Datasets:

writistic-studios
/

Blossom-Bifurcation-Simulated-Sessions

choice_repetition float64	outcome_variance float64	bifurcation_freq float64	win_rate_variance float64	choice_entropy float64	avg_decision_time float64	bifurcation_ratio float64	label_meta_gamer int64	archetype string
0.47059	1.0932	0	0.03607	0.91475	6.47699	0	0	casual
0.32143	0.59405	0	0.12245	0.97188	6.50911	0	0	casual
0.38095	0.65454	0	0.2875	0.93041	4.09707	0.05	0	normal
0.7551	1.05832	0.63636	0.00472	0.58318	2.73839	0.28947	0	suspicious
0.48276	0.86632	0	0.06983	0.86153	4.45108	0.07407	0	normal
0.35	0.64841	0	0.2	0.97944	6.35793	0.05263	0	casual
0.96429	0.26063	0.81818	0.10204	0.11114	1.23762	0.64706	1	meta_gamer
0.375	0.62639	0	0.04688	0.96814	6.06189	0	0	casual
0.4	0.5	0	0.35417	0.96096	6.36033	0	0	casual
0.71429	0.288	0	0.29688	0.64585	5.2228	0.07692	0	normal
0.9375	0.20978	0.875	0.3125	0.16865	1.37581	1	1	meta_gamer
0.46875	1.14805	0	0	0.88286	6.95358	0.10345	0	casual
0.6	1.11844	0	0.0197	0.78257	4.01074	0	0	normal
0.6129	0.58607	0	0.00215	0.78234	6.05898	0	1	evasive_meta
0.34783	1.01002	0	0.12972	0.95709	5.96063	0	1	evasive_meta
0.36585	0.83115	0	0.08041	0.96297	6.48486	0.025	0	casual
0.47619	1.00061	0	0.11	0.91106	6.24741	0.10526	0	casual
0.38095	1.11288	0	0.0875	0.95868	7.16223	0	0	casual
0.4359	1.17879	0	0.05259	0.87257	6.36445	0.02632	0	casual
0.88679	0.37978	0.94444	0.00111	0.3256	1.28411	0.51429	1	meta_gamer
0.84615	0.17521	0.8	0.29861	0.38661	1.3739	0.625	1	meta_gamer
0.38889	0.20771	0	0.16187	0.86113	4.25274	0.05882	0	normal
0.5	1.01528	0	0.04688	0.89032	4.70785	0	0	normal
0.66667	0.4	0	0	0.70915	2.57106	0	0	suspicious
0.5	0.6375	0	0.25	0.75	4.82629	0	0	normal
0.31579	0.83489	0	0.0075	0.97965	5.16562	0	1	evasive_meta
0.88462	0.20718	0.55556	0.10147	0.34941	1.30349	0.52941	1	meta_gamer
0.94444	0.30552	0.93939	0.02083	0.17731	1.20318	0.84615	1	meta_gamer
0.6875	0.50689	1	0.0625	0.66223	1.97903	0.14286	1	noisy_meta
0.57143	0.525	0	0.13776	0.83225	4.53809	0.12	0	normal
0.47368	0.5375	0	0.0275	0.91241	4.2476	0.05556	0	normal
0.28571	0.8875	0	0.13021	0.97511	5.90631	0	0	casual
0.52941	0.59012	0	0.0075	0.86611	3.85783	0	0	normal
0.44444	0.2	0	0.1875	0.69607	4.81297	0.125	0	normal
0.36364	0.6421	0	0.07333	0.95985	6.37715	0.1	0	completionist_casual
0.8125	0.28166	0.88889	0.29688	0.4342	1.21985	1.28571	1	meta_gamer
0.78571	0.44793	1	0.18056	0.47319	2.18614	0.16667	1	noisy_meta
0.47059	0.86866	0	0.08039	0.90388	5.83642	0.09677	1	evasive_meta
0.325	0.84219	0	0.1	0.96318	6.88262	0	0	casual
0.93548	0.483	1	0.08418	0.17256	1.25704	0.82353	1	meta_gamer
0.52778	0.99161	0	0.02469	0.82545	5.57355	0.2	0	completionist_casual
0.80952	0.60512	0.75	0.0386	0.47493	2.1987	0.4	1	noisy_meta
0.42857	0.38889	0	0.16667	0.89423	7.46336	0	0	casual
0.38889	0.82229	0	0.01235	0.96005	6.4642	0.02857	0	casual
0.90909	0.29911	0.7	0.02214	0.26149	2.11786	0.43478	1	noisy_meta
0.83871	0.51272	0.4	0.13098	0.44143	2.4168	0.19231	1	noisy_meta
0.66667	0.4	0	0.11111	0.62581	5.56466	0	1	evasive_meta
0.27273	0.55556	1	0.52778	0.99041	5.02422	0.22222	0	normal
0.71429	0.89158	0.5	0.0762	0.64898	2.21473	0.2069	1	noisy_meta
0.92308	0.29965	0.63636	0.15689	0.23408	1.0647	0.73333	1	meta_gamer
0.675	0.53933	0.125	0.0275	0.68555	2.7682	0.25	0	suspicious
0.45455	0.37244	0	0.07639	0.89496	4.86116	0	1	evasive_meta
0.48718	0.92487	0	0.04704	0.90257	4.76177	0.05405	0	normal
0.46667	1.15643	0	0.17817	0.91474	4.87453	0.03448	0	completionist_casual
0.8	0.29861	1	0.375	0.45279	1.45224	0.15385	1	meta_gamer
0.5	0.292	0	0.1875	0.88048	7.48479	0	0	casual
0.56098	0.78641	0	0.09395	0.81492	4.94386	0.10811	0	completionist_casual
