Fixed Broadband Penetration 2015
Fixed broadband penetration indicates the availability and use of high-speed internet connections in households.
Interactive Map
Complete Data Rankings
Rank | Actions | ||
|---|---|---|---|
1 | Monaco | 49.933 subscriptions per 100 inhabitants | |
2 | Bermuda | 47.271 subscriptions per 100 inhabitants | |
3 | Gibraltar | 46.929 subscriptions per 100 inhabitants | |
4 | Switzerland | 44.672 subscriptions per 100 inhabitants | |
5 | Cayman Islands | 44.423 subscriptions per 100 inhabitants | |
6 | Andorra | 42.528 subscriptions per 100 inhabitants | |
7 | Denmark | 42.313 subscriptions per 100 inhabitants | |
8 | Liechtenstein | 41.968 subscriptions per 100 inhabitants | |
9 | France | 41.387 subscriptions per 100 inhabitants | |
10 | Netherlands | 41.088 subscriptions per 100 inhabitants | |
11 | Norway | 39.51 subscriptions per 100 inhabitants | |
12 | South Korea | 39.276 subscriptions per 100 inhabitants | |
13 | United Kingdom | 37.721 subscriptions per 100 inhabitants | |
14 | Iceland | 37.599 subscriptions per 100 inhabitants | |
15 | Germany | 37.413 subscriptions per 100 inhabitants | |
16 | Malta | 36.677 subscriptions per 100 inhabitants | |
17 | Belgium | 36.549 subscriptions per 100 inhabitants | |
18 | Canada | 36.47 subscriptions per 100 inhabitants | |
19 | Faroe Islands | 36.389 subscriptions per 100 inhabitants | |
20 | Sweden | 35.678 subscriptions per 100 inhabitants | |
21 | Saint Kitts and Nevis | 34.778 subscriptions per 100 inhabitants | |
22 | San Marino | 34.338 subscriptions per 100 inhabitants | |
23 | Luxembourg | 34.291 subscriptions per 100 inhabitants | |
24 | China, Hong Kong SAR | 31.872 subscriptions per 100 inhabitants | |
25 | Greece | 31.781 subscriptions per 100 inhabitants | |
26 | Finland | 31.569 subscriptions per 100 inhabitants | |
27 | New Zealand | 31.445 subscriptions per 100 inhabitants | |
28 | United States | 31.341 subscriptions per 100 inhabitants | |
29 | Belarus | 30.604 subscriptions per 100 inhabitants | |
30 | Japan | 30.542 subscriptions per 100 inhabitants | |
31 | Portugal | 30.3 subscriptions per 100 inhabitants | |
32 | Cyprus | 30.174 subscriptions per 100 inhabitants | |
33 | Estonia | 29.688 subscriptions per 100 inhabitants | |
34 | Spain | 29.01 subscriptions per 100 inhabitants | |
35 | Lithuania | 28.677 subscriptions per 100 inhabitants | |
36 | Australia | 28.512 subscriptions per 100 inhabitants | |
37 | Austria | 28.407 subscriptions per 100 inhabitants | |
38 | Barbados | 28.054 subscriptions per 100 inhabitants | |
39 | Czech Republic | 27.998 subscriptions per 100 inhabitants | |
40 | Ireland | 27.846 subscriptions per 100 inhabitants | |
41 | Hungary | 27.632 subscriptions per 100 inhabitants | |
42 | Slovenia | 27.623 subscriptions per 100 inhabitants | |
43 | China, Macao SAR | 27.314 subscriptions per 100 inhabitants | |
44 | Israel | 26.984 subscriptions per 100 inhabitants | |
45 | Singapore | 26.898 subscriptions per 100 inhabitants | |
46 | Uruguay | 26.75 subscriptions per 100 inhabitants | |
47 | Latvia | 25.457 subscriptions per 100 inhabitants | |
48 | Italy | 24.598 subscriptions per 100 inhabitants | |
49 | Curaçao | 24.008 subscriptions per 100 inhabitants | |
50 | Croatia | 23.573 subscriptions per 100 inhabitants | |
51 | Slovakia | 23.501 subscriptions per 100 inhabitants | |
52 | Bulgaria | 22.494 subscriptions per 100 inhabitants | |
