Split (1)

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 stringclasses 301 values	app_usage_time_label stringclasses 7 values	swipe_right_ratio stringclasses 101 values	swipe_right_label stringclasses 4 values	likes_received stringclasses 201 values	mutual_matches stringclasses 31 values	profile_pics_count stringclasses 7 values	bio_length stringclasses 501 values	message_sent_count stringclasses 101 values	emoji_usage_rate stringclasses 93 values	last_active_hour stringclasses 24 values	swipe_time_of_day stringclasses 6 values	match_outcome stringclasses 10 values	age stringclasses 42 values	height_cm stringclasses 56 values	weight_kg stringclasses 769 values	zodiac_sign stringclasses 12 values	body_type stringclasses 6 values	relationship_intent stringclasses 6 values
Transgender	Asexual	Urban	Low	Associate’s	Meditation, Cars, Crafting	288	Extreme User	0.65	Optimistic	127	16	0	174	46	0.35	8	Morning	Chat Ignored	50	154	56.0	Virgo	Curvy	Casual Dating
Prefer Not to Say	Straight	Remote Area	Very High	PhD	Anime, Politics, Tattoos	196	Extreme User	0.53	Optimistic	4	1	2	402	37	0.21	13	After Midnight	Instant Match	57	165	55.3	Cancer	Curvy	Hookups
Non-binary	Demisexual	Metro	Middle	Diploma	Dancing, Writing, Cooking	226	Extreme User	0.45	Optimistic	26	0	3	104	7	0.18	16	Evening	One-sided Like	38	177	57.3	Libra	Average	Serious Relationship
Non-binary	Demisexual	Rural	Very High	PhD	Painting, Social Activism, Crafting	117	High	0.65	Optimistic	123	21	5	31	27	0.06	3	Evening	Instant Match	33	199	91.9	Taurus	Athletic	Friends Only
Non-binary	Bisexual	Small Town	Very Low	Diploma	Running, Coding, Cooking	154	Addicted	0.32	Balanced	128	27	2	361	58	0.32	21	Morning	Chat Ignored	35	153	58.1	Aquarius	Curvy	Serious Relationship
Male	Lesbian	Small Town	Low	Master’s	Spirituality, Crafting, Binge-Watching	270	Extreme User	0.4	Optimistic	103	4	3	95	71	0.24	16	Afternoon	Mutual Match	21	180	83.9	Scorpio	Plus Size	Casual Dating
Transgender	Demisexual	Metro	Lower-Middle	Diploma	Hiking, Running, Social Activism	193	Extreme User	0.47	Optimistic	174	6	1	244	8	0.39	22	Morning	Instant Match	19	178	83.3	Capricorn	Athletic	Casual Dating
Female	Demisexual	Metro	Middle	Diploma	Writing, Startups, Traveling	111	High	0.0	Choosy	135	13	5	258	60	0.52	19	Early Morning	Chat Ignored	40	182	63.9	Virgo	Muscular	Hookups
Prefer Not to Say	Straight	Rural	Upper-Middle	Postdoc	Binge-Watching, Meditation, MMA	119	High	0.21	Balanced	45	1	5	171	99	0.22	11	Morning	No Action	25	173	62.6	Scorpio	Curvy	Friends Only
Male	Asexual	Urban	High	Postdoc	Startups, Yoga, Skating	102	High	0.72	Swipe Maniac	147	13	5	42	41	0.41	19	Evening	Chat Ignored	26	191	86.5	Taurus	Average	Friends Only
Non-binary	Straight	Rural	Low	Master’s	Poetry, Running, Gaming	242	Extreme User	0.22	Balanced	128	19	3	255	90	0.52	10	Afternoon	No Action	33	177	88.3	Pisces	Slim	Networking
