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aadhaarNumber
large_string
addressLine
large_string
age
int64
annualIncomeINR
int64
areaType
large_string
bankAccountNumber
large_string
bankIFSC
large_string
bankName
large_string
bloodGroup
large_string
bmi
float64
caste
large_string
cognitiveProfile_aptitudeScore
int64
cognitiveProfile_digitalLiteracyScore
int64
cognitiveProfile_financialLiteracyScore
int64
cognitiveProfile_literacyScore
int64
cognitiveProfile_numeracyScore
int64
culturalProfile_academicOrientation
int64
culturalProfile_agriculturalRootedness
int64
culturalProfile_artisanTradition
int64
culturalProfile_artisticInclination
int64
culturalProfile_bureaucraticOrientation
int64
culturalProfile_careerPreference
large_string
culturalProfile_communityBonding
int64
culturalProfile_entrepreneurialScore
int64
culturalProfile_familyStructure
large_string
culturalProfile_migrationTendency
int64
culturalProfile_militaryTradition
int64
culturalProfile_riskAppetite
int64
culturalProfile_savingsOrientation
int64
culturalProfile_socialActivism
int64
dateOfBirth
large_string
dietaryPreference
large_string
disability
large_string
district
large_string
education
large_string
educationDetails_competitiveExamPercentile
null
educationDetails_fieldOfStudy
null
educationDetails_institutionType
large_string
educationDetails_mediumOfInstruction
large_string
educationDetails_qualificationYear
float64
educationTimeline
large_string
email
large_string
employmentSector
large_string
fatherName
large_string
firstName
large_string
gender
large_string
generator
large_string
habits_alcoholUse
large_string
habits_avgSleepHours
float64
habits_chronotype
large_string
habits_cooksAtHome
bool
habits_exerciseFrequency
large_string
habits_tobaccoUse
large_string
hasInternetAccess
bool
hasSmartphone
bool
healthInsurance
large_string
heightCm
float64
householdAssets_bankingService
bool
householdAssets_cookingFuel
large_string
householdAssets_drinkingWaterSource
large_string
householdAssets_hasBicycle
bool
householdAssets_hasCar
bool
householdAssets_hasComputer
bool
householdAssets_hasPhone
bool
householdAssets_hasRadioTransistor
bool
householdAssets_hasScooter
bool
householdAssets_hasTelevision
bool
householdAssets_latrineFacility
bool
householdAssets_lightingSource
large_string
householdAssets_numberOfRooms
int64
householdAssets_roofMaterial
large_string
householdAssets_treatedWaterSource
bool
householdAssets_wallMaterial
large_string
householdSize
int64
id
large_string
interests_entertainment
large_string
interests_musicPreference
large_string
interests_petPreference
large_string
interests_preferredSocialMedia
large_string
interests_primarySport
large_string
interests_readingHabit
large_string
isMigrant
bool
landOwnershipAcres
float64
lastName
large_string
locality
large_string
maritalStatus
large_string
migrationOriginState
large_string
monthlyExpenditureINR
int64
motherName
large_string
motherTongue
large_string
moviePreferences_anime
bool
moviePreferences_animePreferences
large_string
moviePreferences_favoriteAnimeTitles
large_string
moviePreferences_favoriteLanguages
large_string
moviePreferences_genres
large_string
moviePreferences_primaryPlatform
large_string
moviePreferences_watchFrequency
large_string
numberOfChildren
int64
occupation
large_string
panNumber
large_string
personalityTraits_communicationStyle
large_string
personalityTraits_decisionStyle
large_string
personalityTraits_socialBehavior
large_string
personalityTraits_strengths
large_string
personalityTraits_summary
large_string
personalityTraits_traitLabels
large_string
personalityTraits_weaknesses
large_string
personality_agreeableness
int64
personality_conscientiousness
int64
personality_extraversion
int64
personality_neuroticism
int64
personality_openness
int64
phoneNumber
large_string
pinCode
large_string
politicalLeaning
large_string
probabilityMetrics_casteGivenContextProb
float64
probabilityMetrics_educationProb
float64
probabilityMetrics_jointProbability
float64
probabilityMetrics_lastNameGivenCasteProb
float64
probabilityMetrics_nationalReligionFreq
float64
probabilityMetrics_occupationProb
float64
probabilityMetrics_socialCategoryProb
float64
probabilityMetrics_stateGivenReligionProb
float64
rationCardType
large_string
religion
large_string
religiosity
large_string
secondLanguage
large_string
seed
int64
socialCategory
large_string
spouseName
large_string
state
large_string
stateCode
large_string
synthetic
bool
upiId
large_string
usesSocialMedia
bool
vehicleRegistration
large_string
vehicleType
large_string
voterIdNumber
large_string
weightKg
float64
322021433138
23, Near Primary School, Khagaria
52
14,000
rural
03444434431
SBIN0421244
State Bank of India
B+
25.6
Yadav
29
1
1
3
21
59
100
22
43
3
agriculture
57
3
joint_family
33
12
4
18
34
1974-06-04
non_vegetarian
none
Khagaria
illiterate
null
null
none
Hindi
null
parulahir111@gmail.com
self_employed
Rahul Ahir
Parul
female
indian-fakedata@2.0.4
none
9
early_riser
true
occasional
none
false
false
none
148.2
true
lpg
handpump
true
false
false
true
false
false
false
true
electricity
3
thatch
false
mud
1
43726165-3046-4335-9763-774032375055
Bollywood; TV Serials; Cricket Matches; News; Regional Cinema; Devotional Music
Bollywood
dogs
null
cricket
avid_reader
true
0
Ahir
Near Primary School
married
Maharashtra
1,000
Jainab Gowala
Hindi
false
null
null
Bhojpuri; Hindi
Thriller; Comedy
television
daily
6
agricultural_labourer
EJIPA0582C
polite_indirect
analytical
ambivert
prefers familiar routines; organized and punctual; compassionate and helpful
A balanced, adaptable person who is practical, disciplined and kind-hearted. With years of life experience, they feel things deeply and care about those around them.
practical; disciplined; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
64
77
51
60
48
8622304042
800763
nationalist_right
0.240137
0.453629
0.000103
0.067114
0.803302
0.2
0.411664
0.087715
AAY
Hindu
very_religious
English
422,184,113
OBC
Mohit Ahir
Bihar
BR
true
null
false
null
none
BJI2221312
56.3
224012231035
135/D, Anaj Mandi, Aligarh
33
45,000
urban
33134304112
PUNB0130240
Punjab National Bank
B+
35.9
Rajput/Thakur
17
27
29
49
46
39
38
23
34
24
professional
51
11
nuclear_family
31
95
25
54
38
1993-03-12
vegetarian
none
Aligarh
primary
null
null
government
English
2,004
{"level": "primary", "stageName": "Primary School", "institutionName": "Government Primary School, Aligarh", "institutionType": "government", "boardOrUniversity": "UP Board", "startYear": 1998, "endYear": 2004, "status": "completed", "score": "71.6%"}
soniya.chandel@gmail.com
self_employed
Arjun Chandel
Soniya
female
indian-fakedata@2.0.4
none
7.8
early_riser
true
weekly
none
true
true
none
147.2
true
lpg
tap_treated
true
false
false
true
true
false
true
false
electricity
4
concrete
true
burnt_brick
3
33305523-0553-4310-9434-264767433233
Bollywood; TV Serials; News; YouTube; OTT/Netflix; Religious Programs; Devotional Music
Bollywood
fish
WhatsApp
cricket
avid_reader
true
0
Chandel
Anaj Mandi
married
Kerala
3,100
Nitu Singh
Hindi
true
Sports
Samurai Champloo; Yu Yu Hakusho
Bhojpuri; Hindi
Romance; Comedy
ott
weekly
0
agricultural_labourer
IMEPC3938U
polite_indirect
analytical
ambivert
prefers familiar routines; organized and punctual; compassionate and helpful
A balanced, adaptable person who is practical, disciplined and kind-hearted. They feel things deeply and care about those around them.
practical; disciplined; introspective; kind-hearted; composed
can seem emotionally distant; hesitant in large groups; perfectionist, can be rigid
87
71
52
40
32
8114321202
201925
nationalist_right
0.095238
0.115789
0.000015
0.064865
0.803302
0.18
0.339286
0.141574
BPL
Hindu
very_religious
null
422,184,113
General
Sudhir Chandel
Uttar Pradesh
UP
true
8114321202@oksbi
true
UP 11 KL 2629
two_wheeler
UPR3222233
77.7
423210134313
192, Near Railway Station, Bareilly
11
10,000
rural
11332331413
SBIN0233041
State Bank of India
B+
15
Tyagi
1
15
4
14
12
28
33
23
13
49
business_trade
52
45
nuclear_family
