record_id
large_string
country
large_string
phishing_type
large_string
target_sector
large_string
lure_topic
large_string
impersonated_brand
large_string
language
large_string
is_peak_season
int64
delivered
int64
opened
int64
clicked
int64
credentials_submitted
int64
has_malicious_link
int64
has_attachment
int64
attachment_malicious
int64
has_urgency_language
int64
has_spelling_errors
int64
domain_suspicious
int64
uses_https
int64
brand_impersonated
int64
recipient_count
int64
reported_loss_usd
int64
reported_to_authorities
int64
blocked_by_filter
int64
label
int64
is_synthetic
int64
delivery_rate
int64
open_rate
int64
click_rate
int64
credential_harvest_rate
int64
funnel_drop_open
int64
funnel_drop_click
int64
funnel_drop_creds
int64
successful_phish
int64
content_risk_score
int64
has_malicious_content
int64
poor_quality
int64
brand_risk
int64
high_urgency
int64
is_mass_campaign
int64
is_targeted
int64
has_financial_impact
int64
high_loss
int64
was_blocked
int64
was_reported
int64
user_reported
int64
is_email_spam
int64
is_spear_phishing
int64
is_smishing
int64
is_vishing
int64
is_social_media
int64
is_mobile_app
int64
targets_banking
int64
targets_gov
int64
targets_telecom
int64
targets_healthcare
int64
targets_energy
int64
targets_education
int64
targets_ecommerce
int64
targets_ngo
int64
brand_fintech
int64
brand_bank
int64
brand_telco
int64
brand_ecommerce
int64
brand_global
int64
is_english
int64
is_french
int64
is_arabic
int64
is_amharic
int64
is_swahili
int64
is_west_africa
int64
is_east_africa
int64
is_southern_africa
int64
is_north_africa
int64
is_anglophone
int64
is_francophone
int64
is_peak_season.1
int64
phishing_score
float64
success_likelihood
int64
financial_impact_score
int64
PHI001501
Algeria
smishing_sms
Banking & Fintech
bank_account_verification
Vodacom
french
0
1
1
0
0
0
1
1
1
0
0
1
0
4,116
0
0
1
1
0
1
1
0
0
0
1
0
0
2
1
0
0
1
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
0
5.5
3
1
PHI002586
Nigeria
email_spam
Energy
job_offer
MTN Mobile Money
english
0
1
1
0
0
1
1
0
1
1
0
0
1
1,901
0
0
0
1
0
1
1
0
0
0
1
0
0
3
1
1
0
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
1
0
0
0
0
1
0
0
0
1
0
0
8.5
3
1
PHI002653
Ghana
spear_phishing
Banking & Fintech
suspicious_activity_alert
FedEx
english
0
1
1
0
0
1
1
0
0
1
0
0
0
27
0
1
1
1
0
1
1
0
0
0
1
0
0
2
1
1
0
0
0
1
0
0
1
1
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
0
5
3
0
PHI001055
Tanzania
spear_phishing
Banking & Fintech
lottery_win
Jumia
swahili
0
1
0
0
0
1
0
0
1
0
0
0
1
18
0
0
1
1
0
1
0
0
0
1
0
0
0
2
1
1
0
1
0
1
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
0
0
0
0
6.5
1
0
PHI000705
Nigeria
email_spam
E-commerce
tax_refund
Netflix
english
0
0
0
0
0
1
1
1
1
1
0
1
0
5,103
0
0
1
1
0
0
0
0
0
0
0
0
0
4
1
1
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
0
10.5
0
1
PHI000106
Egypt
vishing_voice
Banking & Fintech
loan_approval
Telegram
arabic
0
1
0
0
0
0
1
0
0
0
1
0
1
861
0
0
1
1
0
1
0
0
0
1
0
0
0
1
0
1
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
6
1
0
PHI000589
Cameroon
social_media
Education
mobile_money_promo
Airtel Africa
english
1
0
0
0
0
1
0
0
0
0
0
0
1
8,381
0
1
0
1
0
0
0
0
0
0
0
0
0
1
1
1
0
0
1
0
0
0
0
1
1
