Split (1)

train · 60k rows

record_id int64 1 30k	country stringclasses 15 values	year int64 2.02k 2.03k	quarter stringclasses 4 values	operator stringclasses 46 values	technology stringclasses 4 values	active_subscribers_millions float64 1.62 122	arpu_usd float64 1.76 9.27	monthly_churn_pct float64 1.5 8	prepaid_share_pct float64 45 98	data_revenue_share_pct float64 20 82	voice_revenue_share_pct float64 18 80	mobile_money_subscribers_millions float64 0.35 52	data_usage_gb_per_user float64 0.2 55.7	network_coverage_pct float64 30 99	market_share_pct float64 5.4 93.4	spectrum_efficiency_index float64 0.3 5	customer_satisfaction_score float64 2.5 4.8	scenario stringclasses 3 values
29,290	Rwanda	2,024	Q4	Airtel Rwanda	4g	5.06	3.01	2.54	80.48	60.9	39.1	2.89	9	76.59	32.03	2.82	4.31	market_saturation
8,220	Kenya	2,025	Q2	Safaricom	5g	46.7	5.82	4.79	87.58	72	28	34.27	13.23	96.85	65.98	4.51	3.64	baseline
11,775	Zambia	2,025	Q3	MTN Zambia	4g	8.88	3.19	5.64	77.06	64.74	35.26	2.88	8.11	70.59	52.67	2.47	2.76	5g_rollout
6,415	Cote d'Ivoire	2,024	Q4	Orange Cote d'Ivoire	3g	17.71	3.17	2.91	89.1	39.4	60.6	8.26	4.62	59.04	44.04	1.24	4.12	baseline
23,928	Cote d'Ivoire	2,024	Q2	Orange Cote d'Ivoire	3g	22.61	3.75	5.31	78.24	33.71	66.29	10.25	2.48	70.28	48.68	1.64	3.74	market_saturation
23,642	Uganda	2,025	Q2	MTN Uganda	4g	18.36	3.35	6.93	76.68	70.05	29.95	9.48	9.83	80.92	51.86	3.19	3.4	market_saturation
6,964	South Africa	2,025	Q3	Telkom Mobile	4g	12.55	5.06	1.8	51.68	55.25	44.75	1.06	6.09	78.22	11.91	2.75	4.78	baseline
1,207	Zambia	2,025	Q3	Airtel Zambia	4g	5.97	3.04	2.21	83.39	63.3	36.7	2.39	7.47	88.25	33.72	2.42	3.13	baseline
26,913	Angola	2,024	Q1	Movicel	4g	6.65	3.17	4.56	81.78	75.07	24.93	0.68	4.02	80.83	24.36	3.08	3.42	market_saturation
19,645	Angola	2,025	Q1	Movicel	3g	6.21	3.52	4.32	87.21	37.37	62.63	0.6	3.07	60.75	28.6	1.52	3.94	5g_rollout
8,624	Uganda	2,025	Q4	Airtel Uganda	4g	11.96	2.58	1.75	90.16	57.25	42.75	6.36	11.84	70.02	36.46	2.55	2.61	baseline
10,869	Mozambique	2,024	Q3	Tmcel	4g	3.77	2.22	5.24	85.68	55.31	44.69	1.16	12.83	55.97	17.19	3.37	3.39	5g_rollout
21,714	Cameroon	2,024	Q1	MTN Cameroon	5g	14.26	3.49	7.97	83.2	55.19	44.81	4.26	31.87	58.09	44.29	4.79	3	market_saturation
2,846	Ethiopia	2,025	Q2	Safaricom Ethiopia	4g	12.42	3.36	6.47	95.33	67.78	32.22	2.61	8.64	55.91	15.56	2.4	3.89	baseline
28,516	South Africa	2,025	Q3	MTN South Africa	3g	49.96	8.09	6.34	61.41	27.75	72.25	3.62	4.31	87.47	36.49	1.78	4.47	market_saturation
