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Knowing What We Know
  An Ethnographer Looks at SNA

         John McCreery
       Sunbelt, March 2012
The Goal

• To better understand the relationship between
 social network analysis (SNA) and historical
 and ethnographic research (HER)
A Work in Progress
Archival     Credits from the Tokyo Copywriters Club Advertising Copy
             Annual (1981, 1986, 1991, 1996, 2001, 2006), manually entered
 Data        into a Filemaker Pro Database
             The starting point is a set of six 2-mode multiple edge
             affiliation networks that contain a total of 7018 creators
  SNA        connected by 27, 314 roles to 3,634 award-winning ads, analyzed
             using Pajek

             Many of the high-centrality creators are authors or frequently
 Desk        interviewed in a large and active trade press—several hundred
Research     pages per month of coverage in monthly magazines, numerous
             new books each year, and now Websites and blogs as well.

             Interviews with high-centrality creators using results of SNA
Interviews   and Desk Research as stimulus material
Super Network 81-06
                           p-Core Distribution
Arithmetic mean:                                               2.3027
Median:                                                        1.0000
Standard deviation:                                            3.1723
 2.5% Quantile:                                                1.0000
 5.0% Quantile:                                                1.0000
95.0% Quantile:                                                7.0000
97.5% Quantile:                                               10.0000

         Vector Values                                   Frequency       Freq%     CumFreq CumFreq%
----------------------------------------------------------------------------------------------------
 (                            ...                0.000]         28      0.3990          28    0.3990
 (                      0.000 ...                8.778]       6752     96.2097        6780   96.6087
 (                      8.778 ...               17.556]        193      2.7501        6973   99.3588
 (                     17.556 ...               26.333]         33      0.4702        7006   99.8290
 (                     26.333 ...               35.111]          6      0.0855        7012   99.9145
 (                     35.111 ...               43.889]          1      0.0142        7013   99.9288
 (                     43.889 ...               52.667]          1      0.0142        7014   99.9430
 (                     52.667 ...               61.444]          2      0.0285        7016   99.9715
 (                     61.444 ...               70.222]          0      0.0000        7016   99.9715
 (                     70.222 ...               79.000]          2      0.0285        7018 100.0000
----------------------------------------------------------------------------------------------------
   Total                                                      7018    100.0000


   Produced by combining six 2-mode networks, simplifying the result, projecting the 1-mode creators network in which line values are the numbers of projects on which
   pairs of creators have both worked, and then performing p-Core analysis. (See Appendix 1 for details).
The Super Stars (0.064%)




Subnetwork of top 45 vertices. Extracted from partition based on p-Core Vector
The Super Super Stars
   (But what does HER see?)
The Ethnographer’s Eye
                            (The circles indicate where my eye turns)
                                                                       Iwasaki Shunichi (1947)
                                             Itoi Shigesato (1948)
                                                                                                    Nakahata
                                                                                                 Takahashi (1947)


                                 Maki Jun (1948)


Akiyama Sho (1936)
 Light Publicity

                                                                          Sasaki
                                                                          Team
                                                                     Sasaki Hiroshi (1954)
                                                     Tugboat
                                                   Oka Yasumichi (1956)
                                                   Tada Taku (1963)




 Miyazaki Group
                      Miyazaki Susumu (1944)
                        Okada Naoya (1955)
                       Ohnuki Takuya (1958)
                     Taniyama Masakazu (1961)
Founders Generation
                                                                      Iwasaki Shunichi (1947)
                                                   Itoi Shigesato
                                                                                                   Nakahata
                                                                                                Takahashi (1947)


                                 Maki Jun (1948)


Akiyama Sho (1936)
 Light Publicity
                                         Oka Yasumichi (1956) Taku
                                                (1963) Tada              Sasaki
                                                                         Team
                                                                    Sasaki Hiroshi (1954)
                                                     Tugboat




