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
9,947	Uganda	2,024	Q3	Lycamobile Uganda	4g	1.97	2.26	1.93	93.04	67.35	32.65	1.08	10.33	74.67	6.36	3.35	3.68	baseline
15,204	Zambia	2,024	Q3	Zamtel	3g	2.18	2.26	3.23	95.23	42.21	57.79	0.64	6.37	60.1	10.82	1.42	3.83	5g_rollout
28,085	Mozambique	2,024	Q3	Movitel	3g	8.88	2.9	7.72	80.14	40.1	59.9	2.94	3.36	76.2	34.98	1.68	3.01	market_saturation
894	Ghana	2,025	Q2	MTN Ghana	4g	24.18	3.88	4.05	70.34	60.74	39.26	10.72	9.84	66.22	58.43	2.48	2.91	baseline
8,487	Nigeria	2,024	Q4	Airtel Africa (Nigeria)	4g	55.53	3.99	5.27	77.64	47.96	52.04	14.73	5.41	78.03	26.88	2.11	3.55	baseline
1,796	South Africa	2,025	Q3	MTN South Africa	4g	30.23	6.76	5.48	69.63	51.22	48.78	1.99	14.19	77.15	31.84	2.94	3.79	baseline
13,289	Cote d'Ivoire	2,024	Q3	Orange Cote d'Ivoire	4g	17.43	3.48	5.91	78.61	62.06	37.94	7.91	7.85	59.95	45.16	3.03	4.12	5g_rollout
27,154	Ghana	2,025	Q1	AirtelTigo	2g	8.67	3.48	5.25	92.38	36.23	63.77	4.3	1.41	72.85	17.79	0.68	4.19	market_saturation
25,637	Senegal	2,026	Q3	Orange Senegal	4g	13.16	4.23	4.04	87.6	57.63	42.37	4.47	13.28	89.59	47.21	2.95	3.23	market_saturation
840	Angola	2,026	Q4	Unitel	4g	15.26	3.48	3.08	76.88	67.15	32.85	1.53	9.35	77.58	63.16	2.8	3.57	baseline
6,000	Uganda	2,025	Q3	Airtel Uganda	3g	10.38	2.52	4.37	71.3	32.82	67.18	6.44	2.25	57.54	34.32	1.15	4.01	baseline
22,370	Rwanda	2,024	Q2	Airtel Rwanda	4g	5.09	3.21	7.83	87.19	70.08	29.92	2.89	6.46	59.8	32.23	2.64	4.67	market_saturation
7,780	Zambia	2,024	Q3	MTN Zambia	4g	9.44	3.12	2.35	88.98	60.15	39.85	3.85	9.84	67.09	49.55	2.53	3.7	baseline
22,306	Mozambique	2,026	Q2	Movitel	4g	8.86	2.83	6.71	92.54	57.92	42.08	2.57	14.46	83.25	29.98	2.44	3.1	market_saturation
2,324	Ghana	2,026	Q1	AirtelTigo	4g	7.03	3.2	4.01	72.2	59.53	40.47	3.64	12.9	62.74	17.61	2.58	2.89	baseline
14,422	Rwanda	2,024	Q4	Airtel Rwanda	3g	3.98	2.99	1.51	75.55	41.91	58.09	2.27	3.34	85.23	36.04	1.14	4.7	5g_rollout
18,573	Angola	2,025	Q1	Unitel	3g	12.76	4.4	3.71	70.83	40.03	59.97	1.01	2.16	75.67	56.25	1.85	3.62	5g_rollout
6,304	Madagascar	2,024	Q3	Orange Madagascar	4g	5.97	2.53	4.59	70.34	65.94	34.06	1.51	4.82	75.73	35.89	2.95	3.88	baseline
26,405	Senegal	2,025	Q3	Free Senegal	4g	7.03	3.35	3.19	85.86	65.87	34.13	2.74	9.26	57.25	24.46	2.52	2.93	market_saturation
12,427	Nigeria	2,025	Q1	Airtel Africa (Nigeria)	4g	52.95	4.86	5.03	88.89	66.62	33.38	13.59	12.29	83.85	25.85	3.37	3.22	5g_rollout