9,293	Cote d'Ivoire	2,025	Q3	Moov Africa	3g	4.32	2.76	3.19	72.69	30.62	69.38	2.18	2.28	58.94	12.3	1.81	3.66	baseline
2,044	Uganda	2,024	Q2	Lycamobile Uganda	4g	1.77	2.05	3.4	97.33	60.75	39.25	1.13	7.04	83.89	5.97	2.69	2.59	baseline
24,677	Rwanda	2,025	Q4	Airtel Rwanda	2g	5.62	3.23	4.35	87.38	20.45	79.55	2.72	0.33	83.2	35.11	0.58	4.27	market_saturation
8,056	Ghana	2,024	Q1	MTN Ghana	4g	28.66	4.33	2.05	87.31	69.73	30.27	11.8	14.31	67.42	55.36	2.14	3.46	baseline
22,978	Mozambique	2,024	Q4	Movitel	4g	10.97	2.73	7.8	71.14	62.96	37.04	3.52	14.16	59.63	31	3.17	3.61	market_saturation
24,200	Cote d'Ivoire	2,025	Q3	Moov Africa	3g	5.65	3.01	7.99	80.15	37.59	62.41	2.13	3.48	65.18	11.08	1.19	3.09	market_saturation
25,579	Zambia	2,025	Q1	Zamtel	4g	2.62	2.74	4.1	70.07	80.8	19.2	1.05	5.63	73.2	11.28	2.01	3.14	market_saturation
29,255	Tanzania	2,026	Q1	Vodacom Tanzania	4g	17.92	3.65	4.47	91.33	77.9	22.1	9.37	6.83	83.74	32.1	3.09	3.08	market_saturation
13,691	Nigeria	2,025	Q4	9mobile	3g	19.38	3.89	5.52	71.94	27.49	72.51	7.16	5.99	56.09	10.23	1.69	3.01	5g_rollout
27,941	Mozambique	2,024	Q2	Tmcel	3g	5.75	2.45	6.21	73.93	25.58	74.42	1.69	1.57	79.31	16.61	1.11	3.89	market_saturation
14,866	Uganda	2,025	Q4	Airtel Uganda	5g	10.15	2.78	3.42	83.85	46.29	53.71	4.87	46.68	53.19	40.3	4.49	3.89	5g_rollout
9,348	Nigeria	2,026	Q4	Airtel Africa (Nigeria)	4g	59.86	4.4	4.07	88.38	54.51	45.49	14.69	4.32	82.93	22.99	2.05	3.73	baseline
26,051	Tanzania	2,024	Q3	Tigo Tanzania	4g	15.65	3.31	4.73	90.72	71.53	28.47	9.62	4.66	71.22	25.7	3.08	3.03	market_saturation
17,201	Angola	2,025	Q4	Movicel	4g	5.06	3.41	4.81	94.2	63.57	36.43	0.38	15.48	59	25.49	2.25	3.93	5g_rollout
14,950	Cote d'Ivoire	2,024	Q1	Orange Cote d'Ivoire	3g	14.21	3.23	4.83	89.51	30.77	69.23	6.17	1.48	71.76	50.39	1.91	3.27	5g_rollout
16,325	Uganda	2,026	Q1	Lycamobile Uganda	5g	1.73	2.47	4.96	74.35	48.09	51.91	0.88	48.24	32.67	5.66	4.19	3.3	5g_rollout
8,651	Ghana	2,024	Q3	Vodafone Ghana	4g	11.05	3.2	3.19	81.06	57.13	42.87	5.26	14.2	81.86	22.21	2.17	2.57	baseline
15,351	Cote d'Ivoire	2,026	Q1	MTN Cote d'Ivoire	4g	10.07	2.96	5.2	72.28	58.65	41.35	3.64	7.47	67.87	34.54	2.72	2.71	5g_rollout
14,843	Kenya	2,026	Q1	Safaricom	3g	38.83	5.96	5.82	88.58	23.85	76.15	30.61	1.81	94.8	67.21	1.33	4.8	5g_rollout
11,233	Madagascar	2,026	Q2	Orange Madagascar	5g	6.35	2.42	1.55	93.64	56.22	43.78	1.52	39.49	52.34	34.78	4.71	2.52	5g_rollout
6,902	Angola	2,025	Q4	Movicel	4g	6.7	2.73	3.42	96.83	69.09	30.91	0.53	8.56	69.78	28.38	2.06	4.03	baseline
