Datasets:

lukeslp
/

trump-posts-reply-dynamics

observation_id int64	post_id string	reply_day_utc string	delay_hours float32	delay_band int8	likes_at_collection int64	has_captured_text bool	topic_data_centers bool	topic_ai bool	topic_power bool	topic_energy bool	topic_jobs bool	topic_water bool	topic_tariffs bool	topic_iran bool	topic_peace bool	topic_war bool	topic_crypto bool	topic_prices bool	phrase_thank_you bool	phrase_fake_news bool	phrase_nuclear_weapons bool	phrase_strait_of_hormuz bool	phrase_peace_through_strength bool	phrase_god_bless bool	phrase_total_victory bool	phrase_make_america_great_again bool	phrase_united_states bool	phrase_radical_left bool	phrase_ceasefire bool	phrase_iran bool	phrase_oil bool	phrase_peace bool	phrase_war bool	phrase_america bool
0	116150413051904167	2026-03-01	2.450053	4	5,366	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false
1	116150413051904167	2026-03-01	2.738149	4	4,460	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
2	116150413051904167	2026-03-01	6.545597	6	1,514	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
3	116150413051904167	2026-02-28	1.293154	4	5,488	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
4	116150413051904167	2026-02-28	0.887874	3	6,857	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
5	116150413051904167	2026-02-28	1.163444	4	5,303	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
6	116150413051904167	2026-02-28	2.218925	4	2,697	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false
7	116150413051904167	2026-03-01	2.480934	4	1,920	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
8	116150413051904167	2026-03-01	5.245404	5	1,209	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
9	116150413051904167	2026-03-01	2.718632	4	1,276	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
10	116150413051904167	2026-03-01	5.955416	5	689	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
11	116150413051904167	2026-02-28	1.635518	4	1,370	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
12	116150413051904167	2026-02-28	0.879491	3	2,128	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
13	116150413051904167	2026-02-28	1.037053	4	1,964	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
14	116150413051904167	2026-02-28	0.237032	2	7,210	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
15	116150413051904167	2026-02-28	1.657816	4	907	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
16	116150413051904167	2026-02-28	1.114122	4	1,109	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
17	116150413051904167	2026-03-01	5.326284	5	390	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
18	116150413051904167	2026-02-28	0.278508	3	4,751	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
19	116150413051904167	2026-02-28	0.291522	3	4,932	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
20	116150413051904167	2026-02-28	0.122954	2	9,593	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
21	116150413051904167	2026-02-28	1.126855	4	821	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
22	116150413051904167	2026-03-01	6.320454	6	210	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
23	116150413051904167	2026-02-28	0.129326	2	7,297	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
24	116150413051904167	2026-02-28	0.343817	3	1,699	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
25	116150413051904167	2026-03-01	3.522763	5	270	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
26	116150413051904167	2026-03-01	4.861647	5	220	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
27	116150413051904167	2026-02-28	0.150298	2	4,197	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false
28	116150413051904167	2026-02-28	0.38187	3	1,470	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
29	116150413051904167	2026-02-28	0.586796	3	878	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
30	116150413051904167	2026-02-28	0.305994	3	1,479	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
31	116150413051904167	2026-02-28	0.385031	3	1,208	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
32	116150413051904167	2026-02-28	0.884176	3	582	true	false	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	true	true
33	116150413051904167	2026-02-28	1.909377	4	291	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	true
34	116150413051904167	2026-02-28	0.957612	3	468	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
35	116150413051904167	2026-02-28	0.257103	3	1,385	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false
36	116150413051904167	2026-02-28	0.289079	3	1,113	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
37	116150413051904167	2026-02-28	0.295368	3	1,240	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
38	116150413051904167	2026-02-28	0.594157	3	597	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
39	116150413051904167	2026-02-28	0.064963	1	6,908	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
40	116150413051904167	2026-02-28	0.355346	3	854	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
41	116150413051904167	2026-02-28	0.882309	3	360	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
42	116150413051904167	2026-02-28	1.041199	4	268	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
43	116150413051904167	2026-02-28	0.214064	2	912	true	false	false	false	false	false	false	false	false	true	true	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	true	true	false
44	116150413051904167	2026-02-28	0.245494	2	743	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
45	116150413051904167	2026-02-28	0.303484	3	617	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
46	116150413051904167	2026-02-28	0.356071	3	562	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