 Miyazaki Group
                      Miyazaki Susumu (1944)
                        Okada Naoya (1955)
                       Ohnuki Takuya (1958)
                     Taniyama Masakazu (1961)
Akiyama Sho
 (Autobiographical Statement Found Online)
• Born in Tokyo in 1936, he graduated from the Rikkyo
  University Faculty of Economics in 1958, and joined
  the Kodansha advertising department the same year.
  He joined Light Publicity Ltd. in 1964, and he is
  currently president of that firm. His work involves
  advertising production, including both graphic and
  film direction, and copywriting. He cherishes the
  words of Takashi Nakahata, "The bullet has a beautiful
  form because it speeds to its target." 
The Copywriter Boom
                                      (“Hitmen” as celebrities)
                                                                        Iwasaki Shunichi (1947)
                                                     Itoi Shigesato
                                                                                                     Nakahata
                                                                                                  Takahashi (1947)


                                   Maki Jun (1948)


Akiyama Sho (1936) (1936)
     Light Publicity

                                                                           Sasaki
                                                                           Team
                                                                      Sasaki Hiroshi (1954)
                                                       Tugboat

                                                Oka Yasumichi (1956)
                                                 Taku (1963) Tada




    Miyazaki Group
                        Miyazaki Susumu (1944)
                          Okada Naoya (1955)
                         Ohnuki Takuya (1958)
                       Taniyama Masakazu (1961)
The Miyazaki Group
                               (Once they were the brightest stars)
                                                                     Iwasaki Shunichi (1947)
                                                  Itoi Shigesato
                                                                                                  Nakahata
                                                                                               Takahashi (1947)


                                Maki Jun (1948)


Akiyama Sho (1936)
 Light Publicity
                                           Oka Yasumichi (1956)
                                            Tada Taku (1963)            Sasaki
                                                                        Team
                                                                   Sasaki Hiroshi (1954)
                                                    Tugboat




 Miyazaki Group
                     Miyazaki Susumu (1944)
                     Okada Naoya (1955)
                     Ohnuki Takuya (1958)
                     Taniyama Masakazu (1961)
The Sasaki Team
                               (Dominant in the Late 1990s)
                                                                      Iwasaki Shunichi (1947)
                                                   Itoi Shigesato
                                                                                                   Nakahata
                                                                                                Takahashi (1947)


                                 Maki Jun (1948)


Akiyama Sho (1936)
 Light Publicity
                                            Oka Yasumichi (1956)
                                             Tada Taku (1963)            Sasaki
                                                                         Team
                                                                    Sasaki Hiroshi (1954)
                                                     Tugboat




 Miyazaki Group
                      Miyazaki Susumu (1944)
                        Okada Naoya (1955)
                       Ohnuki Takuya (1958)
                     Taniyama Masakazu (1961)
Tugboat
                                                (The Rebel Angels)
                                                                      Iwasaki Shunichi (1947)
                                                   Itoi Shigesato
                                                                                                   Nakahata
                                                                                                Takahashi (1947)


                                 Maki Jun (1948)


Akiyama Sho (1936)
 Light Publicity
                                            Oka Yasumichi (1956)
                                             Tada Taku (1963)            Sasaki
                                                                         Team
                                                                    Sasaki Hiroshi (1954)
                                                     Tugboat




 Miyazaki Group
                      Miyazaki Susumu (1944)
                        Okada Naoya (1955)
                       Ohnuki Takuya (1958)
                     Taniyama Masakazu (1961)
Lessons Learned
Time Matters
                           (It Really Does)

• Age Matters
  Most super stars have had long successful careers. Except for the occasional supernova—Tada
  Taku, who burst on the scene with an unprecedented triple Grand Prix is an example, Itoi
  Shigesato was another — it takes time to become a super star.


