diff --git "a/optimus_roi_values.csv" "b/optimus_roi_values.csv"
--- "a/optimus_roi_values.csv"
+++ "b/optimus_roi_values.csv"
@@ -1,897 +1,753 @@
-roi,timestamp,agent_id,agent_name,is_dummy,metric_type,apr,adjusted_apr
--0.0002765562977782299,2025-05-15 21:37:27.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:39:37.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:40:02.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:40:28.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:36:35.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:37:02.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:39:10.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:41:11.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:41:55.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:42:41.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:43:24.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:44:09.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:44:51.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:45:37.000000,86,nusus-tayar25,False,ROI,,
--0.0002765562977782299,2025-05-15 21:46:20.000000,86,nusus-tayar25,False,ROI,,
--0.00012649422506416652,2025-05-19 22:39:16.682649,86,nusus-tayar25,False,ROI,,
--0.00010449205744944567,2025-05-19 22:47:57.660329,86,nusus-tayar25,False,ROI,,
--0.00010449205744944567,2025-05-19 22:53:48.567618,86,nusus-tayar25,False,ROI,,
--0.00012649422506416652,2025-05-19 22:39:37.060636,86,nusus-tayar25,False,ROI,,
--0.00010449205744944567,2025-05-19 22:46:29.056289,86,nusus-tayar25,False,ROI,,
--0.00010449205744944567,2025-05-19 22:51:30.269824,86,nusus-tayar25,False,ROI,,
--0.00010449205744944567,2025-05-19 22:57:07.717697,86,nusus-tayar25,False,ROI,,
--0.0011357601313007892,2025-05-23 19:05:51.628406,86,nusus-tayar25,False,ROI,,
--0.0016374352988718366,2025-05-27 05:42:54.798079,86,nusus-tayar25,False,ROI,,
--0.8666050938279419,2025-06-04 21:48:07.115718,86,nusus-tayar25,False,ROI,,
--0.8666050938279419,2025-06-04 21:52:00.578098,86,nusus-tayar25,False,ROI,,
--0.999999999999975,2025-06-05 01:55:15.033359,86,nusus-tayar25,False,ROI,,
--0.1696775721419591,2025-06-05 18:27:57.578268,86,nusus-tayar25,False,ROI,,
-1.8675787957432175,2025-06-06 05:14:51.027065,86,nusus-tayar25,False,ROI,,
-1.8675787957432175,2025-06-06 03:39:44.505985,86,nusus-tayar25,False,ROI,,
-1.0420726955249058,2025-05-30 01:10:42.776945,102,kelrus-muha52,False,ROI,,
-1.0371385033661085,2025-05-30 16:11:26.814088,102,kelrus-muha52,False,ROI,,
--0.20964670158400078,2025-06-03 19:28:54.348419,102,kelrus-muha52,False,ROI,,
--0.6044365419107054,2025-06-04 12:35:13.593971,102,kelrus-muha52,False,ROI,,
--0.6040367838477997,2025-06-04 14:25:41.343980,102,kelrus-muha52,False,ROI,,
-0.017789201624683004,2025-06-20 15:46:36.761049,102,kelrus-muha52,False,ROI,,
--0.5266054987599221,2025-06-20 16:06:44.231042,102,kelrus-muha52,False,ROI,,
