// This file is autogenerated, DO NOT EDIT
// Use `node scripts/generate-docs-examples.js` to generate the docs examples

[source, js]
----
const response = await client.ml.putDataFrameAnalytics({
  id: "flight_prices",
  source: {
    index: ["kibana_sample_data_flights"],
  },
  dest: {
    index: "kibana_sample_flight_prices",
  },
  analysis: {
    regression: {
      dependent_variable: "AvgTicketPrice",
      num_top_feature_importance_values: 2,
      feature_processors: [
        {
          frequency_encoding: {
            field: "DestWeather",
            feature_name: "DestWeather_frequency",
            frequency_map: {
              Rain: 0.14604811155570188,
              "Heavy Fog": 0.14604811155570188,
              "Thunder & Lightning": 0.14604811155570188,
              Cloudy: 0.14604811155570188,
              "Damaging Wind": 0.14604811155570188,
              Hail: 0.14604811155570188,
              Sunny: 0.14604811155570188,
              Clear: 0.14604811155570188,
            },
          },
        },
        {
          target_mean_encoding: {
            field: "DestWeather",
            feature_name: "DestWeather_targetmean",
            target_map: {
              Rain: 626.5588814585794,
              "Heavy Fog": 626.5588814585794,
              "Thunder & Lightning": 626.5588814585794,
              Hail: 626.5588814585794,
              "Damaging Wind": 626.5588814585794,
              Cloudy: 626.5588814585794,
              Clear: 626.5588814585794,
              Sunny: 626.5588814585794,
            },
            default_value: 624.0249512020454,
          },
        },
        {
          one_hot_encoding: {
            field: "DestWeather",
            hot_map: {
              Rain: "DestWeather_Rain",
              "Heavy Fog": "DestWeather_Heavy Fog",
              "Thunder & Lightning": "DestWeather_Thunder & Lightning",
              Cloudy: "DestWeather_Cloudy",
              "Damaging Wind": "DestWeather_Damaging Wind",
              Hail: "DestWeather_Hail",
              Clear: "DestWeather_Clear",
              Sunny: "DestWeather_Sunny",
            },
          },
        },
      ],
    },
  },
  analyzed_fields: {
    includes: [
      "AvgTicketPrice",
      "Cancelled",
      "DestWeather",
      "FlightDelayMin",
      "DistanceMiles",
    ],
  },
  model_memory_limit: "30mb",
});
console.log(response);
----