Female	Demisexual	Urban	Upper-Middle	No Formal Education	Fitness, Stand-up Comedy, Spirituality	75	High	0.37	Balanced	46	15	1	440	51	0.27	23	Morning	Date Happened	58	182	88.1	Gemini	Athletic	Networking
Prefer Not to Say	Bisexual	Suburban	Very Low	Diploma	Pets, Social Activism, Yoga	246	Extreme User	0.52	Optimistic	26	3	6	38	59	0.12	11	After Midnight	Date Happened	21	199	72.1	Taurus	Curvy	Hookups
Transgender	Gay	Metro	Very Low	MBA	Anime, Gaming, Coding	80	High	0.4	Optimistic	157	28	4	190	14	0.22	9	Afternoon	Relationship Formed	18	161	52.6	Sagittarius	Average	Exploring
Transgender	Bisexual	Urban	Lower-Middle	Diploma	Movies, Board Games, Meditation	4	Barely	0.42	Optimistic	53	18	6	412	22	0.55	5	Early Morning	Ghosted	36	166	62.0	Virgo	Athletic	Serious Relationship
Prefer Not to Say	Demisexual	Small Town	Very High	Postdoc	Hiking, Movies, Art	94	High	0.66	Optimistic	173	12	2	253	9	0.25	1	Evening	Relationship Formed	32	180	70.6	Aquarius	Plus Size	Friends Only
Male	Gay	Metro	Middle	No Formal Education	Tech, Reading, Binge-Watching	99	High	0.3	Balanced	114	28	6	20	43	0.65	21	Early Morning	Mutual Match	30	171	71.6	Leo	Muscular	Networking
Non-binary	Bisexual	Suburban	Low	MBA	Clubbing, Pets, Spirituality	143	Addicted	0.53	Optimistic	96	18	1	436	14	0.14	14	Morning	Catfished	57	155	51.9	Cancer	Curvy	Friends Only
Non-binary	Queer	Metro	Low	Postdoc	Hiking, Painting, Politics	288	Extreme User	0.55	Optimistic	8	6	6	475	41	0.12	8	Early Morning	Ghosted	56	178	69.1	Gemini	Muscular	Hookups
Non-binary	Asexual	Urban	High	Associate’s	Sneaker Culture, Startups, Politics	65	High	0.44	Optimistic	118	22	1	388	63	0.45	5	Late Night	One-sided Like	45	167	71.4	Aquarius	Muscular	Casual Dating
Female	Gay	Metro	Low	Master’s	Social Activism, Gaming, Memes	288	Extreme User	0.36	Balanced	109	1	1	425	55	0.49	22	Evening	Date Happened	53	175	81.5	Scorpio	Athletic	Hookups
Transgender	Asexual	Suburban	Middle	Diploma	Languages, Social Activism, Memes	182	Extreme User	0.89	Swipe Maniac	52	18	3	135	79	0.31	23	After Midnight	Catfished	53	195	76.4	Sagittarius	Slim	Casual Dating
Non-binary	Straight	Metro	High	No Formal Education	Investing, Painting, Board Games	154	Addicted	0.76	Swipe Maniac	0	0	5	253	46	0.25	13	Early Morning	Ghosted	28	166	64.5	Virgo	Average	Serious Relationship
Male	Straight	Remote Area	High	High School	Makeup, Anime, Startups	23	Low	0.51	Optimistic	42	5	6	39	47	0.19	9	Morning	Catfished	56	190	67.5	Capricorn	Muscular	Casual Dating
Male	Pansexual	Rural	Upper-Middle	No Formal Education	Meditation, Politics, Pets	80	High	0.42	Optimistic	89	30	1	126	26	0.43	5	Early Morning	Ghosted	40	150	45.2	Sagittarius	Curvy	Friends Only
Female	Asexual	Urban	Very Low	Diploma	Cars, Social Activism, Astrology	176	Addicted	0.46	Optimistic	15	3	4	452	93	0.46	7	Afternoon	No Action	55	151	48.1	Virgo	Athletic	Serious Relationship
