Skip to main content

Fraud Features

Data Features

Feature NameDescription
customer_idUnique ID of the customer
decision_dateDate as of which features were created
statusStatus of Featurization
data_availableData Available for Featurization

SMS Features

Feature NameDescription
all_sms_countNumber of all SMS received
cnt_savings_accountsCount of bank accounts
auto_debit_bounce_m1Flag for any auto debit bounce in last month
acc0_amt_debits_c30Amount in INR of debits from Primary Account in last 30 days
acc0_amt_debits_p30Amount in INR of debits from Primary Account in the last 31 to 60 days
acc0_latest_balanceLatest balance found for Primary Account
acc0_max_bal_3_moMaximum balance for Primary Account in last 3 months
acc0_max_bal_c30Maximum Balance in Acc0 in the last 30 days
acc0_max_bal_p30Maximum Balance in Acc0 in the last 31-60 days
acc0_max_balanceMaximum balance for Primary Account
acc0_min_bal_3_moMinimum balance for Primary Account in last 3 months
acc0_min_balanceMinimum balance for Primary Account
acc0_recencyDays since last sms from Primary Account was observed
acc0_vintageDays since first sms from Primary Account was observed
calculated_incomeDays since first sms from Primary Account was observed
calculated_income_confidenceConfidence of the income of the user calculated by FinBox
cc_utilisationCredit Card Utilization Percentage
cnt_delinquncy_loan_c30count of distinct loan accounts found to be delinquent in current 30 days
cnt_delinquncy_loan_c60count of distinct loan accounts found to be delinquent in current 60 days
cnt_overdue_senders_c60Count Bill Overdue Distinct Senders - Last 60 Days
cnt_overdue_sms_c30Count Bill Overdue SMS - Last 30 Days
cnt_salary_txnsCount of transactions indication salary
credit_card_user_flagFlag whether customer is uses a credit card
debit_card_user_flagFlag whether customer has used debit card
insurance_flagFlag whether customer has insurance
investor_flagFlag whether customer is an investor
max_dpd_acc1Max DPD in primary loan account
postpaid_flagFlag for whether device has a postpaid sim
prepaid_flagFlag for whether device has a prepaid sim
salaried_flagFlag for whether a customer is salaried
sms_periodNumber of days between first and last observed SMS
sms_vintageDays since first SMS was observed
transactional_sms_countAvailable number of transactional SMS
cc1_credit_limitTotal Credit Limit for Credit card-1
cc1_bankCredit card-1 provider name
cnt_ewallets_usedDistinct count of ewallets used
emi_loan_acc1EMI of Primary Loan Account
acc0_acc_numberAccount number of Primary Account
acc0_sms_countTotal number of messages found for acocunt0
cnt_loan_approved_c30Number of loans approved in the last 30 days
cnt_loan_rejected_c30Number of loans rejected in the last 30 days
amt_credit_txn_m1Amount in INR of credit transactions in the last month
amt_credit_txn_m2Amount in INR of credit transactions in the second last month
amt_credit_txn_m3Amount in INR of credit transactions in the third last month
cnt_credit_txn_m1Count of credit transactions in the last month
cnt_credit_txn_m2Count of credit transactions in the second last month
cnt_credit_txn_m3Count of credit transactions in the third last month
cnt_debit_txn_m1Count of debit transactions in the last month
cnt_debit_txn_m2Count of debit transactions in the second last month
cnt_debit_txn_m3Count of debit transactions in the third last month
amt_debit_txn_m1Amount in INR of debit transactions in the last month
amt_debit_txn_m2Amount in INR of debit transactions in the second last month
amt_debit_txn_m3Amount in INR of debit transactions in the third last month

Fraud Features

Feature NameDescription
indevice_match_flagEvidence if the device belogs to this user or not
concetration_ip_addressNumber of different users using the IP address for application
concetration_first_android_idNumber of different users using the same device for application
concetration_first_wifi_ssidNumber of different users using the same wifi for application
concetration_first_sms_timeNumber of different users using the first SMS time for application
concentration_deviceNumber of different users applying from the same device
concetration_locationNumber of different users applying from same location
concetration_sms_dataNumber of different users using the SMS data for application
cnt_fraud_assists_appsCount of fake GPS apps, SMS editor apps etc
cnt_apps_data_editorCount of data editor apps
cnt_apps_root_c30Count of rooting apps installed in last 30 days
cnt_apps_backup_c30Count of backup apps installed in last 30 days
cnt_apps_fake_gps_c30Count of fake gps apps installed in last 30 days
blacklisted_locationFlag if user was in blacklisted area
cnt_loan_approval_same_clientCount of loan approval from the same client

FinBox Features

Feature NameDescription
fis_v1FinBox Credit Score (Version 1)
fis_v2FinBox Credit Score (Version 2)
fis_confidenceConfidence on Credit Scores and Affordability Calculated
fis_affordability_v1Monthly EMI Affordability Calculated - Based on SMS
fis_recommended_due_dateRecommended Due Date based on Balance Availability
digital_savvinessScore indicating digital savviness of the user

Device Features

Feature NameDescription
mobile_modelUser's mobile phone model from latest mobile phone
brandUser's mobile phone brand from latest mobile phone
available_internal_storageAvailable internal storage (MB) in latest mobile phone
total_ramTotal RAM (in MB) in latest mobile phone
sdk_device_last_activeTimestamp of the most recent SDK activity
sdk_device_first_activeTimestamp of SDK first activation on devicer
sms_permission_flagFlag of whether users ever gave the SMS Permission
location_permission_flagFlag of whether users ever gave the Location Permission
phone_state_permission_flagFlag of whether users ever gave the Phone_state Permission
unique_devicesNumber of unique mobile phones where app was installed

Location Features

Feature NameDescription
latest_location_latitudeLatitude of the latest accurate location data
latest_location_longitudeLongitude of the latest accurate location data

Apps Features

Feature NameDescription
cnt_appsTotal number of Apps found
cnt_paid_appsTotal number of apps purchased from Google Play Store
cnt_apps_genre_entertainmentTotal Number of Apps categorised as Entertainment on Google Play Store
cnt_apps_genre_financeTotal Number of Apps categorised as Finance on Google Play Store
cnt_apps_genre_socialTotal Number of Apps categorised as Social on Google Play Store
cnt_apps_genre_businessTotal Number of Apps categorised as Business on Google Play Store
cnt_apps_genre_communicationTotal Number of Apps categorised as Communication on Google Play Store
days_since_first_installNumber of days since the first Play-store Apps was installed

Contact Features

Feature NameDescription
cnt_contactsCount of Total Contacts
cnt_contacts_with_emailCount of Contacts having Email Address
cnt_contacts_c30Count of Contacts added in last 30 days
cnt_contacts_c60Count of Contacts added in last 60 days

