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高等教育と
人材育成を
考えよう
Let s think about higher education
and human resource cultivation
7th July, 2014. 第10回CKP研究会
Takamatsu,
Kagawa
サンポートホール
高松
17∼18, July, 2014
ネットワーク企業は
高等教育に何を
求めるか、あるいは
何も求めないか
Sep., 2010
back to
銀河ヒッチハイク
ガイド
研究室サーバ管理者の進化
Evolution of a laboratory administrator
1. 厨二病的自我の
芽生えと共に他人
とは違うOSを使い
たくなる。BeOS
とか。
2. 自分一人で使っ
ていた辞書サーバ
やファイル共有を
みんなに使っても
らいたいと思う。
3. 研究室の guru
(ジェダイマスター)
からサーバ管理者と
しての試練を与え
られる。
4. パダワンと
して認められる。
少々助長して
叱られる事も
多々ある。
5. 先輩の修了と
ともに独り立ち。
スイッチ・ルー
タLEDの明滅に
興奮を覚える。
6. ダウンタイム
最小化至上主義
へと陥る。監視、
認証統合、仮想
化。暗黒面へ。
7. スイッチや
ルーターにシリ
アルで入って作
業をする事に
万能感を覚える。
8. 幼年期の
終わり。
インフラ管理者の
聖人的献身性
宮沢賢治Kenji Miyazawa (1896∼1933)
グスコーブドリ的
世界観
グスコーブドリという青年の物語
冷害による飢饉で一家離散。工場で働くが火山噴
火で工場閉鎖。農家で働きつつ書物を読みあさり
技術者としての知識を身につけ火山局に入局。
ネリという妹がいる。
冷害が再び彼らの世界を襲う。妹の末永き幸福を
実現するためガス火山を人為的に噴火させ温暖化
させる事で冷害を回避しようとし、命を落とす。
誰に知られることなく世界を救う、自己犠牲の

寓話。
グスコーブドリの伝記
誰に知られる
こともなく
世界を維持する
自己犠牲
self sacrifice
Angus Maddison:
The World Economy
A Millennial perspective
Historical Statistics
(2007)
1820
China 28.7%
India 16.0%
France 5.4%
U.K. 5.2%
Prussia 4.9%
Japan 3.1%
Austria 1.9%
Spain 1.9%
U.S. 1.8%
Russia 1.7%
1999
U.S. 30.0%
Japan 14.5%
Germany 6.6%
U.K. 4.7%
France 4.7%
Italy 3.8%
China 3.8%
Spain 2.0%
Canada 2.1%
Mexico 1.6%
2009
U.S. 24.3%
Japan 8.7%
China 8.6%
Germany 5.7%
France 4.6%
U.K. 3.7%
Italy 3.6%
Brazil 2.7%
Spain 2.5%
Canada 2.3%
2050
China 32.7%
U.S. 17.8%
India 17.4%
Brazil 5.3%
Mexico 4.3%
Russia 4.0%
Indonesia 3.2%
Japan 3.1%
U.K. 2.4%
Germany 2.3%
From: BK Suh, Mega Trends: An External View , Cisco Connect 2013
The world s top 10 economies
JANOG@JANOG
Mailing List
ネットワーク教育
ってどう?
インターンシップ
http://6lab.cisco.com/index.php
株式会社はてな
Hatena Inc.
精神と時の部屋
1.はてなの開発体制について
2.Perl オブジェクト指向開発
3.ORマッパ (DBIx::MoCo による開発)
4.MVCによるWebアプリ開発
5.UIプログラミング
::Internship::2008
6.Thrift開発+コアロジック連携
7.はてなのサービス設計、データ規模、
DB設計
8.Hadoop、MapReduceによる大規模
データ処理
9.はてなのインフラについて
10.判定
給与が出る
(就業体験ではない)
数年間有効な
内定
ドヤ顔
世界と繋がる
実感
イベント
ネットワークの
構築
KOF関西オープンフォーラム
KOF2013
network staff
京都女子大
Kyoto Women s University
宮下健輔Kensuke Miyashita (1968∼)
世界の中の
自分の価値
絶望depression
Nominal GDP in billions of US$
Nominal GDP per capita
Nominal GDP in billions of US$
Nominal GDP per capita
ウダシティ
セバスチアン
スラン
Sebastian Burkhard Thrun (1967∼)
50年以内に
10個の教育機関
しかなくなる
Oxford
Cambridge
Harvard
MIT
Stanford
Princeton
(three online Universities)
Brigham Young University
大学はこの先生
きのこれるのか
IPv6
0
10W
20W
30W
40W
50W
60W
70W
80W
90W
100W
110W
120W
130W
140W
150W
160W
170W
180E/W
170E
160E
150E
140E
130E
120E
110E
100E
90E
80E
70E
60E
50E
40E
30E
20E
10E
O
C
E
A
N
I
A
A
F
R
I
C
A
S
O
U
T
H
A
M
E
R
I
C
A
Brussels, BE
Oslo, NO
R
K,luoeS
SU,ululonoH
SU,revneD
Bombay,IN
Delhi,IN
HT,kokgnaB
GS,eropagniSDI,atrakaJ
NC,gnijieB
WT,iepiaT
PJ,oykoT
UA,yendyS
Frankfurt, DE
U
R,kotsovidal
V
Alges, PT
Dublin, IE
Toronto,CA
SU,ogeiDnaSSU,esoJnaS
SU,xineohP
SU,notsuoH
Chicago,US
Ottawa,CA
Washington,US
Boston,US
BuenosAires,AR
R
io
de
Janeiro, B
R
London, UK
Paris, FR
Berlin, DE
Vienna, ATStockholm, SE
Sofia, BG
Helsinki, FI
Pretoria, ZA
Kiev, UA
Warsaw, PL
Ankara, TR
Tel Aviv, IL
M
oscow, RU
Abu
Dhabi,AE
6939 (Hurricane Electric)6939 (Hurricane Electric)
3356 (Level 3)3356 (Level 3)
174 (Cogent)174 (Cogent)
17451 (BIZNET)17451 (BIZNET)
1299 (TeliaNet Global)1299 (TeliaNet Global)
2914 (NTT America)2914 (NTT America) 3257 (Tinet SpA)3257 (Tinet SpA)
2603 (NORDUnet)2603 (NORDUnet)
1764 (NEXT LAYER)1764 (NEXT LAYER)
20965 (The GEANT)20965 (The GEANT)
9498 (Bharti Airtel)9498 (Bharti Airtel)
3549 (Global Crossing)3549 (Global Crossing)