--0.526566199195706,2025-06-23 22:29:14.214104,102,kelrus-muha52,False,ROI,,
--0.5265358959172741,2025-06-25 20:20:15.920768,102,kelrus-muha52,False,ROI,,
--0.1676,2025-07-10 16:36:58.945754,102,kelrus-muha52,False,ROI,,
--0.168,2025-07-15 18:41:25.911720,102,kelrus-muha52,False,ROI,,
--0.1678,2025-07-17 12:05:22.476309,102,kelrus-muha52,False,ROI,,
--0.5407000717190478,2025-06-06 13:40:55.755362,111,furtek-gilje55,False,ROI,,
--0.5407000717190478,2025-06-06 14:42:37.722147,111,furtek-gilje55,False,ROI,,
--0.7884286963057436,2025-06-10 22:35:07.125343,111,furtek-gilje55,False,ROI,,
--0.9488224700727876,2025-06-12 21:50:15.066243,111,furtek-gilje55,False,ROI,,
--0.9708794234421507,2025-06-16 20:22:51.755115,111,furtek-gilje55,False,ROI,,
--0.32068278076571854,2025-06-17 21:36:41.766412,111,furtek-gilje55,False,ROI,,
--0.32068659660503274,2025-06-19 00:21:32.057093,111,furtek-gilje55,False,ROI,,
--0.3228255048329154,2025-06-25 20:26:07.699190,111,furtek-gilje55,False,ROI,,
--0.32243783876621357,2025-06-26 20:31:11.593911,111,furtek-gilje55,False,ROI,,
--0.32305391321520305,2025-06-27 20:35:38.397462,111,furtek-gilje55,False,ROI,,
--0.32294977899509736,2025-06-28 20:41:44.352164,111,furtek-gilje55,False,ROI,,
--0.32295958384334433,2025-06-29 20:42:03.893606,111,furtek-gilje55,False,ROI,,
--0.0061,2025-07-08 15:47:43.809158,111,furtek-gilje55,False,ROI,,
-0.0078,2025-07-09 20:00:26.265494,111,furtek-gilje55,False,ROI,,
-0.0525,2025-07-14 22:20:35.609902,111,furtek-gilje55,False,ROI,,
-0.0491,2025-07-15 22:21:58.364086,111,furtek-gilje55,False,ROI,,
--0.36854758417016864,2025-06-05 20:46:51.369656,112,vuzus-fazi89,False,ROI,,
--0.7496728527619763,2025-06-08 02:03:32.248014,112,vuzus-fazi89,False,ROI,,
--0.014731497524683168,2025-06-19 15:34:45.616706,112,vuzus-fazi89,False,ROI,,
--0.015216415185693832,2025-06-20 16:50:28.203475,112,vuzus-fazi89,False,ROI,,
--0.04864515252801627,2025-06-23 01:49:49.173099,112,vuzus-fazi89,False,ROI,,
--0.025612949797535367,2025-06-25 22:22:45.577367,112,vuzus-fazi89,False,ROI,,
--0.029623352725324348,2025-06-26 22:27:15.010944,112,vuzus-fazi89,False,ROI,,
--0.03083925699883372,2025-07-02 13:29:44.222091,112,vuzus-fazi89,False,ROI,,
--0.03038219585470603,2025-07-02 13:44:55.765206,112,vuzus-fazi89,False,ROI,,
--0.012183894653485239,2025-07-04 14:18:47.815301,112,vuzus-fazi89,False,ROI,,
--0.3421,2025-07-08 17:42:56.444590,112,vuzus-fazi89,False,ROI,,
--0.3412,2025-07-09 20:13:30.109007,112,vuzus-fazi89,False,ROI,,
--0.336,2025-07-14 21:21:33.367490,112,vuzus-fazi89,False,ROI,,
-0.040317896291976574,2025-06-24 23:28:15.251315,115,yenot-zoncen49,False,ROI,,
--0.5456503958801932,2025-06-06 06:06:41.681577,115,yenot-zoncen49,False,ROI,,
--0.5456503958801932,2025-06-06 08:19:44.944148,115,yenot-zoncen49,False,ROI,,
--0.5456503958801932,2025-06-06 09:23:09.755892,115,yenot-zoncen49,False,ROI,,