Call Log Features

Feature NameDescription
cnt_calls_c30Total Calls Last 30 Days
cnt_missed_calls_c30Total Missed Calls Last 30 Days
cnt_incoming_calls_c30Total Incoming Calls Last 30 Days
cnt_outgoing_calls_c30Total Outgoing Calls Last 30 Days
minutes_incoming_calls_c30Total Incoming Minutes - Last 30 Days
minutes_outgoing_calls_c30Total Outgoing Minutes - Last 30 Days
cnt_missed_calls_c60Total Missed Calls Last 60 Days
cnt_incoming_calls_c60Total Incoming Calls Last 60 Days
cnt_outgoing_calls_c60Total Outgoing Calls Last 60 Days
cnt_unique_contacts_c30Unique Numbers Contacted Last 30 Days
CategoryFeature #
BankAccount91
Ewallet57
Loan53
Apps52
Telecom49
Utilities44
Expense43
Income22
Balance19
Flag18
Credit card17
Location14
Investment12
Imputed Bank Account11
Device10
Score7
Metadata5
Null Reason4
User Profile3
Aggregate2
Fraud2

Apps , SMS and Device Calculated Features (Excluding Important)

This sheet contains all features that we calculate from Raw unstructured Data present in Device

SnoCategoryFeaturesDescriptionRun-time Permission
1Flagauto_debit_bounce_m0Flag for any auto debit bounce in current monthsms
2Flagauto_debit_bounce_m2Flag for any auto debit bounce in second last monthsms
3Flagauto_debit_bounce_m3Flag for any auto debit bounce in third last monthsms
4Flagcheque_bounce_m0Flag if any cheque bounce in current monthsms
5Flagcheque_bounce_m1Flag if any cheque bounce in last monthsms
6Flagcheque_bounce_m2Flag if any cheque bounce in second last monthsms
7Flagcheque_bounce_m3Flag if any cheque bounce in third last monthsms
8Utilitiescnt_delinquency_broadbandNumber of delinquency in broadband accountssms
9Utilitiescnt_delinquency_dthNumber of delinquency in DTH accountssms
10Utilitiescnt_delinquency_electricityNumber of delinquency in Electricity accountssms
11Flagecs_bounce_m0Flag for any ECS bounce in current monthsms
12Flagecs_bounce_m1Flag for any ECS bounce in last monthsms
13Flagecs_bounce_m2Flag for any ECS bounce in the second last monthsms
14Flagecs_bounce_m3Flag for any ECS bounce in the third last monthsms
15Flagsi_bounce_m0Flag for any Standing instruction bounce in current monthsms
16Flagsi_bounce_m1Flag for any Standing instruction bounce in last monthsms
17Flagsi_bounce_m2Flag for any Standing instruction bounce in the second last monthsms
18Flagsi_bounce_m3Flag for any Standing instruction bounce in the third last monthsms
19Investmentamt_fd_accounts_c180Amount paid in FD accounts in the last 180 dayssms
20Investmentamt_insurance_accounts_c180Amount paid in insurance accounts in the last 180 dayssms
21Investmentamt_mf_accounts_c180Amount paid in mutual fund accounts in the last 180 dayssms
22Investmentamt_rd_accounts_c180Amount paid in Recurring Deposit accounts in the last 180 dayssms
23Investmentcnt_fd_accountsNumber of FD accountssms
24Investmentcnt_insurance_accountsNumber of insurance accountssms
25Investmentcnt_rd_accountsNumber of recurring transaction accountssms
26Utilitiesequity_flagFlag whether customer has traded in stockssms
27Investmentequity_trx_recencyNumber of days since the user received last SMS from equity providersms
28Expenseexpense_data_vintageVintage of bank debit messagessms
29Utilitiesfd_flagFlag whether customer has used fixed depositsms
30Investmentfd_trx_recencyNumber of days since the user received last SMS from FD bank accountsms
31Investmentinsurance_trx_recencyNumber of days since the user received last SMS from Insurance accountsms
32Utilitiesmf_flagFlag whether customer has used mutual fundssms
33Investmentmf_trx_recencyNumber of days since the user received last SMS from Mutual Fund accountsms
34Utilitiespo_flagFlag for whether customer has used post office depositsms
35Investmentpo_trx_recencyDays since last trxn sms from post officesms
36Utilitiesrd_flagFlag for whether customer has a recurring deposit accountsms
37Utilitiesrd_trx_recencyNumber of days since the user received last SMS from Recurring deposit bank accountsms
38Ewalletamazonpay_recencyNumber of days since the user received last SMS from Amazon Paysms
39Ewalletamazonpay_user_flagAmazon Pay user flagsms
40Ewalletamazonpay_vintage_smsNumber of days since the user received first SMS from Amazon Paysms
41Ewalletamt_paytm_ecom_m1Amount in INR of Paytm Mall purchases in the last monthsms
42Ewalletamt_paytm_ecom_m2Amount in INR of Paytm Mall purchases in the second last monthsms
43Ewalletamt_paytm_ecom_m3Amount in INR of Paytm Mall purchases in the third last monthsms
44Ewalletamt_paytm_p2p_m1Amount debited through transfers in paytm in last calendar monthsms
45Ewalletamt_paytm_p2p_m2Amount debited through transfers in paytm in second-last calendar monthsms
46Ewalletamt_paytm_p2p_m3Amount debited through transfers in paytm in third-last calendar monthsms
47Ewalletamt_paytm_txn_m1Amount in INR of Paytm transactions in the last monthsms
48Ewalletamt_paytm_txn_m2Amount in INR of Paytm transactions in the second last monthsms
49Ewalletamt_paytm_txn_m3Amount in INR of Paytm transactions in the third last monthsms
50Ewalletamt_paytm_wallet_recharge_m1Amount credited in paytm wallet in the last calendar monthsms
51Ewalletamt_paytm_wallet_recharge_m2Amount credited in paytm wallet in the second-last calendar monthsms
52Ewalletamt_paytm_wallet_recharge_m3Amount credited in paytm wallet in the third-last calendar monthsms
53Ewalletamt_wallet_creditsAmount of INR of credits in all ewalletssms
54Ewalletamt_wallet_debitsAmount of INR of debits from all ewalletssms
55Ewalletamt_wallet_txn_m1Amount of INR of debits from all ewallets in last monthsms
56Ewalletamt_wallet_txn_m2Amount of INR of debits from all ewallets in second last monthsms
57Ewalletamt_wallet_txn_m3Amount of INR of debits from all ewallets in third last monthsms
58Ewalletcnt_ewallet_txns_c90Count of all (both credit and debit) ewallet transactions in the last 90 dayssms
59Ewalletcnt_paytm_ecom_m1Count of Paytm Mall purchases in the last monthsms
60Ewalletcnt_paytm_ecom_m2Count of Paytm Mall purchases in the second last monthsms
61Ewalletcnt_paytm_ecom_m3Count of Paytm Mall purchases in the third last monthsms
62Ewalletcnt_paytm_p2p_m1Number of debits through transfer from Paytm in last calendar monthsms
63Ewalletcnt_paytm_p2p_m2Number of debits through transfer from Paytm in second-last calendar monthsms
64Ewalletcnt_paytm_p2p_m3Number of debits through transfer from Paytm in third-last calendar monthsms
65Ewalletcnt_paytm_txn_m1Count of Paytm debit transactions in the last monthsms
66Ewalletcnt_paytm_txn_m2Count of Paytm debit transactions in the second last monthsms
67Ewalletcnt_paytm_txn_m3Count of Paytm debit transactions in the third last monthsms
68Ewalletcnt_paytm_wallet_recharge_m1Number of debits in Paytm in the last calendar monthsms
