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train · 50k rows

gender stringclasses 6 values	sexual_orientation stringclasses 8 values	location_type stringclasses 6 values	income_bracket stringclasses 7 values	education_level stringclasses 9 values	interest_tags stringlengths 13 49	app_usage_time_min int64 0 300	app_usage_time_label stringclasses 7 values	swipe_right_ratio float64 0 1	swipe_right_label stringclasses 4 values	likes_received int64 0 200	mutual_matches int64 0 30	profile_pics_count int64 0 6	bio_length int64 0 500	message_sent_count int64 0 100	emoji_usage_rate float64 0 0.94	last_active_hour int64 0 23	swipe_time_of_day stringclasses 6 values	match_outcome stringclasses 10 values
Prefer Not to Say	Gay	Urban	High	Bachelor’s	Fitness, Politics, Traveling	52	Moderate	0.6	Optimistic	173	23	4	44	75	0.36	13	Early Morning	Mutual Match
Male	Bisexual	Suburban	Upper-Middle	No Formal Education	Languages, Fashion, Parenting	279	Extreme User	0.56	Optimistic	107	7	3	301	35	0.42	0	Morning	Chat Ignored
Non-binary	Pansexual	Suburban	Low	Master’s	Movies, Reading, DIY	49	Moderate	0.41	Optimistic	91	27	2	309	33	0.41	1	After Midnight	Date Happened
Genderfluid	Gay	Metro	Very Low	Postdoc	Coding, Podcasts, History	185	Extreme User	0.32	Balanced	147	6	5	35	5	0.07	21	Morning	No Action
Male	Bisexual	Urban	Middle	Bachelor’s	Clubbing, Podcasts, Cars	83	High	0.32	Balanced	94	11	1	343	34	0.11	22	After Midnight	One-sided Like
Genderfluid	Lesbian	Small Town	High	Associate’s	Anime, Clubbing, DIY	138	Addicted	0.62	Optimistic	163	22	4	112	87	0.18	10	Early Morning	Blocked
Male	Asexual	Metro	Lower-Middle	High School	Tech, Makeup, Parenting	161	Addicted	0.38	Balanced	54	20	3	202	82	0.32	14	Morning	No Action
Female	Bisexual	Remote Area	Upper-Middle	Postdoc	Spirituality, Sneaker Culture, Meditation	219	Extreme User	0.47	Optimistic	149	12	2	112	17	0.54	16	Evening	One-sided Like
Male	Gay	Suburban	High	Diploma	MMA, Board Games, Startups	32	Moderate	0.23	Balanced	98	12	4	239	67	0.27	8	Late Night	Mutual Match
Prefer Not to Say	Gay	Remote Area	Upper-Middle	Bachelor’s	Social Activism, Astrology, Photography	150	Addicted	0.68	Optimistic	111	5	3	1	92	0.27	23	Afternoon	Relationship Formed
Female	Gay	Remote Area	Lower-Middle	Postdoc	Startups, Fashion, Yoga	191	Extreme User	0.41	Optimistic	195	5	4	488	99	0.57	16	Early Morning	Catfished
Non-binary	Queer	Urban	Very Low	Master’s	Memes, Fitness, Gaming	123	Addicted	0.53	Optimistic	145	30	0	43	93	0.13	15	Early Morning	Relationship Formed
Female	Lesbian	Remote Area	Middle	Postdoc	Anime, Spirituality, Stand-up Comedy	216	Extreme User	0.71	Swipe Maniac	54	29	4	386	93	0.43	22	Morning	No Action
Transgender	Asexual	Metro	Upper-Middle	PhD	Photography, Fitness, Politics	32	Moderate	0.38	Balanced	86	0	4	283	29	0.23	18	Morning	Mutual Match
Male	Straight	Suburban	Very Low	No Formal Education	Astrology, Cooking, Investing	121	Addicted	0.28	Balanced	71	21	3	109	69	0.08	4	After Midnight	Catfished
Genderfluid	Queer	Suburban	Very High	PhD	Poetry, Fashion, Movies	49	Moderate	0.56	Optimistic	168	13	2	216	52	0.39	14	After Midnight	Mutual Match