--0.5456503958801932,2025-06-06 07:13:18.351148,115,yenot-zoncen49,False,ROI,,
--0.5456503958801932,2025-06-06 10:29:34.181627,115,yenot-zoncen49,False,ROI,,
--0.5456503958801932,2025-06-06 11:29:53.721747,115,yenot-zoncen49,False,ROI,,
--0.6935346167526257,2025-06-06 18:03:43.542513,115,yenot-zoncen49,False,ROI,,
--0.6935346167526257,2025-06-06 19:04:52.884426,115,yenot-zoncen49,False,ROI,,
--0.6935346167526257,2025-06-06 20:11:32.564197,115,yenot-zoncen49,False,ROI,,
--0.6935346167526257,2025-06-06 21:17:44.644404,115,yenot-zoncen49,False,ROI,,
--0.6935346167526257,2025-06-06 23:49:32.590705,115,yenot-zoncen49,False,ROI,,
--0.6935346167526257,2025-06-06 22:42:27.626419,115,yenot-zoncen49,False,ROI,,
--0.7694497887241564,2025-06-07 00:58:38.934274,115,yenot-zoncen49,False,ROI,,
--0.7694497887241564,2025-06-07 01:59:14.908032,115,yenot-zoncen49,False,ROI,,
--0.7694497887241564,2025-06-07 03:06:00.184228,115,yenot-zoncen49,False,ROI,,
--0.7694497887241564,2025-06-07 04:12:56.442833,115,yenot-zoncen49,False,ROI,,
--0.7694497887241564,2025-06-07 05:17:05.382648,115,yenot-zoncen49,False,ROI,,
--0.8157364377840948,2025-06-07 10:38:37.999244,115,yenot-zoncen49,False,ROI,,
--0.8419242567103777,2025-06-10 04:19:24.254702,115,yenot-zoncen49,False,ROI,,
--0.9107340650896589,2025-06-11 22:23:52.680327,115,yenot-zoncen49,False,ROI,,
--0.9415532636683955,2025-06-12 22:29:06.555260,115,yenot-zoncen49,False,ROI,,
--0.9635936504813616,2025-06-13 22:40:52.426319,115,yenot-zoncen49,False,ROI,,
--0.970050696207783,2025-06-15 04:17:24.547659,115,yenot-zoncen49,False,ROI,,
--0.9713222308063645,2025-06-17 02:16:08.931664,115,yenot-zoncen49,False,ROI,,
--0.9778909193887282,2025-06-18 02:16:08.125875,115,yenot-zoncen49,False,ROI,,
--0.982009757827749,2025-06-19 02:17:58.619626,115,yenot-zoncen49,False,ROI,,
-0.040910216685406064,2025-06-20 18:03:13.534717,115,yenot-zoncen49,False,ROI,,
-0.040476231551130226,2025-06-21 23:13:34.794828,115,yenot-zoncen49,False,ROI,,
-0.04023309276670273,2025-06-21 23:45:13.724045,115,yenot-zoncen49,False,ROI,,
-0.04029271814269508,2025-06-23 20:41:04.068987,115,yenot-zoncen49,False,ROI,,
-0.04033252892026917,2025-06-26 04:35:04.608810,115,yenot-zoncen49,False,ROI,,
-0.04029593577033963,2025-06-27 04:35:35.398093,115,yenot-zoncen49,False,ROI,,
-0.04028066776071926,2025-06-28 04:36:45.436957,115,yenot-zoncen49,False,ROI,,
-1.0079917219641206,2025-06-30 02:00:40.346959,115,yenot-zoncen49,False,ROI,,
-0.040272014375265064,2025-07-01 03:00:12.912847,115,yenot-zoncen49,False,ROI,,
-0.040331888595324106,2025-07-02 03:47:08.542249,115,yenot-zoncen49,False,ROI,,
--0.01690276896570675,2025-07-03 03:49:18.256157,115,yenot-zoncen49,False,ROI,,
-0.04026680282855222,2025-07-07 03:38:30.485379,115,yenot-zoncen49,False,ROI,,
-0.04039568928848469,2025-07-08 03:40:56.824502,115,yenot-zoncen49,False,ROI,,