• Sampling Matters
  To appear in our network, our stars’ glory days had to have been within the years our sample
  spans (1981-2006). Many historically famous names do not appear because their glory days were
  in the 1960s and 70s.
Two Surprises
Who is this?
                                             (The SNA Surprise)
                                                                      Iwasaki Shunichi (1947)
                                                   Itoi Shigesato
                                                                                                   Nakahata
                                                                                                Takahashi (1947)


                                 Maki Jun (1948)


Akiyama Sho (1936)
 Light Publicity
                                            Oka Yasumichi (1956)
                                             Tada Taku (1963)            Sasaki
                                                                         Team
                                                                    Sasaki Hiroshi (1954)
                                                     Tugboat




 Miyazaki Group
                      Miyazaki Susumu (1944)
                        Okada Naoya (1955)
                       Ohnuki Takuya (1958)
                     Taniyama Masakazu (1961)
What are we not seeing here?
       (The HER Surprise)
A Special Relationship



        Sasaki Hiroshi
                         Anzai Toshio
そうだ京都、いこう
         That’s It, Kyoto. Let’s go.

• One of the most successful and longest-running
 campaigns in Japan’s advertising history.

• Sasaki and Anzai worked together on this
 campaign. Sasaki was younger and a copywriter,
 Anzai older and a CM planner.

• Anzai tells me a story about this collaboration...
In Conclusion
• SNA makes it possible to focus quickly and precisely on key players in a
  network too large to grasp with the naked eye alone.

• SNA can surprise us, identifying key players who were off our radar,
  Iwasaki Shunichi (1947), for example.

• Historical and ethnographic research (HER) adds depth to our
  understanding of important relationships and reminds us that time matters
  when examining archival data.

