User's Insights

In addition to the useful insights of transaction categorization, Pluggy offers an Insights API to help you gather insights about your Items' data to quickly group, filter or cluster your items according to their financial KPIs or their income indicators.

Item financial KPIs

A very useful feature to quickly build intelligence over your Items is to look at their financial KPIs, which correspond to important financial statistics like cash flow, distribution of debit/credit transactions, etc.

We offer an HTTP API for calculating those KPIs. Here is an example of how to use it:

  • First, authenticate in Pluggy API to obtain an API key
  • Execute the following request
    curl --location --request POST 'https://insights-api.pluggy.ai/book?itemIds={your-item-id}' \
    --header 'X-API-KEY: {YOUR-API-KEY}'
    
  • Here is an example response:
      {
          "id": "b3b60afc-6a76-43ae-9c94-3457ce8952b2",
          "status": "COMPLETED",
          "book": {
              "bankAccount": {
                  "percentage_transactions_debit_dates_1-5_M1": null,
                  "percentage_transactions_credit_dates_1-5_M1": null,
                  "count_transactions_debit_dates_1-5_M1": 0,
                  "count_transactions_credit_dates_1-5_M1": 0,
                  "amount_transactions_debit_dates_1-5_M1": 0,
                  "amount_transactions_credit_dates_1-5_M1": 0,
                  "percentage_transactions_debit_dates_6-10_M1": null,
                  "percentage_transactions_credit_dates_6-10_M1": null,
                  "count_transactions_debit_dates_6-10_M1": 0,
                  "count_transactions_credit_dates_6-10_M1": 0,
                  "amount_transactions_debit_dates_6-10_M1": 0,
                  "amount_transactions_credit_dates_6-10_M1": 0,
                  "percentage_transactions_debit_dates_11-15_M1": null,
                  "percentage_transactions_credit_dates_11-15_M1": null,
                  "count_transactions_debit_dates_11-15_M1": 0,
                  "count_transactions_credit_dates_11-15_M1": 0,
                  "amount_transactions_debit_dates_11-15_M1": 0,
                  "amount_transactions_credit_dates_11-15_M1": 0,
                  "percentage_transactions_debit_dates_16-20_M1": null,
                  "percentage_transactions_credit_dates_16-20_M1": null,
                  "count_transactions_debit_dates_16-20_M1": 0,
                  "count_transactions_credit_dates_16-20_M1": 0,
                  "amount_transactions_debit_dates_16-20_M1": 0,
                  "amount_transactions_credit_dates_16-20_M1": 0,
                  "percentage_transactions_debit_dates_21-25_M1": null,
                  "percentage_transactions_credit_dates_21-25_M1": null,
                  "count_transactions_debit_dates_21-25_M1": 0,
                  "count_transactions_credit_dates_21-25_M1": 0,
                  "amount_transactions_debit_dates_21-25_M1": 0,
                  "amount_transactions_credit_dates_21-25_M1": 0,
                  "percentage_transactions_debit_dates_26-31_M1": null,
                  "percentage_transactions_credit_dates_26-31_M1": null,
                  "count_transactions_debit_dates_26-31_M1": 0,
                  "count_transactions_credit_dates_26-31_M1": 0,
                  "amount_transactions_debit_dates_26-31_M1": 0,
                  "amount_transactions_credit_dates_26-31_M1": 0,
                  "percentage_transactions_debit_amount_0-50_M1": null,
                  "percentage_transactions_credit_amount_0-50_M1": null,
                  "amount_transactions_debit_amount_0-50_M1": 0,
                  "amount_transactions_credit_amount_0-50_M1": 0,
                  "count_transactions_debit_amount_0-50_M1": 0,
                  "count_transactions_credit_amount_0-50_M1": 0,
                  "percentage_transactions_debit_amount_50-100_M1": null,
                  "percentage_transactions_credit_amount_50-100_M1": null,
                  "amount_transactions_debit_amount_50-100_M1": 0,
                  "amount_transactions_credit_amount_50-100_M1": 0,