-0.04027779750902094,2025-07-09 04:08:49.849360,115,yenot-zoncen49,False,ROI,,
--0.016911618460243583,2025-07-10 04:10:17.892042,115,yenot-zoncen49,False,ROI,,
--0.2849,2025-07-16 21:36:40.452201,115,yenot-zoncen49,False,ROI,,
--0.239,2025-07-18 00:39:30.025156,115,yenot-zoncen49,False,ROI,,
--0.9764430201680611,2025-06-25 12:58:31.434448,116,honji-hahi60,False,ROI,,
--0.5419683668321018,2025-06-06 11:29:18.913469,116,honji-hahi60,False,ROI,,
--0.5419683668321018,2025-06-06 12:31:08.139923,116,honji-hahi60,False,ROI,,
--0.6918271067123792,2025-06-06 22:15:03.771384,116,honji-hahi60,False,ROI,,
--0.6918271067123792,2025-06-07 00:12:24.552821,116,honji-hahi60,False,ROI,,
--0.6918271067123792,2025-06-07 02:01:48.183436,116,honji-hahi60,False,ROI,,
--0.7697658335453386,2025-06-07 15:35:09.317222,116,honji-hahi60,False,ROI,,
--0.8148303173953624,2025-06-08 00:16:07.222875,116,honji-hahi60,False,ROI,,
--0.8148303173953624,2025-06-08 04:13:13.395768,116,honji-hahi60,False,ROI,,
--0.8148303173953624,2025-06-08 02:11:01.421104,116,honji-hahi60,False,ROI,,
--0.8148303173953624,2025-06-08 03:12:05.231210,116,honji-hahi60,False,ROI,,
--0.845686327990629,2025-06-08 14:28:01.349077,116,honji-hahi60,False,ROI,,
--0.8677918616728917,2025-06-08 21:32:22.234368,116,honji-hahi60,False,ROI,,
--0.8677918616728917,2025-06-08 22:36:17.834229,116,honji-hahi60,False,ROI,,
--0.8677918616728917,2025-06-08 23:59:43.295623,116,honji-hahi60,False,ROI,,
--0.8677918616728917,2025-06-09 01:00:58.054069,116,honji-hahi60,False,ROI,,
--0.8842017831796516,2025-06-09 19:31:39.204380,116,honji-hahi60,False,ROI,,
--0.8842017831796516,2025-06-09 20:34:23.789481,116,honji-hahi60,False,ROI,,
--0.8842017831796516,2025-06-10 00:05:22.986881,116,honji-hahi60,False,ROI,,
--0.8842017831796516,2025-06-10 01:11:09.610266,116,honji-hahi60,False,ROI,,
--0.8842017831796516,2025-06-09 21:40:11.196609,116,honji-hahi60,False,ROI,,
--0.8842017831796516,2025-06-09 22:59:27.051209,116,honji-hahi60,False,ROI,,
--0.8959727145977444,2025-06-10 02:15:06.888709,116,honji-hahi60,False,ROI,,
--0.8959727145977444,2025-06-10 03:16:08.200810,116,honji-hahi60,False,ROI,,
--0.9049633984067742,2025-06-10 13:06:56.183812,116,honji-hahi60,False,ROI,,
--0.9049633984067742,2025-06-10 14:12:49.085955,116,honji-hahi60,False,ROI,,
--0.9049633984067742,2025-06-10 12:05:28.212332,116,honji-hahi60,False,ROI,,
--0.9049633984067742,2025-06-10 15:17:49.725694,116,honji-hahi60,False,ROI,,
--0.9122831964482513,2025-06-10 19:30:50.269289,116,honji-hahi60,False,ROI,,
--0.9122831964482513,2025-06-10 20:30:54.841382,116,honji-hahi60,False,ROI,,
--0.9049633984067742,2025-06-10 16:17:52.268774,116,honji-hahi60,False,ROI,,
--0.9049633984067742,2025-06-10 17:23:51.522272,116,honji-hahi60,False,ROI,,
--0.9122831964482513,2025-06-10 18:29:24.025681,116,honji-hahi60,False,ROI,,
--0.9182298315923811,2025-06-11 22:14:54.110285,116,honji-hahi60,False,ROI,,