8,578	Nigeria	2,024	Q2	Glo	5g	56.46	3.74	2.76	74.11	55.58	44.42	15.24	27.47	78.75	25.91	4.02	3.01	baseline
10,981	Tanzania	2,025	Q3	Airtel Tanzania	4g	14.56	3.5	2.48	84.04	74.36	25.64	8.24	12.79	63.81	30.66	2.84	3.33	5g_rollout
16,998	Cameroon	2,024	Q1	Orange Cameroon	5g	9.8	3.67	5.02	76.44	49.81	50.19	2.29	22.14	58.74	37	4.7	3.05	5g_rollout
4,124	Uganda	2,026	Q3	Airtel Uganda	4g	11.24	2.38	4.3	81.94	59.44	40.56	5.98	6.06	90.43	35.75	2.17	4.08	baseline
24,224	Kenya	2,026	Q1	Telkom Kenya	4g	9.55	3.12	6.88	91.11	63.02	36.98	7.56	13.3	86.15	9.86	2.97	4.35	market_saturation
13,361	Cameroon	2,024	Q4	Nexttel	4g	2.79	2.49	5.87	81.75	65.14	34.86	0.82	19.19	71.49	11.62	2.99	3.44	5g_rollout
5,525	Angola	2,025	Q2	Unitel	4g	11.93	3.4	4.77	81.41	70.75	29.25	1.18	8.58	82.11	61.09	3.08	4.12	baseline
20,838	Kenya	2,024	Q1	Safaricom	5g	50.14	6.05	3.14	70.66	72.16	27.84	35.46	26.95	78.82	61.56	3.81	3.73	market_saturation
19,682	Kenya	2,026	Q2	Airtel Kenya	3g	14.94	3.79	2.06	71.52	44.21	55.79	11.57	2.66	86.89	28.82	1.39	3.42	5g_rollout
23,342	Ghana	2,026	Q3	AirtelTigo	4g	8.53	3	6.64	90.41	61.9	38.1	3.39	8.46	85.28	17.11	3.38	2.87	market_saturation
1,706	Madagascar	2,025	Q2	Telma	4g	7.01	2.32	4.38	88.26	49.66	50.34	1.87	5.59	74.4	47.33	3.19	2.87	baseline
25,912	Rwanda	2,026	Q2	MTN Rwanda	4g	8.08	4.02	7.69	79.11	66.28	33.72	3.71	5.13	62.85	61.76	2.19	3.95	market_saturation
19,488	Nigeria	2,024	Q1	Airtel Africa (Nigeria)	4g	49.9	4.26	6.18	92.44	64.8	35.2	13.49	21.23	67.28	25.76	2.81	2.67	5g_rollout
29,597	Senegal	2,025	Q2	Expresso	4g	3.89	2.85	4.51	73.7	75.74	24.26	1.86	10.34	58.32	14.09	3.1	3.32	market_saturation
17,072	South Africa	2,024	Q2	Cell C	3g	10.37	4.89	1.95	67.77	33.83	66.17	0.69	3.11	86.72	12.75	1.96	3.73	5g_rollout
18,172	Kenya	2,025	Q1	Airtel Kenya	4g	18.52	3.58	5.24	78.46	74.98	25.02	15.39	11.59	76.02	26.45	2.42	3.66	5g_rollout
26,747	Rwanda	2,025	Q1	MTN Rwanda	3g	8.4	4.06	4.2	78.33	24.08	75.92	3.27	4.96	56.04	58.26	1.83	3.48	market_saturation
7,211	Tanzania	2,026	Q3	Vodacom Tanzania	4g	18.3	3.29	1.95	94.84	70.41	29.59	7.99	12.79	81.26	30.58	2.45	3.79	baseline
2,620	Rwanda	2,025	Q3	MTN Rwanda	4g	7.02	3.46	2.52	85.89	49.53	50.47	3.27	13.36	77.3	58.51	2.08	3.74	baseline
21,724	Cameroon	2,024	Q1	MTN Cameroon	5g	15.59	3.34	2.68	95.19	64.63	35.37	4.07	31.31	77.06	48.15	4.5	4.2	market_saturation
29,826	Tanzania	2,025	Q1	Halotel	3g	6.18	2.77	5.25	83.35	21.29	78.71	3.46	4.87	60.25	10.94	1.33	2.75	market_saturation
19,745	Zambia	2,024	Q2	Zamtel	2g	1.89	2.37	2.45	80.2	26.74	73.26	0.78	0.51	56.33	10.2	0.78	3.74	5g_rollout