1,994	Nigeria	2,026	Q2	Airtel Africa (Nigeria)	4g	50.12	3.86	5.68	96.83	61.75	38.25	17.3	12.6	89.62	24.33	2.74	4.05	baseline
5,020	Tanzania	2,024	Q3	Tigo Tanzania	5g	10.71	3.12	2.14	74.73	45.78	54.22	6.05	18.12	56.44	24.04	4.86	2.71	baseline
28,900	Angola	2,025	Q1	Movicel	3g	8.05	3.55	2.89	75.77	43	57	0.8	1.79	89.27	27.96	1.05	2.73	market_saturation
7,400	Angola	2,026	Q3	Movicel	3g	6.2	2.66	4.77	88.22	34.62	65.38	0.47	3.23	65.73	25.67	1.54	2.75	baseline
23,984	Cameroon	2,026	Q2	MTN Cameroon	4g	17.23	3.35	2.93	93.98	55.81	44.19	5.63	7.63	88.4	44.93	2.92	2.64	market_saturation
14,194	Kenya	2,024	Q3	Telkom Kenya	4g	7.53	3.14	4.14	70.09	65.94	34.06	6.6	13.22	80.62	10.8	2.67	3.32	5g_rollout
22,360	Cote d'Ivoire	2,024	Q4	Moov Africa	4g	4.84	2.79	3.08	79.35	78.16	21.84	2.6	11.85	55.74	11.05	3.26	2.76	market_saturation
10,902	Tanzania	2,025	Q3	Halotel	5g	5.27	2.38	2.47	77.92	68.33	31.67	3.06	30.95	56.27	9.87	4.8	4.19	5g_rollout
3,296	Cote d'Ivoire	2,026	Q1	Moov Africa	4g	4.01	2.89	1.72	85.92	50.74	49.26	2.06	13.66	63.24	12.57	3.43	3.75	baseline
18,548	South Africa	2,024	Q1	Cell C	5g	10.05	5.78	3.15	69.78	45.55	54.45	0.72	17.82	59.08	12.62	4.21	3.99	5g_rollout
12,960	Zambia	2,024	Q3	Zamtel	4g	2	2.46	2.52	92.18	73.78	26.22	0.86	7.78	57.41	10.45	2.37	3.52	5g_rollout
17,989	Senegal	2,025	Q1	Free Senegal	4g	5.88	2.7	4.41	79.69	67.11	32.89	2.62	15.9	84.22	26.11	3.26	2.87	5g_rollout
26,725	Senegal	2,026	Q4	Orange Senegal	4g	15.46	3.99	5.44	74.45	80.05	19.95	7.63	14.87	63.64	46.94	3.21	3.8	market_saturation
29,767	Uganda	2,025	Q2	MTN Uganda	2g	17.34	3.29	5.82	75.18	20.57	79.43	10.61	0.84	59.45	47.79	0.52	3.89	market_saturation
1,832	Ghana	2,024	Q1	MTN Ghana	4g	26.76	4.15	6.39	73.92	71.99	28.01	11.18	13.76	84.79	58.36	3.37	2.8	baseline
15,271	Kenya	2,024	Q4	Airtel Kenya	5g	16.89	3.3	1.84	78.05	59.25	40.75	15.09	20.45	37.33	25.79	4.37	3.72	5g_rollout
6,003	Uganda	2,025	Q2	Airtel Uganda	2g	11.83	2.8	3.23	78.59	32.37	67.63	8.38	0.54	63.84	38.82	0.61	3.12	baseline
23,204	Cameroon	2,026	Q4	MTN Cameroon	4g	16.77	3.38	5.48	92.2	59.98	40.02	4.24	12.15	65.69	47.2	2.97	2.91	market_saturation
8,781	Mozambique	2,024	Q1	Movitel	2g	7.07	2.59	6.09	93.37	34.88	65.12	2.4	0.7	62.78	36.19	0.52	2.67	baseline
5,011	Angola	2,026	Q3	Unitel	4g	15.23	3.74	3.39	70.06	62.37	37.63	1.1	6.38	76.37	56.89	2.87	3.91	baseline