Prefer Not to Say	Gay	Urban	Middle	Master’s	Movies, Fitness, Fashion	97	High	0.49	Optimistic	137	14	1	216	23	0.54	8	Evening	Blocked
Male	Queer	Small Town	Very Low	No Formal Education	Social Activism, Painting, Hiking	47	Moderate	0.49	Optimistic	192	27	1	85	52	0.31	15	Evening	Blocked
Transgender	Straight	Suburban	Middle	No Formal Education	DIY, Spirituality, Clubbing	146	Addicted	0.46	Optimistic	108	22	5	401	71	0.41	21	After Midnight	Date Happened
Female	Bisexual	Rural	Low	No Formal Education	Meditation, Sneaker Culture, Painting	31	Moderate	0.65	Optimistic	191	10	0	25	74	0.18	15	Late Night	Relationship Formed
Female	Straight	Small Town	Very Low	Diploma	Cooking, Startups, MMA	120	Addicted	0.68	Optimistic	103	3	4	126	74	0.2	19	Early Morning	Catfished
Male	Demisexual	Remote Area	Upper-Middle	Postdoc	Foodie, Spirituality, Tech	160	Addicted	0.54	Optimistic	61	8	3	67	85	0.19	20	Afternoon	Date Happened
Non-binary	Gay	Urban	Middle	High School	Cooking, Painting, Tech	259	Extreme User	0.56	Optimistic	67	4	2	451	8	0.68	7	Afternoon	No Action
Female	Queer	Small Town	High	Bachelor’s	History, Social Activism, Stand-up Comedy	4	Barely	0.57	Optimistic	170	26	4	153	84	0.29	3	Morning	No Action
Male	Gay	Remote Area	Upper-Middle	Diploma	Art, Coding, Startups	107	High	0.88	Swipe Maniac	183	10	1	351	81	0.29	8	Late Night	Date Happened
Non-binary	Straight	Urban	High	MBA	Art, Dancing, Hiking	170	Addicted	0.17	Choosy	197	4	5	134	20	0.12	23	Evening	Relationship Formed
Prefer Not to Say	Demisexual	Small Town	Very Low	High School	Cooking, Motorcycling, Yoga	279	Extreme User	0.46	Optimistic	9	5	4	282	18	0.28	13	Morning	Mutual Match
Non-binary	Asexual	Urban	Lower-Middle	Associate’s	MMA, Fitness, K-pop	52	Moderate	0.5	Optimistic	90	24	4	452	52	0.36	19	After Midnight	Ghosted
Female	Lesbian	Suburban	Middle	No Formal Education	Pets, Sneaker Culture, Astrology	210	Extreme User	0.78	Swipe Maniac	171	27	5	415	31	0.13	8	Morning	One-sided Like
Transgender	Straight	Metro	Low	Associate’s	Clubbing, Writing, Memes	116	High	0.52	Optimistic	57	0	5	98	51	0.16	10	Afternoon	One-sided Like
Non-binary	Asexual	Remote Area	Upper-Middle	MBA	MMA, Painting, Astrology	14	Very Low	0.19	Choosy	29	28	2	91	74	0.23	8	Early Morning	One-sided Like
Genderfluid	Demisexual	Rural	High	Master’s	Board Games, Startups, Investing	59	Moderate	0.32	Balanced	98	28	4	97	32	0.17	1	After Midnight	Chat Ignored
Male	Bisexual	Rural	Middle	High School	K-pop, Astrology, History	160	Addicted	0.66	Optimistic	169	27	0	368	38	0.06	16	Afternoon	Chat Ignored
Non-binary	Demisexual	Remote Area	Lower-Middle	Postdoc	Traveling, Fashion, Poetry	194	Extreme User	1	Swipe Maniac	173	23	1	315	72	0.24	9	Evening	Relationship Formed
Male	Pansexual	Rural	Low	MBA	Meditation, Startups, Social Activism	164	Addicted	0.6	Optimistic	119	14	3	345	27	0.25	16	Evening	Ghosted
Prefer Not to Say	Gay	Rural	Upper-Middle	Master’s	Reading, Crafting, Fitness	158	Addicted	0.74	Swipe Maniac	57	25	1	75	3	0.39	1	Morning	Date Happened
Genderfluid	Gay	Metro	Middle	Associate’s	Parenting, Motorcycling, DIY	253	Extreme User	0.87	Swipe Maniac	102	7	1	335	88	0.27	0	Early Morning	Chat Ignored