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
1
0
1
3
0
1
PHI002468
Nigeria
email_spam
Banking & Fintech
bank_account_verification
LinkedIn
english
0
1
1
0
0
0
1
1
0
1
0
0
0
9,376
0
0
0
1
0
1
1
0
0
0
1
0
0
2
1
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
0
5
3
1
PHI002413
Nigeria
email_spam
Telecom
government_grant
Ghana Revenue Authority
english
0
1
0
0
0
1
1
0
1
0
0
0
1
3,124
0
0
1
1
0
1
0
0
0
1
0
0
0
2
1
1
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
6.5
1
1
PHI001600
South Africa
email_spam
Banking & Fintech
job_offer
GTBank
english
0
0
0
0
0
0
1
0
1
0
0
1
1
888
0
1
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
1
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
3.5
0
0
PHI002464
South Africa
email_spam
Education
shipping_notification
LinkedIn
english
0
1
0
0
0
1
1
0
1
0
1
1
1
1,174
0
0
0
1
0
1
0
0
0
1
0
0
0
3
1
0
1
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
1
0
0
10.5
1
1
PHI000228
South Africa
spear_phishing
Healthcare
invoice_payment
Google
english
1
1
1
0
0
1
1
0
0
1
0
1
1
13
0
0
0
1
0
1
1
0
0
0
1
0
0
2
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
1
0
1
5
3
0
PHI000915
Senegal
email_spam
Energy
mobile_money_promo
M-Pesa
french
0
1
1
1
1
1
1
0
1
0
0
0
1
8,913
0
0
1
1
0
1
1
1
1
0
0
0
1
2
1
1
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
11.5
11
1
PHI000794
Nigeria
email_spam
Energy
loan_approval
Apple
english
0
1
0
0
0
0
0
0
1
0
1
1
0
8,226
0
0
1
1
0
1
0
0
0
1
0
0
0
2
0
0
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
0
5.5
1
1
PHI003021
Nigeria
spear_phishing
Education
covid_relief
Vodacom
english
0
1
0
0
0
0
0
0
1
0
0
1
0
19
0
1
1
1
0
1
0
0
0
1
0
0
0
1
0
0
0
1
0
1
0
0
1
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
1
0
0
3.5
1
0
PHI003543
Ghana
spear_phishing
Energy
mobile_money_promo
GTBank
english
1
1
0
0
0
0
0
0
1
0
1
0
1
47
0
0
1
1
0
1
0
0
0
1
0
0
0
2
0
1
1
1
0
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
1
9.5
1
0
PHI001073
Kenya
email_spam
Banking & Fintech
mobile_money_promo
Nigeria Customs
english
0
1
1
0
0
0
1
0
0
0
0
0
1
7,496
0
0
0
1
0
1
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
1
3
1
PHI003351
Morocco
email_spam
Banking & Fintech
crypto_investment
Facebook
french
0
1
0
0
0
0
1
1
1
1
1
0
1
7,515
0
0
1
1
0
1
0
0
0
1
0
0
0
4
1
1
1
1
1
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
1
0
1
0
13.5
1
1
PHI001744
Uganda
smishing_sms
Banking & Fintech
utility_bill
Absa
english
0
0
0
0
0
1
1
0
1
0
0
1
0
1,549
0
0
1
1
0
0
0
0
0
0
0
0
0
2
1
0
0
1
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
5.5
0
1
PHI001084
Ghana
smishing_sms
Banking & Fintech
invoice_payment
Standard Bank
english
0
0
0
0
0
1
0
0
0
0
0
1
1
2,047
0
0
1
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
2
0
1
PHI000926
Kenya
social_media
E-commerce
mobile_money_promo
Spotify
english
1
0
0
0
0
0
1
1
1
1
1
1
1
2,746
0
0
1
1
0
0
0
0
0
0
0
0
0
4
1
1
1
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
1
13.5
0
1
PHI003049
Nigeria
social_media
Banking & Fintech
covid_relief
MTN Mobile Money
english
0
0
0
0
0
0
1
0
0
1
0
0
1
4,347
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
1
0
0
0
1
0
0
3
0
1
PHI001117
Nigeria
smishing_sms
Banking & Fintech
loan_approval
Konga