10,756	South Africa	2,024	Q1	Vodacom	5g	43.11	7.71	2.35	58.05	61.47	38.53	3.5	36.16	46.86	38.63	4.71	4.04	5g_rollout
14,391	South Africa	2,026	Q1	MTN South Africa	4g	29.83	7.41	6.01	71.78	65.89	34.11	2.15	14.4	96.51	34.25	3.07	3.16	5g_rollout
10,364	Cote d'Ivoire	2,024	Q4	Moov Africa	4g	3.9	3.21	5.4	80.89	46	54	1.77	14.15	88.43	10.94	2.4	3.11	5g_rollout
8,079	Madagascar	2,026	Q2	Orange Madagascar	2g	5.9	2.78	1.57	83.22	21.57	78.43	1.13	0.29	64.98	33.47	0.83	2.57	baseline
8,611	Ethiopia	2,024	Q1	Safaricom Ethiopia	2g	11.81	3.42	4.62	85.29	31.75	68.25	1.69	0.29	79.61	13.94	0.97	4.03	baseline
11,714	Tanzania	2,025	Q1	TTCL	4g	2.58	2.24	2.06	91.34	49.52	50.48	1.47	11.07	60.53	5.55	3.41	3.36	5g_rollout
4,192	Zambia	2,024	Q4	MTN Zambia	4g	8.5	2.9	3.21	92.22	52.33	47.67	3.34	13.95	65.24	51.28	2.11	2.72	baseline
7,003	Rwanda	2,026	Q1	MTN Rwanda	4g	6.42	3.34	5.62	97.86	70.21	29.79	3.26	13.87	70.71	55.93	2.99	3.16	baseline
21,564	Kenya	2,026	Q2	Airtel Kenya	4g	21.68	3.55	4.64	94.37	67.34	32.66	16	5.33	85.15	25.98	2.18	4.8	market_saturation
22,081	Madagascar	2,024	Q1	Telma	4g	10.66	2.63	3.6	94.63	76.37	23.63	2.49	4.9	67.74	49.26	3.2	3.02	market_saturation
2,295	Mozambique	2,025	Q2	Movitel	4g	8.84	2.55	4.67	74.9	53.21	46.79	3.01	13.32	70.84	35.49	2.31	3.56	baseline
27,420	Zambia	2,025	Q1	Zamtel	4g	2.57	2.35	7.33	70.06	56.45	43.55	0.8	4.81	70.79	12.03	2.52	4.1	market_saturation
12,166	Nigeria	2,024	Q1	Airtel Africa (Nigeria)	3g	50.85	4.78	2.94	89.48	37.34	62.66	15.86	5.56	57.19	25.23	1.66	2.66	5g_rollout
7,913	Uganda	2,026	Q2	Airtel Uganda	4g	11.31	2.91	3.54	96.27	46.93	53.07	7.21	8.23	88.66	35.81	2.43	3.35	baseline
20,250	Zambia	2,024	Q4	Airtel Zambia	5g	7.99	2.85	5.09	96.51	59.81	40.19	2.53	17.38	77.45	35.72	4.86	3.38	market_saturation
23,948	Cote d'Ivoire	2,025	Q3	MTN Cote d'Ivoire	4g	13.17	3.32	6.35	87.98	60.65	39.35	6.81	6.61	78.44	31.9	3.12	3.51	market_saturation
29,640	Cote d'Ivoire	2,026	Q2	MTN Cote d'Ivoire	2g	14.09	3.97	3.12	73.28	33.31	66.69	5.2	0.96	61.27	38	0.96	3.57	market_saturation
11,889	Senegal	2,026	Q2	Expresso	4g	2.97	2.53	3.6	81.64	51.23	48.77	1.35	20.44	82.68	12.49	3.03	3.95	5g_rollout
15,039	Ghana	2,025	Q4	Vodafone Ghana	3g	10.81	3.6	1.99	81.47	32.36	67.64	6.31	4.62	91.51	20.13	1.39	4.17	5g_rollout
1,877	Rwanda	2,024	Q4	Airtel Rwanda	4g	3.78	2.68	3.12	90.59	61.06	38.94	1.83	5.83	75.26	31.59	2.6	3.27	baseline