45
26
28
35
25
2015-06-05
vegan
none
Bareilly
illiterate
null
null
none
English
null
komal.kumari@gmail.com
student
Aakash Kumari
Komal
female
indian-fakedata@2.0.4
none
7.1
early_riser
true
occasional
none
false
false
pmjay
149.6
false
firewood
tap_untreated
true
false
false
true
true
false
false
false
electricity
1
thatch
true
burnt_brick
2
63407504-7403-4776-8260-620203015047
Bollywood; TV Serials; Cricket Matches; Religious Programs; Devotional Music
Bollywood
dogs
null
cricket
non_reader
true
0
Kumari
Near Railway Station
never_married
Assam
1,000
Punam Devi
Hindi
false
null
null
Bhojpuri; Hindi
Romance; Drama
television
weekly
0
non_worker
polite_indirect
family_consulting
ambivert
prefers familiar routines; adapts to change quickly; compassionate and helpful
A balanced, adaptable person who is practical, easy-going and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; introspective; kind-hearted; composed
can seem emotionally distant; hesitant in large groups; procrastinates under pressure
62
36
51
29
38
8102301010
205334
nationalist_right
0.017857
0.425101
0.000037
0.357143
0.803302
0.12
0.339286
0.141574
AAY
Hindu
very_religious
English
422,184,113
General
null
Uttar Pradesh
UP
true
null
false
null
none
33.6
233430023124
190, Village Main Road, Gwalior
12
13,000
rural
44312111211
BARB0140223
Bank of Baroda
B+
15
Lodhi
11
40
1
1
12
13
90
12
14
39
business_trade
38
43
joint_family
41
8
28
45
38
2014-04-08
vegetarian
none
Gwalior
illiterate
null
null
none
English
null
artikumari448@gmail.com
student
Sahid Kumari
Arti
female
indian-fakedata@2.0.4
none
7.1
early_riser
true
occasional
none
false
true
pmjay
143
true
lpg
handpump
true
false
true
true
true
false
false
false
electricity
1
thatch
true
mud
1
44133363-0705-4676-9153-106142272332
Bollywood; TV Serials; YouTube; Regional Cinema; Gaming; Devotional Music
Bollywood
dogs
null
cricket
rare
true
0
Kumari
Village Main Road
never_married
Bihar
1,000
Ganga Devi
Hindi
false
null
null
Hindi
Drama; Comedy
television
weekly
0
non_worker
polite_indirect
analytical
ambivert
prefers familiar routines; organized and punctual; compassionate and helpful
A balanced, adaptable person who is practical, disciplined and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
70
75
42
68
27
7404212141
463980
nationalist_right
0.090909
0.404858
0.000131
0.357143
0.803302
0.18
0.327273
0.069055
AAY
Hindu
very_religious
English
422,184,113
OBC
null
Madhya Pradesh
MP
true
7404212141@paytm
false
null
none
30.6
203204004418
52, Brick Kiln Road, Araria
40
10,000
rural
33132000203
PUNB0044011
Punjab National Bank
B+
25.6
Brahmin (Maithil/Bhumihar)
28
1
3
17
1
88
42
1
48
90
government_service
45
44
joint_family
49
21
41
60
52
1986-02-02
non_vegetarian
none
Araria
illiterate
null
null
none
Hindi
null
sumit.joshi@gmail.com
self_employed
Rahul Joshi
Sumit
male
indian-fakedata@2.0.4
none
9.2
early_riser
false
weekly
chewing
true
true
none
179.4
false
firewood
handpump
true
false
false
true
true
false
true
false
electricity
1
thatch
true
mud
4
67657612-0737-4667-8716-061660737173
Bollywood; TV Serials; Cricket Matches; News; YouTube; Religious Programs
Bollywood
cats
WhatsApp
cricket
rare
true
7
Joshi
Brick Kiln Road
married
Madhya Pradesh
1,000
Parul Bhatt
Hindi
false
null
null
Bhojpuri; Hindi
Thriller; Romance
television
weekly
3
cultivator
DKKPJ1636O
expressive
analytical
ambivert
prefers familiar routines; organized and punctual; stands their ground
A balanced, adaptable person who is practical, disciplined and assertive. They feel things deeply and care about those around them.
practical; disciplined; outgoing; assertive; composed
can seem emotionally distant; needs company to feel energised; perfectionist, can be rigid
53
76
56
54
53
7031213014
820756
nationalist_right
0.102916
0.453629
0.000031
0.037736
0.803302
0.25
0.291595
0.087715
BPL
Hindu
very_religious
English
422,184,113
General
Gul Joshi
Bihar
BR
true
sumit@ybl
true
null
none
BJI1201230
82.3
200022004321
33, New Colony, Kishanganj
15
57,000
rural
01421214014
SBIN0224121
State Bank of India
B+
27.8
Yadav
24
25
19
19
1
18
78
1
35
16
agriculture
86
44
joint_family
51
12
3
21
37
2011-04-09
vegetarian
none
Kishanganj
illiterate
null
null
none
Hindi
null
jainab.yadav@gmail.com
student
Mohit Yadav
Jainab
female
indian-fakedata@2.0.4
none
7.6
early_riser
true
never
none
false
false
pmjay
146.5
true
firewood
tubewell
true
false
false
true
false
false
false
true
electricity
1
thatch
false
mud
1
31356445-4203-4756-8461-055615151266
Bollywood; TV Serials; Cricket Matches; Religious Programs; Devotional Music
Bollywood
fish
null
cricket
avid_reader
false
0.4
Yadav
New Colony
never_married
null
4,400
Nargis Yadav
Hindi
false
null
null
Bhojpuri; Hindi
Thriller; Romance
television
weekly
0
non_worker
polite_indirect
family_consulting
outgoing
prefers familiar routines; adapts to change quickly; compassionate and helpful
An outgoing, people-oriented person who is practical, easy-going and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; outgoing; kind-hearted; sensitive
worries about small things; needs company to feel energised; procrastinates under pressure
81
37
65
65
23
7032202314
824241
nationalist_right
0.240137
0.453629
0.000258
0.33557
0.803302
0.1
0.411664
0.087715
BPL
Hindu
very_religious
English
422,184,113
OBC
null
Bihar
BR
true
null
false
null
none
59.7
241242040249
120/C, Indira Nagar, Kishanganj
1
44,500
urban
03102031211
SBIN0400424
State Bank of India
O+
14
Yadav
20
1
19
7
1
12
92
1
32
22
business_trade
80
43
nuclear_family
68
10
29
8
63
2025-06-08
vegetarian
none
Kishanganj
illiterate
null
null
none
Hindi
null
parulyadav155@gmail.com
student
Mukul Yadav
Parul
female
indian-fakedata@2.0.4
none
8.1
moderate
true
weekly
none
false
false
pmjay
106
true
lpg
tap_treated
true
false
false
true
true
false
true
true
electricity
1
concrete
true
burnt_brick
4
10256327-6724-4045-9706-330327105071
Bollywood; TV Serials; Cricket Matches; News; Regional Cinema; Religious Programs
Bollywood
dogs
null
kabaddi
rare
true
0
Yadav
Indira Nagar
never_married
Rajasthan
3,200
Bulbul Yadav
Hindi
false
null
null
Bhojpuri; Hindi
Sci-Fi; Drama
television
daily
0
non_worker
polite_indirect
family_consulting
ambivert
prefers familiar routines; adapts to change quickly; compassionate and helpful
A balanced, adaptable person who is practical, easy-going and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; introspective; kind-hearted; composed
can seem emotionally distant; hesitant in large groups; procrastinates under pressure
67
35
50
40
18
7034222031
812845
nationalist_right
0.240137
0.117208
0.000133
0.33557
0.803302
0.2
0.411664
0.087715
BPL
Hindu
very_religious
English
422,184,113
OBC
null
Bihar
BR
true
null
false
null
none
15.7
332410412224
446/C, Jawahar Nagar, Indore
5
19,500
urban
12422044403
SBIN0323311
State Bank of India
B+
14
Kurmi
1
1
3
25
1
9
67
26
9
2
agriculture
75
33
nuclear_family
17
20
4
16
26
2021-04-05
vegetarian
none
Indore
illiterate
null
null
none
Hindi
null
radhikakurmi250@gmail.com
student
Sanju Kurmi
Radhika
female
indian-fakedata@2.0.4
none
6.9
early_riser
true
weekly
none
false
false
none
124.5
false
lpg
tap_treated
true
false
false
true
false
false
true
false
electricity
1
concrete
true
burnt_brick
1
42453201-5346-4271-8130-260750711153
Bollywood; TV Serials; Devotional Music
Bollywood
dogs
null
cricket
non_reader
true
0
Kurmi
Jawahar Nagar
never_married
Bihar
1,600
Sita Patel
Hindi
false
null
null
Hindi
Comedy; Thriller
television
daily
0
non_worker
polite_indirect
analytical
introverted
prefers familiar routines; organized and punctual; compassionate and helpful
A quiet, introspective person who is practical, disciplined and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
97
64
31
57
54
7402130332
458489
nationalist_right
0.072727
0.146674
0.000009
0.064
0.803302
0.25
0.327273
0.069055
BPL
Hindu
very_religious
English
422,184,113
OBC
null
Madhya Pradesh
MP
true
null
false
null
none
21.7
433120341323
14, Gaushala Road, Banswara
15
11,000
rural
03011404041