• HER can also surprise us, by identifying relationships that may not seem so
  important in purely SNA terms but may be very important, indeed, in how
  the actors we study perceive their networks.*
Thank You
Appendices
Appendix 1
How the Subnetwork was Selected
• Combine six primary networks into one super network
• Simplify super network
   • Net>Transform>Remove>Multiple Lines>Single Line
• Project 1-mode creator network
   • Net>Transform>2-Mode to 1-Mode>Rows
• p-Core analysis
   • Net>Vector>PCore>Max>All
• Extract top p-cores
   • Vector>Make Partition>By Intervals>Selected Thresholds>#10
   • Operations>Extract from Network>Partition>4-10
Appendix 2
       p-Core 81-06 (3-*), Top 238
Rank     Creator   Rank   Creator   Rank   Creator   Rank   Creator   Rank   Creator
1        Soe903    51     Ter536    101    Kit214    151    Saw8      201    Ooy1250
2        Nak190    52     Kan821    102    Tsu1919   152    Tan924    202    Hor6938
3        Aki264    53     Yok747    103    Ood1258   153    Tak7009   203    Mae749
4        Hos265    54     Wat1242   104    Azu155    154    Yon37     204    Yas923
5        Yos6391   55     Ish680    105    Izu5654   155    Sai36     205    Tsu1397
6        Yas268    56     Mun763    106    Oka1165   156    Nak593    206    Ino1182
7        Ina8015   57     Abu5717   107    Miy267    157    Kaw3317   207    Kom1289
8        Mun401    58     Mor1489   108    Aso467    158    Ino629    208    Ish370
9        Mak65     59     Miy1417   109    Mae6378   159    Koi6345   209    Sak1848
10       Oku6805   60     Sat1271   110    Shi137    160    Tom392    210    Mar1152
11       Kiz1178   61     Tak3987   111    Yor136    161    Tak1713   211    Fuc3149
12       Tod695    62     Uch7027   112    Aiz134    162    Tam3147   212    Kam1244
13       And297    63     Mur6598   113    Yam129    163    Uts287    213    Iwa1714
14       Nis1181   64     Ima6400   114    Aso6376   164    Sek282    214    Nag1145
15       Asa4361   65     Tsu5836   115    Yam6495   165    Dom2      215    Yan1061
16       Ono79     66     Kur1998   116    Saw123    166    Nun1712   216    Ebi955
17       Sas3      67     Shi5571   117    Kam122    167    Kin481    217    Mat1248
18       Sug6917   68     Yan486    118    Uch7072   168    Yod68     218    Kon1153
19       Has6      69     Hir5682   119    Sek109    169    Tak6878   219    Nak1708
20       Tak1144   70     Kaz1985   120    Ues5603   170    Yag350    220    Har5921
21       Nak1      71     Yon1982   121    Sak1349   171    Kus755    221    Sus5778
22       Tan418    72     Uch1981   122    Fuk240    172    Sat1871   222    Nag658
23       Ito6226   73     Har600    123    Hyo305    173    Sig283    223    Kaj648
24       Iwa101    74     Hir688    124    Tak107    174    Nag88     224    Tom634
25       Sas1520   75     Suz1259   125    Shi935    175    Mat150    225    Wad7
26       Oot558    76     Kad641    126    Kar6970   176    Fuj76     226    Yam6828
27       Hos1888   77     Sai1735   127    Ued85     177    Sei3881   227    Ton2684
28       Fuk7576   78     Sek503    128    Has5607   178    Koj74     228    Mis3679
29       Hay725    79     Nak746    129    Nis1415   179    Nak39     229    Sek3678
30       Oon1719   80     Tor652    130    Shi5569   180    Kim7588   230    Ish2341
31       Miy952    81     Kan3450   131    Nom5568   181    Miu2992   231    Yos1189
32       Oka6907   82     Kai1940   132    Nag5567   182    Kas20     232    Meg6941
33       Ooh5602   83     Uru5732   133    Koj108    183    Yum5726   233    Ui
34       Tsu6310   84     Tak266    134    Nak686    184    Sat3041   234    Sak3030
35       Kas90     85     Fuk6515   135    Kaw304    185    Ish6781   235    Ook2334
36       Ino5617   86     Nak4941   136    Shi6949   186    Shu1257   236    Fuk2135
37       Tai6939   87     Sat261    137    Shi2316   187    Mat1148   237    Hig5566
38       Miz4      88     Tak6396   138    Sug5587   188    Oka5585   238    Sai8003
39       Ish98     89     Oot7867   139    Kaw54     189    Yos313
40       Anz1143   90     Ich674    140    Sak118    190    Kim462
41       Suz1207   91     Tak6990   141    Yan6924   191    Yam2642
42       Tan31     92     Kit1916   142    Jum193    192    Mur2641
43       Tad27     93     Ike444    143    Tak412    193    Saw5
44       Oka258    94     Yan231    144    Nak6594   194    Yok3148
45       Oka362    95     Mor230    145    Mae445    195    Oos113
46       Nak601    96     Mot202    146    Koi5578   196    Oga8143
47       Tan598    97     Kos962    147    Ato51     197    Kan5577
48       Kob7985   98     Ook5611   148    Fuj112    198    Yat590
49       Tak5570   99     Kad1282   149    Ish7872   199    Iku7327
50       Oka1889   100    Suz1281   150    Osa11     200    Yam344