69Ewalletcnt_paytm_wallet_recharge_m2Number of debits in Paytm in the second-last calendar monthsms
70Ewalletcnt_paytm_wallet_recharge_m3Number of debits in Paytm in the third-last calendar monthsms
71Ewalletcnt_unique_wallets_usedTotal number of unique wallet usedsms
72Ewalletcnt_wallet_creditsCount of credit transcations in all ewalletssms
73Ewalletcnt_wallet_debitsCount of debit transcations in all ewalletssms
74Ewalletcnt_wallet_txn_m1Count of debit transcations in all ewallets in last monthsms
75Ewalletcnt_wallet_txn_m2Count of debit transcations in all ewallets in second last monthsms
76Ewalletcnt_wallet_txn_m3Count of debit transcations in all ewallets in third last monthsms
77Ewalletfreecharge_recencyNumber of days since the user received last SMS from Freechargesms
78Ewalletfreecharge_user_flagFlag for Freeecharge userssms
79Ewalletfreecharge_vintage_smsNumber of days since the user received first SMS from Freechargesms
80Ewalletjio_recencyRecency for Jio messagessms
81Ewalletjio_user_flagFlag for Jio usersms
82Ewalletjio_vintage_smsVintage for Jio messagessms
83Ewalletmobikwik_recencyNumber of days since last sms from Mobikwiksms
84Ewalletmobikwik_user_flagMobikwik user flagsms
85Ewalletmobikwik_vintage_smsNumber of days since first sms from Mobikwiksms
86Ewalletpaytm_recencyPaytm recencysms
87Ewalletpaytm_user_flagPaytm user flagsms
88Ewalletpaytm_vintage_smsPaytm vintagesms
89Ewalletphonepe_recencyNumber of days since last sms from PhonePesms
90Ewalletphonepe_user_flagPhonepe user flagsms
91Ewalletphonepe_vintage_smsNumber of days since first sms from PhonePesms
92Ewalletwallet_recencyWallet recency in dayssms
93Ewalletwallet_user_flagFlag for Wallet accountsms
94Ewalletwallet_vintage_smsWallet Vintage in dayssms
95Metadatanum_times_sdk_device_activeNumber of times SDK device was activeN/A
96Deviceos_versionOperating System version from latest mobile phonedevice
97Devicenetwork_typeMobile data network type - 2G, 3G, 4G from latest mobile phonedevice
98Devicesim_1_operator_nameOperator of Sim 1 from latest mobile phonephone_state
99Devicesim_2_operator_nameOperator of Sim 2 from latest mobile phonephone_state
100Devicedual_simFlag whether user has 2 active SIM cards in latest mobile phonedevice
101Devicetotal_internal_storageInternal storage capacity (MB) in latest mobile phonedevice
102Deviceavailable_external_storageAvailable external storage (MB) in latest mobile phonedevice
103Devicetotal_external_storageTotal external storage capacity (in MB) in latest mobile phonedevice
104Deviceavailable_ramAvailable RAM (in MB) in latest mobile phonedevice
105Devicedisplay_languageDisplay language of the device in latest mobile phonedevice
106Metadatasms_recencyDays since last SMS was observedsms
107Expenseamt_cash_wdl_m0Amount in INR of cash withdrawals in the current monthsms
108Expenseamt_cash_wdl_m1Amount in INR of cash withdrawals in the last monthsms
109Expenseamt_cash_wdl_m2Amount in INR of cash withdrawals in the second last monthsms
110Expenseamt_cash_wdl_m3Amount in INR of cash withdrawals in the third last monthsms
111Credit cardamt_cc_txn_m0Amount in INR of debits from credit card in the current monthsms
112Credit cardamt_cc_txn_m1Amount in INR of debits from credit card in the last monthsms
113Credit cardamt_cc_txn_m2Amount in INR of debits from credit card in second the last monthsms
114Credit cardamt_cc_txn_m3Amount in INR of debits from credit card in the third-last monthsms
115Incomeamt_credit_txn_m0Amount in INR of credit transactions in the current monthsms
116Expenseamt_dc_txn_m0Amount in INR of debits from debit card in the current monthsms
117Expenseamt_dc_txn_m1Amount in INR of debits from debit card in the last monthsms
118Expenseamt_dc_txn_m2Amount in INR of debits from debit card in second the last monthsms
119Expenseamt_dc_txn_m3Total amount of debit card transactions in third last monthsms
120Expenseamt_debit_self_transf_m0Amount in INR of debit transfers to another self account in current monthsms
121Expenseamt_debit_self_transf_m1Amount in INR of debit transfers to another self account in last monthsms
122Expenseamt_debit_self_transf_m2Amount of self transfer debit transaction in second last monthsms
123Expenseamt_debit_self_transf_m3Amount of self transfer debit transaction in third last monthsms
124Expenseamt_debit_txn_m0Amount in INR of debit transactions in the current monthsms
125Expenseamt_debit_wo_transf_m0Amount in INR of debit transactions in the current month which are not account transferssms
126Expenseamt_debit_wo_transf_m1Amount in INR of debit transactions in the last month which are not account transferssms
127Expenseamt_debit_wo_transf_m2Amount in INR of debit transactions in the second last month which are not account transferssms
128Expenseamt_debit_wo_transf_m3Amount in INR of debit transactions in the third last month which are not account transferssms
129Expenseamt_transfer_out_m0Amount in INR of debit transactions transferred to another account in the current monthsms
130Expenseamt_transfer_out_m1Amount in INR of debit transactions transferred to another account in the last monthsms
131Expenseamt_transfer_out_m2Amount in INR of debit transactions transferred to another account in the second last monthsms
132Expenseamt_transfer_out_m3Amount in INR of debit transactions transferred to another account in the third last monthsms
133Incomecalculated_salaryEstimated salarysms
134Expensecnt_cash_wdl_m0Number of cash withdrawals in the current monthsms
135Expensecnt_cash_wdl_m1Number of cash withdrawals in the last monthsms
136Expensecnt_cash_wdl_m2Number of cash withdrawals in the 2nd last monthsms
137Expensecnt_cash_wdl_m3Number of cash withdrawals in the 3rd last monthsms
138Credit cardcnt_cc_txn_m0Total number of debit transactions done from credit card in current monthsms
139Credit cardcnt_cc_txn_m1Total number of debit transactions done from credit card in last monthsms
140Credit cardcnt_cc_txn_m2Total number of debit transactions done from credit card in second last monthsms
141Credit cardcnt_cc_txn_m3Number of credit card transactions in the third last monthsms
142Incomecnt_credit_txn_m0Count of credit transactions in the currenct monthsms
143Expensecnt_dc_txn_m0Total number of debit transactions done from debit card in current monthsms
144Expensecnt_dc_txn_m1Total number of debit transactions done from debit card in last monthsms
145Expensecnt_dc_txn_m2Total number of debit transactions done from debit card in secondlast monthsms
146Expensecnt_dc_txn_m3Number of debit card transactions in third last monthsms
147Expensecnt_debit_self_transf_m0Total number of debit transfers to another self account in current monthsms