53 | Dominica | 21.53 subscriptions per 100 inhabitants | |
54 | Romania | 21.449 subscriptions per 100 inhabitants | |
55 | Saudi Arabia | 21.136 subscriptions per 100 inhabitants | |
56 | Bahamas | 21.025 subscriptions per 100 inhabitants | |
57 | Puerto Rico | 20.001 subscriptions per 100 inhabitants | |
58 | China | 19.844 subscriptions per 100 inhabitants | |
59 | New Caledonia | 19.554 subscriptions per 100 inhabitants | |
60 | Trinidad and Tobago | 19.488 subscriptions per 100 inhabitants | |
61 | Azerbaijan | 19.476 subscriptions per 100 inhabitants | |
62 | British Virgin Islands | 19.305 subscriptions per 100 inhabitants | |
63 | Poland | 18.987 subscriptions per 100 inhabitants | |
64 | French Polynesia | 18.681 subscriptions per 100 inhabitants | |
65 | Serbia | 18.657 subscriptions per 100 inhabitants | |
66 | Russia | 18.5 subscriptions per 100 inhabitants | |
67 | Bahrain | 18.475 subscriptions per 100 inhabitants | |
68 | North Macedonia | 18.402 subscriptions per 100 inhabitants | |
69 | Aruba | 18.237 subscriptions per 100 inhabitants | |
70 | Bosnia and Herzegovina | 18.047 subscriptions per 100 inhabitants | |
71 | Montenegro | 17.893 subscriptions per 100 inhabitants | |
72 | Greenland | 17.85 subscriptions per 100 inhabitants | |
73 | Grenada | 17.229 subscriptions per 100 inhabitants | |
74 | Georgia | 16.765 subscriptions per 100 inhabitants | |
75 | Republic of Moldova | 16.257 subscriptions per 100 inhabitants | |
76 | Saint Lucia | 16.252 subscriptions per 100 inhabitants | |
77 | Saint Vincent and the Grenadines | 15.856 subscriptions per 100 inhabitants | |
78 | Argentina | 15.769 subscriptions per 100 inhabitants | |
79 | Mauritius | 15.275 subscriptions per 100 inhabitants | |
80 | Chile | 15.068 subscriptions per 100 inhabitants | |
81 | United Arab Emirates | 14.231 subscriptions per 100 inhabitants | |
82 | Kazakhstan | 12.724 subscriptions per 100 inhabitants | |
83 | Brazil | 12.635 subscriptions per 100 inhabitants | |
84 | Seychelles | 12.515 subscriptions per 100 inhabitants | |
85 | Mexico | 12.189 subscriptions per 100 inhabitants | |
86 | Turkey | 11.879 subscriptions per 100 inhabitants | |
87 | Colombia | 11.764 subscriptions per 100 inhabitants | |
88 | Ukraine | 11.644 subscriptions per 100 inhabitants | |
89 | Costa Rica | 11.595 subscriptions per 100 inhabitants | |
90 | Antigua and Barbuda | 11.185 subscriptions per 100 inhabitants | |
91 | Malaysia | 9.81 subscriptions per 100 inhabitants | |
92 | Armenia | 9.801 subscriptions per 100 inhabitants | |
93 | Qatar | 9.796 subscriptions per 100 inhabitants | |
94 | Ecuador | 9.145 subscriptions per 100 inhabitants | |
95 | Suriname | 9.059 subscriptions per 100 inhabitants | |
96 | United States Virgin Islands | 8.978 subscriptions per 100 inhabitants | |
97 | Thailand | 8.83 subscriptions per 100 inhabitants | |
98 | Venezuela | 8.47 subscriptions per 100 inhabitants | |
99 | Albania | 8.379 subscriptions per 100 inhabitants | |
100 | Vietnam | 8.25 subscriptions per 100 inhabitants | |
101 | Jamaica | 8.167 subscriptions per 100 inhabitants | |
102 | Brunei Darussalam | 8.153 subscriptions per 100 inhabitants | |
103 | Iran | 7.999 subscriptions per 100 inhabitants | |
104 | Panama | 7.984 subscriptions per 100 inhabitants | |
105 | Guyana | 7.075 subscriptions per 100 inhabitants | |
106 | Mongolia | 6.99 subscriptions per 100 inhabitants | |
107 | Palau | 6.888 subscriptions per 100 inhabitants | |