english
0
1
0
0
0
1
0
0
1
0
1
1
1
3,676
0
0
0
1
0
1
0
0
0
1
0
0
0
3
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
0
10.5
1
1
PHI000642
Ghana
email_spam
Telecom
charity_donation
Ghana Revenue Authority
english
0
1
1
0
0
0
0
0
0
0
0
1
1
2,349
0
0
1
1
0
1
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
3
1
PHI004767
Nigeria
mobile_app_impersonation
Education
tax_refund
Spotify
english
1
0
0
0
0
1
1
1
1
0
0
0
0
8,450
0
0
1
1
0
0
0
0
0
0
0
0
0
3
1
1
0
1
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
1
8.5
0
1
PHI000501
South Africa
smishing_sms
Energy
charity_donation
GTBank
english
0
1
1
0
0
0
0
0
1
1
1
0
1
3,840
0
1
1
1
0
1
1
0
0
0
1
0
0
3
0
1
1
1
1
0
0
0
1
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
11.5
3
1
PHI004066
Zimbabwe
email_spam
Banking & Fintech
crypto_investment
Amazon
english
0
1
1
1
0
1
0
0
1
0
1
0
1
3,598
0
0
0
1
0
1
1
1
0
0
0
1
0
3
1
1
1
1
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
1
0
1
0
0
11.5
6
1
PHI000333
Tanzania
smishing_sms
Government
tax_refund
Ethio Telecom
swahili
0
1
0
0
0
0
1
0
1
0
1
0
1
3,082
0
0
0
1
0
1
0
0
0
1
0
0
0
2
0
1
1
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
0
0
0
9.5
1
1
PHI004684
South Africa
email_spam
Energy
invoice_payment
FedEx
english
1
1
1
0
0
1
0
0
0
0
1
1
1
2,714
0
0
0
1
0
1
1
0
0
0
1
0
0
2
1
0
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
1
0
1
7
3
1
PHI000486
Nigeria
email_spam
Telecom
job_offer
EcoBank
english
0
1
1
1
1
0
1
0
1
1
0
1
1
5,238
24,022
0
0
1
0
1
1
1
1
0
0
0
1
2
0
1
0
1
1
0
1
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
11.5
11
8
PHI001962
Morocco
social_media
E-commerce
password_reset
M-Pesa
french
1
1
0
0
0
0
1
0
0
0
0
1
1
8,950
0
0
1
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
1
0
1
1
PHI000393
Ghana
social_media
Healthcare
covid_relief
PalmPay
english
0
1
0
0
0
0
0
0
0
1
0
0
1
7,151
0
0
1
1
0
1
0
0
0
1
0
0
0
1
0
1
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
3
1
1
PHI004842
Ethiopia
social_media
Banking & Fintech
tax_refund
LinkedIn
amharic
0
1
0
0
0
0
0
0
1
1
0
1
1
1,178
0
1
1
1
0
1
0
0
0
1
0
0
0
2
0
1
0
1
1
0
0
0
1
1
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
0
0
6.5
1
1
PHI004866
Kenya
email_spam
Education
charity_donation
FedEx
english
0
1
0
0
0
0
0
0
0
1
1
1
0
5,584
0
0
1
1
0
1
0
0
0
1
0
0
0
2
0
1
0
0
1
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
0
5
1
1
PHI001755
Uganda
smishing_sms
Government
tax_refund
Netflix
english
0
1
0
0
0
0
0
0
0
0
1
0
1
3,662
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
1
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
0
6
1
1
PHI002515
Tanzania
mobile_app_impersonation
Telecom
mobile_money_promo
Spotify
swahili
0
1
1
0
0
0
1
0
1
1
0
1
1
9,327
0
0
0
1
0
1
1
0
0
0
1
0
0
2
0
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
0
0
0
6.5
3
1
PHI003585
Nigeria
email_spam
Energy
government_grant
GTBank
english
0
1
1
0
0
1
0
0
1
0
1
0
1
7,054
0
0
0
1
0
1
1
0
0
0
1
0
0
3
1
1
1
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
11.5
3
1
PHI004315
Nigeria
vishing_voice
Government
crypto_investment
WhatsApp
english
0
1
1
0
0
0
1
0
0
0
0
1
1
4,369
0
1
0
1
0
1
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
0
0
3
1
PHI004966