                  "count_transactions_debit_amount_50-100_M1": 0,
                  "count_transactions_credit_amount_50-100_M1": 0,
                  "percentage_transactions_debit_amount_100-200_M1": null,
                  "percentage_transactions_credit_amount_100-200_M1": null,
                  "amount_transactions_debit_amount_100-200_M1": 0,
                  "amount_transactions_credit_amount_100-200_M1": 0,
                  "count_transactions_debit_amount_100-200_M1": 0,
                  "count_transactions_credit_amount_100-200_M1": 0,
                  "percentage_transactions_debit_amount_200-500_M1": null,
                  "percentage_transactions_credit_amount_200-500_M1": null,
                  "amount_transactions_debit_amount_200-500_M1": 0,
                  "amount_transactions_credit_amount_200-500_M1": 0,
                  "count_transactions_debit_amount_200-500_M1": 0,
                  "count_transactions_credit_amount_200-500_M1": 0,
                  "percentage_transactions_debit_amount_500-1000_M1": null,
                  "percentage_transactions_credit_amount_500-1000_M1": null,
                  "amount_transactions_debit_amount_500-1000_M1": 0,
                  "amount_transactions_credit_amount_500-1000_M1": 0,
                  "count_transactions_debit_amount_500-1000_M1": 0,
                  "count_transactions_credit_amount_500-1000_M1": 0,
                  "percentage_transactions_debit_amount_1000-2000_M1": null,
                  "percentage_transactions_credit_amount_1000-2000_M1": null,
                  "amount_transactions_debit_amount_1000-2000_M1": 0,
                  "amount_transactions_credit_amount_1000-2000_M1": 0,
                  "count_transactions_debit_amount_1000-2000_M1": 0,
                  "count_transactions_credit_amount_1000-2000_M1": 0,
                  "percentage_transactions_debit_amount_2000-5000_M1": null,
                  "percentage_transactions_credit_amount_2000-5000_M1": null,
                  "amount_transactions_debit_amount_2000-5000_M1": 0,
                  "amount_transactions_credit_amount_2000-5000_M1": 0,
                  "count_transactions_debit_amount_2000-5000_M1": 0,
                  "count_transactions_credit_amount_2000-5000_M1": 0,
                  "percentage_transactions_debit_amount_5000-10000_M1": null,
                  "percentage_transactions_credit_amount_5000-10000_M1": null,
                  "amount_transactions_debit_amount_5000-10000_M1": 0,
                  "amount_transactions_credit_amount_5000-10000_M1": 0,
                  "count_transactions_debit_amount_5000-10000_M1": 0,
                  "count_transactions_credit_amount_5000-10000_M1": 0,
                  "percentage_transactions_debit_amount_10000-20000_M1": null,
                  "percentage_transactions_credit_amount_10000-20000_M1": null,
                  "amount_transactions_debit_amount_10000-20000_M1": 0,
                  "amount_transactions_credit_amount_10000-20000_M1": 0,
                  "count_transactions_debit_amount_10000-20000_M1": 0,
                  "count_transactions_credit_amount_10000-20000_M1": 0,
                  "percentage_transactions_debit_amount_20000-50000_M1": null,
                  "percentage_transactions_credit_amount_20000-50000_M1": null,
                  "amount_transactions_debit_amount_20000-50000_M1": 0,
                  "amount_transactions_credit_amount_20000-50000_M1": 0,
                  "count_transactions_debit_amount_20000-50000_M1": 0,
                  "count_transactions_credit_amount_20000-50000_M1": 0,
                  "percentage_transactions_debit_amount_50000-MAX_M1": null,
                  "percentage_transactions_credit_amount_50000-MAX_M1": null,
                  "amount_transactions_debit_amount_50000-MAX_M1": 0,
                  "amount_transactions_credit_amount_50000-MAX_M1": 0,
                  "count_transactions_debit_amount_50000-MAX_M1": 0,
                  "count_transactions_credit_amount_50000-MAX_M1": 0,