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Knowing what we know3

  • 1. Knowing What We Know An Ethnographer Looks at SNA John McCreery Sunbelt, March 2012
  • 2. The Goal • To better understand the relationship between social network analysis (SNA) and historical and ethnographic research (HER)
  • 3. A Work in Progress Archival Credits from the Tokyo Copywriters Club Advertising Copy Annual (1981, 1986, 1991, 1996, 2001, 2006), manually entered Data into a Filemaker Pro Database The starting point is a set of six 2-mode multiple edge affiliation networks that contain a total of 7018 creators SNA connected by 27, 314 roles to 3,634 award-winning ads, analyzed using Pajek Many of the high-centrality creators are authors or frequently Desk interviewed in a large and active trade press—several hundred Research pages per month of coverage in monthly magazines, numerous new books each year, and now Websites and blogs as well. Interviews with high-centrality creators using results of SNA Interviews and Desk Research as stimulus material
  • 4. Super Network 81-06 p-Core Distribution Arithmetic mean: 2.3027 Median: 1.0000 Standard deviation: 3.1723 2.5% Quantile: 1.0000 5.0% Quantile: 1.0000 95.0% Quantile: 7.0000 97.5% Quantile: 10.0000 Vector Values Frequency Freq% CumFreq CumFreq% ---------------------------------------------------------------------------------------------------- ( ... 0.000] 28 0.3990 28 0.3990 ( 0.000 ... 8.778] 6752 96.2097 6780 96.6087 ( 8.778 ... 17.556] 193 2.7501 6973 99.3588 ( 17.556 ... 26.333] 33 0.4702 7006 99.8290 ( 26.333 ... 35.111] 6 0.0855 7012 99.9145 ( 35.111 ... 43.889] 1 0.0142 7013 99.9288 ( 43.889 ... 52.667] 1 0.0142 7014 99.9430 ( 52.667 ... 61.444] 2 0.0285 7016 99.9715 ( 61.444 ... 70.222] 0 0.0000 7016 99.9715 ( 70.222 ... 79.000] 2 0.0285 7018 100.0000 ---------------------------------------------------------------------------------------------------- Total 7018 100.0000 Produced by combining six 2-mode networks, simplifying the result, projecting the 1-mode creators network in which line values are the numbers of projects on which pairs of creators have both worked, and then performing p-Core analysis. (See Appendix 1 for details).
  • 5. The Super Stars (0.064%) Subnetwork of top 45 vertices. Extracted from partition based on p-Core Vector
  • 6. The Super Super Stars (But what does HER see?)
  • 7. The Ethnographer’s Eye (The circles indicate where my eye turns) Iwasaki Shunichi (1947) Itoi Shigesato (1948) Nakahata Takahashi (1947) Maki Jun (1948) Akiyama Sho (1936) Light Publicity Sasaki Team Sasaki Hiroshi (1954) Tugboat Oka Yasumichi (1956) Tada Taku (1963) Miyazaki Group Miyazaki Susumu (1944) Okada Naoya (1955) Ohnuki Takuya (1958) Taniyama Masakazu (1961)
  • 8. Founders Generation Iwasaki Shunichi (1947) Itoi Shigesato Nakahata Takahashi (1947) Maki Jun (1948) Akiyama Sho (1936) Light Publicity Oka Yasumichi (1956) Taku (1963) Tada Sasaki Team Sasaki Hiroshi (1954) Tugboat Miyazaki Group Miyazaki Susumu (1944) Okada Naoya (1955) Ohnuki Takuya (1958) Taniyama Masakazu (1961)
  • 9. Akiyama Sho (Autobiographical Statement Found Online) • Born in Tokyo in 1936, he graduated from the Rikkyo University Faculty of Economics in 1958, and joined the Kodansha advertising department the same year. He joined Light Publicity Ltd. in 1964, and he is currently president of that firm. His work involves advertising production, including both graphic and film direction, and copywriting. He cherishes the words of Takashi Nakahata, "The bullet has a beautiful form because it speeds to its target." 