2516 (KDDI CORPORATION)2516 (KDDI CORPORATION)
9002 (RETN)9002 (RETN)
6461 (Abovenet)6461 (Abovenet)
22773 (Cox )22773 (Cox )
7473 (SingTel)7473 (SingTel)
1273 (Cable & Wireless)1273 (Cable & Wireless)
9264 (Academic Sinica)9264 (Academic Sinica)
4844 (SuperInternet)4844 (SuperInternet)
4436 (nLayer )4436 (nLayer )
12956 (Telefonica)12956 (Telefonica)
4826 (Vocus Connect)4826 (Vocus Connect)
4323 (tw telecom)4323 (tw telecom)
6830 (Liberty Global)6830 (Liberty Global)
2500 (WIDE Project)2500 (WIDE Project)
7018 (AT&T Services)7018 (AT&T Services)
5511 (France Telecom)5511 (France Telecom)
10310 (Yahoo!)10310 (Yahoo!)
12389 (JSC Rostelecom)12389 (JSC Rostelecom)
4637 (Telstra Global)4637 (Telstra Global)
19151 (WV Fiber)19151 (WV Fiber)
12989 (Eweka Internet)12989 (Eweka Internet)
4755 (TATA )4755 (TATA )
6327 (Shaw )6327 (Shaw )
42708 (Portlane Networks)42708 (Portlane Networks)
15412 (Flag Telecom)15412 (Flag Telecom)
3255 (Ukrainian Academic)3255 (Ukrainian Academic)
22822 (Limelight Networks)22822 (Limelight Networks)
7575 (Australian Academic)7575 (Australian Academic)
5400 (British Telecommunications)5400 (British Telecommunications)
21011 (TOP NET)21011 (TOP NET)
15557 (Societe Francaise)15557 (Societe Francaise)
18881 (Global Village)18881 (Global Village)
9503 (FX Networks)9503 (FX Networks)
1785 (PaeTec )1785 (PaeTec )
1221 (Telstra)1221 (Telstra)
38193 (Transworld Associates)38193 (Transworld Associates)
29049 (Delta Telecom)29049 (Delta Telecom)
5617 (Telekomunikacja Polska)5617 (Telekomunikacja Polska)
9116 (Smile )9116 (Smile )
4134 (Chinanet)4134 (Chinanet)
38022 (REANNZ National)38022 (REANNZ National)
23655 (Snap Internet)23655 (Snap Internet)
18101 (Reliance )18101 (Reliance )
5645 (TekSavvy Solutions)5645 (TekSavvy Solutions)3561 (SAVVIS)3561 (SAVVIS)
29056 (Citycom Telekommunikation)29056 (Citycom Telekommunikation)
23947 (PT Mora)23947 (PT Mora)
38456 (Pacific Teleports)38456 (Pacific Teleports)
11096 (FloridaNet)11096 (FloridaNet)
9304 (Hutchison Global)9304 (Hutchison Global)
4557 (Almond Oil)4557 (Almond Oil)
28343 (TPA Informatica)28343 (TPA Informatica)
10834 (Telefonica de)10834 (Telefonica de)
9583 (Sify Limited)9583 (Sify Limited)
18678 (Internexa)18678 (Internexa)
6736 (IPM)6736 (IPM)
2018 (TENET 1)2018 (TENET 1)
8595 (Autonomous System)8595 (Autonomous System)
7497 (Computer Network)7497 (Computer Network)
IPv4
A
S
I
A
E
U
R
O
P
E
N
O
R
THAM
E
R
I
C
A
0
10W
20W
30W
40W
50W
60W
70W
80W
90W
100W
110W
120W
130W
140W
150W
160W
170W
180E/W
170E
160E
150E
140E
130E
120E
110E
100E
90E
80E
70E
60E
50E
40E
30E
20E
10E
SU,esoJ
naS
SU,xineohP
SU,notsuoH
Chicago,US
Ottawa,CA
Washington,US
Boston,US
BuenosAires,AR
R
io
de
Janeiro, B
R
London, UK
Paris, FR
Berlin, DE
Vienna, ATStockholm, SE
Sofia, BG
Helsinki, FI
Pretoria, ZA
Kiev, UA
Warsaw, PL
Ankara, TR
Tel Aviv, IL
M
oscow, RU
Abu
Dhabi,AE
Bombay,IN
Delhi,IN
HT,kokgnaB
GS,eropagniSDI,atrakaJ
NC,gnijieB
WT,iepiaT
PJ,oykoT
UA,yendyS
Frankfurt, DE
U
R,kotsovidal
V
Alges, PT
Dublin, IE
Brussels, BE
Oslo, NO
R
K,luoeS
SU,ululonoH
SU,revneD
Toronto,CA
SU,ogeiDnaS
3356 (Level 3)3356 (Level 3)174 (Cogent)174 (Cogent)
6939 (Hurricane Electric)6939 (Hurricane Electric)
1299 (TeliaNet Global)1299 (TeliaNet Global)
2914 (NTT America)2914 (NTT America)
7018 (AT&T Services)7018 (AT&T Services) 3549 (Global Crossing)3549 (Global Crossing)
3257 (Tinet SpA)3257 (Tinet SpA)4323 (tw telecom)4323 (tw telecom)
9498 (Bharti Airtel)9498 (Bharti Airtel)17451 (BIZNET)17451 (BIZNET)
2603 (NORDUnet)2603 (NORDUnet)
10026 (Pacnet Global)10026 (Pacnet Global)