Female	Lesbian	Remote Area	Upper-Middle	PhD	Gaming, Languages, Fitness	62	High	0.31	Balanced	116	4	6	237	85	0.54	16	Late Night	Catfished
Non-binary	Queer	Small Town	Very High	Postdoc	Board Games, Languages, Running	81	High	0.66	Optimistic	190	27	3	230	33	0.71	7	After Midnight	No Action
Genderfluid	Queer	Remote Area	Low	Bachelor’s	Running, Cooking, Parenting	146	Addicted	0.35	Balanced	60	8	2	163	69	0.22	2	Morning	Ghosted
Female	Demisexual	Remote Area	Low	Associate’s	Cooking, Poetry, Astrology	277	Extreme User	0.5	Optimistic	119	13	0	105	53	0.66	12	Late Night	Mutual Match
Genderfluid	Demisexual	Metro	Very Low	Master’s	Memes, Crafting, DIY	214	Extreme User	0.49	Optimistic	137	23	5	279	77	0.1	7	Evening	Blocked
Non-binary	Demisexual	Metro	Very Low	MBA	Astrology, K-pop, MMA	207	Extreme User	0.46	Optimistic	185	5	6	239	16	0.39	19	Late Night	Mutual Match
Transgender	Straight	Urban	High	MBA	Traveling, Clubbing, Pets	25	Low	0.65	Optimistic	66	12	2	108	58	0.27	10	Afternoon	Chat Ignored
Non-binary	Demisexual	Rural	Very High	High School	Skating, Music, Sneaker Culture	276	Extreme User	0.54	Optimistic	13	5	1	332	8	0.08	20	Early Morning	Mutual Match
Female	Bisexual	Urban	Upper-Middle	Diploma	Fitness, Traveling, Skating	58	Moderate	0.85	Swipe Maniac	144	30	1	238	89	0.4	8	Afternoon	Ghosted
Genderfluid	Gay	Suburban	Lower-Middle	High School	Meditation, Music, Memes	294	Extreme User	0.72	Swipe Maniac	173	29	3	203	91	0.33	6	Early Morning	Catfished
Prefer Not to Say	Bisexual	Urban	High	Bachelor’s	MMA, Startups, Photography	289	Extreme User	0.38	Balanced	200	1	2	272	54	0.11	21	Afternoon	One-sided Like
Genderfluid	Asexual	Urban	Very High	MBA	Gardening, Movies, Board Games	185	Extreme User	0.69	Optimistic	162	28	6	235	90	0.51	4	Evening	Ghosted
Prefer Not to Say	Pansexual	Small Town	Very High	Postdoc	Skating, Clubbing, Board Games	137	Addicted	0.2	Balanced	82	27	1	425	11	0.19	8	Evening	Blocked
Transgender	Demisexual	Rural	Very Low	PhD	Foodie, Pets, Gardening	108	High	0.64	Optimistic	90	25	2	174	35	0.1	19	After Midnight	No Action
Genderfluid	Straight	Small Town	Low	High School	Fitness, Tattoos, Poetry	250	Extreme User	0.43	Optimistic	142	24	1	353	60	0.13	20	After Midnight	Date Happened
Transgender	Straight	Urban	Lower-Middle	Associate’s	Binge-Watching, Motorcycling, Fitness	156	Addicted	0.51	Optimistic	169	18	2	242	70	0.1	16	Afternoon	Chat Ignored
Prefer Not to Say	Asexual	Rural	High	PhD	Art, Memes, Spirituality	118	High	0.67	Optimistic	30	23	1	161	15	0.03	23	Late Night	Ghosted
Female	Bisexual	Remote Area	Middle	Bachelor’s	Tattoos, Meditation, Crafting	268	Extreme User	0.34	Balanced	152	9	0	426	24	0.32	9	Morning	Instant Match
Female	Pansexual	Urban	High	Postdoc	Traveling, Art, Dancing	27	Low	0.83	Swipe Maniac	141	9	5	483	16	0.25	20	Evening	One-sided Like
Male	Pansexual	Metro	Middle	PhD	Astrology, Pets, Gaming	129	Addicted	0.25	Balanced	122	3	6	33	51	0.36	15	Early Morning	Catfished
Prefer Not to Say	Straight	Suburban	Low	Bachelor’s	Reading, Fitness, Photography	285	Extreme User	0.83	Swipe Maniac	195	13	4	305	79	0.09	7	Late Night	Chat Ignored