  • 10. The Copywriter Boom (“Hitmen” as celebrities) Iwasaki Shunichi (1947) Itoi Shigesato Nakahata Takahashi (1947) Maki Jun (1948) Akiyama Sho (1936) (1936) Light Publicity Sasaki Team Sasaki Hiroshi (1954) Tugboat Oka Yasumichi (1956) Taku (1963) Tada Miyazaki Group Miyazaki Susumu (1944) Okada Naoya (1955) Ohnuki Takuya (1958) Taniyama Masakazu (1961)
  • 11. The Miyazaki Group (Once they were the brightest stars) Iwasaki Shunichi (1947) Itoi Shigesato Nakahata Takahashi (1947) Maki Jun (1948) Akiyama Sho (1936) Light Publicity Oka Yasumichi (1956) Tada Taku (1963) Sasaki Team Sasaki Hiroshi (1954) Tugboat Miyazaki Group Miyazaki Susumu (1944) Okada Naoya (1955) Ohnuki Takuya (1958) Taniyama Masakazu (1961)
  • 12. The Sasaki Team (Dominant in the Late 1990s) Iwasaki Shunichi (1947) Itoi Shigesato Nakahata Takahashi (1947) Maki Jun (1948) Akiyama Sho (1936) Light Publicity Oka Yasumichi (1956) Tada Taku (1963) Sasaki Team Sasaki Hiroshi (1954) Tugboat Miyazaki Group Miyazaki Susumu (1944) Okada Naoya (1955) Ohnuki Takuya (1958) Taniyama Masakazu (1961)
  • 13. Tugboat (The Rebel Angels) Iwasaki Shunichi (1947) Itoi Shigesato Nakahata Takahashi (1947) Maki Jun (1948) Akiyama Sho (1936) Light Publicity Oka Yasumichi (1956) Tada Taku (1963) Sasaki Team Sasaki Hiroshi (1954) Tugboat Miyazaki Group Miyazaki Susumu (1944) Okada Naoya (1955) Ohnuki Takuya (1958) Taniyama Masakazu (1961)
  • 15. Time Matters (It Really Does) • Age Matters Most super stars have had long successful careers. Except for the occasional supernova—Tada Taku, who burst on the scene with an unprecedented triple Grand Prix is an example, Itoi Shigesato was another — it takes time to become a super star. • Sampling Matters To appear in our network, our stars’ glory days had to have been within the years our sample spans (1981-2006). Many historically famous names do not appear because their glory days were in the 1960s and 70s.
  • 17. Who is this? (The SNA Surprise) Iwasaki Shunichi (1947) Itoi Shigesato Nakahata Takahashi (1947) Maki Jun (1948) Akiyama Sho (1936) Light Publicity Oka Yasumichi (1956) Tada Taku (1963) Sasaki Team Sasaki Hiroshi (1954) Tugboat Miyazaki Group Miyazaki Susumu (1944) Okada Naoya (1955) Ohnuki Takuya (1958) Taniyama Masakazu (1961)
  • 18. What are we not seeing here? (The HER Surprise)
  • 19. A Special Relationship Sasaki Hiroshi Anzai Toshio
  • 20. そうだ京都、いこう That’s It, Kyoto. Let’s go. • One of the most successful and longest-running campaigns in Japan’s advertising history. • Sasaki and Anzai worked together on this campaign. Sasaki was younger and a copywriter, Anzai older and a CM planner. • Anzai tells me a story about this collaboration...
  • 21. In Conclusion • SNA makes it possible to focus quickly and precisely on key players in a network too large to grasp with the naked eye alone. • SNA can surprise us, identifying key players who were off our radar, Iwasaki Shunichi (1947), for example. • Historical and ethnographic research (HER) adds depth to our understanding of important relationships and reminds us that time matters when examining archival data. • HER can also surprise us, by identifying relationships that may not seem so important in purely SNA terms but may be very important, indeed, in how the actors we study perceive their networks.*