BARB0234002
Bank of Baroda
B+
17.7
Mahajan/Baniya
5
1
26
23
13
30
24
18
19
14
business_trade
56
64
joint_family
74
21
79
83
57
2011-06-06
vegetarian
none
Banswara
illiterate
null
null
none
Hindi
null
geeta.kumari@gmail.com
student
Sanjay Kumari
Geeta
female
indian-fakedata@2.0.4
none
7.8
early_riser
true
occasional
none
false
false
pmjay
152.4
true
firewood
tap_untreated
true
false
false
true
true
false
false
true
electricity
3
thatch
true
mud
1
62251577-6223-4637-8306-476073414300
Bollywood; TV Serials; Cricket Matches; Regional Cinema
Bollywood
cats
null
kabaddi
non_reader
true
0.7
Kumari
Gaushala Road
never_married
Madhya Pradesh
1,000
Saroj Kumari
Hindi
true
Psychological thriller; Romance
Solo Leveling; Violet Evergarden
Hindi
Drama; Romance
television
weekly
0
non_worker
expressive
analytical
outgoing
prefers familiar routines; organized and punctual; stands their ground
An outgoing, people-oriented person who is practical, disciplined and assertive. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; outgoing; assertive; composed
can seem emotionally distant; needs company to feel energised; perfectionist, can be rigid
51
70
60
38
40
7903040043
306212
nationalist_right
0.088235
0.443548
0.000044
0.357143
0.803302
0.06
0.294118
0.064585
BPL
Hindu
very_religious
English
422,184,113
General
null
Rajasthan
RJ
true
null
false
null
none
41.2
210432401420
454/C, Laxmi Nagar, Bhind
17
33,000
urban
23401143012
SBIN0123440
State Bank of India
O+
15.7
Yadav
1
56
42
58
22
20
81
24
20
10
business_trade
50
25
joint_family
60
32
46
18
29
2009-06-05
vegetarian
none
Bhind
primary
null
null
government
Hindi
2,020
{"level": "primary", "stageName": "Primary School", "institutionName": "Government Primary School, Bhind", "institutionType": "government", "boardOrUniversity": "MP Board", "startYear": 2014, "endYear": 2020, "status": "completed", "score": "40.1%"}
jyotigowala470@gmail.com
student
Bhupender Gowala
Jyoti
female
indian-fakedata@2.0.4
none
8.2
early_riser
true
occasional
none
true
true
pmjay
162.6
false
lpg
tap_treated
true
false
false
true
true
false
false
false
electricity
3
concrete
true
burnt_brick
1
57301267-0774-4243-9117-150665622446
Bollywood; TV Serials; Cricket Matches; YouTube
Bollywood
none
WhatsApp
cricket
rare
true
0
Gowala
Laxmi Nagar
never_married
Odisha
2,300
Babita Ahir
Hindi
true
Psychological thriller; Mystery/detective
Tokyo Revengers; Ghost in the Shell
Hindi
Comedy; Horror
ott
weekly
0
non_worker
polite_indirect
analytical
outgoing
prefers familiar routines; organized and punctual; compassionate and helpful
An outgoing, people-oriented person who is practical, disciplined and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; outgoing; kind-hearted; sensitive
worries about small things; needs company to feel energised; perfectionist, can be rigid
83
83
73
75
38
7403030010
452302
nationalist_right
0.109091
0.115244
0.000006
0.033557
0.803302
0.25
0.327273
0.069055
AAY
Hindu
very_religious
English
422,184,113
OBC
null
Madhya Pradesh
MP
true
7403030010@paytm
true
null
none
41.4
322021041218
62/A, Bank Colony, Bankura
47
229,000
urban
24441010302
SBIN0043031
State Bank of India
O+
26
Tili
50
68
74
61
59
79
44
18
77
44
business_trade
12
55
nuclear_family
54
10
60
56
43
1979-03-07
non_vegetarian
none
Bankura
middle
null
null
private
Bengali
1,993
{"level": "primary", "stageName": "Primary School", "institutionName": "Mount Carmel, Bankura", "institutionType": "private", "boardOrUniversity": "CBSE", "startYear": 1984, "endYear": 1990, "status": "completed", "score": "86.0%"}; {"level": "middle", "stageName": "Middle School", "institutionName": "Loyola, Bankura",...
sumit_kumar@gmail.com
self_employed
Sumit Kumar
Sumit
male
indian-fakedata@2.0.4
none
7.9
early_riser
true
weekly
smoking
true
true
none
168.9
true
lpg
tap_treated
true
false
true
true
false
true
true
true
electricity
2
concrete
true
burnt_brick
1
04022353-2157-4546-9553-421233333560
Bollywood; Cricket Matches; News; YouTube; Regional Cinema; Religious Programs; Devotional Music
Bollywood
fish
WhatsApp
cricket
rare
true
0
Kumar
Bank Colony
married
Madhya Pradesh
13,500
Parul Kumari
Bengali
false
null
null
Bengali; Hindi
Romance; Historical/Biopic; Action
television
daily
4
agricultural_labourer
AHLPK1591G
direct
intuitive
outgoing
creative and curious; organized and punctual; stands their ground
An outgoing, people-oriented person who is open-minded, disciplined and assertive. They feel things deeply and care about those around them.
open-minded; disciplined; outgoing; assertive; composed
can seem emotionally distant; needs company to feel energised; perfectionist, can be rigid
45
57
68
21
76
8400003104
721141
centre_right
0.060241
0.137795
0.000026
0.283019
0.803302
0.18
0.140562
0.075089
APL
Hindu
very_religious
Hindi
422,184,113
OBC
Jainab Kumar
West Bengal
WB
true
sumit@ybl
true
WB 01 AF 4499
two_wheeler
WBN0201042
74.2
241143443001
128, Gram Panchayat, Dindori
6
10,000
rural
02121111113
BARB0024010
Bank of Baroda
B+
18.9
Lodhi
1
1
17
22
9
28
65
1
41
47
professional
45
1
joint_family
28
21
14
52
1
2020-01-01
vegetarian
none
Dindori
illiterate
null
null
none
English
null
nehadevi491@gmail.com
student
Chand Devi
Neha
female
indian-fakedata@2.0.4
none
7.1
early_riser
true
weekly
none
false
false
pmjay
118.5
false
firewood
handpump
true
false
false
true
false
false
true
false
electricity
2
tiles
true
mud
2
72163324-2267-4747-8153-765072667643
Bollywood; TV Serials; Cricket Matches; Regional Cinema; Religious Programs; Devotional Music
Bollywood
dogs
null
cricket
rare
false
0
Devi
Gram Panchayat
never_married
null
1,000
Minakshi Devi
Hindi
false
null
null
Hindi
Action; Comedy
television
daily
0
non_worker
reserved
analytical
ambivert
prefers familiar routines; organized and punctual; stands their ground
A balanced, adaptable person who is practical, disciplined and assertive. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; introspective; assertive; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
53
70
48
70
20
7411420100
461859
nationalist_right
0.090909
0.404858
0.000182
0.357143
0.803302
0.25
0.327273
0.069055
BPL
Hindu
very_religious
English
422,184,113
OBC
null
Madhya Pradesh
MP
true
null
false
MP 04 FA 4879
two_wheeler
26.5
442300314011
57, Near Market, Lakhisarai
14
10,750
rural
01231241042
SBIN0301434
State Bank of India
B+
24
Bhumihar
14
11
27
13
10
78
28
1
22
45
professional
40
3
joint_family
28
21
14
48
44
2012-03-07
vegetarian
none
Lakhisarai
illiterate
null
null
none
Hindi
null
nargiskumari78@gmail.com
student
Rahul Kumari
Nargis
female
indian-fakedata@2.0.4
none
7.7
early_riser
true
occasional
none
false
false
none
156.1
true
firewood
handpump
true
false
false
true
false
false
true
false
electricity
2
thatch
true
mud
4
44770531-3064-4626-9103-235031560641
Bollywood; TV Serials; Cricket Matches; Devotional Music
Devotional
dogs
null
cricket
rare
true
0
Kumari
Near Market
never_married
Chhattisgarh
1,000
Jainab Kumari
Hindi
false
null
null
Bhojpuri; Hindi
Drama; Romance
television
daily
0
non_worker
expressive
intuitive
outgoing
prefers familiar routines; adapts to change quickly; stands their ground
An outgoing, people-oriented person who is practical, easy-going and assertive. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; outgoing; assertive; composed
can seem emotionally distant; needs company to feel energised; procrastinates under pressure
48
36
66
24
33
7022414034
800219
nationalist_right
0.068611
0.453629
0.000157
0.357143
0.803302
0.2
0.291595
0.087715
AAY
Hindu
very_religious
English
422,184,113
General
null
Bihar
BR
true
null
false
null
none
58.6
501320241217
378/A, Gandhi Nagar, Firozabad
22
19,000
urban
44324301331
SBIN0000214
State Bank of India
O+
33.7
Yadav
48
74
43
56
26
54
28
12
20
19
business_trade
54
54
nuclear_family
57
50
31
16
22
2004-05-09
vegetarian
none
Firozabad
middle
null
null
government
English
2,018