6762 (TELECOM ITALIA)6762 (TELECOM ITALIA)
9002 (RETN)9002 (RETN)
1764 (NEXT LAYER)1764 (NEXT LAYER)
1239 (Sprint)1239 (Sprint)
7922 (Comcast Cable)7922 (Comcast Cable)
7473 (SingTel)7473 (SingTel)
4766 (Korea Telecom)4766 (Korea Telecom)
4436 (nLayer )4436 (nLayer )
4826 (Vocus Connect)4826 (Vocus Connect)
38022 (REANNZ National)38022 (REANNZ National)
1257 (Tele2)1257 (Tele2)
4637 (Telstra Global)4637 (Telstra Global)
29076 (Filanco)29076 (Filanco)
4837 (CNCGROUP China169)4837 (CNCGROUP China169)
3255 (Ukrainian Academic)3255 (Ukrainian Academic)
11537 (Internet2)11537 (Internet2)
4844 (SuperInternet)4844 (SuperInternet)
21949 (Beanfield Technologies)21949 (Beanfield Technologies)
12989 (Eweka Internet)12989 (Eweka Internet)
4847 (China Networks)4847 (China Networks) 8529 (OmanTel)8529 (OmanTel)
1221 (Telstra)1221 (Telstra)
11096 (FloridaNet)11096 (FloridaNet)
15557 (Societe Francaise)15557 (Societe Francaise)
21127 (Zap SibTranstelecom)21127 (Zap SibTranstelecom)
2854 (Equant)2854 (Equant)
10310 (Yahoo!)10310 (Yahoo!)
9503 (FX Networks)9503 (FX Networks)
11427 (Road Runner)11427 (Road Runner)
41095 (IP TriplePlay)41095 (IP TriplePlay)
9583 (Sify Limited)9583 (Sify Limited) 38193 (Transworld Associates)38193 (Transworld Associates)
4812 (China Telecom)4812 (China Telecom)
4565 (Megapath Networks)4565 (Megapath Networks)
8595 (Autonomous System)8595 (Autonomous System)
23655 (Snap Internet)23655 (Snap Internet)
13002 (Linkey)13002 (Linkey)
19994 (Rackspace Hosting)19994 (Rackspace Hosting)
38861 (StarHub)38861 (StarHub)
36994 (Vodacom)36994 (Vodacom)
43994 (SMARTNET TOO)43994 (SMARTNET TOO)
41887 (Prolocation)41887 (Prolocation)
5645 (TekSavvy Solutions)5645 (TekSavvy Solutions)
2500 (WIDE Project)2500 (WIDE Project)
58715 (Earth Telecommunication)58715 (Earth Telecommunication)
12969 (Fjarskipti ehf)12969 (Fjarskipti ehf)
28625 (Terremark do)28625 (Terremark do)
55720 (THEGIGABIT.com)55720 (THEGIGABIT.com)
35017 (Eureka Solutions)35017 (Eureka Solutions)
8047 (General )8047 (General )7782 (Alaska )7782 (Alaska )
9723 (ISEEK)9723 (ISEEK)
7106 (Com Net)7106 (Com Net)
38456 (Pacific Teleports)38456 (Pacific Teleports)
7752 (Threshold )7752 (Threshold )
4557 (Almond Oil)4557 (Almond Oil)
45430 (Super Broadband)45430 (Super Broadband)
17477 (Macquarie Telecom)17477 (Macquarie Telecom)
A R K H O S T S AARNet, AFRINIC, AMS-IX, APAN, ARIN,
ASTI, Acreo, BDCOM Online Limited at BD-IX, CAIDA, CENIC,
CNNIC, CNRST, Cablenet Communication Systems, Canarie,
Carnegie Mellon Univ. in Rwanda, Colorado State Univ., DCS1
Pte Ltd, DePaul Univ., ELTE, FORTH, FunkFeuer, GCI, HB
Networks, HEANet, Hurricane Electric, IP-Max SA, Indonesian
IPv6 Task Force, ICSI, Internet Systems Consortium, Iowa State
Univ., Jacobs Univ. Bremen, Jaguar Network, KREONet2,
Kantonsschule Zug, Level 3 Communications, Liberty Global,
Liberty Global (San Juan Cable), NCAR, NIC Chile, NIC Mexico,
NORDUnet, NREN, Northeastern Univ., Openmirrors.asia - at
Equinix SG1, Ottawa Internet Exchange, Public Univ. of
Navarra, QCell, RIPE NCC, RNP, Rede ANSP / Projeto NARA,
Registro.br, SURFnet, Simula Research Laboratory, Solido
ANALYSIS TEAM Bradley Huffaker, kc claffy
SOFTWARE DEVELOPMENT Young Hyun, Matthew Luckie
POSTER DESIGN Hanh On
COOPERATIVE ASSOCIATION FOR INTERNET DATA ANALYSIS
San Diego Supercomputer Center . University of California, San Diego
9500 Gilman Drive, MC0505. La Jolla, CA 92093-0505. 858-534-5000
http://www.caida.org/research/topology/as_core_network/
No. of
IP addresses
No. of
IP links
No. of
ASes
No. of
AS links
radius = 1 - log transit.degree(AS)+1