148Expensecnt_debit_self_transf_m1Total number of debit transfers to another self account in last monthsms
149Expensecnt_debit_self_transf_m2Number of self transfer debit transaction in second last monthsms
150Expensecnt_debit_self_transf_m3Number of self transfer debit transaction in third last monthsms
151Expensecnt_debit_txn_m0Count of debit transactions in the current monthsms
152Expensecnt_transfer_out_m0Total number of debit transactions which are account transfers in current monthsms
153Expensecnt_transfer_out_m1Total number of debit transactions which are account transfers in last monthsms
154Expensecnt_transfer_out_m2Total number of debit transactions which are account transfers in second last monthsms
155Expensecnt_transfer_out_m3Total number of debit transactions which are account transfers in third last monthsms
156Expensemax_amt_debit_txn_m0Maximum amount of debit transaction in the current monthsms
157Expensemax_amt_debit_txn_m1Maximum amount of debit transaction in the last monthsms
158Expensemax_amt_debit_txn_m2Maximum amount of debit transaction in the second last monthsms
159Expensemax_amt_debit_txn_m3Maximum amount of debit transaction in the third last monthsms
160Incomemax_credit_amount_m0Maximum amount credit in a single transaction in the current monthsms
161Incomemax_credit_amount_m1Maximum amount credit in a single transaction in the last monthsms
162Incomemax_credit_amount_m2Maximum amount credit in a single transaction in the second last monthsms
163Incomemax_credit_amount_m3Maximum amount credit in a single transaction in the third last monthsms
164Metadatanum_months_txn_dataNumber of months for which transaction data is availablesms
165Metadatanum_total_credit_smsTotal number of credit messagessms
166Metadatanum_total_debit_smsTotal number of debit messagessms
167Incomeother_income_m1Income besides salary in last monthsms
168Incomeother_income_m2Income besides salary in second last monthsms
169Incomeother_income_m3Income besides salary in third last monthsms
170BankAccountprimary_debit_acc_idBank account which has the most debit transactionssms
171BankAccountprimary_usage_acc_idBank account which has the most number of transactionssms
172Incomesalary_m1Salary received in the last month taking into account missing transaction/balance smssms
173Incomesalary_m2Salary received in the second last month taking into account missing transaction/balance smssms
174Incomesalary_m3Salary received in the third last month taking into account missing transaction/balance smssms
175Incomesalary_recencyRecency of salary transaction messagessms
176Incomesalary_sourceSource of the salarysms
177Incometotal_income_m0Total income in the current monthsms
178Incometotal_income_m1Total income in the last monthsms
179Incometotal_income_m2Total income in the second last monthsms
180Incometotal_income_m3Total income in the third last monthsms
181Flagupi_user_flagFlag for UPI accountsms
182Telecomamt_postpaid_bill_m0Total amount of postpaid bill in the current monthsms
183Telecomamt_postpaid_bill_m1Total amount of postpaid bill in the last monthsms
184Telecomamt_postpaid_bill_m2Total amount of postpaid bill in the second last monthsms
185Telecomamt_postpaid_bill_m3Total amount of postpaid bill in the third last monthsms
186Telecomamt_postpaid_bill_m4Total amount of postpaid bill in the fourth last monthsms
187Telecomamt_postpaid_bill_m5Total amount of postpaid bill in the fifth last monthsms
188Telecomamt_postpaid_bill_m6Total amount of postpaid bill in the sixth last monthsms
189Telecomav_amt_topup_m1Average topup amount in the last monthsms
190Telecomav_amt_topup_m2Average topup amount in the second last monthsms
191Telecomav_amt_topup_m3Average topup amount in the third last monthsms
192Telecomavg_bal_at_topup_m1Average balance at time of mobile topup in last caledar monthsms
193Telecomavg_bal_at_topup_m2Average balance at time of mobile topup in second-last caledar monthsms
194Telecomavg_bal_at_topup_m3Average balance at time of mobile topup in third-last caledar monthsms
195Telecomavg_postpaid_bill_3mAverage amount of postpaid bill in last 3 monthssms
196Telecomavg_postpaid_bill_4_6mAverage amount of postpaid bill in last 4 to 6 monthssms
197Utilitiesbill_broadband_m0Total bill amount of broadband in the current monthsms
198Utilitiesbill_broadband_m1Total bill amount of broadband in the last monthsms
199Utilitiesbill_broadband_m2Total bill amount of broadband in the second last monthsms
200Utilitiesbill_broadband_m3Total bill amount of broadband in the third last monthsms
201Utilitiesbill_dth_m0Total bill amount of DTH in the current monthsms
202Utilitiesbill_dth_m1Total bill amount of DTH in the last monthsms
203Utilitiesbill_dth_m2Total bill amount of DTH in the second last monthsms
204Utilitiesbill_dth_m3Total bill amount of DTH in the third last monthsms
205Utilitiesbill_electricity_m0Total bill amount of electricity in the current monthsms
206Utilitiesbill_electricity_m1Total bill amount of electricity in the last monthsms
207Utilitiesbill_electricity_m2Total bill amount of electricity in the second last monthsms
208Utilitiesbill_electricity_m3Total bill amount of electricity in the third last monthsms
209Utilitiesbill_lpg_m0Total bill amount of LPG in the current monthsms
210Utilitiesbill_lpg_m1Total bill amount of LPG in the last monthsms
211Utilitiesbill_lpg_m2Total bill amount of LPG in the second last monthsms
212Utilitiesbill_lpg_m3Total bill amount of LPG in the third last monthsms
213Utilitiesbroadband_flagFlag whether customer uses broadbandsms
214Utilitiesbroadband_providerName of the broadband service providersms
215Utilitiesbroadband_recencyNumber of days since the user received last SMS from Broadband service providersms
216Utilitiesbroadband_vintageNumber of days since the user received first SMS from Broadband service providersms
217Telecomcnt_phone_num_c30Number of unique phone-numbers used in last 30 dayssms
218Telecomcnt_phone_num_c60Number of unique phone-numbers used in last 60 dayssms
219Telecomcnt_phone_num_c90Number of unique phone-numbers used in last 90 dayssms
220Telecomcnt_postpaid_bill_m0Number of postpaid bill in the current monthsms
221Telecomcnt_postpaid_bill_m1Number of postpaid bill in the last monthsms
222Telecomcnt_postpaid_bill_m2Number of postpaid bill in the second last monthsms
223Telecomcnt_postpaid_bill_m3Number of postpaid bill in the third last monthsms
224Telecomcnt_postpaid_bill_m4Number of postpaid bill in the fourth last monthsms
225Telecomcnt_postpaid_bill_m5Number of postpaid bill in the fifth last monthsms
226Telecomcnt_postpaid_bill_m6Number of postpaid bill in the sixth last monthsms
227Telecomcnt_postpaid_bill_overdue_c180Number of time postpaid bill was overdue in last 180 dayssms