                  "diff_transactions_net_amount_M1": 0,
                  "count_transactions_credit_M1": 0,
                  "count_transactions_debit_M1": 0,
                  "min_transactions_balance_M1": null,
                  "max_transactions_balance_M1": null,
                  "sum_transactions_credit_M1": 0,
                  "sum_transactions_debit_M1": 0,
                  "ratio_transactions_creditdebit_M1": null,
                  "ratio_inflow_commitment_M1": null,
                  "avg_transactions_credit_M1": null,
                  "avg_transactions_debit_M1": null,
                  "avg_transactions_credit_balance_M1": null,
                  "avg_transactions_debit_balance_M1": null,
                  "max_transactions_debit_period_M1": "",
                  "max_transactions_credit_period_M1": "",
                  "percentage_transactions_debit_dates_1-5_M2": null,
                  "percentage_transactions_credit_dates_1-5_M2": null,
                  "count_transactions_debit_dates_1-5_M2": 0,
                  "count_transactions_credit_dates_1-5_M2": 0,
                  "amount_transactions_debit_dates_1-5_M2": 0,
                  "amount_transactions_credit_dates_1-5_M2": 0,
                  "percentage_transactions_debit_dates_6-10_M2": null,
                  "percentage_transactions_credit_dates_6-10_M2": null,
                  "count_transactions_debit_dates_6-10_M2": 0,
                  "count_transactions_credit_dates_6-10_M2": 0,
                  "amount_transactions_debit_dates_6-10_M2": 0,
                  "amount_transactions_credit_dates_6-10_M2": 0,
                  "percentage_transactions_debit_dates_11-15_M2": null,
                  "percentage_transactions_credit_dates_11-15_M2": null,
                  "count_transactions_debit_dates_11-15_M2": 0,
                  "count_transactions_credit_dates_11-15_M2": 0,
                  "amount_transactions_debit_dates_11-15_M2": 0,
                  "amount_transactions_credit_dates_11-15_M2": 0,
                  "percentage_transactions_debit_dates_16-20_M2": null,
                  "percentage_transactions_credit_dates_16-20_M2": null,
                  "count_transactions_debit_dates_16-20_M2": 0,
                  "count_transactions_credit_dates_16-20_M2": 0,
                  "amount_transactions_debit_dates_16-20_M2": 0,
                  "amount_transactions_credit_dates_16-20_M2": 0,
                  "percentage_transactions_debit_dates_21-25_M2": null,
                  "percentage_transactions_credit_dates_21-25_M2": null,
                  "count_transactions_debit_dates_21-25_M2": 0,
                  "count_transactions_credit_dates_21-25_M2": 0,
                  "amount_transactions_debit_dates_21-25_M2": 0,
                  "amount_transactions_credit_dates_21-25_M2": 0,
                  "percentage_transactions_debit_dates_26-31_M2": null,
                  "percentage_transactions_credit_dates_26-31_M2": null,
                  "count_transactions_debit_dates_26-31_M2": 0,
                  "count_transactions_credit_dates_26-31_M2": 0,
                  "amount_transactions_debit_dates_26-31_M2": 0,
                  "amount_transactions_credit_dates_26-31_M2": 0,
                  "percentage_transactions_debit_amount_0-50_M2": null,
                  "percentage_transactions_credit_amount_0-50_M2": null,
                  "amount_transactions_debit_amount_0-50_M2": 0,
                  "amount_transactions_credit_amount_0-50_M2": 0,
                  "count_transactions_debit_amount_0-50_M2": 0,
                  "count_transactions_credit_amount_0-50_M2": 0,
                  "percentage_transactions_debit_amount_50-100_M2": null,
                  "percentage_transactions_credit_amount_50-100_M2": null,
                  "amount_transactions_debit_amount_50-100_M2": 0,
                  "amount_transactions_credit_amount_50-100_M2": 0,
                  "count_transactions_debit_amount_50-100_M2": 0,
                  "count_transactions_credit_amount_50-100_M2": 0,
                  "percentage_transactions_debit_amount_100-200_M2": null,