maximum.transit.degree + 1
angle = longitude of the AS’s
BGP prefixes in netacq
0
100
percentagechangeindegree
2013.01.01 -> 2014.01.01
1 10 100 1000
IPv6 2013.01.01 transit degree inferred across IX address space
-100
0
100
200
percentagechangeindegree
2013.01.01 -> 2014.01.01
4000
5000
IPv4 Top Ranked AS
Level 3 (3356)
Cogent Communications (174)
Hurricane Electric (6939)
TeliaNet Global (1299)
NTT America (2914)
AT&T Services (7018)
2013.01 2014.01date
0
200
400
600
800
1000
1200
1400
1600
1800
degree
IPv6 Top Ranked AS
Hurricane Electric (6939)
Level 3 (3356)
Cogent Communications (174)
Biznet NAP (17451)
TeliaNet Global (1299)
NTT America (2914)
Tinet SpA (3257)
NORDUnet (2603)
NEXT LAYER (1764)
The GEANT (20965)
Global Crossing (3549)
Cable & Wireless (1273)
Data Source. During a two-week period in
January 2014, CAIDA researchers collected data
using our distributed measurement infrastructure,
Archipelago (Ark). For the IPv4 map, 74 Ark
monitors in 33 countries on 6 continents probed
paths toward 263 million /24 IPv4 networks. For
the IPv6 map, the subset of 33 IPv6-connected Ark
monitors located in 21 countries on 6 continents
concurrently probed paths toward 3.3 million IPv6
addresses. These measurements covered,
correspondingly, 92.4% of the IPv4 routable
prefixes and 76.1% of the globally routed IPv6
prefixes as seen in the Route Views Border
Gateway Protocol (BGP) routing tables on January
1, 2014.
We aggregated the captured IP-level data to
construct IPv4 and IPv6 Internet connectivity
graphs at the Autonomous System (AS) level. Each
Figure 1. Coordinates of AS in AS core.
Analysis. As in previous years, the IPv6 graph
exhibited faster relative growth than the IPv4
graph. During a one year period from January 2013
to January 2014, the number of IPv6 ASes
increased by 80% and the number of links
between them increased by 63%, while the IPv4
graph gained 9% more ASes and 14% more links.
However, in absolute terms, the IPv4 graph grew
by 3K ASes and nearly 16K new inter-AS links, while
the IPv6 graph added nearly 2K ASes and 5.5K
links.
degrees (number of neighbors) provides
additional insights into the Internet's evolutionary
trends. Candle plots in Figures 2 and 3 illustrate
the distributions of relative AS degree changes
that occurred between 2013 and 2014. Each bin in
those plots either includes all ASes that had the
same degree in 2013 data or spans several degree
values to include at least 25 ASes. For each bin, the
black line in the middle shows the median
percentage of change, the vertical box is drawn
between the 25th and 75th percentile values, and
the vertical line ends at the 5th and the 95th
percentile values.
ranges more than 25% of IPv4 ASes had their degrees
decreasing between 2013 and 2014: the lower end of all
boxes in this candle plot is in the negative area.
Figure 3. In contrast, in Figure 3, the median lines in all
bins are above 0 indicating that between 2013 and 2014
more IPv6 ASes tended to increase than to decrease their
degrees in all degree ranges. Moreover, less than 25% of
IPv6 ASes that had degrees of 4 or more in 2013,
decreased their degrees by 2014. Figures 2 and 3
quantitatively confirm our observation that the IPv6
inter-AS connectivity grew relatively faster than the IPv4
decreased by 22% removing it from the Top 10 group in
2014. In the IPv6 graph, 10 of the 12 shown IPv6 ASes
increased their degree, with a median increase of 70%.
Hurricane Electric (AS 6939) remained the largest IPv6 AS,
increasing its degree from 966 in 2013 to 1740 in 2014.