228Telecomcnt_topup_m1Count of mobile recharges in the last monthsms
229Telecomcnt_topup_m2Count of mobile recharges in the second last monthsms
230Telecomcnt_topup_m3Count of mobile recharges in the third last monthsms
231Utilitiesdth_flagFlag whether customer uses dthsms
232Utilitiesdth_providerName of DTH service providersms
233Utilitiesdth_recencyNumber of days since the user received last SMS from DTH providersms
234Utilitiesdth_vintageNumber of days since the user received first SMS from DTH providersms
235Utilitieselectricity_flagFlag for electricity usagesms
236Utilitieselectricity_providerName of electricity providersms
237Utilitieselectricity_recencyNumber of days since the user received last SMS from electricity providersms
238Utilitieselectricity_vintageNumber of days since the user received first SMS from electricity providersms
239Utilitieslpg_flagFlag if user is an lpg usersms
240Utilitieslpg_providerName of LPG providersms
241Utilitieslpg_recencyNumber of days since the user received last SMS from LPG providersms
242Utilitieslpg_vintageNumber of days since the user received first SMS from LPG providersms
243Utilitiesmax_dpd_broadbandMax DPD in broadband accountsms
244Utilitiesmax_dpd_dthMax DPD in DTH accountsms
245Utilitiesmax_dpd_electricMax DPD in electricity accountsms
246Telecommax_postpaid_dd_pd_diff_c180Days since earliest delinquency in postpaid account in th last 180 dayssms
247Telecommin_amt_topup_m1Minimum amount of topup in the last monthsms
248Telecommin_amt_topup_m2Minimum amount of topup in the second last monthsms
249Telecommin_amt_topup_m3Minimum amount of mobile topup in third-last calendar monthsms
250Telecommax_amt_topup_m1Maximum amount of topup in the last monthsms
251Telecommax_amt_topup_m2Maximum amount of topup in the second last monthsms
252Telecommax_amt_topup_m3Max amount of phone recharge in third-last calender monthsms
253Telecommin_postpaid_dd_pd_diff_c180Days since most recent delinquency in postpaid account in the last 180 dayssms
254Telecomsum_amt_topup_m1Total top-up amount in the last monthsms
255Telecomsum_amt_topup_m2Total top-up amount in the second last monthsms
256Telecomsum_amt_topup_m3Sum of topup amounts in the third last monthsms
257Telecomsum_bal_at_topup_m1Sum of balances during all the mobile topups in last calendar monthsms
258Telecomsum_bal_at_topup_m2Sum of balances during all the mobile topups in second-last calendar monthsms
259Telecomsum_bal_at_topup_m3Sum of balances during all the mobile topups in third-last calendar monthsms
260Telecomtelecom_operator1Name of telecom operator 1sms
261Telecomtelecom_operator1_recencyRecency for Telecom operator1sms
262Telecomtelecom_operator1_vintageVintage for Telecom operator1sms
263Telecomtelecom_operator2Name of telecom operator 2sms
264Telecomtelecom_operator2_recencyRecency for Telecom operator2sms
265Telecomtelecom_operator2_vintageVintage for Telecom operator2sms
266BankAccountacc_data_vintageDays since first sms from any bank account was observedsms
267BankAccountacc0_amt_credits_c30Amount in INR of credits in account0 in the last 30 dayssms
268BankAccountacc0_amt_credits_p30Amount in INR of credits in account0 in the last 31 to 60 dayssms
269BankAccountacc0_av_balance_c30Average of all balances found for account0 in last 30 dayssms
270BankAccountacc0_av_balance_c7Average of all balances found for account0 in last 7 dayssms
271BankAccountacc0_av_balance_c90Average of all balances found for account0 in last 90 dayssms
272BankAccountacc0_bankName of bank account0sms
273BankAccountacc0_cnt_credits_c30Count of credits in account0 in last 30 dayssms
274BankAccountacc0_cnt_credits_p30Count of credits in account0 in last 31 to 60 dayssms
275BankAccountacc0_cnt_debits_c30Count of debits from account0 in last 30 dayssms
276BankAccountacc0_cnt_debits_p30Count of debits from account0 in last 31 to 60 dayssms
277BankAccountacc0_eom_av_balanceAverage of all balances found in last 7 days of last 3 months for account0sms
278BankAccountacc0_max_bal_c7Maximum Balance in Acc0 in the last 7 dayssms
279BankAccountacc0_max_bal_m0Maximum Balance in Acc0 in the current monthsms
280BankAccountacc0_max_bal_m1Maximum Balance in Acc0 in the last monthsms
281BankAccountacc0_max_bal_m2Maximum Balance in Acc0 in the second-last monthsms
282BankAccountacc0_max_bal_m3Maximum Balance in Acc0 in the third-last monthsms
283BankAccountacc0_max_bal_p7Maximum Balance in Acc0 in the last 8-14 dayssms
284BankAccountacc0_min_bal_c30Minimum Balance in Acc0 in the last 30 dayssms
285BankAccountacc0_min_bal_c7Minimum Balance in Acc0 in the last 7 dayssms
286BankAccountacc0_min_bal_m0Minimum Balance in Acc0 in the current monthsms
287BankAccountacc0_min_bal_m1Minimum Balance in Acc0 in the last monthsms
288BankAccountacc0_min_bal_m2Minimum Balance in Acc0 in the second-last monthsms
289BankAccountacc0_min_bal_m3Minimum Balance in Acc0 in the third-last monthsms
290BankAccountacc0_min_bal_p30Minimum Balance in Acc0 in the last 31-60 dayssms
291BankAccountacc0_min_bal_p7Minimum Balance in Acc0 in the last 8-14 dayssms
292BankAccountacc1_acc_numberAccount number of account1sms
293BankAccountacc1_amt_credits_c30Amount in INR of credits in account1 in the last 30 dayssms
294BankAccountacc1_amt_credits_p30Amount in INR of credits in account1 in the last 31 to 60 dayssms
295BankAccountacc1_amt_debits_c30Amount in INR of debits from account1 in last 30 dayssms
296BankAccountacc1_amt_debits_p30Amount in INR of debits from account1 in the last 31 to 60 dayssms
297BankAccountacc1_av_balance_c30Average of all balances found for account1 in last 30 dayssms
298BankAccountacc1_av_balance_c7Average of all balances found for account1 in last 7 dayssms
299BankAccountacc1_av_balance_c90Average of all balances found for account1 in last 90 dayssms
300BankAccountacc1_bankName of bank account1sms
301BankAccountacc1_cnt_credits_c30Count of credits in account1 in last 30 dayssms
302BankAccountacc1_cnt_credits_p30Count of credits in account1 in last 31 to 60 dayssms
303BankAccountacc1_cnt_debits_c30Count of debits from account1 in last 30 dayssms
304BankAccountacc1_cnt_debits_p30Count of debits from account1 in last 31 to 60 dayssms
305BankAccountacc1_eom_av_balanceAverage of all balances found in last 7 days of last 3 months for account1sms
306BankAccountacc1_latest_balanceLatest balance found for account1sms
307BankAccountacc1_max_bal_3_moMaximum balance for account1 in last 3 monthssms
308BankAccountacc1_max_bal_c30Maximum Balance in Acc1 in the last 30 dayssms
309BankAccountacc1_max_bal_c7Maximum Balance in Acc1 in the last 7 dayssms
310BankAccountacc1_max_bal_m0Maximum Balance in Acc1 in the current last monthsms