                  "percentage_transactions_credit_amount_100-200_M2": null,
                  "amount_transactions_debit_amount_100-200_M2": 0,
                  "amount_transactions_credit_amount_100-200_M2": 0,
                  "count_transactions_debit_amount_100-200_M2": 0,
                  "count_transactions_credit_amount_100-200_M2": 0,
                  "percentage_transactions_debit_amount_200-500_M2": null,
                  "percentage_transactions_credit_amount_200-500_M2": null,
                  "amount_transactions_debit_amount_200-500_M2": 0,
                  "amount_transactions_credit_amount_200-500_M2": 0,
                  "count_transactions_debit_amount_200-500_M2": 0,
                  "count_transactions_credit_amount_200-500_M2": 0,
                  "percentage_transactions_debit_amount_500-1000_M2": null,
                  "percentage_transactions_credit_amount_500-1000_M2": null,
                  "amount_transactions_debit_amount_500-1000_M2": 0,
                  "amount_transactions_credit_amount_500-1000_M2": 0,
                  "count_transactions_debit_amount_500-1000_M2": 0,
                  "count_transactions_credit_amount_500-1000_M2": 0,
                  "percentage_transactions_debit_amount_1000-2000_M2": null,
                  "percentage_transactions_credit_amount_1000-2000_M2": null,
                  "amount_transactions_debit_amount_1000-2000_M2": 0,
                  "amount_transactions_credit_amount_1000-2000_M2": 0,
                  "count_transactions_debit_amount_1000-2000_M2": 0,
                  "count_transactions_credit_amount_1000-2000_M2": 0,
                  "percentage_transactions_debit_amount_2000-5000_M2": null,
                  "percentage_transactions_credit_amount_2000-5000_M2": null,
                  "amount_transactions_debit_amount_2000-5000_M2": 0,
                  "amount_transactions_credit_amount_2000-5000_M2": 0,
                  "count_transactions_debit_amount_2000-5000_M2": 0,
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                  "percentage_transactions_debit_amount_5000-10000_M2": null,
                  "percentage_transactions_credit_amount_5000-10000_M2": null,
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                  "percentage_transactions_debit_amount_10000-20000_M2": null,
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                  "amount_transactions_credit_amount_10000-20000_M2": 0,
                  "count_transactions_debit_amount_10000-20000_M2": 0,
                  "count_transactions_credit_amount_10000-20000_M2": 0,
                  "percentage_transactions_debit_amount_20000-50000_M2": null,
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                  "count_transactions_debit_amount_20000-50000_M2": 0,
                  "count_transactions_credit_amount_20000-50000_M2": 0,
                  "percentage_transactions_debit_amount_50000-MAX_M2": null,
                  "percentage_transactions_credit_amount_50000-MAX_M2": null,
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                  "count_transactions_debit_amount_50000-MAX_M2": 0,
                  "count_transactions_credit_amount_50000-MAX_M2": 0,
                  "diff_transactions_net_amount_M2": 0,
                  "count_transactions_credit_M2": 0,
                  "count_transactions_debit_M2": 0,
                  "min_transactions_balance_M2": null,
                  "max_transactions_balance_M2": null,
                  "sum_transactions_credit_M2": 0,
                  "sum_transactions_debit_M2": 0,
                  "ratio_transactions_creditdebit_M2": null,
                  "ratio_inflow_commitment_M2": null,
                  "avg_transactions_credit_M2": null,
                  "avg_transactions_debit_M2": null,
                  "avg_transactions_credit_balance_M2": null,
                  "avg_transactions_debit_balance_M2": null,
                  "max_transactions_debit_period_M2": "",
                  "max_transactions_credit_period_M2": "",
