Split (1)

train · 1k rows

date stringdate 2023-06-17 00:00:00 2026-03-12 00:00:00	total_claims int32 112 185	claims_approved int32 73 136	claims_rejected int32 13 49	total_premium_collected float64 27.9 3.78M	total_claims_paid float64 19.6 2.83M	loss_ratio float64 0.35 0.95	combined_ratio float64 0.72 1.2	fraud_detected int32 0 13	fraud_amount_saved float64 3.7 421k	avg_processing_time_hours float64 1 45.9	customer_satisfaction_score float64 2.27 5	new_policies int32 30 74	policy_renewals int32 53 109	country stringclasses 6 values
2025-12-03	144	91	35	1,529,808.91	251,704	0.645	0.974	1	1,484.13	23.6	4.82	40	89	Kuwait
2025-12-04	149	117	31	208,927.47	907,912.41	0.666	0.945	5	54,933.72	15.2	4.09	61	94	Saudi Arabia
2025-12-05	141	96	27	115,235.24	408,522.59	0.604	1.003	5	55,847.47	32.5	3.86	62	97	Qatar
2025-12-06	138	85	33	561,981.36	387,149.53	0.625	0.839	9	43,088.42	36.9	4.31	48	83	Saudi Arabia
2025-12-07	137	90	32	1,146,171.23	649.84	0.776	1.072	5	16,441.3	27.4	4.44	60	76	Qatar
2025-12-08	140	97	41	58,300.75	1,096,213.51	0.544	0.944	6	36,670.12	18.9	4.69	50	79	Qatar
2025-12-09	155	107	20	46,154.56	219,335.77	0.559	1.045	6	16,308.08	12.5	3.46	46	90	Kuwait
2025-12-10	177	103	22	2,182,154.79	344,831.07	0.695	1.004	5	186,633.01	22.6	5	48	86	UAE
2025-12-11	144	101	35	284,080.09	836,559.26	0.631	1.084	5	9,090.02	20.8	5	50	75	Kuwait
2025-12-12	153	104	29	106,359.56	168,134.25	0.547	0.943	6	25,147.17	21.1	3.8	53	79	UAE
2025-12-13	164	99	36	1,280,385.82	850,407.59	0.714	1.084	9	42,471.13	17.2	3.02	41	66	Kuwait
2025-12-14	144	97	36	690,280.41	41,661.23	0.746	0.918	4	71,309.32	20.2	5	55	86	Bahrain
2025-12-15	139	100	36	346,114.4	99,189.83	0.565	0.904	9	73,180.54	29	4.65	43	80	UAE
2025-12-16	156	102	21	795,416.61	16,506.35	0.639	0.992	1	14,891.43	16.8	4.55	55	78	UAE
2025-12-17	142	99	25	1,182,253.52	5,300.46	0.575	0.973	10	57,666.68	20.5	3.72	53	99	Oman
2025-12-18	151	109	27	105,887.63	618,525.77	0.539	1.02	6	5,835.61	15.5	4.06	51	99	Bahrain
2025-12-19	175	102	45	179,066.75	78,833.24	0.62	0.965	9	28,828.48	16.9	3.9	50	67	Kuwait
2025-12-20	149	95	27	346,836.63	474,044.42	0.588	1.084	3	21,599.38	30	4.63	47	79	UAE
2025-12-21	148	125	25	1,965,198.13	946,490.94	0.499	0.947	1	55,188.28	45.7	4	53	78	Bahrain
2025-12-22	147	126	32	268,878.75	759,418.94	0.563	0.772	5	16,223.94	27.1	3.92	46	82	Bahrain
2025-12-23	153	116	25	80,251.33	90,488.23	0.66	0.951	5	942.78	39.6	3.65	50	90	Oman
2025-12-24	127	107	33	1,127,878.86	139,936.93	0.564	1.051	5	22,475.4	22.9	4.33	43	82	Kuwait
2025-12-25	138	99	22	1,242,218.57	151,548.74	0.68	1.022	5	29,782.6	14.3	3.55	60	90	Bahrain
2025-12-26	129	81	25	430,456.21	23,412.09	0.615	0.993	2	98,608.71	30.4	5	39	67	Bahrain
2025-12-27	133	86	37	221,351.03	597,230.32	0.473	0.953	9	44,165.27	10	4.43	57	90	Kuwait
2025-12-28	153	110	20	136,666.73	105,733.24	0.669	1.034	5	31,738.29	14.4	4.12	58	93	Bahrain
2025-12-29	135	97	29	139,775.17	187,262.33	0.746	0.913	5	18,562.29	31.4	4.14	44	84	Oman
2025-12-30	153	109	41	640,300.89	579,797.3	0.755	0.966	6	170,078.53	37.5	4.66	30	92	Oman
2025-12-31	132	83	29	140,999.79	7,997.25	0.553	0.955	2	80,171.23	19.6	3.79	59	81	Saudi Arabia
2026-01-01	143	116	27	618,470.51	432,968.89	0.607	0.94	2	118,730.52	23.2	3.85	51	79	Oman