311BankAccountacc1_max_bal_m1Maximum Balance in Acc1 in the last monthsms
312BankAccountacc1_max_bal_m2Maximum Balance in Acc1 in the second-last monthsms
313BankAccountacc1_max_bal_m3Maximum Balance in Acc1 in the third-last monthsms
314BankAccountacc1_max_bal_p30Maximum Balance in Acc1 in the last 31-60 dayssms
315BankAccountacc1_max_bal_p7Maximum Balance in Acc1 in the last 8-14 dayssms
316BankAccountacc1_max_balanceMaximum balance for account1sms
317BankAccountacc1_min_bal_3_moMinimum balance for account1 in last 3 monthssms
318BankAccountacc1_min_bal_c30Minimum Balance in Acc1 in the last 30 dayssms
319BankAccountacc1_min_bal_c7Minimum Balance in Acc1 in the last 7 dayssms
320BankAccountacc1_min_bal_m0Minimum Balance in Acc1 in the current monthsms
321BankAccountacc1_min_bal_m1Minimum Balance in Acc1 in the last monthsms
322BankAccountacc1_min_bal_m2Minimum Balance in Acc1 in the second-last monthsms
323BankAccountacc1_min_bal_m3Minimum Balance in Acc1 in the third-last monthsms
324BankAccountacc1_min_bal_p30Minimum Balance in Acc1 in the last 31-60 dayssms
325BankAccountacc1_min_bal_p7Minimum Balance in Acc1 in the last 8-14 dayssms
326BankAccountacc1_min_balanceMinimum balance for account1sms
327BankAccountacc1_recencyDays since last sms from account1 was observedsms
328BankAccountacc1_sms_countTotal number of messages found for acocunt1sms
329BankAccountacc1_vintageDays since first sms from account1 was observedsms
330BankAccountacc2_acc_numberAccount number of account2sms
331BankAccountacc2_amt_credits_c30Amount in INR of credits in account2 in the last 30 dayssms
332BankAccountacc2_amt_credits_p30Amount in INR of credits in account2 in the last 31 to 60 dayssms
333BankAccountacc2_amt_debits_c30Amount in INR of debits from account2 in last 30 dayssms
334BankAccountacc2_amt_debits_p30Amount in INR of debits from account2 in the last 31 to 60 dayssms
335BankAccountacc2_av_balance_c30Average of all balances found for account2 in last 30 dayssms
336Balanceacc2_av_balance_c7Average of all balances found for account2 in last 7 dayssms
337BankAccountacc2_av_balance_c90Average of all balances found for account2 in last 90 dayssms
338BankAccountacc2_bankName of bank account2sms
339BankAccountacc2_cnt_credits_c30Count of credits in account2 in last 30 dayssms
340BankAccountacc2_cnt_credits_p30Count of credits in account2 in last 31 to 60 dayssms
341BankAccountacc2_cnt_debits_c30Count of debits from account2 in last 30 dayssms
342BankAccountacc2_cnt_debits_p30Count of debits from account2 in last 31 to 60 dayssms
343BankAccountacc2_eom_av_balanceAverage of all balances found in last 7 days of last 3 months for account2sms
344BankAccountacc2_latest_balanceLatest balance found for account2sms
345BankAccountacc2_max_bal_3_moMaximum balance for account2 in last 3 monthssms
346BankAccountacc2_max_bal_c30Maximum Balance in Acc2 in the last 30 dayssms
347Balanceacc2_max_bal_c7Maximum balance in Acc2 in the last 7 dayssms
348Balanceacc2_max_bal_m0Maximum balance in Acc2 in the current monthsms
349BankAccountacc2_max_bal_m1Maximum Balance in Acc2 in the last monthsms
350Balanceacc2_max_bal_m2Maximum balance in Acc2 in the second-last monthsms
351Balanceacc2_max_bal_m3Maximum balance in Acc2 in the third-last monthsms
352Balanceacc2_max_bal_p30Maximum balance in Acc2 in the previous 30 dayssms
353Balanceacc2_max_bal_p7Maximum balance in Acc2 in the last 31-60 dayssms
354BankAccountacc2_max_balanceMaximum balance for account2sms
355BankAccountacc2_min_bal_3_moMinimum balance for account2 in last 3 monthssms
356BankAccountacc2_min_bal_c30Minimum Balance in Acc2 in the last 30 dayssms
357Balanceacc2_min_bal_c7Minimum balance in Acc2 in the last 7 dayssms
358Balanceacc2_min_bal_m0Minimum balance in Acc2 in the current monthsms
359BankAccountacc2_min_bal_m1Minimum Balance in Acc2 in the last monthsms
360Balanceacc2_min_bal_m2Minimum balance in Acc2 in the second-last monthsms
361Balanceacc2_min_bal_m3Minimum balance in Acc2 in the third-last monthsms
362Balanceacc2_min_bal_p30Minimum balance in Acc2 in the last 31-60 dayssms
363Balanceacc2_min_bal_p7Minimum balance in Acc2 in the last 8-14 dayssms
364BankAccountacc2_min_balanceMinimum balance for account2sms
365BankAccountacc2_recencyDays since last sms from account2 was observedsms
366BankAccountacc2_sms_countTotal number of messages found for acocunt2sms
367BankAccountacc2_vintageDays since first sms from account2 was observedsms
368Flagnet_banking_flagFlag if user uses net bankingsms
369Appscnt_play_store_appsTotal number of Google Play Store Apps foundapps
370Appsavg_price_paid_appsAverage price of all purchased appsapps
371Appscnt_apps_genre_books_and_referenceTotal Number of Apps categorised as Books & Reference on Google Play Storeapps
372Appscnt_apps_genre_lifestyleTotal Number of Apps categorised as Lifestyle on Google Play Storeapps
373Appscnt_apps_genre_food_and_drinkTotal Number of Apps categorised as Food & Drink on Google Play Storeapps
374Appscnt_apps_genre_productivityTotal Number of Apps categorised as Productivity on Google Play Storeapps
375Appsdays_since_last_updateNumber of days since any app was last updatedapps
376Appscnt_apps_genre_finance_i30Total Number of Fincance Apps installed in the first 30 days of first installed appapps
377Appscnt_apps_genre_books_and_reference_i30Total Number of Books & Reference Apps installed in the first 30 days of first installed appapps
378Appscnt_apps_genre_entertainment_i30Total Number of Entertainment Apps installed in the first 30 days of first installed appapps
379Appscnt_apps_genre_lifestyle_i30Total Number of Lifestyle Apps installed in the first 30 days of first installed appapps
380Appscnt_apps_genre_food_and_drink_i30Total Number of Food & Drinks Apps installed in the first 30 days of first installed appapps
381Appscnt_apps_genre_business_i30Total Number of Business Apps installed in the first 30 days of first installed appapps
382Appscnt_apps_genre_social_i30Total Number of Social Apps installed in the first 30 days of first installed appapps
383Appscnt_apps_genre_communication_i30Total Number of Communication Apps installed in the first 30 days of first installed appapps
384Appscnt_apps_genre_productivity_i30Total Number of Productivity Apps installed in the first 30 days of first installed appapps
385Appsr_cnt_apps_genre_finance_c30_c90Ratio of number of Finance Apps installed in last 30 days to last 90 daysapps
386Appsr_cnt_apps_genre_books_and_reference_c30_c90Ratio of number of Books & Reference Apps installed in last 30 days to last 90 daysapps
387Appsr_cnt_apps_genre_entertainment_c30_c90Ratio of number of Entertainment Apps installed in last 30 days to last 90 daysapps