2,939	Angola	2,026	Q4	Unitel	3g	13.4	3.56	4.78	87.59	24.24	75.76	1.31	4.42	64.69	54.4	1.26	2.94	baseline
27,864	Ghana	2,026	Q3	AirtelTigo	5g	10.89	3.5	7.44	79.7	69.45	30.55	5.09	13.8	62.33	17.96	4.97	3.52	market_saturation
28,130	Ethiopia	2,025	Q2	Safaricom Ethiopia	4g	14	4.4	3.77	82.61	78.77	21.23	2.07	13.46	63.91	15.29	2.65	3.93	market_saturation
25,603	Senegal	2,026	Q4	Free Senegal	4g	6.99	3.12	5.21	91.18	81.06	18.94	3.18	8.29	62.02	27.28	2.26	3.1	market_saturation
11,621	Ethiopia	2,025	Q4	Ethio Telecom	5g	60.95	3.29	3.93	84.54	57.81	42.19	11.06	42.15	64.7	81.53	3.85	2.8	5g_rollout
22,925	South Africa	2,026	Q2	MTN South Africa	4g	42.86	6.66	5.5	64.61	61.47	38.53	3.32	8.51	90.55	32.48	2.27	4.13	market_saturation
3,675	Kenya	2,026	Q4	Telkom Kenya	4g	7.59	2.88	5.32	89.21	51.11	48.89	6.62	10.74	96.02	9.78	2.71	4.42	baseline
4,776	Angola	2,026	Q2	Unitel	4g	12.27	3.84	4.42	78.86	47.66	52.34	1.22	12.08	90.94	54.03	2.4	2.84	baseline
11,510	Nigeria	2,025	Q4	MTN Nigeria	4g	70.24	5.06	6.2	80.88	54.73	45.27	22.24	16.48	81.9	36.55	2.22	4.14	5g_rollout
12,302	Madagascar	2,024	Q3	Airtel Madagascar	3g	3.2	1.99	2.6	90.53	40.64	59.36	0.79	4.74	91.67	16.99	1.22	3.85	5g_rollout
25,657	Cote d'Ivoire	2,026	Q4	Moov Africa	4g	4.49	2.76	5.58	82.95	73.91	26.09	1.78	4.48	64.37	11.83	3.35	2.75	market_saturation
7,927	Rwanda	2,026	Q4	Airtel Rwanda	4g	4.26	2.41	6.07	89.38	73.99	26.01	2.37	7.66	76.29	32.3	2.93	4.3	baseline
5,460	Cameroon	2,025	Q1	Orange Cameroon	4g	11.01	2.76	2.17	76.53	52.94	47.06	3.55	14.34	57.29	36.9	2.35	2.61	baseline
14,740	Angola	2,024	Q2	Unitel	5g	12.9	3.93	5.68	89.14	55.56	44.44	1.07	26.67	52.31	59.15	4.1	3.04	5g_rollout
16,977	Cote d'Ivoire	2,025	Q4	Orange Cote d'Ivoire	5g	14.24	3.27	3.96	88.39	67.38	32.62	5.58	33.87	62.77	51.52	4.68	3.84	5g_rollout
15,521	Tanzania	2,025	Q3	Tigo Tanzania	3g	12.19	3.28	2.52	85.13	29.63	70.37	5.38	5.94	75.39	23.27	1.84	2.96	5g_rollout
26,849	Senegal	2,026	Q2	Expresso	4g	3.52	2.47	6.69	83.28	68.25	31.75	1.5	5.74	87.49	13.5	2.88	2.76	market_saturation
8,826	Cote d'Ivoire	2,024	Q3	Moov Africa	2g	3.95	2.59	4.29	73.72	29.02	70.98	2.03	0.28	63.19	12.27	1	3.41	baseline
14,587	Ghana	2,024	Q4	AirtelTigo	4g	6.94	3.17	3.46	94.76	58.34	41.66	3.3	8.29	66.81	16.85	2.22	2.82	5g_rollout
29,076	Cameroon	2,025	Q2	Orange Cameroon	4g	10.81	3.33	4.91	79.33	61.52	38.48	2.98	13.23	67.24	36.83	2.66	3.71	market_saturation
222	Ethiopia	2,024	Q4	Ethio Telecom	3g	80.22	2.67	1.79	82.66	25.23	74.77	16.2	3.31	60.86	89.85	1.78	2.72	baseline