{"level": "primary", "stageName": "Primary School", "institutionName": "Government Primary School, Firozabad", "institutionType": "government", "boardOrUniversity": "UP Board", "startYear": 2009, "endYear": 2015, "status": "completed", "score": "57.0%"}; {"level": "middle", "stageName": "Middle School", "institutionNam...
ku_yadav@gmail.com
homemaker
Yogender Yadav
Ku
female
indian-fakedata@2.0.4
none
7.2
moderate
true
weekly
none
true
true
none
158.9
true
lpg
tap_treated
true
false
false
true
false
false
false
true
electricity
2
concrete
true
burnt_brick
1
67523676-7421-4464-9636-776544161104
Bollywood; TV Serials; Cricket Matches; News; YouTube; OTT/Netflix; Religious Programs
Devotional
dogs
WhatsApp
kabaddi
rare
true
0
Yadav
Gandhi Nagar
married
Andhra Pradesh
1,000
Pooja Ahir
Hindi
true
Romance; Supernatural horror
My Hero Academia; Kaiju No. 8; Black Clover
Bhojpuri; Hindi
Action; Thriller; Romance
youtube
daily
0
non_worker
HKLPY2047A
reserved
intuitive
ambivert
prefers familiar routines; adapts to change quickly; stands their ground
A balanced, adaptable person who is practical, easy-going and assertive. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; introspective; assertive; composed
can seem emotionally distant; hesitant in large groups; procrastinates under pressure
42
47
44
40
37
8111132431
220362
nationalist_right
0.142857
0.136842
0.000433
0.33557
0.803302
0.58
0.39881
0.141574
BPL
Hindu
very_religious
Urdu
422,184,113
OBC
Amar Yadav
Uttar Pradesh
UP
true
8111132431@oksbi
true
null
none
UPR1130114
85.2
221124143308
447/A, Indira Nagar, Gonda
30
63,000
urban
44304300122
BARB0440422
Bank of Baroda
B+
29.4
Rajput/Thakur
19
17
10
31
24
41
13
34
44
21
agriculture
75
5
joint_family
53
100
45
23
27
1996-04-11
vegetarian
none
Gonda
illiterate
null
null
none
Hindi
null
mahaveer.panwar@gmail.com
self_employed
Lokesh Panwar
Mahaveer
male
indian-fakedata@2.0.4
occasional
6.3
early_riser
false
occasional
chewing
false
false
pmjay
173.9
true
lpg
tap_treated
true
false
true
true
false
false
true
true
electricity
1
concrete
true
burnt_brick
1
34633537-6544-4160-9436-335134510646
Bollywood; TV Serials; Cricket Matches; Regional Cinema; Devotional Music
Bollywood
dogs
null
cricket
non_reader
true
0
Panwar
Indira Nagar
married
Bihar
3,800
Maya Singh
Hindi
true
Fantasy adventure
Yowamushi Pedal; Dragon Ball; Horimiya
Bhojpuri; Hindi
Action; Sci-Fi
ott
weekly
1
household_industry
LECPP0645N
reserved
analytical
introverted
creative and curious; organized and punctual; stands their ground
A quiet, introspective person who is open-minded, disciplined and assertive. They feel things deeply and care about those around them.
open-minded; disciplined; introspective; assertive; composed
can seem emotionally distant; hesitant in large groups; perfectionist, can be rigid
49
65
40
51
62
8110141101
200139
nationalist_right
0.095238
0.168421
0.000002
0.021622
0.803302
0.04
0.339286
0.141574
BPL
Hindu
very_religious
English
422,184,113
General
Deepika Panwar
Uttar Pradesh
UP
true
null
false
UP 15 HE 2683
two_wheeler
UPR1111010
88.9
444113422320
226/D, Shivaji Nagar, Lakhisarai
46
133,000
urban
43002421234
SBIN0344102
State Bank of India
B+
17.9
Yadav
35
60
39
71
56
11
41
1
43
45
government_service
66
28
nuclear_family
37
55
1
48
53
1980-01-02
non_vegetarian
none
Lakhisarai
primary
null
null
private
English
1,991
{"level": "primary", "stageName": "Primary School", "institutionName": "St. George's, Lakhisarai", "institutionType": "private", "boardOrUniversity": "CBSE", "startYear": 1985, "endYear": 1991, "status": "completed", "score": "75.9%"}
jainab.yadav@gmail.com
self_employed
Vinit Yadav
Jainab
female
indian-fakedata@2.0.4
none
5.9
early_riser
true
weekly
smoking
true
true
none
155.3
true
lpg
tap_treated
true
false
false
true
true
false
true
true
electricity
3
concrete
true
burnt_brick
2
07252053-5774-4514-9155-740217250763
Bollywood; TV Serials; News; YouTube; OTT/Netflix; Religious Programs
Bollywood
cats
WhatsApp
cricket
occasional
true
0
Yadav
Shivaji Nagar
married
Kerala
7,200
Parul Yadav
Hindi
false
null
null
Bhojpuri; Hindi
Thriller; Comedy
ott
daily
2
agricultural_labourer
HALPY2562Z
polite_indirect
family_consulting
introverted
creative and curious; adapts to change quickly; compassionate and helpful
A quiet, introspective person who is open-minded, easy-going and kind-hearted. They feel things deeply and care about those around them.
open-minded; easy-going; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; procrastinates under pressure
76
44
36
55
59
7020224314
820021
nationalist_right
0.240137
0.117208
0.000133
0.33557
0.803302
0.2
0.411664
0.087715
APL
Hindu
very_religious
English
422,184,113
OBC
Rahul Yadav
Bihar
BR
true
7020224314@oksbi
true
null
none
BHP2001203
43.2
541243041219
326/B, Clock Tower, Bhadohi
1
10,000
urban
30013221224
SBIN0422120
State Bank of India
B+
14.6
Brahmin
34
16
24
1
1
75
6
1
74
88
professional
27
25
nuclear_family
63
1
33
52
23
2025-04-10
vegan
none
Bhadohi
illiterate
null
null
none
English
null
meenapandey152@gmail.com
student
Moh Pandey
Meena
female
indian-fakedata@2.0.4
none
7.6
moderate
true
occasional
none
false
false
none
91.8
false
lpg
tap_treated
true
false
false
true
false
false
true
true
electricity
2
concrete
true
burnt_brick
1
52251267-3376-4413-8322-405471411442
Bollywood; TV Serials; Cricket Matches; News; YouTube; Regional Cinema; Devotional Music
Devotional
cats
null
football
non_reader
true
0
Pandey
Clock Tower
never_married
Madhya Pradesh
1,000
Sangita Sharma
Hindi
false
null
null
Bhojpuri; Hindi
Romance; Drama
television
daily
0
non_worker
polite_indirect
family_consulting
outgoing
prefers familiar routines; organized and punctual; compassionate and helpful
An outgoing, people-oriented person who is practical, disciplined and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; outgoing; kind-hearted; composed
can seem emotionally distant; needs company to feel energised; perfectionist, can be rigid
72
56
70
45
46
8100224140
211733
nationalist_right
0.107143
0.168421
0.000012
0.050314
0.803302
0.12
0.339286
0.141574
AAY
Hindu
very_religious
English
422,184,113
General
null
Uttar Pradesh
UP
true
null
false
null
none
12.3
410402222018
120, Sugar Mill Road, Bhojpur
5
10,000
rural
14024424144
SBIN0020111
State Bank of India
B+
22
Bhumihar
14
8
1
25
1
59
34
25
52
65
government_service
59
50
joint_family
39
52
39
53
25
2021-03-11
vegetarian
none
Bhojpur
illiterate
null
null
none
English
null
bulbul.kumari@gmail.com
student
Rohit Kumari
Bulbul
female
indian-fakedata@2.0.4
none
8.2
early_riser
true
occasional
none
false
true
none
130.4
true
firewood
handpump
true
false
false
true
false
false
true
true
electricity
1
thatch
true
mud
1
52520462-3441-4144-9256-702177720534
Bollywood; TV Serials; YouTube; Gaming; Devotional Music
Bollywood
none
null
cricket
rare
true
0.2
Kumari
Sugar Mill Road
never_married
Jharkhand
1,000
Parul Kumari
Hindi
false
null
null
Bhojpuri; Hindi
Thriller; Drama
television
weekly
0
non_worker
polite_indirect
family_consulting
introverted
prefers familiar routines; organized and punctual; compassionate and helpful
A quiet, introspective person who is practical, disciplined and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
69
58
40
73
33
7020332420
824486
nationalist_right
0.068611
0.453629
0.000157
0.357143
0.803302
0.2
0.291595
0.087715
AAY
Hindu
very_religious
English
422,184,113
General
null
Bihar
BR
true
7020332420@okicici
false
null
none
37.4
310131213030
305/B, Tehsil Road, Aurangabad
11
10,000
urban
30243120314
SBIN0122210
State Bank of India
B+
23.3
Brahmin (Maithil/Bhumihar)
19
14
12
15
35
100
24
32
40
66
professional
76
26
joint_family
71
37
14
71
55
2015-06-10
eggetarian
none
Aurangabad
primary
null
null
government
English
2,026
{"level": "primary", "stageName": "Primary School", "institutionName": "Government Primary School, Aurangabad", "institutionType": "government", "boardOrUniversity": "Bihar School Examination Board", "startYear": 2020, "endYear": 2026, "status": "completed", "score": "66.2%"}
gulab.sharma@gmail.com
student
Rahul Sharma
Gulab
female
indian-fakedata@2.0.4
none
6.8
early_riser
true
