeMillis",         "counts",         "ok"    ],    "_db" : {        "_mongo" : "connection to localhost:27017{ SSL: { sslSupport: false, sslPEMKeyFile: \"\" } }{ SSH: { host: \"\", port: 22, user: \"\", password: \"\", publicKey: { publicKey: \"\", privateKey: \"\", passphrase: \"\" }, currentMethod: 0 } }",        "_name" : "local",        "system.indexes" : "local.system.indexes",        "prototype" : "local.prototype",        "startup_log" : "local.startup_log",        "TestCollection" : "local.TestCollection",        "TestCollection.Person" : "local.TestCollection.Person",        "DemoTest" : "local.DemoTest",        "DemoTest.Person" : "local.DemoTest.Person",        "system" : "local.system",        "system.js" : "local.system.js",        "mythings" : "local.mythings",        "age_totals" : "local.age_totals",        "Person" : "local.Person"    }}

 

分析一下:

1. map部分
作用:用于分组的。
emit(param1, param2)
param1:需要分组的字段,this.字段名。
param2:需要进行统计的字段,this.字段名。

2. reduce部分

作用:处理需要统计的字段
var reduce = function(key, values){
......统计字段处理
}
key: 指分组字段(emit的param1)对应的值
values:指需要统计的字段(emit的param2)值组成的数组

简单介绍统计常用的方法:

* 对数值类型进行求和

1
2
3
4
<span style=
"font-size: 16px;"
>
var 
reduce =
function
(key, values){
return 
Array.sum(values);
}
</span>

* 对字符串类型进行拼凑

1
2
3
<span style=
"font-size: 16px;"
>
var 
reduce =
function
(key, values){
return 
values.join(
', '
);
}</span>

3. options部分

{ query: { age: {$lt: 25} }, out: "name_totals" }
query:先筛选符合条件的记录出来,再进行分组统计。
out:将分组统计后的结果输出到哪个集合当中。
默认情况下,out所指定的集合在数据库断开连接后再次打开时,依旧存在,并保留之前的所有记录的。

4. 执行分组统计

>db.集合名.mapReduce( map, reduce, options )

 

第二种统计方式--命令统计

1.命令如下:

注意:out参数 out:"Person_Name" 代表会创建一个临时表Person_Name 然后再从临时表中查找,out:{inline:1} 代表直接显示在当前命令执行的结果中

var map = function(){ emit(this.Name, this.Age); }var reduce = function( key, values ){ return Array.sum(values); }db.runCommand({    mapreduce:"Person",    map:map,    reduce:reduce,    out:"Person_Name",    keeptemp: false,    query: { Age:{ $lt: 2 }},    sort:{ Name:1},     limit:3     })

 解析:

mapreduce:
分组统计的集合名
eg:
mapreduce: 'mythings'
不能写成mapreduce: mythings,否则报异常:mythings is not defined

map,reduce :

同上,不做阐述

out :

将分组统计结果输出到某个集合。
注意:不能缺省,必须指定名称,否则报错,报错如下:
“exception: 'out' has to be a string or an object”

keeptemp :

是否保留临时集合(指out指定的集合)
keeptemp:false时会在数据库断开连接后,MongoDB会移除该集合的所有记录。而不是删除。
keeptemp:true时即使数据库断开连接后,再次连接上,该临时集合依旧保持之前所有记录。
keeptemp默认值为true。

query :

筛选记录后,再进行分组统计
eg:
query: { age:{ $lt: 25 }}

sort :

对分组统计的集合进行排序,也即先排序,后再执行分组统计的。
注意:这里的排序需要用到索引,必须先创建索引。

limit :

对分组统计的集合先进行限制返回记录的条数,然后再去进行统计操作。注意:不要理解成对统计后的结果进行限制返回记录条数。

verbose :

显示时间统计信息,取值为true/false

参考资料

转载于:https://www.cnblogs.com/eer123/p/7077676.html

你可能感兴趣的文章
文件压缩与解压缩
查看>>
android 搜索自动匹配关键字并且标红
查看>>
Android ViewPager使用详解
查看>>
python爬虫之scrapy的pipeline的使用
查看>>
mysql 1366错误
查看>>
mfc 导出数据保存成excel和txt格式
查看>>
让Android中的webview支持页面中的文件上传
查看>>
UML基础
查看>>
Oracle 从Dump 文件里提取 DDL 语句 方法说明
查看>>
实现winfrom进度条及进度信息提示
查看>>
关于Spring.Net的singleton和singlecall的讨论
查看>>
vue项目目录结构
查看>>
程序员自学路上的一些感悟
查看>>
使用x64dbg分析微信聊天函数并实现发信息
查看>>
robotframework-selenium2library各个版本
查看>>
插入排序
查看>>
LeetCode全文解锁 √
查看>>
[BZOJ 1566] 管道取珠
查看>>
[Codeforces 1060F] Shrinking Tree
查看>>
Winfrom 桌面弹窗拦截 关闭进程简易程序 源代码下载
查看>>