GEANT (AS 20965) and Biznet (AS 17451) showed the
largest relative degree increase in the IPv6 space,
acquiring nearly 425% and 244% new IPv6 neighbors
correspondingly, and thus entering into the "Top 10"
group. At the same time, Cable & Wireless (AS 1273) and
Global Crossing (AS 3549) saw their IPv6 degree
decreasing by 49% and by 13% therefore losing their Top
10 positions.
This visualization illustrates the extensive geographical scope
and rich interconnectivity of nodes participating in the global
Internet routing system, and compares snapshots of macroscopic
connectivity in the IPv4 and IPv6 address space.
0
432
864
1297
1729
2162
2594
3026
3459
3981
4324
0
96
193
289
386
482
579
675
772
868
965
Number of neighbors (degree)
CAIDA’s IPv4 & IPv6 AS Core
AS-level Internet Graph
Archipelago January 2014
the Internet
the Internet
as a
infrastructure
スティーヴン
レヴィ
Steven Levy (1951∼)
Hackers:
Heroes of the Computer
Revolution (1984)
TMRCThe Tech Model Railroad Club of MIT
Telephone
Hacking
UIuniversity identity
マーク
ザッカーバーグ
Mark Elliot Zuckerberg (1984∼)
デヴィッド
フィンチャー
David Fincher (1962∼)
ソーシャル・ネットワーク
(2010)
学生を
嗾けろ
け し か
go to the
next stage

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高等教育と人材育成を考えよう

  • 1. 高等教育と 人材育成を 考えよう Let s think about higher education and human resource cultivation 7th July, 2014. 第10回CKP研究会
  • 4.
  • 5.
  • 8.
  • 10. 研究室サーバ管理者の進化 Evolution of a laboratory administrator 1. 厨二病的自我の 芽生えと共に他人 とは違うOSを使い たくなる。BeOS とか。 2. 自分一人で使っ ていた辞書サーバ やファイル共有を みんなに使っても らいたいと思う。 3. 研究室の guru (ジェダイマスター) からサーバ管理者と しての試練を与え られる。 4. パダワンと して認められる。 少々助長して 叱られる事も 多々ある。 5. 先輩の修了と ともに独り立ち。 スイッチ・ルー タLEDの明滅に 興奮を覚える。 6. ダウンタイム 最小化至上主義 へと陥る。監視、 認証統合、仮想 化。暗黒面へ。 7. スイッチや ルーターにシリ アルで入って作 業をする事に 万能感を覚える。 8. 幼年期の 終わり。
  • 17. Angus Maddison: The World Economy A Millennial perspective Historical Statistics (2007)
  • 18. 1820 China 28.7% India 16.0% France 5.4% U.K. 5.2% Prussia 4.9% Japan 3.1% Austria 1.9% Spain 1.9% U.S. 1.8% Russia 1.7% 1999 U.S. 30.0% Japan 14.5% Germany 6.6% U.K. 4.7% France 4.7% Italy 3.8% China 3.8% Spain 2.0% Canada 2.1% Mexico 1.6% 2009 U.S. 24.3% Japan 8.7% China 8.6% Germany 5.7% France 4.6% U.K. 3.7% Italy 3.6% Brazil 2.7% Spain 2.5% Canada 2.3% 2050 China 32.7% U.S. 17.8% India 17.4% Brazil 5.3% Mexico 4.3% Russia 4.0% Indonesia 3.2% Japan 3.1% U.K. 2.4% Germany 2.3% From: BK Suh, Mega Trends: An External View , Cisco Connect 2013 The world s top 10 economies
  • 24.
  • 26.
  • 27. 1.はてなの開発体制について 2.Perl オブジェクト指向開発 3.ORマッパ (DBIx::MoCo による開発) 4.MVCによるWebアプリ開発 5.UIプログラミング ::Internship::2008 6.Thrift開発+コアロジック連携 7.はてなのサービス設計、データ規模、 DB設計 8.Hadoop、MapReduceによる大規模 データ処理 9.はてなのインフラについて 10.判定
  • 28.
  • 40. Nominal GDP in billions of US$
  • 41. Nominal GDP per capita
  • 42. Nominal GDP in billions of US$
  • 43.
  • 44. Nominal GDP per capita
  • 45.