388Appsr_cnt_apps_genre_lifestyle_c30_c90Ratio of number of Lifestyle Apps installed in last 30 days to last 90 daysapps
389Appsr_cnt_apps_genre_food_and_drink_c30_c90Ratio of number of Food & Drink Apps installed in last 30 days to last 90 daysapps
390Appsr_cnt_apps_genre_business_c30_c90Ratio of number of Business Apps installed in last 30 days to last 90 daysapps
391Appsr_cnt_apps_genre_social_c30_c90Ratio of number of Social Apps installed in last 30 days to last 90 daysapps
392Appsr_cnt_apps_genre_communication_c30_c90Ratio of number of Communication Apps installed in last 30 days to last 90 daysapps
393Appsr_cnt_apps_genre_productivity_c30_c90Ratio of number of Productivity Apps installed in last 30 days to last 90 daysapps
394Appscnt_apps_content_rating_adultTotal number of apps with content rating categorised as 17+ by Google Play Storeapps
395Appscnt_apps_content_rating_teenTotal number of apps with content rating categorised as teen by Google Play Storeapps
396Appscnt_apps_good_ratingsTotal number of apps with more than 4.3 rating on Google Play Storeapps
397Appscnt_apps_bad_ratingsTotal number of apps with less than 3.5 rating on Google Play Storeapps
398Appscnt_apps_more_popularTotal number of apps with more than 100M total downloads on Google Play Storeapps
399Appssource_app_vintageNumber of days since app containing the FinBox Sdk was installedapps
400Appscnt_apps_less_popularTotal number of apps with less than 100k downloads on Google Play Storeapps
401Loanmax_dpd_acc3Max DPD in tertiary loan accountsms
402Loanmax_dpd_acc2Max DPD in secondary loan accountsms
403Loancnt_loan_accountsNumber of loan accountssms
404Loanloan_acc3Name of the third most recent loan account (also referred as tertiary loan account)sms
405Loanloan_acc2Name of the second most recent loan account (also referred as secondary loan account)sms
406Loanloan_acc1Name of the most recent loan account (also referred as primary loan account)sms
407Loanlender3Name of the tertiary loan account lendersms
408Loanlender2Name of the secondary loan account lendersms
409Loanlender1Name of the primary loan account lendersms
410Loanloan_acc3_recencyNumber of days since the user received last SMS from tertiary recent loan accountsms
411Loanloan_acc2_recencyNumber of days since the user received last SMS from secondary loan accountsms
412Loanloan_acc1_recencyNumber of days since the user received last SMS from primary loan accountsms
413Loanloan_acc3_autodebitflagIs auto debit set on tertiary loan accountsms
414Loanloan_acc2_autodebitflagIs auto debit set on secondary loan accountsms
415Loanloan_acc1_autodebitflagIs auto debit set on primary loan accountsms
416Loanemi_loan_acc3EMI of Tertiary Loan Accountsms
417Loanemi_loan_acc2EMI of Secondary Loan Accountsms
418Loancnt_delinquncy_acc3Number of Delinquency in Loan account 3sms
419Loancnt_delinquncy_acc2Number of Delinquency in Loan account 2sms
420Loancnt_delinquncy_acc1Number of Delinquency in Loan account 1sms
421Credit cardcc1_bill_m1Bill amount for credit card-1 in the last monthsms
422Credit cardcc2_bankCredit card-2 provider namesms
423Balancemax_bal_m0maximum balance across all savings accounts in current calendar month (month to date)sms
424Balancemax_bal_m1maximum balance across all savings accounts in previous calendar monthsms
425Balancemax_bal_m2maximum balance across all savings accounts in the calendar month, 2 months prior to current monthsms
426Balancedays_since_max_bal_m0days since occurance of max_bal_m0sms
427Balancedays_since_max_bal_m1days since occurance of max_bal_m1sms
428Balancedays_since_max_bal_m2days since occurance of max_bal_m2sms
429Flagcheque_bounce_c30Flag if any cheque bounce in the last 30 dayssms
430Loancnt_delinquncy_loan_c15count of distinct loan accounts found to be delinquent in current 15 dayssms
431Loanamt_delinquncy_loan_c60amount outstanding across all loan accounts in current 60 dayssms
432Loanamt_delinquncy_loan_c30amount outstanding across all loan accounts in current 30 dayssms
433Loanamt_delinquncy_loan_c15amount outstanding across all loan accounts in current 15 dayssms
434Locationcnt_location_datapointsTotal number of location datapoint receivedlocation
435Locationcnt_accurate_location_datapointsTotal number of location datapoint received with accuracy less than 100 meterslocation
436Locationlocation_recencyDays since the latest location datapoint was receivedlocation
437Locationlocation_vintageDays since the earliest location datapoint was receivedlocation
438Locationbestplace_latLatitude of most probable locationlocation
439Locationbestplace_longLongitude of most probable locationlocation
440Locationhome_latLatitude of home locationlocation
441Locationhome_longLongitude of home locationlocation
442Locationwork_latLatitude of work locationlocation
443Locationwork_longLongitude of work locationlocation
444Locationhome_work_distDistance between home and work location (in km)location
445Null Reasonsms_data_null_reasonReason code for SMS features being nullsms
446Null Reasonlocation_data_null_reasonReason code for Location features being nulllocation
447Null Reasondevice_data_null_reasonReason code for Device features being nulldevice
448Null Reasonapps_data_null_reasonReason code for Apps features being nullapps
449Credit cardcc1_utilisationPercentage Utilisation for Credit card account1sms
450Scorescore_acquisitionTailored FIS for Acquisition population. Range 300-900all
451Scorescore_acquisition_rejection_flagRejection Flag for acquisition populationall
452Scorescore_xsellTailored FIS for Cross-Sell population. Range 300-900all
453Scorescore_xsell_rejection_flagRejection Flag for Xsell populationall
454Scorescore_digital_acquisitionTailored FIS for Digital Acquisition population. Range 300-900all
455Loanrecommended_duedate_adjRecommended due date a new loan (within -5 to +10 days from decision_date)sms
456User Profileestimated_age_bracketEstimated age-bracket of the usersms
457Locationlatest_location_timestampTimestamp of the latest accurate location datalocation
458LoanobligationsTotal monthly amount duessms
459User Profileprofession_typeProfession type of the usersms
460Loancnt_loan_approved_c7Number of loans approved in the last 7 dayssms
461Loancnt_loan_approved_c60Number of loans approved in the last 60 dayssms
462Loancnt_loan_approved_c90Number of loans approved in the last 90 dayssms
463Loancnt_loan_rejected_c7Number of loans rejected in the last 7 dayssms
464Loancnt_loan_rejected_c60Number of loans rejected in the last 60 dayssms
465Loancnt_loan_rejected_c90Number of loans rejected in the last 90 dayssms
466Credit cardcnt_cc_applications_c7Number of credit card applications in the last 7 dayssms
467Credit cardcnt_cc_applications_c30Number of credit card applications in the last 30 dayssms