47	116150413051904167	2026-02-28	0.676325	3	330	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
48	116150413051904167	2026-03-01	18.970659	7	45	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
49	116150413051904167	2026-02-28	0.061808	1	4,051	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
50	116150413051904167	2026-02-28	0.067156	1	2,539	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
51	116150413051904167	2026-02-28	0.253269	3	506	true	false	false	false	false	false	false	false	true	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false
52	116150413051904167	2026-03-01	5.011362	5	67	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
53	116150413051904167	2026-02-28	0.062482	1	2,593	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
54	116150413051904167	2026-02-28	0.254277	3	459	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true
55	116150413051904167	2026-02-28	1.021883	4	145	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
56	116150413051904167	2026-02-28	0.124055	2	798	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	true
57	116150413051904167	2026-02-28	0.160375	2	615	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
58	116150413051904167	2026-02-28	0.407243	3	269	true	false	false	false	false	false	false	false	true	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false
59	116150413051904167	2026-02-28	0.524093	3	233	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
60	116150413051904167	2026-02-28	0.029069	1	5,843	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
61	116150413051904167	2026-02-28	0.029838	1	5,935	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
62	116150413051904167	2026-02-28	0.379071	3	223	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
63	116150413051904167	2026-02-28	0.402305	3	208	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
64	116150413051904167	2026-02-28	0.075699	1	1,084	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
65	116150413051904167	2026-02-28	0.090601	2	839	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
66	116150413051904167	2026-03-01	3.925346	5	60	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
67	116150413051904167	2026-02-28	0.088613	2	696	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
68	116150413051904167	2026-02-28	0.128761	2	470	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
69	116150413051904167	2026-02-28	0.282041	3	240	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
70	116150413051904167	2026-02-28	0.498497	3	152	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
71	116150413051904167	2026-03-01	5.461182	5	42	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
72	116150413051904167	2026-03-01	18.978109	7	24	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
73	116150413051904167	2026-02-28	0.036219	1	1,961	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
74	116150413051904167	2026-02-28	0.062724	1	982	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false
75	116150413051904167	2026-02-28	0.098733	2	580	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
76	116150413051904167	2026-02-28	0.165072	2	319	true	false	false	false	false	false	false	false	true	true	false	false	false	true	false	false	false	true	false	false	false	false	false	false	true	false	true	false	false
77	116150413051904167	2026-02-28	0.319456	3	191	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
78	116150413051904167	2026-02-28	0.337712	3	152	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
79	116150413051904167	2026-02-28	0.082462	1	603	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
80	116150413051904167	2026-02-28	0.156392	2	311	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
81	116150413051904167	2026-02-28	0.210803	2	218	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
82	116150413051904167	2026-02-28	0.276508	3	185	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
83	116150413051904167	2026-02-28	0.395603	3	119	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
84	116150413051904167	2026-02-28	2.120433	4	54	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
85	116150413051904167	2026-03-01	3.328138	5	40	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false
86	116150413051904167	2026-02-28	0.043261	1	980	true	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
87	116150413051904167	2026-02-28	0.273688	3	155	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false
88	116150413051904167	2026-03-01	4.98455	5	33	true	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	true	false
89	116150413051904167	2026-02-28	0.052064	1	674	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
90	116150413051904167	2026-02-28	0.111819	2	261	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
91	116150413051904167	2026-03-01	5.476917	5	27	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
92	116150413051904167	2026-02-28	0.019479	1	2,538	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
93	116150413051904167	2026-02-28	0.140878	2	171	true	false	false	false	false	false	false	false	true	true	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	true	false	true
94	116150413051904167	2026-02-28	0.161992	2	163	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
95	116150413051904167	2026-02-28	0.249718	2	125	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
96	116150413051904167	2026-02-28	0.262547	3	112	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
97	116150413051904167	2026-02-28	0.280135	3	114	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false
98	116150413051904167	2026-02-28	0.327196	3	108	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false
99	116150413051904167	2026-02-28	1.138476	4	44	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false