                  "percentage_transactions_debit_dates_1-5_M3": null,
                  "percentage_transactions_credit_dates_1-5_M3": null,
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                  "amount_transactions_debit_dates_1-5_M3": 0,
                  "amount_transactions_credit_dates_1-5_M3": 0,
                  "percentage_transactions_debit_dates_6-10_M3": null,
                  "percentage_transactions_credit_dates_6-10_M3": null,
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                  "percentage_transactions_debit_dates_11-15_M3": null,
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                  "percentage_transactions_debit_dates_16-20_M3": null,
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                  "amount_transactions_credit_dates_16-20_M3": 0,
                  "percentage_transactions_debit_dates_21-25_M3": null,
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                  "amount_transactions_credit_dates_21-25_M3": 0,
                  "percentage_transactions_debit_dates_26-31_M3": null,
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                  "percentage_transactions_debit_amount_100-200_M3": null,
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                  "percentage_transactions_debit_amount_200-500_M3": null,
                  "percentage_transactions_credit_amount_200-500_M3": null,
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                  "amount_transactions_credit_amount_10000-20000_M3": 0,
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                  "percentage_transactions_debit_amount_50000-MAX_M3": null,
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                  "amount_transactions_debit_amount_50000-MAX_M3": 0,
                  "amount_transactions_credit_amount_50000-MAX_M3": 0,
                  "count_transactions_debit_amount_50000-MAX_M3": 0,
                  "count_transactions_credit_amount_50000-MAX_M3": 0,
                  "diff_transactions_net_amount_M3": 0,
                  "count_transactions_credit_M3": 0,
                  "count_transactions_debit_M3": 0,
                  "min_transactions_balance_M3": null,
                  "max_transactions_balance_M3": null,
                  "sum_transactions_credit_M3": 0,
                  "sum_transactions_debit_M3": 0,
                  "ratio_transactions_creditdebit_M3": null,
                  "ratio_inflow_commitment_M3": null,
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                  "avg_transactions_debit_M3": null,
                  "avg_transactions_credit_balance_M3": null,
                  "avg_transactions_debit_balance_M3": null,
                  "max_transactions_debit_period_M3": "",
                  "max_transactions_credit_period_M3": "",
                  "percentage_transactions_debit_dates_1-5_M6": 0,
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                  "count_transactions_credit_alltime": 0,
                  "count_transactions_debit_alltime": 0,
                  "min_transactions_balance_alltime": null,
                  "max_transactions_balance_alltime": null,
                  "sum_transactions_credit_alltime": 0,
                  "sum_transactions_debit_alltime": 0,
                  "ratio_transactions_creditdebit_alltime": null,
                  "ratio_inflow_commitment_alltime": null,
                  "avg_transactions_credit_alltime": null,
                  "avg_transactions_debit_alltime": null,
                  "avg_transactions_credit_balance_alltime": null,
                  "avg_transactions_debit_balance_alltime": null,
                  "max_transactions_debit_period_alltime": "",
                  "max_transactions_credit_period_alltime": "",
                  "ratio_inflow_commitment_trend": null,
                  "limit_commitment_trend": null
              }
          },
          "metadata": {
              "itemsIds": [
                  "786583d9-ab31-44d9-86d4-a468e1a41168"
              ]
          }
      }
    