108 | Dominican Republic | 6.575 subscriptions per 100 inhabitants | |
109 | Peru | 6.565 subscriptions per 100 inhabitants | |
110 | State of Palestine | 6.071 subscriptions per 100 inhabitants | |
111 | Uzbekistan | 5.814 subscriptions per 100 inhabitants | |
112 | El Salvador | 5.709 subscriptions per 100 inhabitants | |
113 | Algeria | 5.671 subscriptions per 100 inhabitants | |
114 | Oman | 5.466 subscriptions per 100 inhabitants | |
115 | Maldives | 5.413 subscriptions per 100 inhabitants | |
116 | Tunisia | 5.034 subscriptions per 100 inhabitants | |
117 | Belize | 4.877 subscriptions per 100 inhabitants | |
118 | Tuvalu | 4.105 subscriptions per 100 inhabitants | |
119 | Egypt | 3.842 subscriptions per 100 inhabitants | |
120 | Bhutan | 3.764 subscriptions per 100 inhabitants | |
121 | Syrian Arab Republic | 3.754 subscriptions per 100 inhabitants | |
122 | Kyrgyzstan | 3.524 subscriptions per 100 inhabitants | |
123 | Paraguay | 3.493 subscriptions per 100 inhabitants | |
124 | Morocco | 3.316 subscriptions per 100 inhabitants | |
125 | Jordan | 3.245 subscriptions per 100 inhabitants | |
126 | Cabo Verde | 3.233 subscriptions per 100 inhabitants | |
127 | Bangladesh | 3.07 subscriptions per 100 inhabitants | |
128 | Micronesia (Fed. States of) | 3.014 subscriptions per 100 inhabitants | |
129 | Namibia | 2.965 subscriptions per 100 inhabitants | |
130 | Sri Lanka | 2.88 subscriptions per 100 inhabitants | |
131 | Guatemala | 2.879 subscriptions per 100 inhabitants | |
132 | Philippines | 2.754 subscriptions per 100 inhabitants | |
133 | South Africa | 2.485 subscriptions per 100 inhabitants | |
134 | Djibouti | 2.368 subscriptions per 100 inhabitants | |
135 | Tonga | 2.317 subscriptions per 100 inhabitants | |
136 | Honduras | 2.137 subscriptions per 100 inhabitants | |
137 | Marshall Islands | 2.049 subscriptions per 100 inhabitants | |
138 | Nicaragua | 1.891 subscriptions per 100 inhabitants | |
139 | Botswana | 1.672 subscriptions per 100 inhabitants | |
140 | Bolivia | 1.643 subscriptions per 100 inhabitants | |
141 | Vanuatu | 1.615 subscriptions per 100 inhabitants | |
142 | Indonesia | 1.521 subscriptions per 100 inhabitants | |
143 | Kuwait | 1.434 subscriptions per 100 inhabitants | |
144 | Fiji | 1.386 subscriptions per 100 inhabitants | |
145 | India | 1.276 subscriptions per 100 inhabitants | |
146 | Yemen | 1.268 subscriptions per 100 inhabitants | |
147 | Zimbabwe | 1.139 subscriptions per 100 inhabitants | |
148 | Nepal | 1.088 subscriptions per 100 inhabitants | |
149 | Samoa | 1.033 subscriptions per 100 inhabitants | |
150 | Libya | 0.934 subscriptions per 100 inhabitants | |
151 | Togo | 0.862 subscriptions per 100 inhabitants | |
152 | Pakistan | 0.825 subscriptions per 100 inhabitants | |
153 | Senegal | 0.689 subscriptions per 100 inhabitants | |
154 | Sao Tome and Principe | 0.656 subscriptions per 100 inhabitants | |
155 | Benin | 0.645 subscriptions per 100 inhabitants | |
156 | Somalia | 0.594 subscriptions per 100 inhabitants | |
157 | Angola | 0.545 subscriptions per 100 inhabitants | |
158 | Gabon | 0.543 subscriptions per 100 inhabitants | |
159 | Cambodia | 0.534 subscriptions per 100 inhabitants | |
160 | Eswatini | 0.525 subscriptions per 100 inhabitants | |
161 | Ethiopia | 0.46 subscriptions per 100 inhabitants | |
162 | Turkmenistan | 0.454 subscriptions per 100 inhabitants | |