South Africa
email_spam
Telecom
crypto_investment
M-Pesa
english
1
1
0
0
0
0
1
1
1
1
1
1
1
8,061
0
0
1
1
0
1
0
0
0
1
0
0
0
4
1
1
1
1
1
0
0
0
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
1
13.5
1
1
PHI002099
Kenya
spear_phishing
Banking & Fintech
lottery_win
GTBank
english
0
1
0
0
0
0
1
1
1
1
0
0
1
40
0
0
0
1
0
1
0
0
0
1
0
0
0
3
1
1
0
1
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
8.5
1
0
PHI003599
Tanzania
smishing_sms
Education
charity_donation
Access Bank
swahili
0
0
0
0
0
0
0
0
0
0
1
1
1
4,127
0
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
5
0
1
PHI004121
Algeria
spear_phishing
Education
job_offer
Airtel Africa
french
0
1
0
0
0
0
0
0
0
0
1
0
1
24
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
1
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
0
6
1
0
PHI000029
Kenya
email_spam
Government
charity_donation
SARS
english
0
1
0
0
0
1
1
0
1
1
1
0
0
7,023
0
0
1
1
0
1
0
0
0
1
0
0
0
4
1
1
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
10.5
1
1
PHI000065
Ethiopia
spear_phishing
E-commerce
utility_bill
Spotify
amharic
0
1
1
0
0
0
1
0
0
1
0
0
1
24
0
0
1
1
0
1
1
0
0
0
1
0
0
1
0
1
0
0
0
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
0
0
3
3
0
PHI000838
Senegal
email_spam
Telecom
password_reset
Absa
french
0
1
0
0
0
0
1
0
1
0
0
0
0
7,911
0
1
0
1
0
1
0
0
0
1
0
0
0
1
0
1
0
1
1
0
0
0
0
1
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
4.5
1
1
PHI003906
Uganda
mobile_app_impersonation
NGO
covid_relief
LinkedIn
english
1
1
1
0
0
0
1
0
0
1
1
0
1
1,394
0
1
0
1
0
1
1
0
0
0
1
0
0
2
0
1
1
0
1
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
1
8
3
1
PHI003773
Zimbabwe
smishing_sms
Banking & Fintech
shipping_notification
Airtel Money
english
0
1
1
0
0
1
0
0
0
0
0
1
1
3,966
0
0
1
1
0
1
1
0
0
0
1
0
0
1
1
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
0
1
0
1
0
0
2
3
1
PHI004635
Uganda
email_spam
Banking & Fintech
shipping_notification
MTN Mobile Money
english
0
1
1
1
0
0
1
0
1
0
0
1
1
621
0
1
0
1
0
1
1
1
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
1
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
1
0
0
1
0
0
3.5
6
0
PHI003161
Nigeria
spear_phishing
Healthcare
charity_donation
Netflix
english
1
1
0
0
0
0
0
0
0
1
0
1
1
40
0
1
0
1
0
1
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
0
1
1
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
1
3
1
0
PHI002659
South Africa
spear_phishing
E-commerce
charity_donation
Access Bank
english
0
1
0
0
0
0
1
0
1
0
1
1
0
47
0
0
0
1
0
1
0
0
0
1
0
0
0
2
0
0
0
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
5.5
1
0
PHI004615
Algeria
smishing_sms
Healthcare
charity_donation
Safaricom
french
1
0
0
0
0
1
1
0
1
1
0
0
0
2,693
0
0
0
1
0
0
0
0
0
0
0
0
0
3
1
1
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
1
8.5
0
1
PHI004628
Egypt
spear_phishing
Banking & Fintech
bank_account_verification
Amazon
arabic
0
1
1
1
0
0
0
0
0
0
0
1
0
14
0
0
1
1
0
1
1
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
6
0
PHI002451
Kenya
spear_phishing
Telecom
bank_account_verification
Airtel Africa
english
0
0
0
0
0
0
1
0
1
0
1
1
1
5
0
0
0
1
0
0
0
0
0
0
0
0
0
2
0
0
1
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
1
0
0
8.5
0
0
PHI002846
Zimbabwe