End of preview. Expand in Data Studio

Trump Posts and Reply Dynamics

A derivative of 377,622 captured replies to 97 selected Trump Truth Social posts. It supplies numeric reply features, literal topic/phrase flags, delay summaries and daily/cohort participation counts. The original conflict-related source posts run from February 28 through April 18, 2026; replies end April 20. This is a curated sample, not a complete archive or a representative measure of public opinion.

Author: Luke Steuber. Original collection: Muhammet Akkurt, Kaggle release 5, CC BY-NC 4.0. Separate context tables use a CNN / Matt Stiles account-feed snapshot through November 4, 2026, with its CC0 archive declaration and underlying post rights kept separate.

Tables and methods

Version 1.0.0 supplies 17 CSV/Parquet tables for 97 selected posts; 377,622 reply-feature rows; 12 topic patterns; 16 phrases; 11 bands calculated from Float32 reply delays; post/topic/phrase/delay summaries; 52 days of participation; first-observed cohort activity and last-observed counts; and separate feed-context counts from 37,951 records across 57 months. The data dictionary documents every table, field, unit, key, join and missing-value rule. data_dictionary.json records types; manifest.json pins sources, row counts and hashes.

Account participation aggregates represent 123,271 source accounts. Of these, 50,622 have more than one captured reply; they are not necessarily active on more than one day. Accounts are not necessarily unique people. No account IDs, aliases, source reply IDs, raw post/reply text, private salts, raw source files, VADER scores or individual stance labels are included. Selected public parent-post IDs remain as join keys. Identifier removal does not guarantee anonymity because numeric features may still permit linkage to public source material.

Topic and phrase flags use the declared case-insensitive patterns with no language filter. Each reply counts at most once per pattern; patterns overlap. Source-phrase occurrence counts remain separate from reply presence. Own-thread recurrence means the parent post and a captured reply match the same phrase; it does not establish exposure, agreement or causality. Unless stated otherwise, reply rates include empty captured text in the denominator.

Load the reply features

from datasets import load_dataset

replies = load_dataset(
    "lukeslp/trump-posts-reply-dynamics",
    "reply_features",
    split="observations",
).to_pandas()

summary = replies.groupby("post_id").agg(
    captured_replies=("post_id", "size"),
    median_delay_hours=("delay_hours", "median"),
)
print(summary)

topic_columns = [c for c in replies.columns if c.startswith("topic_")]
print(replies[topic_columns].mean().mul(1000))

Each table has its own configuration and an observations split; no training or evaluation split is assigned. For downloaded files, use pandas.read_parquet("data/reply_features.parquet"). post_id is the original public parent-post ID stored as a string, not an account identifier. observation_id is a zero-based row number in retained source CSV order, not a source reply key or chronological order. reply_day_utc is a UTC calendar day; delay_hours retains the existing Float32 value and delay_band is an integer from 0 through 10. likes_at_collection is a snapshot rather than a current count; missing, invalid or negative upstream values become zero. has_captured_text, topic_* and phrase_* are booleans. Consult the dictionary for the exact field list and delay-band boundaries.

The original reply CSV contains 377,624 rows; first-ID deduplication removes two duplicate rows. Source reply IDs are used for deduplication and omitted from the export. Raw account IDs are used transiently for daily/cohort aggregation and omitted as well.

Limits

Captured participation does not measure following, unfollowing, joining, leaving or political defection. First and last observed dates are bounded by the collection. Pattern matches do not identify supporters or critics and do not measure stance, approval, beliefs or emotion. Matches can be ambiguous or quoted. Zeros describe the captured observations, not all Truth Social discussion.

The broader account feed spans February 14, 2022 through November 4, 2026 and includes shared material. It provides calendar context; it does not extend reply coverage past April 20. Keep feed and reply populations, windows and denominators separate.

Attribution and licenses

Reply-derived data comes from Muhammet Akkurt's Truth Social reactions collection, release 5, under CC BY-NC 4.0. Credit Akkurt and Luke Steuber's derivative, retain the noncommercial restriction and indicate changes.

Feed-context data comes from the CNN / Matt Stiles archive. Its archive declaration is CC0; underlying post rights remain separate. The card's top-level CC BY-NC 4.0 label describes the reply-derived component and does not relicense the separate archive material.

Suggested attribution: “Trump Posts and Reply Dynamics, derived by Luke Steuber from Muhammet Akkurt's Truth Social reactions collection, release 5 (CC BY-NC 4.0), with separate CNN / Matt Stiles archive context.” Include the release version and component notices when redistributing.

Build code is MIT-licensed. The manifest assigns the fourteen reply-derived tables cc-by-nc-4.0 and marks the three feed_* tables component-specific under the archive notice. Code licensing does not change data rights.

Reproduce

Use Python 3.11 or later and the dependency pinned in requirements.txt. Acquire the two Kaggle CSVs from version 5 and the CNN snapshot whose SHA-256 appears in manifest.json. Verify all three files against the manifest's inputs hashes before building. The CNN source is mutable; a newer download is not the pinned snapshot unless its hash matches. Raw source files are not included.

python -m pip install -r requirements.txt
python src/build_dataset.py \
  --posts-csv inputs/posts.csv \
  --comments-csv inputs/comments.csv \
  --cnn-json inputs/cnn-truth-archive.json \
  --output rebuilt

The manifest records source URLs, input versions and hashes without private paths or credentials. Compare rebuilt values and schemas; the build timestamp changes. examples/analysis.py provides a local usage example.

Validation

Version 1.0.0 passed 1,170 independent checks with zero failures, covering 26,846,004 cell comparisons. The audit checked all 17 CSV/Parquet table pairs, every reply feature against the deduplicated source CSV, post/topic/phrase/delay totals, participation cohorts and the separate feed counts. The analysis example also runs on the exported files. See the validation receipt.

The source collection has not been manually labeled for political stance. Validation of transformations does not establish representative coverage or the truth of any post.

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