Transgender	Queer	Rural	Very High	MBA	Memes, Makeup, History	30	Moderate	0.59	Optimistic	156	30	5	50	97	0.38	6	After Midnight	Blocked
Non-binary	Gay	Suburban	Low	Diploma	Languages, Cooking, Anime	1	Barely	0.31	Balanced	104	14	5	304	60	0.36	9	Early Morning	Blocked
Non-binary	Pansexual	Remote Area	Very High	PhD	Cooking, MMA, Politics	135	Addicted	0.41	Optimistic	160	18	5	411	25	0.28	13	Early Morning	Relationship Formed
Female	Lesbian	Rural	Very High	Diploma	Cooking, Gaming, Anime	157	Addicted	0.97	Swipe Maniac	152	23	6	291	36	0.11	14	Early Morning	Date Happened
Prefer Not to Say	Pansexual	Remote Area	Middle	Bachelor’s	Investing, Painting, Gardening	224	Extreme User	0.51	Optimistic	20	19	0	455	55	0.42	23	Afternoon	Catfished
Non-binary	Straight	Urban	Low	No Formal Education	Crafting, MMA, Art	295	Extreme User	0.76	Swipe Maniac	10	2	3	265	83	0.04	14	Afternoon	Ghosted
Genderfluid	Demisexual	Remote Area	Very High	PhD	Reading, Skating, Writing	209	Extreme User	0.38	Balanced	85	10	5	53	20	0.45	10	Evening	Date Happened
Non-binary	Demisexual	Small Town	Very Low	PhD	Reading, Foodie, Spirituality	165	Addicted	0.38	Balanced	29	24	3	442	65	0.15	0	After Midnight	Relationship Formed
Transgender	Demisexual	Urban	Low	Postdoc	Cars, History, Crafting	255	Extreme User	0.56	Optimistic	160	14	6	26	26	0.13	8	Late Night	Ghosted
Non-binary	Queer	Remote Area	Middle	High School	Music, Podcasts, Startups	122	Addicted	0.14	Choosy	181	5	2	282	1	0.08	17	Evening	One-sided Like
Female	Gay	Metro	Very Low	Diploma	Gardening, Parenting, Coding	260	Extreme User	0.46	Optimistic	180	8	3	427	61	0.55	15	Morning	Date Happened
Genderfluid	Lesbian	Metro	Low	Postdoc	Sneaker Culture, Traveling, Cooking	141	Addicted	0.5	Optimistic	197	25	6	212	43	0.34	16	Afternoon	Mutual Match
Non-binary	Pansexual	Small Town	Upper-Middle	PhD	Yoga, Running, Painting	247	Extreme User	0.44	Optimistic	88	10	4	390	69	0.28	12	Evening	Instant Match
Female	Bisexual	Small Town	Middle	Associate’s	Poetry, Dancing, Foodie	242	Extreme User	0.88	Swipe Maniac	180	29	6	195	49	0.55	21	After Midnight	Ghosted
Transgender	Straight	Suburban	Upper-Middle	Master’s	Movies, Running, Stand-up Comedy	233	Extreme User	0.26	Balanced	3	1	3	445	83	0.31	4	Early Morning	Date Happened
Non-binary	Asexual	Small Town	High	MBA	Social Activism, Reading, Astrology	273	Extreme User	0.36	Balanced	97	30	2	320	91	0.19	15	Late Night	Mutual Match
Genderfluid	Gay	Suburban	High	Bachelor’s	Politics, Sneaker Culture, Reading	222	Extreme User	0.47	Optimistic	25	24	5	360	12	0.24	14	Morning	No Action
Male	Straight	Rural	Very High	No Formal Education	Coding, Writing, Cars	220	Extreme User	0.41	Optimistic	37	7	4	210	72	0.34	21	Morning	Ghosted
Female	Gay	Small Town	Very High	MBA	History, MMA, Fitness	254	Extreme User	0.55	Optimistic	149	4	1	236	81	0.5	8	Evening	No Action
Prefer Not to Say	Straight	Metro	Lower-Middle	Postdoc	Anime, Cooking, Running	176	Addicted	0.37	Balanced	150	9	5	492	54	0.43	22	Afternoon	Date Happened
Non-binary	Bisexual	Metro	Very High	PhD	Movies, Fitness, DIY	292	Extreme User	0.8	Swipe Maniac	91	18	2	358	37	0.22	0	After Midnight	Chat Ignored