Income Analysis (BETA)

Another powerful way to understand your Items quickly is to try to analyze their possible income.

We offer an Income analysis service that tries to find possible sources of income for an Item and calculate an estimative average monthly income amount.

📘

Beta feature

For the moment, this feature is in beta and has to be enabled for your client specifically.

If you're interested in trying it out, please contact our Sales team!

Example usage:

  • First, make sure your client has Income reporting enabled,
  • Authenticate in Pluggy API to obtain an API key
  • Execute the following request
    curl --location --request POST 'https://insights-api.pluggy.ai/income?itemId={your-item-id}' \
    --header 'X-API-KEY: {YOUR-API-KEY}'
    
  • Here is an example response
    {
      "status": "COMPLETED",
      "itemId": "b3b60afc-6a76-43ae-9c94-3457ce8952b2",
      "result": {
          "totalIncomeStatistics": {
              "daysCoveredWithIncome": 180,
              "firstIncomeDate": "2021-11-01T00:00:00",
              "lastIncomeDate": "2022-04-29T00:00:00",
              "numIncomeTransactions": 17,
              "averageMonthlyIncomeLast30Days": 821.51,
              "averageMonthlyIncomeLast90Days": 3638.51,
              "averageMonthlyIncomeLast180Days": 3727.7134,
              "averageMonthlyIncomeLast360Days": 1863.8567
          },
          "irregularIncomeStatistics": {
              "daysCoveredWithIncome": 5,
              "firstIncomeDate": "2021-11-01T00:00:00",
              "lastIncomeDate": "2022-02-01T00:00:00",
              "numIncomeTransactions": 2,
              "averageMonthlyIncomeLast30Days": 100.1,
              "averageMonthlyIncomeLast90Days": 0,
              "averageMonthlyIncomeLast180Days": 0,
              "averageMonthlyIncomeLast360Days": 0
          },
          "incomeSources": [
              {
                  "transactionDescription": "recebimento de proventos municipio de santa ines",
                  "incomeStatistics": {
                      "daysCoveredWithIncome": 151,
                      "firstIncomeDate": "2021-11-30T00:00:00",
                      "lastIncomeDate": "2022-04-29T00:00:00",
                      "numIncomeTransactions": 7,
                      "averageMonthlyIncomeLast30Days": 821.51,
                      "averageMonthlyIncomeLast90Days": 821.51,
                      "averageMonthlyIncomeLast180Days": 1017.5467,
                      "averageMonthlyIncomeLast360Days": 508.77335
                  },
                  "aggregatedIncomeStatistics": {
                      "averageMonthlyIncome": 941.23114,
                      "longevity": 45,
                      "regularity": 69,
                      "consistency": 66
                  }
              },
              {
                  "transactionDescription": "transferencia recebida #/# # #-# pref mun santa",
                  "incomeStatistics": {
                      "daysCoveredWithIncome": 101,
                      "firstIncomeDate": "2021-11-23T00:00:00",
                      "lastIncomeDate": "2022-03-03T00:00:00",
                      "numIncomeTransactions": 4,
                      "averageMonthlyIncomeLast30Days": 0,
                      "averageMonthlyIncomeLast90Days": 2733.6667,
                      "averageMonthlyIncomeLast180Days": 2518.5,
                      "averageMonthlyIncomeLast360Days": 1259.25
                  },
                  "aggregatedIncomeStatistics": {
                      "averageMonthlyIncome": 2473.4756,
                      "longevity": 27,
                      "regularity": 47,
                      "consistency": 42
                  }
              },
              {
                  "transactionDescription": "pix - recebido #/# #:# # rocleane pe",
                  "incomeStatistics": {
                      "daysCoveredWithIncome": 134,
                      "firstIncomeDate": "2021-11-01T00:00:00",
                      "lastIncomeDate": "2022-03-14T00:00:00",
                      "numIncomeTransactions": 6,
                      "averageMonthlyIncomeLast30Days": null,
                      "averageMonthlyIncomeLast90Days": 83.333336,
                      "averageMonthlyIncomeLast180Days": 191.66666,
                      "averageMonthlyIncomeLast360Days": 95.83333
                  },
                  "aggregatedIncomeStatistics": {
                      "averageMonthlyIncome": 101.36883,
                      "longevity": 36,
                      "regularity": 25,
                      "consistency": 0
                  }
              }
          ],
          "totalAggregatedIncomeStatistics": {
              "averageMonthlyIncome": 3516.0754,
              "longevity": 33,
              "regularity": 52,
              "consistency": 47
          }
      },
      "createdAt": "2023-02-02T19:18:26.552Z"
    }
    

Recurrent pattern detection (BETA)

We also provide a service to analyze recurrent patterns in an Item's transactions (for example, payment of services or salary deposits). Here's an example of its usage:

  • Authenticate in Pluggy API to obtain an API key
  • Execute the following request
    curl --location --request POST 'https://insights-api.pluggy.ai/transactions/recurrency?itemId={itemId}' \
    --header 'X-API-KEY: {YOUR-API-KEY}'
    
  • Here is an example response
    {
      "itemId": "b3b60afc-6a76-43ae-9c94-3457ce8952b2",
      "recurrentTransactions": [
          {
              "description": "Pagamento da fatura",
              "type": "DEBIT",
              "averageAmount": -831.4033333333333,
              "frequency": "MONTHLY"
          },
    				{
              "description": "Pb*Badoo",
              "type": "DEBIT",
              "averageAmount": 5.8999999999999995,
              "frequency": "WEEKLY"
          },
          {
              "description": "Pagamento efetuado - TIM",
              "type": "DEBIT",
              "averageAmount": -68.04785714285715,
              "frequency": "MONTHLY"
          }
    }