Non-binary	Straight	Suburban	Very High	MBA	Meditation, Investing, Languages	286	Extreme User	0.14	Choosy	72	22	6	106	79	0.08	6	Morning	Blocked	21	177	70.5	Sagittarius	Slim	Friends Only
Female	Pansexual	Suburban	Middle	Diploma	Meditation, Board Games, Traveling	3	Barely	0.0	Choosy	137	0	2	288	95	0.06	23	Late Night	Blocked	23	173	59.6	Capricorn	Plus Size	Friends Only
Male	Lesbian	Rural	Very High	Bachelor’s	Reading, Anime, Meditation	29	Low	0.42	Optimistic	113	24	2	384	76	0.39	12	Afternoon	Catfished	21	190	97.1	Libra	Muscular	Casual Dating
Genderfluid	Lesbian	Urban	Very Low	Diploma	Fitness, Gardening, Binge-Watching	101	High	0.73	Swipe Maniac	19	15	3	158	75	0.14	11	Afternoon	Ghosted	47	148	46.9	Leo	Slim	Friends Only
Male	Straight	Metro	Low	Bachelor’s	Social Activism, Reading, Makeup	104	High	0.46	Optimistic	114	10	4	407	12	0.26	18	Morning	Ghosted	47	176	65.4	Cancer	Slim	Friends Only
Transgender	Queer	Urban	High	Associate’s	Movies, Skating, Cars	118	High	0.57	Optimistic	184	12	1	483	54	0.33	8	Evening	Instant Match	53	174	86.9	Aries	Plus Size	Casual Dating
Female	Demisexual	Rural	Middle	High School	Yoga, Motorcycling, Music	217	Extreme User	0.24	Balanced	30	14	6	392	29	0.37	0	Early Morning	Catfished	29	160	57.9	Aquarius	Average	Friends Only
Genderfluid	Lesbian	Remote Area	High	Postdoc	Art, Foodie, Traveling	138	Addicted	0.4	Optimistic	15	6	1	361	13	0.16	2	Afternoon	Blocked	51	193	97.6	Virgo	Average	Friends Only
Non-binary	Asexual	Urban	Lower-Middle	High School	Art, Tech, Tattoos	71	High	0.54	Optimistic	25	18	5	53	38	0.1	7	After Midnight	Mutual Match	24	171	68.7	Gemini	Curvy	Networking
Genderfluid	Queer	Metro	Upper-Middle	PhD	Podcasts, Traveling, Spirituality	238	Extreme User	0.75	Swipe Maniac	154	4	2	354	94	0.14	8	Morning	Ghosted	53	186	81.3	Leo	Average	Exploring
Male	Bisexual	Remote Area	Very High	Bachelor’s	Podcasts, MMA, Foodie	276	Extreme User	0.51	Optimistic	28	18	1	376	0	0.26	9	Late Night	Date Happened	53	171	82.2	Aquarius	Slim	Hookups
Transgender	Straight	Metro	Middle	MBA	Makeup, Fashion, Tech	120	Addicted	0.61	Optimistic	193	5	4	301	71	0.25	13	Afternoon	One-sided Like	53	183	86.7	Libra	Athletic	Serious Relationship
Non-binary	Straight	Suburban	Lower-Middle	PhD	Parenting, Painting, K-pop	148	Addicted	0.77	Swipe Maniac	110	8	0	452	66	0.47	10	After Midnight	Relationship Formed	39	190	89.2	Leo	Curvy	Casual Dating
Non-binary	Bisexual	Remote Area	Upper-Middle	Diploma	Foodie, Motorcycling, Board Games	244	Extreme User	0.47	Optimistic	34	12	6	88	2	0.06	23	Late Night	No Action	23	200	80.0	Taurus	Plus Size	Hookups
Transgender	Queer	Suburban	High	Diploma	Cars, Memes, Tech	163	Addicted	0.4	Optimistic	188	11	0	402	74	0.38	12	Morning	Relationship Formed	37	166	60.1	Libra	Average	Casual Dating