28,294	Tanzania	2,024	Q3	Airtel Tanzania	3g	19.37	3.6	6.52	74.23	25	75	10.66	4.03	58.8	25.6	1.42	2.67	market_saturation
25,179	Madagascar	2,026	Q4	Orange Madagascar	4g	8.4	2.75	4.22	78.96	80.56	19.44	1.58	7.19	64.58	36.29	2.02	4.07	market_saturation
14,518	Ethiopia	2,025	Q1	Safaricom Ethiopia	3g	12.58	4	2.8	79.41	41.91	58.09	2	1.92	87.12	16.01	1.27	4.15	5g_rollout
28,014	Angola	2,026	Q2	Unitel	4g	15.57	4.41	6.07	77.95	66.96	33.04	1.48	5.2	81.7	54.17	2.13	3.74	market_saturation
2,402	South Africa	2,026	Q3	Cell C	2g	13.13	4.68	1.82	52.72	37.54	62.46	1.1	0.81	77.25	11.12	0.86	4.21	baseline
16,690	Ghana	2,024	Q2	MTN Ghana	3g	21	3.94	4.38	80.44	24.19	75.81	11.93	6.01	82.41	49.93	1.15	2.59	5g_rollout
143	Senegal	2,025	Q3	Expresso	2g	3.28	2.4	5.53	95.47	22.68	77.32	1.09	0.39	62.1	13.07	0.87	2.95	baseline
27,613	South Africa	2,025	Q1	Vodacom	4g	56.72	8.98	6.06	72.04	77.84	22.16	4.74	12.68	83.94	43.84	3.21	3.05	market_saturation
7,407	Uganda	2,026	Q4	Lycamobile Uganda	4g	2.27	2.06	4.19	95.91	57.92	42.08	1.18	11.71	77.42	5.94	2.64	3.91	baseline
29,112	Cameroon	2,025	Q1	Nexttel	3g	4.08	2.63	7.11	85.09	27.78	72.22	1.04	4.63	69.57	12	1.79	3.18	market_saturation
29,266	South Africa	2,026	Q1	Vodacom	4g	54.69	8.61	3.18	47.36	80.41	19.59	3.44	9.9	90.67	39.89	3	3.76	market_saturation
5,488	South Africa	2,024	Q1	Telkom Mobile	4g	11.49	4.97	3.43	55.25	66.76	33.24	0.66	10.13	84.71	12.07	2.49	3.6	baseline
26,799	Kenya	2,025	Q1	Telkom Kenya	4g	9.74	3.54	5.84	80.27	64.07	35.93	5.62	4.06	85.03	10.41	2.73	4.79	market_saturation
4,440	Senegal	2,025	Q3	Free Senegal	4g	6.31	2.74	4.67	84.7	51.28	48.72	2.76	13.81	82.77	25.95	2.16	3.7	baseline
12,604	Ethiopia	2,026	Q4	Ethio Telecom	5g	62.55	3.02	3.04	77.01	48.12	51.88	11.15	24.03	54.81	78.98	4.42	3.6	5g_rollout
15,446	Uganda	2,025	Q3	Airtel Uganda	3g	11.57	2.96	3.39	82.63	38.82	61.18	7.91	4.02	62.19	39.39	1.15	3.63	5g_rollout
19,834	Ethiopia	2,024	Q1	Safaricom Ethiopia	2g	11.62	3.89	4.43	77.47	41.56	58.44	1.97	1.87	69.05	13.67	0.79	3.93	5g_rollout
3,907	Ghana	2,024	Q1	Vodafone Ghana	4g	11.1	3.54	4.29	92.52	58.53	41.47	6.33	8.1	72.64	22.39	2.4	3.77	baseline
12,627	Cameroon	2,026	Q1	MTN Cameroon	3g	10.86	3.96	4.57	75.24	27.87	72.13	2.78	5.69	60.44	46.1	1.41	3.75	5g_rollout
18,023	Uganda	2,026	Q4	Lycamobile Uganda	3g	2.14	2.31	2.31	83.46	41.77	58.23	1.4	6.65	90.41	5.76	1.14	3.56	5g_rollout