occasional
none
false
false
pmjay
157.1
true
lpg
tap_treated
true
false
true
true
false
false
true
true
electricity
4
concrete
true
burnt_brick
3
50506431-7353-4362-9476-341116777413
Bollywood; TV Serials; News; YouTube; Religious Programs; Devotional Music
Bollywood
dogs
null
cricket
rare
true
0
Sharma
Tehsil Road
never_married
Maharashtra
1,000
Parul Mishra
Hindi
false
null
null
Bhojpuri; Hindi
Thriller; Comedy; Horror
television
daily
0
non_worker
polite_indirect
family_consulting
ambivert
prefers familiar routines; adapts to change quickly; compassionate and helpful
A balanced, adaptable person who is practical, easy-going and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; procrastinates under pressure
76
49
52
58
37
7032144120
809575
nationalist_right
0.102916
0.117208
0.000047
0.09434
0.803302
0.58
0.291595
0.087715
AAY
Hindu
very_religious
English
422,184,113
General
null
Bihar
BR
true
null
false
null
none
57.5
504120100028
158, Kisan Colony, Burhanpur
39
44,000
rural
30413443132
SBIN0024122
State Bank of India
B+
28.6
Kurmi
2
1
1
15
24
12
100
38
45
15
agriculture
54
15
joint_family
7
32
26
47
1
1987-06-14
vegetarian
none
Burhanpur
illiterate
null
null
none
English
null
reenapatel125@gmail.com
self_employed
Prakash Patel
Reena
female
indian-fakedata@2.0.4
none
8
early_riser
true
never
none
false
false
pmjay
153.8
false
firewood
handpump
true
false
false
true
false
false
false
true
electricity
3
tiles
false
mud
1
75755120-4000-4036-8344-517442524710
Bollywood; TV Serials; Cricket Matches; News; OTT/Netflix; Gaming; Devotional Music
Bollywood
dogs
null
cricket
non_reader
true
0
Patel
Kisan Colony
married
Andhra Pradesh
3,800
Reetu Patel
Hindi
false
null
null
Hindi
Drama; Romance
television
weekly
1
household_industry
CALPP1547Y
reserved
intuitive
ambivert
prefers familiar routines; adapts to change quickly; compassionate and helpful
A balanced, adaptable person who is practical, easy-going and kind-hearted. They feel things deeply and care about those around them.
practical; easy-going; introspective; kind-hearted; composed
can seem emotionally distant; hesitant in large groups; procrastinates under pressure
56
45
48
37
21
7410341141
455119
nationalist_right
0.072727
0.404858
0.000024
0.24
0.803302
0.06
0.327273
0.069055
BPL
Hindu
very_religious
Urdu
422,184,113
OBC
Kartik Patel
Madhya Pradesh
MP
true
null
false
null
none
BPL1144103
67.7
504414003009
419/B, Adarsh Colony, Dausa
14
10,000
urban
33020411112
BARB0230331
Bank of Baroda
B+
23.3
Rajput
47
57
26
70
18
19
7
22
60
29
military_police
57
25
joint_family
6
97
40
48
47
2012-03-01
vegetarian
none
Dausa
middle
null
null
private
Hindi
2,026
{"level": "primary", "stageName": "Primary School", "institutionName": "St. Mary's, Dausa", "institutionType": "private", "boardOrUniversity": "CBSE", "startYear": 2017, "endYear": 2023, "status": "completed", "score": "56.2%"}; {"level": "middle", "stageName": "Middle School", "institutionName": "St. Joseph's Convent,...
sangeeta_chauhan@gmail.com
student
Sanjay Chauhan
Sangeeta
female
indian-fakedata@2.0.4
none
7.8
early_riser
true
occasional
none
false
true
pmjay
147.2
true
lpg
tap_treated
true
false
false
true
false
false
true
true
electricity
1
concrete
true
burnt_brick
1
20504634-4365-4126-8137-024412146004
Bollywood; TV Serials; Cricket Matches; News; YouTube; Regional Cinema; Gaming; Devotional Music
Bollywood
cats
WhatsApp
cricket
rare
true
0
Chauhan
Adarsh Colony
never_married
Maharashtra
1,000
Saroj Shekhawat
Hindi
true
Comedy; Mystery/detective
Monster; Dragon Ball Super; Blue Lock
Hindi
Comedy; Sci-Fi
ott
weekly
0
non_worker
reserved
analytical
introverted
creative and curious; organized and punctual; stands their ground
A quiet, introspective person who is open-minded, disciplined and assertive. Still finding their footing in life, they feel things deeply and care about those around them.
open-minded; disciplined; introspective; assertive; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
42
80
32
80
61
7912022442
305792
nationalist_right
0.117647
0.136842
0.000007
0.043243
0.803302
0.2
0.294118
0.064585
AAY
Hindu
very_religious
English
422,184,113
General
null
Rajasthan
RJ
true
7912022442@okicici
true
null
none
50.5
321434041116
157, Haat Road, Lakhisarai
14
10,000
rural
00102222412
PUNB0122042
Punjab National Bank
B+
30.4
Bhumihar
6
24
30
24
13
47
56
14
23
28
business_trade
80
45
joint_family
12
50
5
69
14
2012-03-06
non_vegetarian
none
Lakhisarai
illiterate
null
null
none
English
null
parul.devi@gmail.com
student
Mukul Devi
Parul
female
indian-fakedata@2.0.4
none
7.9
early_riser
true
occasional
none
true
true
none
162.3
false
firewood
handpump
true
false
false
true
false
false
true
true
electricity
1
tiles
false
mud
3
30215154-5560-4761-8675-153435660256
Bollywood; TV Serials; News; YouTube; Gaming; Religious Programs
Bollywood
dogs
WhatsApp
cricket
rare
true
0
Devi
Haat Road
never_married
Gujarat
1,000
Bulbul Kumari
Hindi
false
null
null
Bhojpuri; Hindi
Drama; Action
television
daily
0
non_worker
polite_indirect
analytical
introverted
prefers familiar routines; organized and punctual; compassionate and helpful
A quiet, introspective person who is practical, disciplined and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
80
72
38
66
27
7021433323
810473
nationalist_right
0.068611
0.453629
0.000047
0.357143
0.803302
0.06
0.291595
0.087715
AAY
Hindu
very_religious
null
422,184,113
General
null
Bihar
BR
true
7021433323@oksbi
true
BR 01 HE 2585
two_wheeler
80.2
341004012019
202, Brick Kiln Road, Gautam Buddha Nagar
13
11,250
rural
20102312442
SBIN0142014
State Bank of India
O+
14.6
Rajput/Thakur
26
13
25
22
14
53
57
25
28
59
government_service
57
34
nuclear_family
16
99
44
50
20
2013-01-01
non_vegetarian
none
Gautam Buddha Nagar
illiterate
null
null
none
Hindi
null
sandhyarathore202@gmail.com
student
Sahil Rathore
Sandhya
female
indian-fakedata@2.0.4
none
6.8
early_riser
true
occasional
none
false
false
pmjay
158.2
false
firewood
handpump
true
false
false
true
false
false
true
false
electricity
3
tiles
true
mud
3
67120470-2261-4503-9505-350556053272
Bollywood; TV Serials; Cricket Matches; News; YouTube; Regional Cinema; Devotional Music
Bollywood
birds
null
kabaddi
non_reader
true
0
Rathore
Brick Kiln Road
never_married
Bihar
1,000
Rekha Tomar
Hindi
false
null
null
Bhojpuri; Hindi
Drama; Comedy; Action
television
daily
0
non_worker
direct
intuitive
outgoing
prefers familiar routines; adapts to change quickly; stands their ground
An outgoing, people-oriented person who is practical, easy-going and assertive. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; outgoing; assertive; composed
can seem emotionally distant; needs company to feel energised; procrastinates under pressure
43
43
78
33
36
8113143443
206783
nationalist_right
0.095238
0.425101
0.000027
0.032432
0.803302
0.18
0.339286
0.141574
AAY
Hindu
very_religious
null
422,184,113
General
null
Uttar Pradesh
UP
true
null
false
null
none
36.6
500331244201
237, Panchayat Bhawan, Bhojpur
10
10,000
rural
21434021400
SBIN0230130
State Bank of India
B+
17
Bhumihar
1
10
23
17
1
67
49
1
67
70
government_service
68
27
joint_family
33
56
41
54
47
2016-06-14
vegetarian
none
Bhojpur
illiterate
null
null
none
English
null
jenab_devi@gmail.com
student
Mohit Devi
Jenab
female
indian-fakedata@2.0.4
none
9.1
early_riser
true
occasional
none
false
false
pmjay
137.5
false
firewood
tap_untreated
false
false
false
true
false
false
true
false
electricity
3
tiles
true
mud
3
64537200-7514-4546-8531-713243431345
Bollywood; TV Serials; Cricket Matches; News; Regional Cinema
Bollywood
dogs
null
football
occasional
true
0
Devi
Panchayat Bhawan
never_married
Madhya Pradesh
1,000
Gulab Devi
Hindi
false
null
null
Bhojpuri; Hindi
Horror; Comedy
television
weekly
0
non_worker
polite_indirect
family_consulting
ambivert
prefers familiar routines; adapts to change quickly; compassionate and helpful
A balanced, adaptable person who is practical, easy-going and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; procrastinates under pressure