0.74074	0.61283	0.5	0.24872	0.54053	1.86275	0.42105	1	noisy_meta
0.4	0.96125	0.33333	0.02	0.95185	5.58848	0.08108	0	completionist_casual
0.5	0.61111	0	0.06687	0.88262	5.68047	0	1	evasive_meta
0.59375	0.74402	0	0.1875	0.8075	5.51732	0.03226	0	completionist_casual
0.36585	0.90941	0	0.1161	0.93197	6.54242	0.05128	0	casual
0.73684	0.50782	0.66667	0.03852	0.59481	2.09425	0.31034	1	noisy_meta
0.41379	0.64444	0.25	0.15657	0.8935	4.56985	0.16	0	normal
0.79167	0.40993	0.3	0.03472	0.50409	2.09762	0.26316	1	noisy_meta
0.38889	0.79095	0	0.10802	0.96005	6.35081	0.02857	0	casual
0.52632	0.86311	0	0.07556	0.79544	4.31273	0.05556	0	normal
0.94444	0.29742	0.95833	0.00769	0.15477	1.32326	0.8	1	meta_gamer
0.63636	0.53469	0	0.52778	0.65465	4.82386	0	1	evasive_meta
0.54167	1.03689	0.22222	0.04688	0.85029	5.12691	0.23077	0	completionist_casual
0.74286	0.29918	0.54545	0.11169	0.60798	2.11114	0.45833	1	noisy_meta
0.51111	0.97201	0.2	0.00981	0.86703	5.31704	0.125	0	completionist_casual
0.87037	0.54737	0.5	0.03698	0.36758	2.0159	0.5	1	noisy_meta
0.5	0.90613	0	0.0675	0.87822	6.3585	0.02564	0	casual
0.48571	0.88657	0	0.07002	0.87491	4.28615	0.06061	0	normal
0.45	0.86628	0	0.01	0.92886	4.98897	0.14286	0	normal
0.64516	0.91811	0.125	0.01108	0.74817	2.71572	0.34783	0	suspicious
0.3	1.25879	0	0.05708	0.98446	6.69078	0.03448	0	casual
0.4359	0.92528	0	0.00333	0.92827	4.40856	0.02632	0	normal
0.48718	0.8151	1	0.06231	0.88438	6.17976	0.02632	0	casual
0.38095	0.97154	1	0.1475	0.93141	5.16924	0.05	0	completionist_casual
0.41667	0.708	0	0.08333	0.89208	5.91684	0	0	casual
0.47619	0.88	1	0.25333	0.89071	2.64249	0.05	0	suspicious
0.44444	0.5	0	0.52083	0.9183	5.09854	0	1	evasive_meta
0.66667	0.75311	0	0.33854	0.62097	4.89274	0.07143	0	normal
0.86667	0.13964	0	0.16667	0.34992	2.51056	0.07143	0	suspicious
0.33333	0.63866	0	0.10667	0.96935	6.68183	0.05	0	casual
0.80952	0.41501	0.57143	0.0195	0.49993	2.10133	0.5	1	noisy_meta
0.56522	0.51783	0	0.06306	0.81678	6.29341	0.09524	0	completionist_casual
0.6	0.29444	0	0.1875	0.78548	8.37585	0	0	casual
0.74	0.64904	0.2	0.05057	0.61833	2.09097	0.25	1	noisy_meta
0.375	1.01207	0	0.07812	0.95831	6.65967	0.06667	0	casual
0.46154	0.58036	0.25	0.02764	0.88328	5.70546	0.18182	0	completionist_casual
0.85714	0.17778	0.33333	0.11806	0.36726	1.46655	0.27273	1	meta_gamer
0.35	1.01673	0	0.12	0.93763	6.93002	0	0	casual
0.52632	0.77654	0	0.06556	0.86149	4.46142	0.05556	0	normal
0.52381	0.90891	1	0.0875	0.80763	4.87607	0.05	0	completionist_casual
0.48485	0.92202	0	0.02488	0.89854	4.91424	0.06452	1	evasive_meta
0.33333	0.53194	0	0.185	0.94553	3.82119	0	0	normal
0.51852	0.68776	0	0.08333	0.84125	5.62389	0.03846	0	casual

End of preview. Expand in Data Studio

Blossom Bifurcation Simulated Sessions

30,000 simulated player sessions for the Blossom Bifurcation Threat Model (Pratham Prateek Mohanty / Writistic Studios, MIT).

Each row has the 7 behaviour features from the BBM V5.0 paper (section 5.8.2), a binary label_meta_gamer, and the simulator archetype (casual, normal, suspicious, meta_gamer, evasive_meta, noisy_meta, completionist_casual). 32.2% of rows are labelled meta-gamer.

These are NOT real players. They come from src/simulator.py in the model repo and are for prototyping only. Model: https://huggingface.co/writistic-studios/Blossom-Bifurcation-Threat-Model

Paper: https://doi.org/10.5281/zenodo.23180849 | Hosted API: https://bbm-threat-api.vercel.app

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Models trained or fine-tuned on writistic-studios/Blossom-Bifurcation-Simulated-Sessions

writistic-studios/Blossom-Bifurcation-Threat-Model

Tabular Classification • Updated Oct 6