  • 51. IPv6 0 10W 20W 30W 40W 50W 60W 70W 80W 90W 100W 110W 120W 130W 140W 150W 160W 170W 180E/W 170E 160E 150E 140E 130E 120E 110E 100E 90E 80E 70E 60E 50E 40E 30E 20E 10E O C E A N I A A F R I C A S O U T H A M E R I C A Brussels, BE Oslo, NO R K,luoeS SU,ululonoH SU,revneD Bombay,IN Delhi,IN HT,kokgnaB GS,eropagniSDI,atrakaJ NC,gnijieB WT,iepiaT PJ,oykoT UA,yendyS Frankfurt, DE U R,kotsovidal V Alges, PT Dublin, IE Toronto,CA SU,ogeiDnaSSU,esoJnaS SU,xineohP SU,notsuoH Chicago,US Ottawa,CA Washington,US Boston,US BuenosAires,AR R io de Janeiro, B R London, UK Paris, FR Berlin, DE Vienna, ATStockholm, SE Sofia, BG Helsinki, FI Pretoria, ZA Kiev, UA Warsaw, PL Ankara, TR Tel Aviv, IL M oscow, RU Abu Dhabi,AE 6939 (Hurricane Electric)6939 (Hurricane Electric) 3356 (Level 3)3356 (Level 3) 174 (Cogent)174 (Cogent) 17451 (BIZNET)17451 (BIZNET) 1299 (TeliaNet Global)1299 (TeliaNet Global) 2914 (NTT America)2914 (NTT America) 3257 (Tinet SpA)3257 (Tinet SpA) 2603 (NORDUnet)2603 (NORDUnet) 1764 (NEXT LAYER)1764 (NEXT LAYER) 20965 (The GEANT)20965 (The GEANT) 9498 (Bharti Airtel)9498 (Bharti Airtel) 3549 (Global Crossing)3549 (Global Crossing) 2516 (KDDI CORPORATION)2516 (KDDI CORPORATION) 9002 (RETN)9002 (RETN) 6461 (Abovenet)6461 (Abovenet) 22773 (Cox )22773 (Cox ) 7473 (SingTel)7473 (SingTel) 1273 (Cable & Wireless)1273 (Cable & Wireless) 9264 (Academic Sinica)9264 (Academic Sinica) 4844 (SuperInternet)4844 (SuperInternet) 4436 (nLayer )4436 (nLayer ) 12956 (Telefonica)12956 (Telefonica) 4826 (Vocus Connect)4826 (Vocus Connect) 4323 (tw telecom)4323 (tw telecom) 6830 (Liberty Global)6830 (Liberty Global) 2500 (WIDE Project)2500 (WIDE Project) 7018 (AT&T Services)7018 (AT&T Services) 5511 (France Telecom)5511 (France Telecom) 10310 (Yahoo!)10310 (Yahoo!) 12389 (JSC Rostelecom)12389 (JSC Rostelecom) 4637 (Telstra Global)4637 (Telstra Global) 19151 (WV Fiber)19151 (WV Fiber) 12989 (Eweka Internet)12989 (Eweka Internet) 4755 (TATA )4755 (TATA ) 6327 (Shaw )6327 (Shaw ) 42708 (Portlane Networks)42708 (Portlane Networks) 15412 (Flag Telecom)15412 (Flag Telecom) 3255 (Ukrainian Academic)3255 (Ukrainian Academic) 22822 (Limelight Networks)22822 (Limelight Networks) 7575 (Australian Academic)7575 (Australian Academic) 5400 (British Telecommunications)5400 (British Telecommunications) 21011 (TOP NET)21011 (TOP NET) 15557 (Societe Francaise)15557 (Societe Francaise) 18881 (Global Village)18881 (Global Village) 9503 (FX Networks)9503 (FX Networks) 1785 (PaeTec )1785 (PaeTec ) 1221 (Telstra)1221 (Telstra) 38193 (Transworld Associates)38193 (Transworld Associates) 29049 (Delta Telecom)29049 (Delta Telecom) 5617 (Telekomunikacja Polska)5617 (Telekomunikacja Polska) 9116 (Smile )9116 (Smile ) 4134 (Chinanet)4134 (Chinanet) 38022 (REANNZ National)38022 (REANNZ National) 23655 (Snap Internet)23655 (Snap Internet) 18101 (Reliance )18101 (Reliance ) 5645 (TekSavvy Solutions)5645 (TekSavvy Solutions)3561 (SAVVIS)3561 (SAVVIS) 29056 (Citycom Telekommunikation)29056 (Citycom Telekommunikation) 23947 (PT Mora)23947 (PT Mora) 38456 (Pacific Teleports)38456 (Pacific Teleports) 11096 (FloridaNet)11096 (FloridaNet) 9304 (Hutchison Global)9304 (Hutchison Global) 4557 (Almond Oil)4557 (Almond Oil) 28343 (TPA Informatica)28343 (TPA Informatica) 10834 (Telefonica de)10834 (Telefonica de) 9583 (Sify Limited)9583 (Sify Limited) 18678 (Internexa)18678 (Internexa) 6736 (IPM)6736 (IPM) 2018 (TENET 1)2018 (TENET 1) 8595 (Autonomous System)8595 (Autonomous System) 7497 (Computer Network)7497 (Computer Network) IPv4 A S I A E U R O P E N O R THAM E R I C A 0 10W 20W 30W 40W 50W 60W 70W 80W 90W 100W 110W 120W 130W 140W 150W 160W 170W 180E/W 170E 160E 150E 140E 130E 120E 110E 100E 90E 80E 70E 60E 50E 40E 30E 20E 10E SU,esoJ naS SU,xineohP SU,notsuoH Chicago,US Ottawa,CA Washington,US Boston,US BuenosAires,AR R io de Janeiro, B R London, UK Paris, FR Berlin, DE Vienna, ATStockholm, SE Sofia, BG Helsinki, FI Pretoria, ZA Kiev, UA Warsaw, PL Ankara, TR Tel Aviv, IL M oscow, RU Abu Dhabi,AE Bombay,IN Delhi,IN HT,kokgnaB GS,eropagniSDI,atrakaJ NC,gnijieB WT,iepiaT PJ,oykoT UA,yendyS Frankfurt, DE U R,kotsovidal V Alges, PT Dublin, IE Brussels, BE Oslo, NO R K,luoeS SU,ululonoH SU,revneD Toronto,CA SU,ogeiDnaS 3356 (Level 3)3356 (Level 