2026-01-02	149	92	32	115,867.05	184,545.16	0.715	0.832	3	14,250	27.5	4.81	45	72	UAE
2026-01-03	171	96	24	4,034.49	158,031.28	0.868	0.915	9	7,152.35	32.4	4.3	48	83	Saudi Arabia
2026-01-04	127	105	27	1,305,721.24	33,161.2	0.494	1.003	6	52,627.97	23.9	3.88	55	95	Oman
2026-01-05	167	106	33	576,444.11	103,045.67	0.652	0.822	1	30,727.39	44.7	4.1	46	82	Kuwait
2026-01-06	162	81	27	103,017.07	226,728.96	0.65	0.978	3	24,077.26	21.7	4.45	64	65	Saudi Arabia
2026-01-07	170	98	33	248,929.11	1,282,233.01	0.564	0.868	9	17,422.47	33.2	4.59	53	92	Qatar
2026-01-08	133	97	26	153,912.93	16,657.58	0.685	0.954	3	98,745.73	24.6	4.27	51	96	UAE
2026-01-09	160	115	25	427,590.53	139,870.06	0.694	0.97	5	4,904.28	15.8	4.02	51	90	Kuwait
2026-01-10	152	111	20	80,559.34	187,340.57	0.585	0.937	6	24,588.36	20.3	3.62	44	89	Qatar
2026-01-11	156	91	27	37,227.07	360,298.07	0.702	0.891	5	121,010.09	10.1	4.5	46	97	Saudi Arabia
2026-01-12	143	97	22	7,272.56	435,285.12	0.723	0.905	5	25,858.49	20.2	4.61	55	86	Kuwait
2026-01-13	142	99	23	1,458,392.58	233,522.68	0.683	1.032	4	51,392.12	16.3	3.49	51	82	Kuwait
2026-01-14	135	84	35	171,807.08	796,700.09	0.601	0.95	4	21,953.84	22.4	4.08	49	80	Bahrain
2026-01-15	154	102	30	267,296.21	269,538.88	0.829	0.942	5	56,022.26	23.3	3.74	44	83	Bahrain
2026-01-16	163	101	27	1,619,182.06	570,790.28	0.681	0.905	4	29,996.15	26.6	5	60	67	UAE
2026-01-17	139	106	37	354,910.38	349,653.89	0.642	1.03	8	6,261.83	25.1	5	51	87	Oman
2026-01-18	159	97	28	717,910.58	183,219.44	0.567	1.013	8	1,095.33	24.2	4.88	46	81	Qatar
2026-01-19	166	94	29	1,789,032.17	105,019.48	0.828	1.018	10	47,356.96	21.9	3.63	42	72	UAE
2026-01-20	153	87	32	953,636.93	452,553.26	0.668	0.899	1	5,520.31	27.3	3.32	54	68	Kuwait
2026-01-21	155	93	23	614,355.38	683,814.36	0.543	0.906	4	92,962.33	22.8	4.37	56	76	Bahrain
2026-01-22	153	109	26	824,385.28	163,984.71	0.719	0.846	6	17,072.95	28.5	4.2	50	84	Bahrain
2026-01-23	133	95	39	443,996.04	139,555.36	0.681	0.985	6	68,766.84	11.4	4.88	51	86	Bahrain
2026-01-24	162	76	29	349,563.08	302,420.9	0.601	0.934	8	25,760.96	32.4	3.47	42	85	UAE
2026-01-25	128	103	33	449,139.42	472,745.68	0.729	0.95	6	20,803.82	29.3	4.82	54	73	Bahrain
2026-01-26	158	104	20	190,968.78	190,979.41	0.563	1.103	8	8,080.81	17.8	3.65	49	82	UAE
2026-01-27	149	83	30	1,109,698.43	145,851.17	0.734	0.95	2	85,112.52	8.1	3.92	46	91	Kuwait
2026-01-28	171	108	28	138,320.57	107,966.29	0.773	0.965	2	98,263.52	21.4	4.37	55	74	Saudi Arabia
2026-01-29	134	106	35	809,444.57	30,271.45	0.65	0.958	6	84,504.6	28.3	3.9	40	81	Saudi Arabia
2026-01-30	146	93	19	80,640.33	293,217.39	0.676	0.855	4	73,442.17	30.7	3.84	39	81	Qatar
2026-01-31	140	103	33	577,717.42	622,650.32	0.711	0.864	10	111,554.67	32.8	4.37	52	86	Kuwait
2026-02-01	160	104	25	349,227.89	402,896.55	0.727	0.971	8	49,952.56	14.5	3.93	39	91	Kuwait
2026-02-02	150	101	32	616,093.03	2,163.36	0.564	1.043	4	10,830.01	30.1	3.16	55	73	Qatar
2026-02-03	155	85	32	740,995.52	66,055.74	0.555	1.047	4	49,308.49	31	4.27	46	88	Kuwait
2026-02-04	137	109	28	384,118.23	499,357.81	0.509	0.867	4	35,038.66	11.1	3.92	41	87	UAE
2026-02-05	155	102	25	76,335.09	480,150.84	0.652	0.909	7	9,270.02	12.6	4.13	47	105	UAE