email_spam
Banking & Fintech
utility_bill
Access Bank
english
0
1
1
0
0
0
0
0
0
0
0
1
1
9,834
0
0
1
1
0
1
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
0
3
1
PHI001144
Ethiopia
email_spam
NGO
suspicious_activity_alert
UBA
amharic
0
1
1
0
0
1
1
1
0
1
0
1
1
3,354
0
0
0
1
0
1
1
0
0
0
1
0
0
3
1
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
7
3
1
PHI003078
Egypt
spear_phishing
Banking & Fintech
utility_bill
Amazon
arabic
0
0
0
0
0
1
1
0
0
1
0
1
1
45
0
0
0
1
0
0
0
0
0
0
0
0
0
2
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
5
0
0
PHI001103
Cote d'Ivoire
social_media
Banking & Fintech
shipping_notification
Ghana Revenue Authority
french
0
1
1
0
0
1
1
0
0
0
1
0
1
8,311
0
1
0
1
0
1
1
0
0
0
1
0
0
2
1
1
1
0
1
0
0
0
0
1
1
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
8
3
1
PHI000168
Nigeria
social_media
NGO
lottery_win
Absa
english
1
1
0
0
0
1
1
0
0
0
0
0
1
2,111
0
0
1
1
0
1
0
0
0
1
0
0
0
1
1
1
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
1
3
1
1
PHI001670
Kenya
smishing_sms
Energy
shipping_notification
Nigeria Customs
english
0
1
0
0
0
1
1
1
1
0
1
1
1
1,787
0
0
0
1
0
1
0
0
0
1
0
0
0
4
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
12.5
1
1
PHI002570
Nigeria
spear_phishing
Telecom
shipping_notification
Vodacom
english
0
1
0
0
0
0
1
0
0
0
1
1
1
5
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
1
0
0
5
1
0
PHI002377
Morocco
vishing_voice
Banking & Fintech
shipping_notification
Konga
french
0
1
1
0
0
1
1
1
1
1
0
1
1
3,669
0
0
0
1
0
1
1
0
0
0
1
0
0
4
1
1
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
1
0
10.5
3
1
PHI004395
South Africa
spear_phishing
Government
lottery_win
Ethio Telecom
english
0
0
0
0
0
0
1
1
0
0
0
0
1
11
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
1
0
0
3
0
0
PHI004257
Senegal
spear_phishing
Education
suspicious_activity_alert
FNB
french
0
1
1
0
0
1
0
0
1
0
1
1
1
34
0
0
1
1
0
1
1
0
0
0
1
0
0
3
1
0
1
1
0
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
10.5
3
0
PHI003862
Algeria
spear_phishing
E-commerce
crypto_investment
FNB
french
0
1
0
0
0
0
0
0
0
1
0
1
1
16
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
3
1
0
PHI000023
Nigeria
smishing_sms
Government
government_grant
Standard Bank
english
0
1
0
0
0
0
1
0
1
1
1
1
1
3,623
0
0
1
1
0
1
0
0
0
1
0
0
0
3
0
1
1
1
1
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
11.5
1
1
PHI002633
Kenya
email_spam
Government
charity_donation
Spotify
english
0
0
0
0
0
0
0
0
1
0
0
0
1
3,219
0
0
1
1
0
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
0
4.5
0
1
PHI003340
Ghana
spear_phishing
NGO
loan_approval
OPay
english
0
1
0
0
0
0
1
1
1
1
1
0
1
8
0
0
1
1
0
1
0
0
0
1
0
0
0
4
1
1
1
1
0
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
13.5
1
0
PHI002215
Kenya
spear_phishing
Banking & Fintech
utility_bill
EcoBank
english
0
1
1
1
0
0
0
0
1
0
0
1
1
3
0
0
1
1
0
1
1
1
0
0
0
1
0
1
0
0
0
1
0
1
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
3.5
6
0
PHI003682
Nigeria
mobile_app_impersonation
Telecom
loan_approval
DHL
english
0
1
0
0
0
1
0
0
1
1
0
0
1
8,078
0
0
0
1
0
1
0
0
0
1
0
0
0
3
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
0
8.5
1
1
PHI004724
Ethiopia
smishing_sms
Energy
charity_donation
SARS
amharic
0
0
0