7,369	Nigeria	2,024	Q3	MTN Nigeria	3g	87.21	4.96	4.17	97.6	33.87	66.13	32.65	4.13	67.42	38.38	1.98	2.82	baseline
24,054	Ethiopia	2,024	Q1	Ethio Telecom	3g	81.78	3.35	3.11	94.32	38	62	14.82	2.51	62.88	80.07	1.14	4.15	market_saturation
23,549	Kenya	2,024	Q4	Safaricom	4g	57.22	5.75	4.22	74.19	56.82	43.18	45.23	9.81	79.65	64.75	2.73	4.35	market_saturation
26,504	Senegal	2,026	Q1	Orange Senegal	3g	13.54	4.25	2.62	97.26	22.52	77.48	5.84	3.06	66.88	48.5	1.33	4.08	market_saturation
3,379	Angola	2,026	Q2	Unitel	4g	14.03	3.87	2.93	73.6	74.12	25.88	1.34	8.28	89	56.7	3.44	4.15	baseline
9,325	South Africa	2,025	Q4	MTN South Africa	3g	38.59	5.89	1.6	65.73	34.67	65.33	2.79	1.48	78.29	33.48	1.41	3.18	baseline
9,209	Tanzania	2,025	Q1	Airtel Tanzania	4g	15.06	2.66	5.93	83.25	53.08	46.92	7.65	6.94	77.73	26.47	2.82	3.36	baseline
13,449	South Africa	2,024	Q2	Cell C	5g	11.44	4.87	2.02	68.05	64.03	35.97	0.86	19.08	55.97	10.99	4.9	4.74	5g_rollout
11,171	Cameroon	2,025	Q4	Orange Cameroon	3g	10.24	2.96	3.1	81.37	28.15	71.85	2.45	5.68	61.02	36.52	1.94	2.58	5g_rollout
1,035	Angola	2,025	Q3	Movicel	4g	6.61	2.85	4.01	78.53	63.43	36.57	0.49	4.91	80.65	28.52	2.04	4.09	baseline
17,000	Cote d'Ivoire	2,024	Q3	Orange Cote d'Ivoire	4g	16.45	3.36	2.84	93.79	50.95	49.05	7.67	7.18	61.5	48.53	2.05	2.91	5g_rollout
895	Cote d'Ivoire	2,024	Q4	Orange Cote d'Ivoire	3g	14.63	3.13	4.27	87.56	41.47	58.53	5.33	3.67	86.74	43.67	1.76	3.31	baseline
10,387	Madagascar	2,026	Q3	Telma	4g	7.87	2.1	3.07	84.5	49.31	50.69	2.14	7.12	57.63	45.04	2.64	2.77	5g_rollout
17,231	Rwanda	2,026	Q4	Airtel Rwanda	4g	3.47	2.56	4.03	94.49	53.04	46.96	2.01	16.25	76.52	32.16	3.24	4.77	5g_rollout
9,012	South Africa	2,024	Q4	Cell C	3g	13.46	4.34	3.77	74.44	30	70	0.89	2.71	97.72	11.64	1.25	4.19	baseline
24,241	Rwanda	2,024	Q3	Airtel Rwanda	4g	5.31	2.95	5.6	73.77	81.34	18.66	2.43	13.8	65.62	32.48	3.05	3.36	market_saturation
22,888	Madagascar	2,026	Q2	Orange Madagascar	3g	7.77	2.94	6.71	89.08	27.65	72.35	2.1	4.9	57.9	37.2	1.7	4.12	market_saturation
5,246	Ghana	2,025	Q1	MTN Ghana	2g	25.32	4.27	3.88	70.24	26.38	73.62	14.64	1.16	68.4	55.24	0.69	2.8	baseline
14,610	South Africa	2,024	Q2	Vodacom	4g	40.29	6.88	5.1	70.4	70.71	29.29	2.66	11.93	84.35	42.31	2.28	4.01	5g_rollout
24,906	Ghana	2,025	Q3	Vodafone Ghana	5g	11.75	3.58	4.94	87.98	67.01	32.99	5.21	34.55	58.75	21.53	4.52	2.91	market_saturation
5,658	Madagascar	2,025	Q2	Telma	4g	8.43	2.03	5.73	77.23	48.14	51.86	1.97	5.07	78.61	46.63	2.27	3.95	baseline

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