62
37
45
63
26
7024243410
811543
nationalist_right
0.068611
0.453629
0.000157
0.357143
0.803302
0.2
0.291595
0.087715
AAY
Hindu
very_religious
null
422,184,113
General
null
Bihar
BR
true
null
false
BR 02 LG 3478
two_wheeler
32.1
241234421224
177, Weekly Market Road, Burhanpur
47
10,000
rural
33310044141
SBIN0334141
State Bank of India
O+
29.3
Kurmi
25
38
1
23
1
6
88
1
40
39
agriculture
49
17
nuclear_family
20
32
9
24
30
1979-06-03
vegetarian
hearing
Burhanpur
illiterate
null
null
none
English
null
nikita.patel@gmail.com
self_employed
Subhash Patel
Nikita
female
indian-fakedata@2.0.4
none
8.3
early_riser
true
weekly
smoking
true
true
pmjay
160.9
false
firewood
handpump
true
false
false
true
false
true
true
true
electricity
3
tiles
true
burnt_brick
1
52546644-1233-4150-8742-444251237343
Bollywood; TV Serials; Cricket Matches; News; YouTube; Devotional Music
Bollywood
dogs
WhatsApp
cricket
non_reader
true
0.4
Patel
Weekly Market Road
married
Andhra Pradesh
1,000
Miss Lodhi
Hindi
false
null
null
Hindi
Drama; Romance; Historical/Biopic
television
weekly
5
agricultural_labourer
JLDPP3659T
reserved
analytical
ambivert
prefers familiar routines; organized and punctual; stands their ground
A balanced, adaptable person who is practical, disciplined and assertive. They feel things deeply and care about those around them.
practical; disciplined; introspective; assertive; composed
can seem emotionally distant; hesitant in large groups; perfectionist, can be rigid
35
76
44
36
14
7410310412
452528
nationalist_right
0.072727
0.404858
0.000098
0.24
0.803302
0.25
0.327273
0.069055
AAY
Hindu
very_religious
null
422,184,113
OBC
Yogesh Patel
Madhya Pradesh
MP
true
7410310412@paytm
true
MP 02 KJ 0302
two_wheeler
MPH2412240
75.9
323131211325
48, Village Main Road, Jehanabad
4
10,000
rural
21112412403
SBIN0214430
State Bank of India
B+
16.9
Rajput
1
1
21
1
1
49
44
1
23
33
government_service
50
12
joint_family
18
80
14
31
34
2022-05-08
vegetarian
none
Jehanabad
illiterate
null
null
none
Hindi
null
parulsolanki385@gmail.com
student
Sumit Solanki
Parul
female
indian-fakedata@2.0.4
none
8.3
early_riser
true
never
none
false
false
none
103.1
false
firewood
handpump
true
false
false
true
false
true
false
false
electricity
3
tiles
true
burnt_brick
1
72514460-2546-4335-8012-223654517424
Bollywood; TV Serials; Cricket Matches; News; Religious Programs
Bollywood
none
null
kabaddi
rare
false
0.5
Solanki
Village Main Road
never_married
null
1,000
Jainab Rana
Hindi
false
null
null
Bhojpuri; Hindi
Romance; Comedy
television
daily
0
non_worker
reserved
analytical
ambivert
prefers familiar routines; organized and punctual; stands their ground
A balanced, adaptable person who is practical, disciplined and assertive. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; introspective; assertive; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
53
66
42
63
29
7023403303
814484
nationalist_right
0.085763
0.070565
0.000002
0.064865
0.803302
0.06
0.291595
0.087715
BPL
Hindu
very_religious
null
422,184,113
General
null
Bihar
BR
true
null
false
BR 04 EH 1532
two_wheeler
18
532333310341
182, Post Office Road, Khagaria
1
19,500
rural
43033143304
SBIN0442340
State Bank of India
O+
21
Yadav
1
1
1
5
1
16
94
28
29
48
government_service
98
37
joint_family
29
41
9
34
68
2025-06-02
non_vegetarian
hearing
Khagaria
illiterate
null
null
none
English
null
parul.yadav@gmail.com
student
Atul Yadav
Parul
female
indian-fakedata@2.0.4
none
7.1
early_riser
true
occasional
none
false
false
none
98.4
true
firewood
handpump
true
false
false
true
true
false
true
true
electricity
3
thatch
true
burnt_brick
1
50671204-7727-4250-8126-421201400754
Bollywood; TV Serials; YouTube; Religious Programs; Devotional Music
Devotional
cats
null
cricket
rare
true
0
Yadav
Post Office Road
never_married
Odisha
2,000
Jenab Yadav
Hindi
false
null
null
Bhojpuri; Hindi
Romance; Action
television
weekly
0
non_worker
reserved
analytical
ambivert
prefers familiar routines; organized and punctual; compassionate and helpful
A balanced, adaptable person who is practical, disciplined and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
59
60
43
60
32
7034334134
813705
nationalist_right
0.240137
0.070565
0.00004
0.33557
0.803302
0.1
0.411664
0.087715
BPL
Hindu
very_religious
null
422,184,113
OBC
null
Bihar
BR
true
null
false
BR 01 BD 3273
two_wheeler
20.3
321400134037
74, Main Bazar Road, Chandauli
1
14,750
rural
34102422231
SBIN0304043
State Bank of India
B+
14
Yadav
21
1
12
8
3
42
78
42
25
41
agriculture
79
14
joint_family
60
39
24
25
62
2025-05-15
vegetarian
none
Chandauli
illiterate
null
null
none
Hindi
null
ashayadav3@gmail.com
student
Tarun Yadav
Asha
female
indian-fakedata@2.0.4
none
7
early_riser
true
occasional
none
false
false
pmjay
81.2
false
firewood
handpump
true
false
false
true
true
false
false
true
electricity
1
thatch
true
mud
2
46367712-3530-4127-8520-444561313257
Bollywood; TV Serials; Religious Programs
Devotional
dogs
null
football
rare
true
0
Yadav
Main Bazar Road
never_married
Bihar
1,000
Diksha Yadav
Hindi
true
Slice of life
Jujutsu Kaisen; Violet Evergarden
Bhojpuri; Hindi
Comedy; Horror; Thriller
television
weekly
0
non_worker
reserved
analytical
ambivert
prefers familiar routines; organized and punctual; stands their ground
A balanced, adaptable person who is practical, disciplined and assertive. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; introspective; assertive; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
54
62
53
61
27
8104443124
212800
nationalist_right
0.142857
0.425101
0.000278
0.33557
0.803302
0.12
0.39881
0.141574
AAY
Hindu
very_religious
null
422,184,113
OBC
null
Uttar Pradesh
UP
true
null
false
null
none
9.2
233402320005
125, Post Office Road, Amroha
2
10,000
rural
14031020132
PUNB0213133
Punjab National Bank
B+
14
Brahmin
1
32
1
31
1
90
35
1
76
58
business_trade
68
44
nuclear_family
37
13
26
45
67
2024-05-05
vegetarian
none
Amroha
illiterate
null
null
none
Hindi
null
kirtipandey424@gmail.com
student
Bablu Pandey
Kirti
female
indian-fakedata@2.0.4
none
7.5
early_riser
true
occasional
none
true
true
pmjay
88.1
false
lpg
tap_untreated
true
false
false
true
false
true
false
true
electricity
1
tiles
true
mud
2
30405165-2437-4502-9374-374070030425
Bollywood; TV Serials; YouTube; Regional Cinema; Religious Programs; Devotional Music
Bollywood
dogs
null
cricket
rare
true
0
Pandey
Post Office Road
never_married
Bihar
1,000
Ku Dwivedi
Hindi
false
null
null
Bhojpuri; Hindi
Romance; Drama; Comedy
television
daily
0
non_worker
polite_indirect
family_consulting
outgoing
prefers familiar routines; adapts to change quickly; compassionate and helpful
An outgoing, people-oriented person who is practical, easy-going and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; outgoing; kind-hearted; sensitive
worries about small things; needs company to feel energised; procrastinates under pressure
85
40
63
59
24
8101200100
214194
nationalist_right
0.107143
0.425101
0.000047
0.050314
0.803302
0.18
0.339286
0.141574
AAY
Hindu
very_religious
English
422,184,113
General
null
Uttar Pradesh
UP
true
8101200100@ybl
false
UP 02 ME 2302
two_wheeler
10.9
431224344135
229, Near Church, Begusarai
40
13,000
rural
33143312043
SBIN0414102
State Bank of India
B+
24.9
Yadav
32
23
13
6
24
9
78
20
8
40
government_service
77
27
joint_family
33
13
1
30
34
1986-02-06
eggetarian
none
Begusarai
illiterate
null
null
none
English
null
jenab.yadav@gmail.com
informal
Rohit Yadav
Jenab
female
indian-fakedata@2.0.4
none
7.5
early_riser
true
daily
none
false
false
none
145.5
false
firewood
handpump
true
false
false
true
false
false
true
false
electricity
3
tiles
true
mud
2
27325463-4233-4425-9671-676025506554
Bollywood; TV Serials; Cricket Matches; News; Gaming; Devotional Music
Bollywood
dogs
null
cricket
occasional
true
0
Yadav
Near Church
married
Punjab
1,000
Parul Yadav
Hindi
true
Fantasy adventure
Akira; March Comes in Like a Lion
Bhojpuri; Hindi
Comedy; Romance
television
daily
0
other_worker
GBDPY0604L
polite_indirect