468Credit cardcnt_cc_applications_c60Number of credit card applications in the last 60 dayssms
469Credit cardcnt_cc_applications_c90Number of credit card applications in the last 90 dayssms
470Aggregatedata_sufficiency_flagFlag if user ahs sufficient SMS datasms
471Aggregaterejection_ruleFlag for rejection of user for a new loansms
472Credit cardcc2_bill_m1Secondary Credit Card - Last Month Billsms
473Credit cardcc2_credit_limitSecondary Credit Card - Total Limit Sanctionedsms
474Scorescore_digital_acquisition_v2_probabilityTailored FIS for Digital Acquisition population - Probability of Defaultall
475Scorescore_digital_acquisition_v2Tailored FIS for Digital Acquisition population - Range - 300 - 900all
477Incomecalculated_income_amount_v2Income of the user (version 2)sms
478Incomecalculated_income_account_v2Bank Account associated with the income (version 2)sms
479Incomecalculated_income_confidence_v2Confidence level of Income calculated (version 2)sms
480Appscnt_sub_genre_lending_score_below_2_appsNumber of apps of lending industry with less than 2 ratingsapps
481Appsvintage_apps_sub_genre_egovernanceDays since first E-governance app installedapps
482Appscnt_apps_sub_genre_lending_v2Number of apps of lending industryapps
483Appsvintage_apps_sub_genre_lending_c60Days since first lending app installed in the last 60 daysapps
484Appsvintage_apps_sub_genre_lending_c90Days since first lending app installed in the last 90 daysapps
485Appsvintage_apps_sub_genre_utilities_c180Days since first utility app installed in the last 180 daysapps
486Appscnt_apps_sub_segment_betting_games_c7Number of apps of segment betting games installed in last 7 daysapps
487Appscnt_apps_sub_segment_betting_games_c30Number of apps of segment betting games installed in last 30 daysapps
488Appscnt_apps_sub_segment_betting_games_c90Number of apps of segment betting games installed in last 90 daysapps
489Appscnt_apps_sub_genre_games_c7Number of apps of industry games installed in last 7 daysapps
490Appscnt_apps_sub_genre_games_c30Number of apps of industry games installed in last 30 daysapps
491Appscnt_apps_sub_genre_games_c90Number of apps of industry games installed in last 90 daysapps
492Appscnt_apps_sub_genre_lending_c30Total Number of apps of lending category installed in the last 30 daysapps
493Appscnt_apps_sub_genre_lending_c60Total Number of apps of lending category installed in the last 60 daysapps
494Appscnt_apps_sub_genre_lending_c90Total Number of apps of lending category installed in the last 90 daysapps
495Loanamt_delinquncy_cc_c15Amount of delinquency on credit-card accounts in the last 15 dayssms
496Loanamt_delinquncy_cc_c30Amount of delinquency on credit-card accounts in the last 30 dayssms
497Loanamt_delinquncy_cc_c60Amount of delinquency on credit-card accounts in the last 60 dayssms
498Loanamt_delinquncy_cc_c90Amount of delinquency on credit-card accounts in the last 90 dayssms
499Loancnt_delinquncy_cc_c15Count of delinquencies on credit-card accounts in the last 15 dayssms
500Loancnt_delinquncy_cc_c30Count of delinquencies on credit-card accounts in the last 30 dayssms
501Loancnt_delinquncy_cc_c60Count of delinquencies on credit-card accounts in the last 60 dayssms
502Loancnt_delinquncy_cc_c90Count of delinquencies on credit-card accounts in the last 90 dayssms
503Loanamt_delinquncy_bnpl_c15Amount of delinquency on BNPL accounts in the last 15 dayssms
504Loanamt_delinquncy_bnpl_c30Amount of delinquency onBNPLaccounts in the last 30 dayssms
505Loanamt_delinquncy_bnpl_c60Amount of delinquency on BNPLaccounts in the last 60 dayssms
506Loanamt_delinquncy_bnpl_c90Amount of delinquency onBNPLaccounts in the last 90 dayssms
507Loancnt_delinquncy_bnpl_c15Count of delinquencies on BNPLaccounts in the last 15 dayssms
508Loancnt_delinquncy_bnpl_c30Count of delinquencies onBNPLaccounts in the last 30 dayssms
509Loancnt_delinquncy_bnpl_c60Count of delinquencies on BNPLaccounts in the last 60 dayssms
510Loancnt_delinquncy_bnpl_c90Count of delinquencies onBNPLaccounts in the last 90 dayssms
511Appscnt_apps_fake_gps_c30Number of fake GPS apps installed in the last 30 daysapps
512Appscnt_apps_fake_smsNumber of fake sms apps installedapps
513Appscnt_apps_backup_c30Number of backup apps installed in the last 30 daysapps
514Appscnt_apps_root_c30Number of rooting apps installed in the last 30 daysapps
515Appscnt_apps_data_editorNumber of SMS or call logs editor apps installedapps
516Loancnt_overdue_senders_c30Number of distinct overdue SMS senders in the last 30 dayssms
517Loancnt_loan_applications_c30Number of loan applications in the last 30 dayssms
518Loancnt_loan_applications_c60Number of loan applications in the last 60 dayssms
519Loancnt_loan_applications_c90Number of loan applications in the last 90 dayssms
520Imputed Bank Accountimputed_acc0_amt_credits_c30Amount of credits in acc0 in the last 30 days (post imputing missing transactions)sms
521Imputed Bank Accountimputed_acc0_amt_credits_p30Amount credits in acc0 in the last 30 to 60 days (post imputing missing transactions)sms
522Imputed Bank Accountimputed_acc0_amt_debits_c30Amount of debits in acc0 in the last 30 days (post imputing missing transactions)sms
523Imputed Bank Accountimputed_acc0_amt_debits_p30Amount of debits in acc0 in the last 30 to 60 days (post imputing missing transactions)sms
524Imputed Bank Accountimputed_acc0_av_balance_c30Average balance in acc0 in the last 30 days (post imputing missing transactions)sms
525Imputed Bank Accountimputed_acc0_av_balance_c60Average balance in acc0 in the last 60 days (post imputing missing transactions)sms
526Imputed Bank Accountimputed_acc0_av_balance_c90Average balance in acc0 in the last 90 days (post imputing missing transactions)sms
527Imputed Bank Accountimputed_acc0_av_balance_c7Average balance in acc0 in the last 7 days (post imputing missing transactions)sms
528Imputed Bank Accountimputed_acc0_avg_bal_m1Average balance in acc0 in the last month (post imputing missing transactions)sms
529Imputed Bank Accountimputed_acc0_avg_bal_m2Average balance in acc0 in the last to last month (post imputing missing transactions)sms
530Imputed Bank Accountimputed_acc0_avg_bal_m3Average balance in acc0 in the third last month (post imputing missing transactions)sms
535Fraudall_connected_devicesAll Devices Connected to the userphone_state
536Fraudtotal_connected_usersAll Users connected to a single devicephone_state
537Locationearliest_location_latEarliest location latitudelocation
538Locationearliest_location_longEarliest location Logitudelocation
539User Profileestimated_genderEstimated Gender of Userall
540Loanrecommended_accountRecommended Account to set up NACH for a new loansms