Female	Lesbian	Suburban	Very High	Master’s	Hiking, Crafting, Movies	273	Extreme User	0.72	Swipe Maniac	46	11	5	407	84	0.18	20	Evening	Ghosted	44	195	81.8	Gemini	Curvy	Exploring
Non-binary	Queer	Suburban	Upper-Middle	MBA	Fashion, Meditation, Crafting	128	Addicted	0.73	Swipe Maniac	46	20	0	46	21	0.32	5	Morning	No Action	21	193	70.8	Scorpio	Athletic	Hookups
Male	Pansexual	Small Town	Upper-Middle	Diploma	Startups, Hiking, Motorcycling	213	Extreme User	0.07	Choosy	100	5	6	355	56	0.14	1	Morning	Chat Ignored	54	148	55.2	Cancer	Average	Networking
Transgender	Straight	Rural	Very High	Master’s	Gaming, Meditation, Cars	220	Extreme User	0.66	Optimistic	49	5	0	244	36	0.14	20	Early Morning	Mutual Match	43	145	51.1	Aquarius	Curvy	Exploring
Prefer Not to Say	Bisexual	Small Town	Very Low	No Formal Education	Sneaker Culture, Crafting, Reading	294	Extreme User	0.63	Optimistic	56	7	2	390	25	0.32	17	Late Night	Ghosted	28	175	61.9	Aries	Slim	Exploring
Female	Lesbian	Rural	Very High	PhD	Reading, Meditation, Politics	195	Extreme User	0.47	Optimistic	1	0	3	494	2	0.41	16	Morning	Date Happened	44	197	90.4	Aquarius	Slim	Casual Dating
Transgender	Straight	Rural	Middle	Bachelor’s	Binge-Watching, Photography, MMA	214	Extreme User	0.46	Optimistic	14	7	3	445	16	0.16	12	Afternoon	Blocked	44	146	56.3	Leo	Average	Networking
Prefer Not to Say	Asexual	Urban	Very Low	Master’s	Politics, Clubbing, Pets	102	High	0.68	Optimistic	69	13	0	227	54	0.12	21	Morning	Blocked	46	148	59.8	Capricorn	Athletic	Serious Relationship
Prefer Not to Say	Gay	Suburban	Very High	Associate’s	Poetry, Photography, Hiking	132	Addicted	0.46	Optimistic	72	22	0	494	55	0.17	9	Morning	Blocked	31	200	114.8	Taurus	Muscular	Hookups
Prefer Not to Say	Gay	Metro	Lower-Middle	Bachelor’s	Coding, Photography, Sneaker Culture	100	High	0.32	Balanced	117	5	3	240	84	0.41	12	Late Night	Instant Match	32	173	85.0	Scorpio	Athletic	Exploring
Transgender	Demisexual	Urban	Middle	Associate’s	Spirituality, Startups, Coding	92	High	0.2	Balanced	159	1	6	142	54	0.43	2	Evening	Instant Match	27	151	46.3	Aries	Average	Casual Dating
Non-binary	Gay	Small Town	Upper-Middle	PhD	Music, Reading, Gardening	289	Extreme User	0.55	Optimistic	48	5	2	357	23	0.24	1	Morning	No Action	52	155	51.7	Aquarius	Curvy	Serious Relationship
Genderfluid	Bisexual	Metro	Lower-Middle	Bachelor’s	Art, Cooking, Gardening	86	High	0.66	Optimistic	56	8	2	219	99	0.45	10	Morning	Relationship Formed	40	166	73.3	Sagittarius	Curvy	Networking
Transgender	Pansexual	Metro	Upper-Middle	No Formal Education	Anime, Writing, Coding	274	Extreme User	0.59	Optimistic	94	23	1	193	97	0.19	4	Evening	Relationship Formed	18	191	108.3	Capricorn	Slim	Networking
Genderfluid	Straight	Rural	High	PhD	Pets, Fashion, Stand-up Comedy	222	Extreme User	0.0	Choosy	187	22	2	32	83	0.02	0	Early Morning	Catfished	33	153	48.0	Scorpio	Muscular	Casual Dating