2026-02-06	168	89	26	446,169.97	200,300.19	0.601	0.932	4	16,471.9	20	4.06	52	71	UAE
2026-02-07	147	109	39	1,340,992.65	6,863.23	0.687	0.956	1	5,865.39	25.7	3.38	47	93	UAE
2026-02-08	154	75	31	86,152.33	112,117.59	0.615	0.95	8	53,096.95	36	4.08	56	78	Saudi Arabia
2026-02-09	163	106	39	61,575.33	391,805.37	0.772	0.935	7	38,592.96	22.8	3.91	50	90	UAE
2026-02-10	138	108	27	166,232.4	140,848.05	0.541	0.853	0	70,998.18	18.1	4.08	53	75	UAE
2026-02-11	143	107	28	1,242,808.44	129,109.64	0.739	1.014	5	8,788.07	30.3	4.26	47	90	Bahrain
2026-02-12	155	93	28	70,662.65	51,716.06	0.739	0.993	8	7,372.51	31.6	4.16	54	86	Oman
2026-02-13	149	103	32	95,933.4	690,044.94	0.684	0.967	6	57,991.78	23.2	4.3	56	84	Bahrain
2026-02-14	133	96	34	138,649.99	541,972.11	0.462	0.942	7	125,176.52	27.6	4.35	63	88	Saudi Arabia
2026-02-15	154	97	26	426,104.12	43,056.4	0.679	0.93	5	31,362.67	14.2	4.24	40	76	Oman
2026-02-16	164	92	30	430,523.8	26,025.05	0.654	0.894	3	122,938.04	22.3	4.03	60	91	UAE
2026-02-17	152	92	30	6,475.15	542,439.72	0.351	0.95	8	17,760.88	32.1	4.99	45	75	Kuwait
2026-02-18	154	105	26	120,818.29	164,127.6	0.661	1.045	8	56,635.48	30.8	3.37	50	73	UAE
2026-02-19	148	82	33	748,462.97	33,766.42	0.66	1.046	6	69,633.45	19.7	4.67	42	69	Kuwait
2026-02-20	170	99	33	909,268.36	2,577.68	0.77	0.922	3	201,569.12	27.2	3.68	51	80	Kuwait
2026-02-21	129	117	26	784,051.95	173,829.2	0.435	0.976	7	137,209.34	15.7	3.09	62	77	Qatar
2026-02-22	134	110	37	302,940.29	54,015.92	0.53	0.84	6	18,214.82	28.5	3.97	49	77	Bahrain
2026-02-23	129	110	42	474,005.91	33,279.88	0.575	1.042	4	6,183.52	10.1	4.22	56	87	Bahrain
2026-02-24	147	95	39	364,087.46	125,645.17	0.496	1.011	5	70,520.89	24.1	3.64	42	61	Kuwait
2026-02-25	155	91	28	27,164.26	348,153.8	0.644	1.183	5	3,002.56	29.4	3.92	45	75	Saudi Arabia
2026-02-26	150	89	23	1,473,281.01	557,338.47	0.679	0.855	7	39,974.63	29.1	3.61	38	53	Qatar
2026-02-27	138	110	24	274,858.53	174,951.94	0.748	0.896	5	27,109.14	16.5	3.89	45	69	Qatar
2026-02-28	149	112	32	508,067.19	51,587.73	0.814	0.879	5	694.84	23	4.54	46	87	Qatar
2026-03-01	149	103	35	130,786.37	20,305.92	0.533	0.87	4	1,230.8	1	4.58	39	66	Oman
2026-03-02	169	110	29	669,013.58	434.3	0.901	1.078	5	22,777.31	14.9	4.49	45	81	UAE
2026-03-03	139	93	33	213,045.74	262,329.5	0.676	1.045	3	18,911.7	36.9	3.57	47	70	Kuwait
2026-03-04	152	101	30	216,980.45	156,913.53	0.546	0.978	4	81,872.55	26.7	3.94	54	68	Qatar
2026-03-05	154	108	25	73,022.81	487,744.24	0.59	1.05	8	94,092.27	23.2	3.76	46	73	Oman
2026-03-06	146	121	26	1,305,538.64	207,019.45	0.65	1.091	1	4,322.92	14.5	4.06	51	77	Bahrain
2026-03-07	147	95	24	794,302.94	52,424.76	0.524	0.988	4	17,683.1	31.9	4.45	48	75	Bahrain
2026-03-08	167	100	28	437,882.18	277,664.58	0.739	1.063	4	33,024.07	16.9	4.72	43	75	UAE
2026-03-09	150	88	33	1,009,716.05	78,232.89	0.735	0.905	5	7,698.17	20.3	4.41	54	90	Saudi Arabia
2026-03-10	154	106	24	10,127.18	557,148.53	0.633	1.059	8	61,906.85	19.9	4.58	57	70	Saudi Arabia
2026-03-11	160	98	30	512,392.67	131,535.89	0.708	1.098	3	33,546.19	16.3	3.42	72	68	Bahrain
2026-03-12	162	90	26	1,138,759.81	404,135.5	0.74	0.844	1	113,559.53	17.2	4.07	40	70	Kuwait

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