Non-binary	Straight	Small Town	Very High	No Formal Education	Startups, Sneaker Culture, Gardening	146	Addicted	0.75	Swipe Maniac	198	25	1	310	45	0.39	7	After Midnight	Blocked
Genderfluid	Pansexual	Remote Area	Very High	Diploma	Podcasts, Movies, Social Activism	20	Low	0.58	Optimistic	79	25	3	17	74	0.18	11	After Midnight	Ghosted
Male	Pansexual	Rural	High	MBA	Pets, Fashion, Traveling	276	Extreme User	0.51	Optimistic	93	16	4	467	34	0.4	5	Afternoon	Date Happened
Non-binary	Asexual	Urban	Middle	High School	Yoga, Crafting, Politics	203	Extreme User	0.35	Balanced	142	11	0	404	50	0.54	0	Afternoon	Relationship Formed
Male	Queer	Rural	High	Bachelor’s	Meditation, DIY, Podcasts	190	Extreme User	0.74	Swipe Maniac	27	21	1	241	3	0.32	19	Late Night	Instant Match
Genderfluid	Bisexual	Remote Area	Very Low	PhD	Motorcycling, Memes, Social Activism	209	Extreme User	0.34	Balanced	29	4	0	484	4	0.39	9	Evening	One-sided Like
Male	Bisexual	Small Town	Low	MBA	Clubbing, Cars, K-pop	276	Extreme User	0.12	Choosy	107	18	5	372	19	0.42	13	After Midnight	One-sided Like
Transgender	Demisexual	Rural	Very Low	Master’s	Tech, Running, Fitness	185	Extreme User	0.6	Optimistic	25	21	2	278	82	0.25	11	Early Morning	Chat Ignored
Non-binary	Bisexual	Urban	Very High	PhD	Reading, K-pop, Tech	10	Very Low	0.49	Optimistic	12	12	2	124	16	0.42	18	Morning	One-sided Like
Genderfluid	Bisexual	Small Town	Low	Associate’s	Astrology, Yoga, Startups	1	Barely	0.77	Swipe Maniac	70	27	1	66	69	0.28	8	Morning	One-sided Like
Prefer Not to Say	Straight	Suburban	Very Low	Master’s	Fitness, Meditation, Foodie	8	Very Low	0.48	Optimistic	44	8	0	64	94	0.25	13	Late Night	One-sided Like
Prefer Not to Say	Gay	Metro	Middle	Master’s	Investing, Meditation, Movies	231	Extreme User	0.51	Optimistic	128	7	4	22	93	0.39	21	Late Night	No Action
Transgender	Straight	Urban	Middle	MBA	Board Games, MMA, Movies	251	Extreme User	0.23	Balanced	182	29	3	37	10	0.54	10	Late Night	Ghosted
Male	Lesbian	Rural	Upper-Middle	Postdoc	Parenting, Foodie, DIY	271	Extreme User	0.76	Swipe Maniac	75	14	4	309	55	0.16	3	After Midnight	One-sided Like
Prefer Not to Say	Bisexual	Metro	Middle	Associate’s	Poetry, Astrology, Clubbing	204	Extreme User	0.53	Optimistic	106	23	0	160	54	0.47	10	After Midnight	No Action
Non-binary	Lesbian	Remote Area	Middle	High School	Reading, Board Games, Movies	190	Extreme User	0.69	Optimistic	33	17	0	300	71	0.39	17	Afternoon	One-sided Like
Transgender	Asexual	Remote Area	Very High	MBA	Tattoos, Gaming, Coding	159	Addicted	0.15	Choosy	90	3	4	259	27	0.51	4	After Midnight	Date Happened
Female	Gay	Rural	Very High	Postdoc	Cars, Photography, Crafting	142	Addicted	0.64	Optimistic	146	7	6	219	71	0.12	19	Late Night	Relationship Formed
Male	Pansexual	Urban	Low	Bachelor’s	Motorcycling, Crafting, Memes	173	Addicted	0.5	Optimistic	89	0	1	445	18	0.34	18	After Midnight	Chat Ignored
Male	Lesbian	Remote Area	High	No Formal Education	Reading, Sneaker Culture, Stand-up Comedy	110	High	0.49	Optimistic	96	13	3	174	20	0.62	11	Afternoon	Instant Match
Genderfluid	Gay	Urban	Low	Diploma	Crafting, History, Gaming	41	Moderate	0.28	Balanced	69	14	5	217	62	0.34	19	Evening	Chat Ignored

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Number of rows:

50,000