Non-binary	Bisexual	Small Town	Very High	Master’s	Podcasts, Foodie, Skating	137	Addicted	0.35	Balanced	44	2	3	371	35	0.33	7	Afternoon	Catfished	44	157	66.6	Taurus	Plus Size	Friends Only
Genderfluid	Straight	Urban	Upper-Middle	Associate’s	Skating, Painting, Cooking	134	Addicted	0.45	Optimistic	172	13	0	156	62	0.13	20	After Midnight	Chat Ignored	43	178	60.2	Cancer	Plus Size	Exploring
Prefer Not to Say	Gay	Rural	Low	PhD	Investing, Stand-up Comedy, Spirituality	141	Addicted	0.65	Optimistic	54	14	0	202	93	0.22	12	Early Morning	Relationship Formed	51	150	48.8	Virgo	Muscular	Networking
Transgender	Asexual	Metro	Lower-Middle	MBA	Clubbing, Traveling, MMA	198	Extreme User	0.5	Optimistic	193	7	3	283	100	0.43	2	Afternoon	No Action	35	194	68.5	Gemini	Slim	Casual Dating
Prefer Not to Say	Gay	Small Town	Lower-Middle	Postdoc	Sneaker Culture, Startups, Makeup	17	Low	0.64	Optimistic	15	4	3	243	89	0.44	5	Late Night	One-sided Like	37	194	110.6	Pisces	Muscular	Hookups
Male	Pansexual	Rural	Very Low	PhD	Social Activism, Languages, DIY	10	Very Low	0.45	Optimistic	74	7	2	210	96	0.2	13	Early Morning	Instant Match	57	180	71.9	Aries	Plus Size	Casual Dating
Male	Bisexual	Remote Area	Low	PhD	Art, Board Games, Meditation	260	Extreme User	0.94	Swipe Maniac	62	6	0	202	61	0.43	20	Evening	Blocked	28	170	75.1	Sagittarius	Muscular	Exploring
Male	Demisexual	Metro	High	High School	Languages, Traveling, Pets	93	High	0.49	Optimistic	107	13	6	243	73	0.24	20	Afternoon	One-sided Like	56	175	82.7	Sagittarius	Plus Size	Casual Dating
Genderfluid	Straight	Small Town	Middle	Postdoc	Social Activism, Investing, Board Games	168	Addicted	0.62	Optimistic	55	16	6	168	86	0.06	19	Early Morning	Chat Ignored	19	191	77.7	Taurus	Slim	Networking
Transgender	Bisexual	Small Town	Middle	Associate’s	Memes, MMA, Anime	263	Extreme User	0.41	Optimistic	177	19	6	434	64	0.23	15	Evening	Mutual Match	36	183	67.6	Cancer	Plus Size	Hookups
Prefer Not to Say	Asexual	Remote Area	Lower-Middle	No Formal Education	K-pop, Podcasts, Memes	292	Extreme User	0.4	Optimistic	35	4	6	60	88	0.46	14	Early Morning	No Action	52	162	61.7	Virgo	Muscular	Casual Dating
Prefer Not to Say	Demisexual	Remote Area	Very High	High School	Painting, Binge-Watching, MMA	226	Extreme User	0.55	Optimistic	7	6	3	105	23	0.04	1	Early Morning	Chat Ignored	47	185	86.9	Capricorn	Curvy	Serious Relationship
Female	Straight	Metro	Low	Diploma	Investing, History, Reading	290	Extreme User	0.68	Optimistic	137	29	1	251	15	0.21	17	Morning	Chat Ignored	25	198	114.9	Gemini	Athletic	Exploring
Prefer Not to Say	Asexual	Suburban	Very High	Associate’s	Clubbing, Reading, Sneaker Culture	3	Barely	0.55	Optimistic	136	13	6	425	39	0.09	19	Afternoon	Ghosted	56	149	44.4	Capricorn	Athletic	Serious Relationship
Transgender	Pansexual	Suburban	Very Low	Associate’s	Parenting, Motorcycling, Meditation	274	Extreme User	0.5	Optimistic	175	30	5	120	11	0.03	21	Morning	Instant Match	27	154	64.5	Taurus	Athletic	Friends Only