3)174 (Cogent)174 (Cogent) 6939 (Hurricane Electric)6939 (Hurricane Electric) 1299 (TeliaNet Global)1299 (TeliaNet Global) 2914 (NTT America)2914 (NTT America) 7018 (AT&T Services)7018 (AT&T Services) 3549 (Global Crossing)3549 (Global Crossing) 3257 (Tinet SpA)3257 (Tinet SpA)4323 (tw telecom)4323 (tw telecom) 9498 (Bharti Airtel)9498 (Bharti Airtel)17451 (BIZNET)17451 (BIZNET) 2603 (NORDUnet)2603 (NORDUnet) 10026 (Pacnet Global)10026 (Pacnet Global) 6762 (TELECOM ITALIA)6762 (TELECOM ITALIA) 9002 (RETN)9002 (RETN) 1764 (NEXT LAYER)1764 (NEXT LAYER) 1239 (Sprint)1239 (Sprint) 7922 (Comcast Cable)7922 (Comcast Cable) 7473 (SingTel)7473 (SingTel) 4766 (Korea Telecom)4766 (Korea Telecom) 4436 (nLayer )4436 (nLayer ) 4826 (Vocus Connect)4826 (Vocus Connect) 38022 (REANNZ National)38022 (REANNZ National) 1257 (Tele2)1257 (Tele2) 4637 (Telstra Global)4637 (Telstra Global) 29076 (Filanco)29076 (Filanco) 4837 (CNCGROUP China169)4837 (CNCGROUP China169) 3255 (Ukrainian Academic)3255 (Ukrainian Academic) 11537 (Internet2)11537 (Internet2) 4844 (SuperInternet)4844 (SuperInternet) 21949 (Beanfield Technologies)21949 (Beanfield Technologies) 12989 (Eweka Internet)12989 (Eweka Internet) 4847 (China Networks)4847 (China Networks) 8529 (OmanTel)8529 (OmanTel) 1221 (Telstra)1221 (Telstra) 11096 (FloridaNet)11096 (FloridaNet) 15557 (Societe Francaise)15557 (Societe Francaise) 21127 (Zap SibTranstelecom)21127 (Zap SibTranstelecom) 2854 (Equant)2854 (Equant) 10310 (Yahoo!)10310 (Yahoo!) 9503 (FX Networks)9503 (FX Networks) 11427 (Road Runner)11427 (Road Runner) 41095 (IP TriplePlay)41095 (IP TriplePlay) 9583 (Sify Limited)9583 (Sify Limited) 38193 (Transworld Associates)38193 (Transworld Associates) 4812 (China Telecom)4812 (China Telecom) 4565 (Megapath Networks)4565 (Megapath Networks) 8595 (Autonomous System)8595 (Autonomous System) 23655 (Snap Internet)23655 (Snap Internet) 13002 (Linkey)13002 (Linkey) 19994 (Rackspace Hosting)19994 (Rackspace Hosting) 38861 (StarHub)38861 (StarHub) 36994 (Vodacom)36994 (Vodacom) 43994 (SMARTNET TOO)43994 (SMARTNET TOO) 41887 (Prolocation)41887 (Prolocation) 5645 (TekSavvy Solutions)5645 (TekSavvy Solutions) 2500 (WIDE Project)2500 (WIDE Project) 58715 (Earth Telecommunication)58715 (Earth Telecommunication) 12969 (Fjarskipti ehf)12969 (Fjarskipti ehf) 28625 (Terremark do)28625 (Terremark do) 55720 (THEGIGABIT.com)55720 (THEGIGABIT.com) 35017 (Eureka Solutions)35017 (Eureka Solutions) 8047 (General )8047 (General )7782 (Alaska )7782 (Alaska ) 9723 (ISEEK)9723 (ISEEK) 7106 (Com Net)7106 (Com Net) 38456 (Pacific Teleports)38456 (Pacific Teleports) 7752 (Threshold )7752 (Threshold ) 4557 (Almond Oil)4557 (Almond Oil) 45430 (Super Broadband)45430 (Super Broadband) 17477 (Macquarie Telecom)17477 (Macquarie Telecom) A R K H O S T S AARNet, AFRINIC, AMS-IX, APAN, ARIN, ASTI, Acreo, BDCOM Online Limited at BD-IX, CAIDA, CENIC, CNNIC, CNRST, Cablenet Communication Systems, Canarie, Carnegie Mellon Univ. in Rwanda, Colorado State Univ., DCS1 Pte Ltd, DePaul Univ., ELTE, FORTH, FunkFeuer, GCI, HB Networks, HEANet, Hurricane Electric, IP-Max SA, Indonesian IPv6 Task Force, ICSI, Internet Systems Consortium, Iowa State Univ., Jacobs Univ. Bremen, Jaguar Network, KREONet2, Kantonsschule Zug, Level 3 Communications, Liberty Global, Liberty Global (San Juan Cable), NCAR, NIC Chile, NIC Mexico, NORDUnet, NREN, Northeastern Univ., Openmirrors.asia - at Equinix SG1, Ottawa Internet Exchange, Public Univ. of Navarra, QCell, RIPE NCC, RNP, Rede ANSP / Projeto NARA, Registro.br, SURFnet, Simula Research Laboratory, Solido ANALYSIS TEAM Bradley Huffaker, kc claffy SOFTWARE DEVELOPMENT Young Hyun, Matthew Luckie POSTER DESIGN Hanh On COOPERATIVE ASSOCIATION FOR INTERNET DATA ANALYSIS San Diego Supercomputer Center . University of California, San Diego 9500 Gilman Drive, MC0505. La Jolla, CA 92093-0505. 