17,213	Zambia	2,024	Q1	Zamtel	4g	1.97	2.27	5.07	86.11	71.16	28.84	0.59	6.37	59.48	10.36	3.31	2.52	5g_rollout
20,876	Cote d'Ivoire	2,024	Q1	MTN Cote d'Ivoire	4g	14.99	3.42	7.89	89.73	63.01	36.99	5.26	14.72	74.14	37.63	2.42	3.24	market_saturation
26,605	Ghana	2,025	Q1	Vodafone Ghana	4g	13.1	3.44	3.4	93.07	74.88	25.12	6.08	11.19	69.01	20.87	2.02	2.88	market_saturation
29,326	Cote d'Ivoire	2,026	Q4	MTN Cote d'Ivoire	4g	14.39	3.94	6.03	91.62	80.34	19.66	6.61	4.87	78.62	33.04	2.48	2.87	market_saturation
15,893	Rwanda	2,025	Q1	Airtel Rwanda	5g	4.32	2.66	4.02	77.67	58.68	41.32	1.96	18.9	60.8	32.11	4.79	4.63	5g_rollout
17,658	Tanzania	2,026	Q3	Tigo Tanzania	4g	11.8	3.29	5.39	80.84	46.28	53.72	7.22	20.92	74.87	24.57	2.37	3.01	5g_rollout
4,423	Zambia	2,025	Q2	Airtel Zambia	3g	6.72	2.83	5.4	75.8	33.33	66.67	2.42	1.45	76.87	36.14	1.44	3.09	baseline
27,262	Rwanda	2,026	Q2	MTN Rwanda	4g	10.05	3.5	3.95	73.42	64.08	35.92	4.31	13.2	72.29	65.45	2.73	3.12	market_saturation
10,105	Ethiopia	2,025	Q4	Ethio Telecom	5g	60.1	2.97	4.91	75.86	61.71	38.29	9.78	32.17	33.63	80.04	3.53	3.3	5g_rollout
8,300	Tanzania	2,024	Q3	TTCL	2g	3.01	2.12	6.46	93.48	39.3	60.7	1.93	1.16	73.29	6.26	0.39	3.33	baseline
11,119	Angola	2,025	Q1	Movicel	3g	5.83	3.48	4.34	90.16	29.86	70.14	0.6	5.8	81.18	26.66	1.39	3.8	5g_rollout
13,816	Nigeria	2,026	Q1	9mobile	4g	21.73	3.49	5.16	87.51	50.95	49.05	6.91	10.18	62.28	9.55	3.12	3.47	5g_rollout
26,091	Kenya	2,026	Q2	Airtel Kenya	5g	25.49	4.01	5.65	82.86	73.15	26.85	20.38	18.35	94.17	28.06	3.72	4.09	market_saturation
23,943	Zambia	2,026	Q3	MTN Zambia	4g	11.05	3.68	3	70.83	55.21	44.79	3.82	8.16	77.69	52.78	2.74	2.99	market_saturation
25,157	Mozambique	2,026	Q1	Tmcel	2g	5.15	2.64	4.3	93.78	38.64	61.36	1.39	0.45	70.98	18.62	0.45	3.33	market_saturation
20,235	Nigeria	2,025	Q3	Airtel Africa (Nigeria)	4g	67.75	4.6	3.09	76.12	63.81	36.19	17.57	12.18	81.53	26.01	2.72	3.42	market_saturation
5,344	Angola	2,025	Q2	Unitel	4g	13.65	3.65	5.13	95.43	47.97	52.03	1.44	7.46	63.21	58.94	2.36	3.78	baseline
26,316	Rwanda	2,026	Q3	MTN Rwanda	3g	9.96	3.99	5.07	92.99	23.51	76.49	4	2.04	63.61	62.05	1.46	4.64	market_saturation
19,392	Ghana	2,026	Q1	MTN Ghana	4g	26.7	4.4	5.23	97.96	70.62	29.38	11.4	15.24	61.68	55.74	3.44	4.12	5g_rollout
22,880	Uganda	2,026	Q2	MTN Uganda	4g	20.26	3.18	2.68	78.61	57.33	42.67	10.41	14.33	61.05	47.29	3.29	3.6	market_saturation

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