Non-binary	Straight	Urban	Lower-Middle	Master’s	Makeup, History, Poetry	230	Extreme User	0.29	Balanced	6	3	4	91	8	0.53	19	Afternoon	Relationship Formed	59	187	93.0	Taurus	Plus Size	Hookups
Transgender	Bisexual	Urban	Lower-Middle	Bachelor’s	Startups, Stand-up Comedy, Anime	139	Addicted	0.54	Optimistic	59	17	4	380	99	0.46	8	After Midnight	Blocked	33	172	61.2	Gemini	Athletic	Casual Dating
Male	Lesbian	Remote Area	High	High School	Clubbing, Tattoos, Painting	57	Moderate	0.45	Optimistic	106	15	4	440	0	0.31	12	After Midnight	Chat Ignored	21	200	106.0	Gemini	Athletic	Friends Only
Prefer Not to Say	Pansexual	Remote Area	Low	High School	Astrology, Social Activism, Stand-up Comedy	296	Extreme User	0.42	Optimistic	193	24	0	52	48	0.08	20	Afternoon	Catfished	44	190	80.9	Capricorn	Athletic	Casual Dating
Prefer Not to Say	Lesbian	Remote Area	Upper-Middle	High School	Astrology, Hiking, Fashion	229	Extreme User	0.39	Balanced	198	1	0	243	6	0.41	19	Morning	Chat Ignored	33	195	101.9	Taurus	Muscular	Exploring
Prefer Not to Say	Pansexual	Urban	Middle	No Formal Education	Tech, Music, Investing	276	Extreme User	0.4	Optimistic	8	8	5	459	8	0.52	14	Morning	Chat Ignored	58	149	65.9	Libra	Muscular	Networking
Female	Lesbian	Small Town	Middle	Postdoc	Pets, Social Activism, Coding	153	Addicted	0.37	Balanced	134	10	6	484	3	0.52	21	Early Morning	Date Happened	25	145	53.6	Gemini	Curvy	Networking
Female	Asexual	Small Town	Low	PhD	Podcasts, Art, Reading	38	Moderate	0.2	Balanced	107	17	0	216	75	0.39	21	Early Morning	Catfished	20	185	61.9	Capricorn	Average	Casual Dating
Transgender	Gay	Suburban	Very High	PhD	Binge-Watching, Traveling, Hiking	285	Extreme User	0.3	Balanced	8	8	1	430	2	0.53	7	Late Night	One-sided Like	45	165	75.7	Libra	Slim	Networking
Transgender	Straight	Remote Area	Very High	Diploma	Poetry, Fashion, MMA	135	Addicted	0.33	Balanced	71	8	1	166	76	0.63	12	After Midnight	Ghosted	50	175	83.6	Capricorn	Plus Size	Networking
Prefer Not to Say	Pansexual	Rural	Upper-Middle	PhD	Hiking, Reading, Pets	5	Very Low	0.06	Choosy	188	23	2	414	84	0.09	21	Morning	No Action	44	159	61.4	Aquarius	Average	Hookups
Female	Asexual	Suburban	Middle	No Formal Education	Meditation, Reading, Yoga	114	High	0.37	Balanced	117	11	1	4	23	0.02	17	Afternoon	Catfished	48	168	57.3	Sagittarius	Plus Size	Friends Only
Transgender	Demisexual	Remote Area	Very Low	Associate’s	History, DIY, Social Activism	229	Extreme User	0.48	Optimistic	0	0	6	150	31	0.3	12	Afternoon	Ghosted	55	152	54.3	Libra	Muscular	Hookups
Prefer Not to Say	Pansexual	Urban	Lower-Middle	Master’s	Politics, Motorcycling, Crafting	217	Extreme User	0.46	Optimistic	65	16	6	40	89	0.37	17	Evening	Instant Match	21	173	67.0	Aquarius	Curvy	Hookups