858-534-5000 http://www.caida.org/research/topology/as_core_network/ No. of IP addresses No. of IP links No. of ASes No. of AS links radius = 1 - log transit.degree(AS)+1 maximum.transit.degree + 1 angle = longitude of the AS’s BGP prefixes in netacq 0 100 percentagechangeindegree 2013.01.01 -> 2014.01.01 1 10 100 1000 IPv6 2013.01.01 transit degree inferred across IX address space -100 0 100 200 percentagechangeindegree 2013.01.01 -> 2014.01.01 4000 5000 IPv4 Top Ranked AS Level 3 (3356) Cogent Communications (174) Hurricane Electric (6939) TeliaNet Global (1299) NTT America (2914) AT&T Services (7018) 2013.01 2014.01date 0 200 400 600 800 1000 1200 1400 1600 1800 degree IPv6 Top Ranked AS Hurricane Electric (6939) Level 3 (3356) Cogent Communications (174) Biznet NAP (17451) TeliaNet Global (1299) NTT America (2914) Tinet SpA (3257) NORDUnet (2603) NEXT LAYER (1764) The GEANT (20965) Global Crossing (3549) Cable & Wireless (1273) Data Source. During a two-week period in January 2014, CAIDA researchers collected data using our distributed measurement infrastructure, Archipelago (Ark). For the IPv4 map, 74 Ark monitors in 33 countries on 6 continents probed paths toward 263 million /24 IPv4 networks. For the IPv6 map, the subset of 33 IPv6-connected Ark monitors located in 21 countries on 6 continents concurrently probed paths toward 3.3 million IPv6 addresses. These measurements covered, correspondingly, 92.4% of the IPv4 routable prefixes and 76.1% of the globally routed IPv6 prefixes as seen in the Route Views Border Gateway Protocol (BGP) routing tables on January 1, 2014. We aggregated the captured IP-level data to construct IPv4 and IPv6 Internet connectivity graphs at the Autonomous System (AS) level. Each Figure 1. Coordinates of AS in AS core. Analysis. As in previous years, the IPv6 graph exhibited faster relative growth than the IPv4 graph. During a one year period from January 2013 to January 2014, the number of IPv6 ASes increased by 80% and the number of links between them increased by 63%, while the IPv4 graph gained 9% more ASes and 14% more links. However, in absolute terms, the IPv4 graph grew by 3K ASes and nearly 16K new inter-AS links, while the IPv6 graph added nearly 2K ASes and 5.5K links. degrees (number of neighbors) provides additional insights into the Internet's evolutionary trends. Candle plots in Figures 2 and 3 illustrate the distributions of relative AS degree changes that occurred between 2013 and 2014. Each bin in those plots either includes all ASes that had the same degree in 2013 data or spans several degree values to include at least 25 ASes. For each bin, the black line in the middle shows the median percentage of change, the vertical box is drawn between the 25th and 75th percentile values, and the vertical line ends at the 5th and the 95th percentile values. ranges more than 25% of IPv4 ASes had their degrees decreasing between 2013 and 2014: the lower end of all boxes in this candle plot is in the negative area. Figure 3. In contrast, in Figure 3, the median lines in all bins are above 0 indicating that between 2013 and 2014 more IPv6 ASes tended to increase than to decrease their degrees in all degree ranges. Moreover, less than 25% of IPv6 ASes that had degrees of 4 or more in 2013, decreased their degrees by 2014. Figures 2 and 3 quantitatively confirm our observation that the IPv6 inter-AS connectivity grew relatively faster than the IPv4 decreased by 22% removing it from the Top 10 group in 2014. In the IPv6 graph, 10 of the 12 shown IPv6 ASes increased their degree, with a median increase of 70%. Hurricane Electric (AS 6939) remained the largest IPv6 AS, increasing its degree from 966 in 2013 to 1740 in 2014. GEANT (AS 20965) and Biznet (AS 17451) showed the largest relative degree increase in the IPv6 space, acquiring nearly 425% and 244% new IPv6 neighbors correspondingly, and thus entering into the "Top 10" group. At the same time, Cable & Wireless (AS 1273) and Global Crossing (AS 3549) saw their IPv6 degree decreasing by 49% and by 13% therefore losing their Top 10 positions. This visualization illustrates the extensive geographical scope and rich interconnectivity of nodes participating in the global Internet routing system, and compares snapshots of macroscopic connectivity in the IPv4 and IPv6 address space. 0 432 864 1297 1729 2162 2594 3026 3459 3981 4324 0 96 193 289 386 482 579 675 772 868 965 Number of neighbors (degree) CAIDA’s IPv4 & IPv6 AS Core AS-level Internet Graph Archipelago January 2014 the Internet
  • 54. Hackers: Heroes of the Computer Revolution (1984)
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