family_consulting
outgoing
creative and curious; adapts to change quickly; compassionate and helpful
An outgoing, people-oriented person who is open-minded, easy-going and kind-hearted. They feel things deeply and care about those around them.
open-minded; easy-going; outgoing; kind-hearted; sensitive
worries about small things; needs company to feel energised; procrastinates under pressure
63
34
76
76
56
7034241303
800464
nationalist_right
0.240137
0.453629
0.000155
0.33557
0.803302
0.06
0.411664
0.087715
AAY
Hindu
very_religious
null
422,184,113
OBC
Sumit Yadav
Bihar
BR
true
null
false
null
none
BHP3443324
52.8
334112011417
226, Near Block Office, Jaipur
10
10,000
rural
41140331422
BARB0314333
Bank of Baroda
O+
22.2
Jat
23
47
18
22
3
25
100
15
47
1
agriculture
68
42
joint_family
17
53
45
33
33
2016-02-08
vegetarian
none
Jaipur
illiterate
null
null
none
Hindi
null
saroj.deswal@gmail.com
student
Ajay Deswal
Saroj
female
indian-fakedata@2.0.4
none
7.3
early_riser
true
occasional
none
false
true
pmjay
147.5
false
firewood
handpump
true
false
false
true
false
true
true
false
electricity
1
tiles
true
burnt_brick
3
56477727-0176-4650-8757-756625757127
Bollywood; TV Serials; Cricket Matches; YouTube; Devotional Music
Bollywood
dogs
null
cricket
occasional
true
0
Deswal
Near Block Office
never_married
Maharashtra
1,000
Santosh Hooda
Hindi
false
null
null
Hindi
Romance; Thriller; Drama
television
weekly
0
non_worker
expressive
analytical
outgoing
prefers familiar routines; organized and punctual; compassionate and helpful
An outgoing, people-oriented person who is practical, disciplined and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; outgoing; kind-hearted; composed
can seem emotionally distant; needs company to feel energised; perfectionist, can be rigid
57
73
69
22
11
7903123023
318663
nationalist_right
0.147059
0.443548
0.000057
0.084507
0.803302
0.2
0.316176
0.064585
AAY
Hindu
very_religious
English
422,184,113
OBC
null
Rajasthan
RJ
true
saroj@oksbi
false
RJ 06 LJ 4707
two_wheeler
48.2
341424434029
284/D, Shivaji Nagar, Solapur
11
11,750
urban
02314402011
SBIN0332013
State Bank of India
O+
23.4
Deshastha Brahmin
21
43
42
1
1
54
18
27
66
48
business_trade
43
49
joint_family
47
13
20
50
20
2015-04-09
vegetarian
none
Solapur
illiterate
null
null
none
Marathi
null
pushpa_mishra@gmail.com
student
Vijay Mishra
Pushpa
female
indian-fakedata@2.0.4
none
7.8
early_riser
true
weekly
none
true
true
pmjay
146.9
false
lpg
tap_treated
true
false
false
true
true
false
true
true
electricity
3
concrete
true
burnt_brick
1
47144165-3076-4731-8635-355441423517
Bollywood; TV Serials; Cricket Matches; YouTube; OTT/Netflix; Gaming; Devotional Music
Bollywood
fish
null
cricket
rare
true
0
Mishra
Shivaji Nagar
never_married
Bihar
1,000
Geeta Sharma
Marathi
true
Comedy
Tokyo Revengers; Dragon Ball Super; Dragon Ball
Marathi; Hindi
Thriller; Romance
youtube
daily
0
non_worker
polite_indirect
impulsive
introverted
creative and curious; adapts to change quickly; compassionate and helpful
A quiet, introspective person who is open-minded, easy-going and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
open-minded; easy-going; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; procrastinates under pressure
62
35
32
78
60
8202440123
416180
nationalist_right
0.042254
0.079602
0.000002
0.050314
0.803302
0.12
0.352113
0.103247
AAY
Hindu
very_religious
English
422,184,113
General
null
Maharashtra
MH
true
8202440123@paytm
false
null
none
50.5
434344320347
11, Near Inter College, Deoria
42
10,000
rural
20241114024
HDFC0220344
HDFC Bank
B+
24.2
Kayastha
18
12
8
23
1
87
24
1
80
51
business_trade
55
5
joint_family
43
17
53
46
20
1984-02-04
vegetarian
none
Deoria
illiterate
null
null
none
Hindi
null
rachna_saxena@gmail.com
self_employed
Praveen Saxena
Rachna
female
indian-fakedata@2.0.4
none
6.6
early_riser
true
occasional
none
false
true
none
144.6
false
firewood
tubewell
true
false
false
true
false
false
true
false
electricity
2
tiles
true
mud
5
21417434-7146-4123-9246-734667170572
Bollywood; TV Serials; Cricket Matches; News; YouTube
Bollywood
dogs
WhatsApp
cricket
occasional
true
0
Saxena
Near Inter College
married
Bihar
1,000
Kajal Saxena
Hindi
false
null
null
Bhojpuri; Hindi
Romance; Drama; Action
television
weekly
6
agricultural_labourer
LIKPS4687N
polite_indirect
analytical
introverted
prefers familiar routines; organized and punctual; compassionate and helpful
A quiet, introspective person who is practical, disciplined and kind-hearted. They feel things deeply and care about those around them.
practical; disciplined; introspective; kind-hearted; sensitive
worries about small things; hesitant in large groups; perfectionist, can be rigid
62
71
27
69
23
8393022310
202174
nationalist_right
0.035714
0.425101
0.000029
0.091954
0.803302
0.18
0.339286
0.141574
AAY
Hindu
very_religious
English
422,184,113
General
Jatin Saxena
Uttar Pradesh
UP
true
8393022310@okicici
true
UP 01 KG 1790
two_wheeler
UPR1104113
50.5
504302042440
80, Near Gurudwara, Chitrakoot
10
10,000
rural
13444010022
PUNB0014203
Punjab National Bank
B+
23.1
Yadav
16
1
26
1
1
34
65
14
8
45
government_service
89
12
joint_family
55
43
44
16
44
2016-01-06
vegan
none
Chitrakoot
illiterate
null
null
none
Hindi
null
rashmi.yadav@gmail.com
student
Firoz Yadav
Rashmi
female
indian-fakedata@2.0.4
none
9
early_riser
true
weekly
none
false
false
pmjay
150.4
true
firewood
handpump
true
false
false
true
false
false
false
true
electricity
3
thatch
true
mud
1
30411331-5175-4041-9403-346603437201
Bollywood; TV Serials; Cricket Matches; News; YouTube; Regional Cinema; Devotional Music
Bollywood
dogs
null
kabaddi
non_reader
true
0.1
Yadav
Near Gurudwara
never_married
Gujarat
1,000
Ritu Rao
Hindi
false
null
null
Bhojpuri; Hindi
Thriller; Comedy
television
daily
0
non_worker
expressive
intuitive
ambivert
prefers familiar routines; adapts to change quickly; stands their ground
A balanced, adaptable person who is practical, easy-going and assertive. Still finding their footing in life, they feel things deeply and care about those around them.
practical; easy-going; outgoing; assertive; composed
can seem emotionally distant; needs company to feel energised; procrastinates under pressure
51
37
55
50
49
8103414340
204579
nationalist_right
0.142857
0.425101
0.000139
0.33557
0.803302
0.06
0.39881
0.141574
AAY
Hindu
very_religious
null
422,184,113
OBC
null
Uttar Pradesh
UP
true
null
false
null
none
52.3
521004333137
72, Near Inter College, Firozabad
15
10,000
rural
31442442432
BARB0112143
Bank of Baroda
B+
17.2
Kayastha
1
12
21
1
1
93
1
2
71
93
government_service
29
43
joint_family
78
28
51
44
59
2011-01-09
vegetarian
none
Firozabad
illiterate
null
null
none
Hindi
null
meerasrivastava326@gmail.com
student
Sunil Srivastava
Meera
female
indian-fakedata@2.0.4
none
8.2
early_riser
true
occasional
none
false
false
pmjay
151.3
false
firewood
tap_untreated
true
false
false
true
false
false
false
false
electricity
2
thatch
true
mud
1
07077512-5667-4066-9353-016343046530
Bollywood; TV Serials; Cricket Matches; Regional Cinema; Religious Programs; Devotional Music
Devotional
dogs
null
cricket
non_reader
false
0
Srivastava
Near Inter College
never_married
null
1,000
Rajni Srivastava
Hindi
false
null
null
Bhojpuri; Hindi
Comedy; Thriller
television
daily
0
non_worker
polite_indirect
analytical
ambivert
prefers familiar routines; organized and punctual; compassionate and helpful
A balanced, adaptable person who is practical, disciplined and kind-hearted. Still finding their footing in life, they feel things deeply and care about those around them.
practical; disciplined; introspective; kind-hearted; composed
can seem emotionally distant; hesitant in large groups; perfectionist, can be rigid
63
62
52
39
31
8392343003
233497
nationalist_right
0.035714
0.425101
0.000018
0.172414
0.803302
0.06
0.339286
0.141574
AAY
Hindu
very_religious
null
422,184,113
General
null
Uttar Pradesh
UP
true
null
false
UP 01 FF 2424
two_wheeler
39.4
End of preview. Expand in Data Studio