0
0
0
0
0
1
1
1
1
1
2,783
0
0
1
1
0
0
0
0
0
0
0
0
0
3
0
1
1
1
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
11.5
0
1
PHI001907
Ethiopia
spear_phishing
NGO
mobile_money_promo
WhatsApp
amharic
1
1
1
0
0
1
0
0
1
0
1
0
1
16
0
0
1
1
0
1
1
0
0
0
1
0
0
3
1
1
1
1
0
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
0
1
11.5
3
0
PHI000084
Egypt
smishing_sms
Energy
password_reset
Spotify
arabic
0
1
0
0
0
1
1
0
0
1
0
0
1
4,157
0
1
0
1
0
1
0
0
0
1
0
0
0
2
1
1
0
0
1
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
5
1
1
PHI000227
South Africa
email_spam
Banking & Fintech
covid_relief
Apple
english
0
1
0
0
0
1
1
0
1
1
0
0
1
4,034
0
0
1
1
0
1
0
0
0
1
0
0
0
3
1
1
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
1
0
0
8.5
1
1
PHI000296
Nigeria
mobile_app_impersonation
Banking & Fintech
password_reset
Standard Bank
english
1
1
0
0
0
0
1
0
1
1
0
1
1
1,064
0
0
1
1
0
1
0
0
0
1
0
0
0
2
0
1
0
1
1
0
0
0
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
1
6.5
1
1
PHI001001
Morocco
spear_phishing
Telecom
tax_refund
Microsoft
french
1
1
1
0
0
0
1
0
1
1
0
0
0
44
0
1
0
1
0
1
1
0
0
0
1
0
0
2
0
1
0
1
0
1
0
0
0
1
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
1
0
1
1
6.5
3
0
PHI002138
Ethiopia
email_spam
Government
shipping_notification
FNB
amharic
0
1
1
1
0
0
1
0
1
1
0
1
1
1,565
0
0
1
1
0
1
1
1
0
0
0
1
0
2
0
1
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
6.5
6
1
PHI000711
Kenya
mobile_app_impersonation
NGO
job_offer
UBA
english
0
0
0
0
0
0
1
0
1
1
1
0
1
5,942
0
1
0
1
0
0
0
0
0
0
0
0
0
3
0
1
1
1
1
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
11.5
0
1
PHI002801
Nigeria
vishing_voice
Telecom
covid_relief
Absa
english
0
0
0
0
0
0
1
1
0
0
1
1
1
6,413
0
0
1
1
0
0
0
0
0
0
0
0
0
2
1
0
1
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
7
0
1
PHI002527
Ghana
smishing_sms
E-commerce
lottery_win
Airtel Africa
english
0
1
1
0
0
1
0
0
0
0
0
1
0
3,473
0
0
1
1
0
1
1
0
0
0
1
0
0
1
1
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
1
0
0
2
3
1
PHI003752
Morocco
email_spam
Education
utility_bill
Flutterwave
french
1
1
1
0
0
0
0
0
0
0
0
0
0
9,925
0
1
0
1
0
1
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
1
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
1
1
3
1
PHI003321
Zambia
smishing_sms
Healthcare
utility_bill
SARS
english
0
1
0
0
0
1
0
0
0
0
0
0
1
75
0
0
1
1
0
1
0
0
0
1
0
0
0
1
1
1
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
3
1
0
PHI003181
Rwanda
spear_phishing
Government
shipping_notification
EcoBank
english
1
1
1
0
0
1
0
0
0
1
0
0
0
44
0
0
0
1
0
1
1
0
0
0
1
0
0
2
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
1
0
1
5
3
0
PHI004183
Nigeria
social_media
Energy
bank_account_verification
Amazon
english
0
1
0
0
0
0
1
1
0
0
0
1
1
9,108
0
0
0
1
0
1
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
0
2
1
1
PHI001615
Nigeria
spear_phishing
Government
bank_account_verification
Absa
english
0
1
0
0
0
0
0
0
0
1
0
1
1
11
0
1
1
1
0
1
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
1
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
3
1
0
PHI003024
South Africa
spear_phishing
Education
bank_account_verification
LinkedIn
english
0
1
0
0
0
1
0
0
0
0
1
0
1
27
0
1
0
1
0
1
0
0
0
1
0
0
0
2
1
1
1
0
0