  • 24. Appendix 1 How the Subnetwork was Selected • Combine six primary networks into one super network • Simplify super network • Net>Transform>Remove>Multiple Lines>Single Line • Project 1-mode creator network • Net>Transform>2-Mode to 1-Mode>Rows • p-Core analysis • Net>Vector>PCore>Max>All • Extract top p-cores • Vector>Make Partition>By Intervals>Selected Thresholds>#10 • Operations>Extract from Network>Partition>4-10
  • 25. Appendix 2 p-Core 81-06 (3-*), Top 238 Rank Creator Rank Creator Rank Creator Rank Creator Rank Creator 1 Soe903 51 Ter536 101 Kit214 151 Saw8 201 Ooy1250 2 Nak190 52 Kan821 102 Tsu1919 152 Tan924 202 Hor6938 3 Aki264 53 Yok747 103 Ood1258 153 Tak7009 203 Mae749 4 Hos265 54 Wat1242 104 Azu155 154 Yon37 204 Yas923 5 Yos6391 55 Ish680 105 Izu5654 155 Sai36 205 Tsu1397 6 Yas268 56 Mun763 106 Oka1165 156 Nak593 206 Ino1182 7 Ina8015 57 Abu5717 107 Miy267 157 Kaw3317 207 Kom1289 8 Mun401 58 Mor1489 108 Aso467 158 Ino629 208 Ish370 9 Mak65 59 Miy1417 109 Mae6378 159 Koi6345 209 Sak1848 10 Oku6805 60 Sat1271 110 Shi137 160 Tom392 210 Mar1152 11 Kiz1178 61 Tak3987 111 Yor136 161 Tak1713 211 Fuc3149 12 Tod695 62 Uch7027 112 Aiz134 162 Tam3147 212 Kam1244 13 And297 63 Mur6598 113 Yam129 163 Uts287 213 Iwa1714 14 Nis1181 64 Ima6400 114 Aso6376 164 Sek282 214 Nag1145 15 Asa4361 65 Tsu5836 115 Yam6495 165 Dom2 215 Yan1061 16 Ono79 66 Kur1998 116 Saw123 166 Nun1712 216 Ebi955 17 Sas3 67 Shi5571 117 Kam122 167 Kin481 217 Mat1248 18 Sug6917 68 Yan486 118 Uch7072 168 Yod68 218 Kon1153 19 Has6 69 Hir5682 119 Sek109 169 Tak6878 219 Nak1708 20 Tak1144 70 Kaz1985 120 Ues5603 170 Yag350 220 Har5921 21 Nak1 71 Yon1982 121 Sak1349 171 Kus755 221 Sus5778 22 Tan418 72 Uch1981 122 Fuk240 172 Sat1871 222 Nag658 23 Ito6226 73 Har600 123 Hyo305 173 Sig283 223 Kaj648 24 Iwa101 74 Hir688 124 Tak107 174 Nag88 224 Tom634 25 Sas1520 75 Suz1259 125 Shi935 175 Mat150 225 Wad7 26 Oot558 76 Kad641 126 Kar6970 176 Fuj76 226 Yam6828 27 Hos1888 77 Sai1735 127 Ued85 177 Sei3881 227 Ton2684 28 Fuk7576 78 Sek503 128 Has5607 178 Koj74 228 Mis3679 29 Hay725 79 Nak746 129 Nis1415 179 Nak39 229 Sek3678 30 Oon1719 80 Tor652 130 Shi5569 180 Kim7588 230 Ish2341 31 Miy952 81 Kan3450 131 Nom5568 181 Miu2992 231 Yos1189 32 Oka6907 82 Kai1940 132 Nag5567 182 Kas20 232 Meg6941 33 Ooh5602 83 Uru5732 133 Koj108 183 Yum5726 233 Ui 34 Tsu6310 84 Tak266 134 Nak686 184 Sat3041 234 Sak3030 35 Kas90 85 Fuk6515 135 Kaw304 185 Ish6781 235 Ook2334 36 Ino5617 86 Nak4941 136 Shi6949 186 Shu1257 236 Fuk2135 37 Tai6939 87 Sat261 137 Shi2316 187 Mat1148 237 Hig5566 38 Miz4 88 Tak6396 138 Sug5587 188 Oka5585 238 Sai8003 39 Ish98 89 Oot7867 139 Kaw54 189 Yos313 40 Anz1143 90 Ich674 140 Sak118 190 Kim462 41 Suz1207 91 Tak6990 141 Yan6924 191 Yam2642 42 Tan31 92 Kit1916 142 Jum193 192 Mur2641 43 Tad27 93 Ike444 143 Tak412 193 Saw5 44 Oka258 94 Yan231 144 Nak6594 194 Yok3148 45 Oka362 95 Mor230 145 Mae445 195 Oos113 46 Nak601 96 Mot202 146 Koi5578 196 Oga8143 47 Tan598 97 Kos962 147 Ato51 197 Kan5577 48 Kob7985 98 Ook5611 148 Fuj112 198 Yat590 49 Tak5570 99 Kad1282 149 Ish7872 199 Iku7327 50 Oka1889 100 Suz1281 150 Osa11 200 Yam344