MongoDB 聚合分类
作者:互联网
增加一个集合用于储存股票交易记录
db.transactions.insert([
{
symbol: "600519",
qty: 100,
price: 567.4,
currency: "CNY"
},
{
symbol: "AMZN",
qty: 1,
price: 1377.5,
currency: "USD"
},
{
symbol: "AAPL",
qty: 2,
price: 150.7,
currency: "USD"
}
])
按照交易货币来分组
db.transactions.aggregate([
{
$group:{
_id:"$currency"
}
}
])
{ "_id" : "CNY" }
{ "_id" : "USD" }
使用聚合操作符计算分组聚合值
# totalQty 交易总股数
# totalNotional 交易总金额
# avgPrice 平均股价
# count 数量
# maxNotional 最大交易金额
# maxNotional 最小交易金额
db.transactions.aggregate([
{
$group: {
_id: "$currency",
totalQty: {
$sum: "$qty"
},
totalNotional: {
$sum: {
$multiply: ["$price", "$qty"]
}
},
avgPrice: {
$avg: "$price"
},
count: {
$sum: 1
},
maxNotional: {
$max: {
$multiply: [
"$price",
"$qty"
]
}
},
minNotional: {
$min: {
$multiply: [
"$price",
"$qty"
]
}
}
}
}
])
{ "_id" : "CNY", "totalQty" : 100, "totalNotional" : 56740, "avgPrice" : 567.4, "count" : 1, "maxNotional" : 56740, "minNotional" : 56740 }
{ "_id" : "USD", "totalQty" : 3, "totalNotional" : 1678.9, "avgPrice" : 764.1, "count" : 2, "maxNotional" : 1377.5, "minNotional" : 301.4 }
使用聚合操作符计算所有文档聚合值
将 _id 设置为 null 即可
db.transactions.aggregate([
{
$group: {
_id: null,
totalQty: {$sum: "$qty"},
totalNotional: {$sum: {$multiply: ["$price", "$qty"]}},
avgPrice: {$avg: "$price"},
count: {$sum: 1},
maxNotional: {$max: {$multiply: ["$price","$qty"]}},
minNotional: {$min: {$multiply: ["$price","$qty"]}}
}
}
])
{ "_id" : null, "totalQty" : 103, "totalNotional" : 58418.9, "avgPrice" : 698.5333333333333, "count" : 3, "maxNotional" : 56740, "minNotional" : 301.4 }
使用聚合管道创建数组字段
将同一个组里面的 symbol
字段,都 push
到一个新字段 symbols
中
db.transactions.aggregate([
{
$group: {
_id: "$currency",
symbols:{$push:"$symbol"}
}
}
])
{ "_id" : "CNY", "symbols" : [ "600519" ] }
{ "_id" : "USD", "symbols" : [ "AMZN", "AAPL" ] }
标签:聚合,MongoDB,price,分类,maxNotional,totalQty,qty,currency,id 来源: https://www.cnblogs.com/zy108830/p/12639749.html