IndianPersona-1M — Synthetic Indian Demographics & LLM Agent Personas

1,000,000 culturally-grounded synthetic Indian demographic profiles plus 250,000 ready-to-use LLM agent personas — generated entirely with the open-source indian-fakedata library (PyPI · npm).

This dataset is 100% synthetic. Every row carries synthetic = true. All identifiers (Aadhaar, PAN, voter ID, phone, email) are fabricated and exist in no government or commercial database. No real individual is represented.

Why this dataset

Most synthetic demographic generators produce statistically independent fields — a name that could be from anywhere, an income that ignores education, an address that ignores everything. This dataset is built on a correlated generation model: each person is drawn through a realistic dependency chain (religion → state → caste → mother tongue → names → education → occupation → income), calibrated against Census 2011, NFHS-5 and public survey statistics.

The personas config goes further: every profile is expanded into a complete LLM agent — a short systemPrompt and a ~3KB self-contained fullPrompt covering identity, education timeline, work & finances, Big Five personality traits, movie & anime preferences, habits, beliefs, memories and behaviour rules. Feed it to any LLM and it acts as that person.

Configs

Config Rows What's inside
base 1,000,000 Full flat profiles — 139 columns of demographics, biometrics, identifiers, geography, socio-economics, household assets, personality (Big Five + derived traits), interests, habits, cultural scores, probability metrics
personas 250,000 Core identity fields + identityLine, systemPrompt, fullPrompt, worldview beliefs, memory seeds, behaviour rules
from datasets import load_dataset

# LLM personas (roleplay / simulation / eval)
personas = load_dataset("abhay557/IndianPersona-1M", split="train")

# raw tabular profiles (testing, dashboards, ML)
base = load_dataset("abhay557/IndianPersona-1M", "base", split="train")

Sample persona prompt (personas[0].fullPrompt, truncated)

You are Reema Yadav, a 27-year-old female from Khagaria, Bihar, India...

IDENTITY
- Religion: Hindu; Caste/community: Yadav; Social category: OBC
...
EDUCATION
- 2006-2012: Primary School — Government Primary School, Khagaria (Bihar School Examination Board)
...
PERSONALITY
- A balanced, adaptable person who is practical, easy-going and kind-hearted...
INTERESTS & PREFERENCES
- Movies: Drama, Comedy (in Hindi); Anime fan: yes
HOW TO SPEAK & BEHAVE
- Occasionally use Hindi words or phrases when expressing strong emotions...
- Stay fully in character at all times.

Reproducibility

Every shard was generated with a fixed seed recorded in manifest.json (indianpersona-base-0..9, indianpersona-personas-0..4) — regenerate byte-identical data locally:

pip install indian-fakedata pandas pyarrow
python generate_dataset.py

Intended use

Software testing, ML/AI research, social simulation, game/fiction character generation, education, dashboard prototyping.

Prohibited use

Fake identity documents or KYC evasion; bot accounts or personas interacting with real humans; disinformation, impersonation or spam; presenting this data as real statistics about real people. See the full policy in the repository README.

Citation

@misc{mourya2026indianpersona,
  title  = {IndianPersona-1M: Synthetic Indian Demographic Profiles and LLM Agent Personas},
  author = {Abhay Mourya},
  year   = {2026},
  url    = {https://github.com/Abhay557/indian-fakedata}
}
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