163 | Côte d'Ivoire | 0.435 subscriptions per 100 inhabitants | |
164 | Kenya | 0.287 subscriptions per 100 inhabitants | |
165 | Equatorial Guinea | 0.261 subscriptions per 100 inhabitants | |
166 | Ghana | 0.255 subscriptions per 100 inhabitants | |
167 | Mauritania | 0.243 subscriptions per 100 inhabitants | |
168 | Solomon Islands | 0.222 subscriptions per 100 inhabitants | |
169 | Comoros | 0.22 subscriptions per 100 inhabitants | |
170 | Uganda | 0.215 subscriptions per 100 inhabitants | |
171 | Laos | 0.214 subscriptions per 100 inhabitants | |
172 | Tanzania | 0.204 subscriptions per 100 inhabitants | |
173 | Rwanda | 0.181 subscriptions per 100 inhabitants | |
174 | Papua New Guinea | 0.172 subscriptions per 100 inhabitants | |
175 | Gambia | 0.161 subscriptions per 100 inhabitants | |
176 | Mozambique | 0.16 subscriptions per 100 inhabitants | |
177 | Liberia | 0.15 subscriptions per 100 inhabitants | |
178 | Zambia | 0.143 subscriptions per 100 inhabitants | |
179 | Niger | 0.136 subscriptions per 100 inhabitants | |
180 | Kiribati | 0.1 subscriptions per 100 inhabitants | |
181 | Lesotho | 0.098 subscriptions per 100 inhabitants | |
182 | Madagascar | 0.093 subscriptions per 100 inhabitants | |
183 | Cameroon | 0.09 subscriptions per 100 inhabitants | |
184 | Timor-Leste | 0.085 subscriptions per 100 inhabitants | |
185 | Chad | 0.077 subscriptions per 100 inhabitants | |
186 | Cuba | 0.072 subscriptions per 100 inhabitants | |
187 | Sudan | 0.07 subscriptions per 100 inhabitants | |
188 | Tajikistan | 0.069 subscriptions per 100 inhabitants | |
189 | Myanmar | 0.064 subscriptions per 100 inhabitants | |
190 | Guinea-Bissau | 0.059 subscriptions per 100 inhabitants | |
191 | Burkina Faso | 0.05 subscriptions per 100 inhabitants | |
192 | Central African Republic | 0.04 subscriptions per 100 inhabitants | |
193 | Malawi | 0.034 subscriptions per 100 inhabitants | |
194 | Burundi | 0.025 subscriptions per 100 inhabitants | |
195 | Afghanistan | 0.021 subscriptions per 100 inhabitants | |
196 | Mali | 0.019 subscriptions per 100 inhabitants | |
197 | Eritrea | 0.016 subscriptions per 100 inhabitants | |
198 | Haiti | 0.013 subscriptions per 100 inhabitants | |
199 | Guinea | 0.008 subscriptions per 100 inhabitants | |
200 | Nigeria | 0.008 subscriptions per 100 inhabitants | |
201 | South Sudan | 0.001 subscriptions per 100 inhabitants | |
202 | Congo, Democratic Republic of the | 0.001 subscriptions per 100 inhabitants |
- #1
Monaco
- #2
Bermuda
- #3
Gibraltar
- #4
Switzerland
- #5
Cayman Islands
- #6
Andorra
- #7
Denmark
- #8
Liechtenstein
- #9
France
- #10
Netherlands
Analysis: These countries represent the highest values in this dataset, showcasing significant scale and impact on global statistics.
- #202
Congo, Democratic Republic of the
- #201
South Sudan
- #200
Nigeria
- #199
Guinea
- #198
Haiti
- #197
Eritrea
- #196
Mali
- #195
Afghanistan
- #194
Burundi
- #193
Malawi
Context: These countries or territories have the lowest values, often due to geographic size, administrative status, or specific characteristics.
Analysis & Context
In 2015, Monaco led the world in Fixed Broadband Penetration with an impressive 49.93 subscriptions per 100 inhabitants, while the global range spanned from a low of 0.01 to a high of 49.93. The average penetration across the 200 countries with available data was 13.32 subscriptions per 100 inhabitants, providing a snapshot of global broadband connectivity.