Non-binary	Straight	Suburban	Very High	MBA	Motorcycling, Art, Investing	279	Extreme User	0.79	Swipe Maniac	37	3	2	447	91	0.31	18	Evening	Date Happened	40	198	89.4	Aries	Slim	Friends Only
Female	Asexual	Rural	High	MBA	Poetry, Yoga, Fashion	65	High	0.22	Balanced	59	13	0	195	51	0.53	14	Late Night	Catfished	24	149	49.3	Capricorn	Slim	Exploring
Genderfluid	Demisexual	Rural	Upper-Middle	High School	Traveling, Cars, Meditation	158	Addicted	0.33	Balanced	145	26	3	495	85	0.4	5	Morning	Mutual Match	57	200	97.2	Cancer	Slim	Friends Only
Non-binary	Lesbian	Small Town	Upper-Middle	MBA	Pets, Anime, Poetry	288	Extreme User	0.46	Optimistic	158	4	0	196	53	0.44	12	Early Morning	Date Happened	50	160	73.5	Scorpio	Curvy	Exploring
Genderfluid	Demisexual	Suburban	Low	Master’s	DIY, History, Meditation	79	High	0.65	Optimistic	150	29	5	308	93	0.07	17	Morning	Blocked	50	193	67.8	Sagittarius	Slim	Hookups
Non-binary	Queer	Metro	Upper-Middle	Postdoc	Clubbing, Parenting, Gardening	230	Extreme User	0.51	Optimistic	156	5	2	469	99	0.56	13	Early Morning	No Action	50	172	61.5	Gemini	Average	Exploring
Male	Bisexual	Rural	Upper-Middle	Diploma	Gaming, Stand-up Comedy, Spirituality	126	Addicted	0.66	Optimistic	24	10	1	308	67	0.26	23	Morning	Catfished	29	145	43.7	Pisces	Average	Serious Relationship
Male	Lesbian	Suburban	Middle	No Formal Education	Music, Hiking, Cooking	148	Addicted	0.46	Optimistic	76	1	5	337	89	0.27	14	Evening	Ghosted	41	169	59.1	Capricorn	Slim	Serious Relationship
Genderfluid	Gay	Rural	High	Associate’s	Dancing, Coding, Tattoos	288	Extreme User	0.74	Swipe Maniac	18	6	2	60	2	0.23	6	Late Night	Catfished	45	146	56.9	Pisces	Plus Size	Casual Dating
Transgender	Asexual	Suburban	High	Postdoc	Skating, Traveling, Dancing	276	Extreme User	0.53	Optimistic	111	20	2	426	85	0.24	12	Afternoon	Ghosted	32	171	54.7	Gemini	Plus Size	Exploring
Prefer Not to Say	Lesbian	Rural	Very Low	Master’s	History, Parenting, Social Activism	77	High	0.55	Optimistic	14	8	1	119	43	0.03	7	Early Morning	Catfished	37	183	63.0	Pisces	Plus Size	Networking
Transgender	Demisexual	Metro	Upper-Middle	High School	History, Spirituality, Languages	205	Extreme User	0.42	Optimistic	32	29	4	481	99	0.46	17	Early Morning	Instant Match	37	190	73.3	Aries	Athletic	Exploring
Transgender	Lesbian	Urban	Very Low	PhD	K-pop, Cars, Fitness	1	Barely	0.85	Swipe Maniac	114	19	3	209	12	0.26	16	Evening	Catfished	59	166	55.7	Sagittarius	Muscular	Networking
Non-binary	Queer	Suburban	Very High	Bachelor’s	Hiking, Memes, Fitness	157	Addicted	0.49	Optimistic	125	8	0	363	20	0.11	10	Morning	One-sided Like	32	153	51.3	Sagittarius	Muscular	Exploring
Prefer Not to Say	Bisexual	Metro	High	Master’s	Binge-Watching, Movies, Hiking	26	Low	0.28	Balanced	127	15	3	100	82	0.11	5	Early Morning	Date Happened	19	145	55.7	Aquarius	Muscular	Friends Only

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