運算子 $linearFill 會在檔序列中插入遺漏的值。 $linearFill運算符會針對遺漏的數據執行線性插補,使其適用於值間距的數據集,例如時間序列數據。
語法
{
$linearFill: {
input: < expression > ,
sortBy: {
< field >: < 1 or - 1 >
}
}
}
參數
| 參數 | Description |
|---|---|
input |
要插入遺漏值的欄位或表達式。 |
sortBy |
指定數據進行插補排序的字段,以及排序順序(1 表示遞增,-1 遞減)。 |
範例
請參考商店集合中的此範例檔。
{
"_id": "0fcc0bf0-ed18-4ab8-b558-9848e18058f4",
"name": "First Up Consultants | Beverage Shop - Satterfieldmouth",
"location": {
"lat": -89.2384,
"lon": -46.4012
},
"staff": {
"totalStaff": {
"fullTime": 8,
"partTime": 20
}
},
"sales": {
"totalSales": 75670,
"salesByCategory": [
{
"categoryName": "Wine Accessories",
"totalSales": 34440
},
{
"categoryName": "Bitters",
"totalSales": 39496
},
{
"categoryName": "Rum",
"totalSales": 1734
}
]
},
"promotionEvents": [
{
"eventName": "Unbeatable Bargain Bash",
"promotionalDates": {
"startDate": {
"Year": 2024,
"Month": 6,
"Day": 23
},
"endDate": {
"Year": 2024,
"Month": 7,
"Day": 2
}
},
"discounts": [
{
"categoryName": "Whiskey",
"discountPercentage": 7
},
{
"categoryName": "Bitters",
"discountPercentage": 15
},
{
"categoryName": "Brandy",
"discountPercentage": 8
},
{
"categoryName": "Sports Drinks",
"discountPercentage": 22
},
{
"categoryName": "Vodka",
"discountPercentage": 19
}
]
},
{
"eventName": "Steal of a Deal Days",
"promotionalDates": {
"startDate": {
"Year": 2024,
"Month": 9,
"Day": 21
},
"endDate": {
"Year": 2024,
"Month": 9,
"Day": 29
}
},
"discounts": [
{
"categoryName": "Organic Wine",
"discountPercentage": 19
},
{
"categoryName": "White Wine",
"discountPercentage": 20
},
{
"categoryName": "Sparkling Wine",
"discountPercentage": 19
},
{
"categoryName": "Whiskey",
"discountPercentage": 17
},
{
"categoryName": "Vodka",
"discountPercentage": 23
}
]
}
]
}
範例 1:插入遺漏的銷售數據
若要插入遺漏的銷售數據,請執行查詢,先依名稱分割數據集中的存放區。 然後,使用 $linearFill 運算符,在分割區內的商店內插入遺漏的銷售數據。
db.stores.aggregate([{
"$match": {
"company": {
"$in": ["First Up Consultants"]
}
}
},
{
"$setWindowFields": {
"partitionBy": "$name",
"sortBy": {
"storeOpeningDate": 1
},
"output": {
"interpolatedSales": {
"$linearFill": "$sales.totalSales"
}
}
}
}
])
此查詢傳回的前三個結果為:
[
{
"_id": "0f4c48fe-c43b-4083-a856-afe6dd902077",
"name": "First Up Consultants | Appliance Bargains - Feilmouth",
"interpolatedSales": 26630
},
{
"_id": "c4883253-7ccd-4054-a7e0-8aeb202307b5",
"name": "First Up Consultants | Appliance Bargains - New Kari",
"interpolatedSales": 31568
},
{
"_id": "a159ff5c-6ec5-4ca8-9672-e8903a54dd90",
"name": "First Up Consultants | Appliance Bargains - Schadenstad",
"interpolatedSales": 59926
}
]