Economic Prosperity and Broadband Access
The disparity in Fixed Broadband Penetration often mirrors a country's economic standing. In 2015, wealthier nations exhibited far higher broadband penetration rates compared to their less affluent counterparts. Monaco, with its high GDP per capita, topped the list with 49.93 subscriptions per 100 inhabitants. Similarly, Switzerland and Denmark, known for their robust economies, reported penetration rates of 44.67 and 42.31, respectively. These figures underscore the correlation between economic prosperity and technological infrastructure, as wealthier nations are better equipped to invest in and maintain advanced broadband networks.
Conversely, countries like Nigeria and Guinea, with penetration rates of just 0.01 and 0.01, respectively, highlight the challenges faced by nations with limited economic resources. The lack of infrastructure investment in these regions stifles connectivity, affecting everything from educational opportunities to economic development.
Geographical and Demographic Influences
Geographical and demographic factors also play a significant role in broadband penetration. Smaller, densely populated regions often achieve higher penetration rates due to the relative ease of infrastructure deployment. For instance, the tiny yet affluent territories of Gibraltar and Bermuda recorded high penetration rates of 46.93 and 47.27, respectively. Their compact size and concentrated populations facilitate efficient network expansion and maintenance.
In contrast, countries with vast, rural landscapes such as Mali and Burkina Faso face logistical challenges in deploying broadband infrastructure, resulting in low penetration rates of 0.02 and 0.05. The dispersed populations in these regions require more extensive infrastructure investments to achieve similar penetration levels, often hindering rapid development.
Policy and Regulatory Environment
Government policies and regulatory frameworks significantly influence broadband penetration rates. Countries with supportive policies often see higher adoption rates. For example, France, with a penetration rate of 41.39, has benefited from proactive government initiatives to expand broadband access. The French government's commitment to digital development, including substantial investments in fiber-optic networks, has facilitated widespread connectivity.
Conversely, countries with restrictive or underdeveloped policy environments may struggle to expand broadband access. In Afghanistan, where the penetration rate is just 0.02, regulatory hurdles and political instability have hampered infrastructure development, limiting broadband growth.
Significant Year-Over-Year Changes
The year 2015 saw notable changes in several countries' broadband penetration rates. Gibraltar experienced the largest increase, with a 7.31 jump, marking an 18.5% rise. This growth reflects successful investments in expanding network capacity and improving service quality. Similarly, Dominica and China recorded substantial increases of 6.20 (40.5%) and 5.40 (37.4%), respectively, driven by aggressive infrastructure rollouts and increasing demand for high-speed internet.
Conversely, Bermuda experienced a significant decline of 7.40 (-13.5%), indicating potential market saturation or economic challenges impacting consumer adoption. Bahrain, with a decrease of 3.43 (-15.7%), highlights the potential effects of market maturity and regulatory shifts on broadband penetration.
Overall, the 2015 data on Fixed Broadband Penetration underscores the interplay of economic, geographical, and policy factors in shaping global connectivity trends. As countries continue to navigate these dynamics, the pursuit of more equitable access remains a pivotal challenge for global development.
Frequently Asked Questions About Fixed Broadband Penetration in 2015
Which country had the highest fixed broadband penetration in 2015?
Monaco had the highest fixed broadband penetration in 2015 with 49.93 subscriptions per 100 inhabitants.
Which country had the lowest fixed broadband penetration in 2015?
The Democratic Republic of the Congo had the lowest fixed broadband penetration in 2015 with 0 subscriptions per 100 inhabitants.
What was the average fixed broadband penetration across countries in 2015?
The average fixed broadband penetration across countries in 2015 was 13.19 subscriptions per 100 inhabitants.
What was the median fixed broadband penetration in 2015?
The median fixed broadband penetration in 2015 was 8.16 subscriptions per 100 inhabitants.
Which countries were in the top 3 for fixed broadband penetration in 2015?
The top 3 countries for fixed broadband penetration in 2015 were Monaco, Bermuda, and Gibraltar.
How many countries had zero fixed broadband subscriptions in 2015?
Two countries, the Democratic Republic of the Congo and South Sudan, had zero fixed broadband subscriptions in 2015.
Insights by country
Tonga
In 2015, Tonga had a Fixed Broadband Penetration of 2.31679155473868 subscriptions per 100 inhabitants, ranking #135 out of 202 countries. This figure is notably lower than many Pacific neighbors, reflecting challenges in infrastructure development. Geographic isolation and a small population hinder investment in extensive broadband networks, while economic constraints limit the expansion of telecommunications services.