1
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
1
0
0
8
1
0
PHI001413
Nigeria
spear_phishing
Banking & Fintech
government_grant
Standard Bank
english
0
0
0
0
0
1
0
0
1
0
1
0
1
24
0
0
1
1
0
0
0
0
0
0
0
0
0
3
1
1
1
1
0
1
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
11.5
0
0
PHI000763
Nigeria
vishing_voice
Energy
bank_account_verification
MTN Mobile Money
english
0
1
0
0
0
1
1
0
1
0
1
1
1
4,920
0
0
1
1
0
1
0
0
0
1
0
0
0
3
1
0
1
1
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
1
0
0
0
0
1
0
0
0
1
0
0
10.5
1
1
PHI000655
Nigeria
spear_phishing
Energy
covid_relief
Microsoft
english
1
1
1
0
0
0
1
0
1
1
0
0
1
7
0
0
1
1
0
1
1
0
0
0
1
0
0
2
0
1
0
1
0
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
1
6.5
3
0
PHI004797
South Africa
email_spam
Healthcare
bank_account_verification
GTBank
english
0
1
0
0
0
0
0
0
1
0
0
1
0
1,629
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
0
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
3.5
1
1
PHI003849
Ethiopia
email_spam
Energy
government_grant
Ghana Revenue Authority
amharic
1
1
1
1
0
1
0
0
0
0
1
0
0
7,140
0
0
0
1
0
1
1
1
0
0
0
1
0
2
1
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
5
6
1
PHI004153
South Africa
smishing_sms
Banking & Fintech
government_grant
LinkedIn
english
0
1
0
0
0
1
1
1
0
0
1
1
1
1,411
0
0
1
1
0
1
0
0
0
1
0
0
0
3
1
0
1
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
1
0
0
9
1
1
PHI000468
South Africa
smishing_sms
E-commerce
password_reset
Vodacom
english
1
1
0
0
0
0
0
0
1
1
0
0
1
1,675
0
0
0
1
0
1
0
0
0
1
0
0
0
2
0
1
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
1
0
1
6.5
1
1
PHI000157
Egypt
spear_phishing
Government
government_grant
SARS
arabic
0
1
1
0
0
0
0
0
1
0
0
1
1
38
0
0
1
1
0
1
1
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
3.5
3
0
PHI001295
Senegal
email_spam
Government
charity_donation
Telegram
french
1
0
0
0
0
0
1
0
0
1
1
0
1
1,263
0
0
1
1
0
0
0
0
0
0
0
0
0
2
0
1
1
0
1
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
1
1
8
0
1
PHI000497
Egypt
email_spam
Energy
shipping_notification
M-Pesa
arabic
0
1
1
0
0
1
1
0
1
1
0
1
1
1,157
0
0
0
1
0
1
1
0
0
0
1
0
0
3
1
1
0
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
8.5
3
1
PHI004740
South Africa
spear_phishing
Banking & Fintech
mobile_money_promo
OPay
english
0
1
1
1
0
1
1
0
0
0
0
1
1
14
0
1
0
1
0
1
1
1
0
0
0
1
0
1
1
0
0
0
0
1
0
0
0
1
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
2
6
0
PHI002940
Kenya
smishing_sms
Energy
crypto_investment
Spotify
english
1
1
1
1
0
1
1
1
0
0
0
0
1
1,087
0
0
0
1
0
1
1
1
0
0
0
1
0
2
1
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
1
5
6
1
PHI003456
Kenya
spear_phishing
Government
shipping_notification
LinkedIn
english
1
1
1
0
0
1
0
0
0
0
1
0
1
49
0
0
0
1
0
1
1
0
0
0
1
0
0
2
1
1
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
1
8
3
0
PHI000373
Kenya
spear_phishing
NGO
shipping_notification
Konga
english
0
1
0
0
0
0
1
0
0
0
0
1
1
35
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
0
0
1
0
0
1
0
0
0
1
0
PHI000079
Egypt
email_spam
Banking & Fintech
government_grant
Access Bank
arabic
1
0
0
0
0
1
1
0
1
1
0
1
1
8,750
0
0
1
1
0
0
0
0
0
0
0
0
0
3
1
1
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
8.5
0
1