es - elasticsearch - aggs - pipeline - extended

世界上并没有完美的程序，但是我们并不因此而沮丧，因为写程序就是一个不断追求完美的过程。

问：extended_stats_bucket有什么特点？
答：

问：extended_stats_bucket如何使用？
答：

DELETE /extended_stats_bucket_test

PUT /extended_stats_bucket_test
{
  "mappings": {
    "properties": {
      "type": {"type": "integer"},
      "num": {"type": "integer"},
      "date": {"type": "date"}
    }
  }
}

POST /extended_stats_bucket_test/_bulk
{"index": {"_id": 1}}
{"type": 1, "num": 400, "date": "1989-01-10"}
{"index": {"_id": 2}}
{"type": 2, "num": 450, "date": "1988-01-10"}
{"index": {"_id": 3}}
{"type": 1, "num": 580, "date": "1990-01-10"}
{"index": {"_id": 4}}
{"type": 2, "num": 990, "date": "1990-01-10"}
{"index": {"_id": 5}}
{"type": 1, "num": 660, "date": "1989-01-10"}


GET /extended_stats_bucket_test/_search
{
  "size": 0,
  "aggs": {
    "year_aggs": {
      "date_histogram": {
        "field"            : "date",
        "calendar_interval": "year"
      },
      "aggs": {
        "sum_aggs": {
          "sum": {
            "field": "num"
          }
        }
      }
    },
    "extended_stats_aggs": {
      "extended_stats_bucket": {
        "buckets_path": "year_aggs>sum_aggs"
      }
    }
  }
}

# 结果
{
  "took" : 1,
  "timed_out" : false,
  "_shards" : {
    "total" : 1,
    "successful" : 1,
    "skipped" : 0,
    "failed" : 0
  },
  "hits" : {
    "total" : {
      "value" : 5,
      "relation" : "eq"
    },
    "max_score" : null,
    "hits" : [ ]
  },
  "aggregations" : {
    "year_aggs" : {
      "buckets" : [
        {
          "key_as_string" : "1988-01-01T00:00:00.000Z",
          "key" : 567993600000,
          "doc_count" : 1,
          "sum_aggs" : {
            "value" : 450.0
          }
        },
        {
          "key_as_string" : "1989-01-01T00:00:00.000Z",
          "key" : 599616000000,
          "doc_count" : 2,
          "sum_aggs" : {
            "value" : 1060.0
          }
        },
        {
          "key_as_string" : "1990-01-01T00:00:00.000Z",
          "key" : 631152000000,
          "doc_count" : 2,
          "sum_aggs" : {
            "value" : 1570.0
          }
        }
      ]
    },
    "extended_stats_aggs" : {
      "count" : 3,
      "min" : 450.0,
      "max" : 1570.0,
      "avg" : 1026.6666666666667,
      "sum" : 3080.0,
      "sum_of_squares" : 3791000.0,
      "variance" : 209622.22222222216,
      "variance_population" : 209622.22222222216,
      "variance_sampling" : 314433.33333333326,
      "std_deviation" : 457.8451946042703,
      "std_deviation_population" : 457.8451946042703,
      "std_deviation_sampling" : 560.7435539828641,
      "std_deviation_bounds" : {
        "upper" : 1942.3570558752074,
        "lower" : 110.9762774581261,
        "upper_population" : 1942.3570558752074,
        "lower_population" : 110.9762774581261,
        "upper_sampling" : 2148.1537746323947,
        "lower_sampling" : -94.82044129906149
      }
    }
  }
}