--0.9182298315923811,2025-06-11 23:15:11.685382,116,honji-hahi60,False,ROI,,
--0.9435336077967746,2025-06-13 18:28:24.365605,116,honji-hahi60,False,ROI,,
--0.9515049258814656,2025-06-16 13:54:43.588418,116,honji-hahi60,False,ROI,,
--0.9599816697433252,2025-06-18 03:40:06.462972,116,honji-hahi60,False,ROI,,
--0.97034511999367,2025-06-19 16:05:48.686587,116,honji-hahi60,False,ROI,,
--0.9715721248370575,2025-06-21 15:51:08.277427,116,honji-hahi60,False,ROI,,
--0.973743176971683,2025-06-23 18:39:27.894815,116,honji-hahi60,False,ROI,,
--0.9779549817792025,2025-06-26 17:30:57.346608,116,honji-hahi60,False,ROI,,
--0.9792864793987509,2025-06-28 17:26:32.957347,116,honji-hahi60,False,ROI,,
--0.9798907246693687,2025-06-29 19:09:29.931685,116,honji-hahi60,False,ROI,,
--0.981998862945028,2025-07-01 01:13:51.237332,116,honji-hahi60,False,ROI,,
-0.030196618366448824,2025-07-01 15:57:00.489588,116,honji-hahi60,False,ROI,,
-0.030193699294877696,2025-07-02 22:07:41.242323,116,honji-hahi60,False,ROI,,
-0.030167571205695687,2025-07-03 22:09:41.859798,116,honji-hahi60,False,ROI,,
-0.03019230719666055,2025-07-04 22:13:19.572262,116,honji-hahi60,False,ROI,,
-0.030178678685341742,2025-07-06 01:02:47.688866,116,honji-hahi60,False,ROI,,
-0.03012059130290745,2025-07-07 17:57:24.613550,116,honji-hahi60,False,ROI,,
-0.0301116992191075,2025-07-10 11:58:01.320924,116,honji-hahi60,False,ROI,,
-0.030109466648891914,2025-07-12 18:07:53.451047,116,honji-hahi60,False,ROI,,
-0.03017060842129693,2025-07-14 13:48:54.730384,116,honji-hahi60,False,ROI,,
-0.030219081043482143,2025-07-15 14:48:32.023314,116,honji-hahi60,False,ROI,,
-0.030148669991007848,2025-07-16 14:57:34.934602,116,honji-hahi60,False,ROI,,
-0.03013966779867605,2025-07-17 18:54:05.027442,116,honji-hahi60,False,ROI,,
--0.08786394198021352,2025-06-25 19:10:56.865968,117,furye-himkon89,False,ROI,,
--0.539434826138091,2025-06-07 12:07:37.903080,117,furye-himkon89,False,ROI,,
--0.8457106839760286,2025-06-08 14:06:51.667566,117,furye-himkon89,False,ROI,,
--0.9230692071887114,2025-06-09 18:36:45.190353,117,furye-himkon89,False,ROI,,
--0.9405482339574164,2025-06-10 19:00:01.668753,117,furye-himkon89,False,ROI,,
--0.9557433990624431,2025-06-11 20:01:40.606767,117,furye-himkon89,False,ROI,,
--0.9644214185359603,2025-06-12 20:03:47.365734,117,furye-himkon89,False,ROI,,
--0.9678726884215347,2025-06-13 20:08:14.584427,117,furye-himkon89,False,ROI,,
--0.9700982511733464,2025-06-14 20:11:08.489286,117,furye-himkon89,False,ROI,,
--0.9709192226604775,2025-06-15 20:54:19.955496,117,furye-himkon89,False,ROI,,
--0.9716427293842737,2025-06-17 04:52:36.207967,117,furye-himkon89,False,ROI,,
--0.9742006075794644,2025-06-18 15:02:37.080985,117,furye-himkon89,False,ROI,,
--0.977337133185629,2025-06-19 16:24:38.211294,117,furye-himkon89,False,ROI,,
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