Turkmenistan
In 2015, Turkmenistan had a Fixed Broadband Penetration of 0.453684740587248 subscriptions per 100 inhabitants, ranking #162 out of 202 countries. This figure is significantly lower than the global average, reflecting challenges in infrastructure development. Factors contributing to this low penetration include a state-controlled telecommunications sector and limited investment in modern broadband technologies, which hinder access in both urban and rural areas.
Seychelles
Seychelles achieved a global rank of #84 in Fixed Broadband Penetration with 12.5151543411359 subscriptions per 100 inhabitants in 2015. This figure is notably lower than many developed nations, reflecting challenges in infrastructure development compared to global leaders in broadband access. The nation’s geographic isolation and small population size contribute to higher costs and logistical difficulties in expanding broadband services, while government efforts to enhance connectivity have been ongoing.
Spain
In 2015, Spain achieved a global rank of #34 with a Fixed Broadband Penetration of 29.0099329346016 subscriptions per 100 inhabitants. This figure is notably higher than the global average, reflecting Spain's robust telecommunications infrastructure. Key drivers of this penetration include significant investments in broadband technology and a competitive market that encourages service expansion across urban and rural areas.
Saint Vincent and the Grenadines
In 2015, Saint Vincent and the Grenadines achieved a global rank of #77 with a Fixed Broadband Penetration of 15.8563949139865 subscriptions per 100 inhabitants. This figure is notably lower than the global average, reflecting challenges in infrastructure development compared to neighboring Caribbean nations. The country's small population and geographic dispersion across islands contribute to higher costs and logistical difficulties in expanding broadband access.
Samoa
In 2015, Samoa ranked #149 globally in Fixed Broadband Penetration with 1.03279777185279 subscriptions per 100 inhabitants. This figure is notably lower than the global average, reflecting challenges in connectivity compared to higher-ranked countries like Monaco, which leads with significantly higher penetration rates. Contributing factors to Samoa's broadband landscape include its geographic isolation, limited infrastructure investment, and a relatively small population, which can hinder economies of scale in telecommunications. Additionally, government policies and initiatives aimed at improving digital access have faced various implementation hurdles.
San Marino
In 2015, San Marino achieved a global rank of #22 with a Fixed Broadband Penetration of 34.3382201115011 subscriptions per 100 inhabitants. This figure is notably higher than the global average, indicating a strong digital infrastructure for such a small nation. The high penetration rate can be attributed to San Marino's advanced telecommunications policies and its strategic focus on becoming a digital hub in Europe.
Cambodia
In 2015, Cambodia ranked #159 globally in Fixed Broadband Penetration with 0.534485428160887 subscriptions per 100 inhabitants. This figure is significantly lower than many of its Southeast Asian neighbors, reflecting challenges in infrastructure development. Key factors contributing to this low penetration include limited investment in telecommunications infrastructure and a relatively low population density, which complicates service delivery in rural areas.
Colombia
In 2015, Colombia ranked #87 globally in Fixed Broadband Penetration with 11.7644668057911 subscriptions per 100 inhabitants. This figure is notably lower than the global average, indicating challenges in digital access compared to many other countries. Key drivers for this penetration rate include Colombia's diverse geography, which complicates infrastructure development, and economic factors that limit investment in telecommunications. Additionally, urban-rural disparities significantly affect broadband availability, with urban areas benefiting more from service expansion.
Uganda
In 2015, Uganda had a Fixed Broadband Penetration of 0.215083639463292 subscriptions per 100 inhabitants, ranking #170 out of 202 countries. This figure is significantly lower than many neighboring countries, reflecting a broader trend of limited internet infrastructure in the region. Contributing factors include Uganda's economic challenges, which hinder investment in telecommunications, and a predominantly rural population that complicates the expansion of fixed broadband services.
Data Source
Fixed broadband subscriptions (per 100 people) | Data
The World Bank provides a dataset on fixed broadband subscriptions per 100 people, offering country-level statistics that reflect the accessibility and penetration of fixed broadband internet services across different nations. This indicator helps assess the digital infrastructure and connectivity of countries globally.
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Explore Fixed Broadband Penetration data across different years. Compare trends and see how statistics have changed over time.
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